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README.html
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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="ics-modeling-with-baseline">ICS Modeling with baseline</h1>
<p>Greg Finak <a href="mailto:[email protected]">[email protected]</a></p>
<!-- README.md is generated from README.Rmd. Please edit that file -->
<h1 id="background">Background</h1>
<p>MIMOSA2 is an extension of the <a href="MIMOSA">http://github.com:RGLab/MIMOSA</a> package for modeling immune responses to antigen stimulate using intracellular cytokine staining data.</p>
<p>Input data are cell counts from ICS flow cytometry experiments. Specifically, the number of cytokine positive cells, and the total number of cells.</p>
<p>Package usage is described below.</p>
<h1 id="usage">Usage</h1>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(MIMOSA2)
<span class="kw">library</span>(data.table)
<span class="kw">library</span>(ggplot2)</code></pre></div>
<p>We simulate from the model.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">set.seed</span>(<span class="dv">100</span>)
s =<span class="st"> </span><span class="kw">simulate_MIMOSA2</span>(<span class="dt">effect=</span><span class="fl">2e-4</span>, <span class="dt">baseline_stim_effect=</span><span class="fl">5e-5</span>,<span class="dt">baseline_background =</span> <span class="fl">2e-5</span>,<span class="dt">bg_effect =</span><span class="fl">2e-5</span>,<span class="dt">phi=</span><span class="kw">c</span>(<span class="dv">50000</span>,<span class="dv">50000</span>,<span class="dv">50000</span>,<span class="dv">50000</span>),<span class="dt">P=</span><span class="dv">100</span>,<span class="dt">rng=</span><span class="kw">c</span>(<span class="dv">120000</span>,<span class="dv">150000</span>))</code></pre></div>
<p><code>s</code> is a <code>list</code> with components Ntot, ns0, ns1, nu0, nu1, truth. <code>Ntot</code> is a matrix with column names "ns1" "nu1" "ns0" and "nu0". These correspond to the total T-cell counts for stimulated (ns) and non-stimulated (nu) conditions at time 0 and time 1 (pre-vaccine and post-vaccine, respectively). "ns0" through "nu1" are the positive cell counts. <code>truth</code> is the true model component producing each observation. There are eight different components in the model, each represents a different configuration of observed counts, producing either response, non-response, or non-specific response.</p>
<p>We fit the model with the <code>MIMOSA2</code> modeling function.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">fit =<span class="st"> </span><span class="kw">with</span>(s, <span class="kw">MIMOSA2</span>(<span class="dt">Ntot=</span>Ntot,<span class="dt">ns1=</span>ns1,<span class="dt">nu1=</span>nu1,<span class="dt">ns0=</span>ns0,<span class="dt">nu0=</span>nu0,<span class="dt">tol=</span><span class="fl">1e-5</span>))</code></pre></div>
<p>The output of MIMOSA2 is a list with components z, inds, pi_est, thetahat, ps1_hat, ps0_hat, pu1_hat, pu0_hat, Ntot, ns1, nu1, ns0, nu0. "z" is matrix with the probability that each observation arises from each component. "inds" holds the hard assignment of each observation to each model component.</p>
<p>The confusion matrix from the model fit is shown below. There is some confusion between the responder model components, and between the non-responder model components. However, discrimination of responders from non-responders is generally good, which is the important part.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">table</span>(<span class="dt">fit=</span><span class="kw">c</span>(<span class="st">"R1"</span>,<span class="st">"R2"</span>,<span class="st">"R3"</span>,<span class="st">"R4"</span>,<span class="st">"NR1"</span>,<span class="st">"NR2"</span>,<span class="st">"NR3"</span>,<span class="st">"NSR"</span>,<span class="st">"NSR2"</span>,<span class="st">"NSR3"</span>,<span class="st">"NSR4"</span>)[<span class="kw">max.col</span>(fit$z)],<span class="dt">truth =</span> s$truth)
<span class="co">#> truth</span>
<span class="co">#> fit NR1 NR2 NR3 NSR R1 R2 R3 R4</span>
<span class="co">#> NR1 7 0 4 2 0 1 0 0</span>
<span class="co">#> NR2 1 8 2 1 0 0 0 0</span>
<span class="co">#> NR3 6 0 7 2 0 0 0 0</span>
<span class="co">#> NSR4 0 0 0 11 0 0 5 0</span>
<span class="co">#> R1 0 0 0 0 4 0 0 7</span>
<span class="co">#> R2 0 0 0 0 1 5 1 5</span>
<span class="co">#> R3 0 0 0 1 0 0 10 0</span>
<span class="co">#> R4 0 0 0 0 0 1 0 8</span></code></pre></div>
<p>We plot the empirical proportions from stimulated and non-stimulated samples at each timepoint, conditioning the true response status.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">p =<span class="st"> </span><span class="kw">with</span>(s, {
p =<span class="st"> </span><span class="kw">do.call</span>(cbind, <span class="kw">mget</span>(<span class="kw">colnames</span>(Ntot))) /<span class="st"> </span>Ntot
<span class="kw">colnames</span>(p) =<span class="st"> </span><span class="kw">c</span>(<span class="st">"pu1"</span>, <span class="st">"ps1"</span>, <span class="st">"pu0"</span>, <span class="st">"ps0"</span>)
<span class="kw">data.frame</span>(p, <span class="dt">truth=</span>truth%like%<span class="st">"^R"</span>)
})
<span class="kw">ggplot</span>(<span class="kw">melt</span>(p, <span class="dt">value.var =</span> <span class="kw">c</span>(<span class="st">"pu1"</span>, <span class="st">"ps1"</span>, <span class="st">"pu0"</span>, <span class="st">"ps0"</span>))) +
<span class="st"> </span><span class="kw">geom_boxplot</span>(<span class="dt">outlier.color =</span> <span class="ot">NA</span>) +
<span class="st"> </span><span class="kw">facet_wrap</span>( ~<span class="st"> </span>variable) +
<span class="st"> </span><span class="kw">geom_jitter</span>() +
<span class="st"> </span><span class="kw">aes</span>(<span class="dt">x =</span> truth, <span class="dt">y =</span> value)+<span class="kw">theme_classic</span>()</code></pre></div>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqAAAAHgCAYAAAB6jN80AAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2NVd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJGWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzzHIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+BkmfxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8OcxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqhz9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aruq6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15TMKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5Da9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4AeydCdxV0/7/lyFToRAiTVLRzRQlGUoyyxgyJBKRa064iLhmueahUBFuIiHKDzdDhSskUkQpQ5kzD3H+671+v3X+++yzz3nOc55znrPPcz7f1+t5zj57r73W2u+9z97f/V3f73etkLBiJCIgAiIgAiIgAiIgAiJQSwRWrKV21IwIiIAIiIAIiIAIiIAIOAJSQHUhiIAIiIAIiIAIiIAI1CoBKaC1iluNiYAIiIAIiIAIiIAISAHVNSACIiACIiACIiACIlCrBKSA1ipuNSYCIiACIiACIiACIiAFVNeACIiACIiACIiACIhArRJYuVZbK8PGli9fbpSpqgxPnLosAnWQQL169bIele5XWfFoowiIQC0SqOp+tYLygGY/G1tssYVp165d9kLaKgIiIAJFJjBz5kwza9Ys07Bhw4wttWzZ0myzzTYZt2uDCIiACNQGgVdeecV8/PHHJpsSKgtoFWeiadOm5tFHH62ilDaLgAiIQHEJ9OvXr8oG2rRpo/tVlZRUQAREoNgEDj744CqbkA9olYhUQAREQAREQAREQAREoJAEpIAWkqbqEgEREAEREAEREAERqJKAFNAqEamACIiACIiACIiACIhAIQlIAS0kTdUlAiIgAiIgAiIgAiJQJQEpoFUiUgEREAEREAEREAEREIFCEpACWkiaqksEREAEREAEREAERKBKAlJAq0SkAiJQXAIfffSR+eOPP4rbiGoXAREQgRoS+Ouvv8z8+fNrWIt2F4H/JSAFVFeCCJSQwOuvv2523nln8/XXX5ewF2paBERABKom8M9//tOcfvrpVRdUCRHIgYAU0BwgqYgIFJoA07uOHj3aHHnkkeb3338vdPWqTwREQAQKRuC7774zp512mrntttsKVqcqEgEpoLoGRKAGBC6//HIzdepUM3DgQHPccceZJ554IlnbJZdcYubMmZP8/uCDD5oJEya47y+99JIZM2aMGTt2bHK7FkRABESgmASefvppM27cOMN967DDDjPDhw83v/zyi2vyp59+MtyzDjjgAHPiiSeaF198MdkVLJ+8NPMpEYFCEZACWiiSqqciCTzzzDPOMtC9e3d3477gggvMlClTHIvJkyebpUuXJrkwl/fs2bPd906dOpnnnnvObL311sntWhABERCBYhJ49913zZlnnulGXc4++2wzbdo0c84557gmUS4XLFhghg4darifoaB++umnbtuwYcPMzTffbNZaa61idk91VxgBzQVfYSdch1t4Asx5e/jhh7uKsXiOHDnS7LnnnlkbWm211bJu10YREAERKAaBDTbYwKBQIpdeeqlTNq+88krzzTffmBVXXNE0atTI9OnTx/CSvN5667lyq6++uvvUPxEoJAFZQAtJU3VVJIFddtkledydO3c28+bNS37XggiIgAjEiUDwftW+fXtTv3598/7775sLL7zQMAzfpUsXs+OOO5rHH3/crLyybFRxOnd1rS+6uuraGdXx1DqBRYsWJdtE+dxkk03cd6wJwQAjIt01hJVEpQUREIESEFi4cGGy1c8++8wpnU2bNjUNGjQw9913n/MJxX0I6+jaa69tjj/++GR5LYhAIQnIAlpImqqrIgkQWLRs2TKXSumxxx4zPXv2dBwY6poxY4Zb5qY/ffr0iuSjgxYBEYgPgddee80FR/75558uE0eHDh3MhhtuaE499VRzzTXXmIYNGzr/z1atWpnly5fHp+PqSZ0jIAtonTulOqDaJrDqqqs6fymiRPfee28XlEQfcO4nMn78+PHupr7XXnvVdtfUngiIgAikENh8883NEUccYUgqv/7667tsHBS46KKL3L1rm222MT///LPBnYg0cRIRKBYBKaDFIqt6K4ZA//79XTJ5FFD8qbx07drVzJ0713z11VfuRu/XBz/r1atnvvzyy+AqLYuACIhA0Qi0bdvWPPvss+bbb78166yzTrKdTTfd1EyaNMn88MMPLhgpeC/zhQ499FDDn0QECkFACmghKKqOiiewxhprRDLADxQrg0QEREAE4kJghRVWSFE+g/1ac801g1+1LAJFIyAFtGhoVXElEGAoq2XLlpVwqDpGERCBMiew/fbbG3w7JSIQBwJSQONwFtSHsiVwyimnlG3f1XEREIHKIrDrrrtW1gHraGNNQFHwsT496pwIiIAIiIAIiIAI1D0CUkDr3jnVEYmACIiACIiACIhArAloCL6K00Oi3mOOOaaKUtosAiIgAsUlkEse2fnz5+t+VdzToNpFQARyIPD6669XWWoFmzomUWWpCi7w448/unxpFYxAhy4CIhATAlXNpEUKHd3SY3Ky1A0RqHACVd2vYqGAMiNDcMpCztlqq61mSBWRj/z2229m6dKlplmzZpG7k4AXS0GbNm0it2ulCIiACIiACIiACIhA8QjEwgf0qquuMuRRDP69++67eR31sGHDDPPadunSxXTs2NEpouGKhg8f7raH1+u7CIiACIiACIiACIhA8QnEQgF96623DEoh03/5v/bt21f76KdNm2ZGjhxpZs6caT788EPDHLdDhgxJqWfWrFnmiiuuSFmnLyIgAiIgAiIgAiIgArVHIBYK6Jtvvml22GEHs/LKK5vVV1/d/fnhd6YxPOOMM0yPHj3MSSedZBYvXpyRzoQJE0zv3r3d0DtD+MzFPW7cuKRP1K+//mr69u1rLrvssox1MC3i559/nvxjuF4iAiIgAiIgAiIgAiJQOAIlV0Bxmv/oo48Mw/AbbLCBWXfddc1tt93mjhC/0J122sksW7bMDB061PmFdu7c2Xz//feRBBYsWGBatGiR3Na8eXPzyy+/mK+//tqtwxraq1evrMPvnTp1MhtttFHyjyh4iQiIgAiIgAiIgAiIQOEIlDwNE8FC3bp1M4MHDzYPP/yweeSRR8xRRx1lGIJnG8rmXXfdZerVq2d22WUX8+qrr5oHHnjADBw4MI3CkiVLTDDqqkGDBq7Mt99+64blSWPC3+zZs9P29SvuuOMO89NPP/mvTiFOftGCCIiACIiACIiACIhAjQmUXAFt3bq1ef7555MH0qdPH2cBffrppw0KJNbLJk2aJLcT4Y6lE0WSsl4mTZrklEUsql78cv369c3xxx9vCFAiN9W8efPM8uXLzYwZM8zWW2/thvz9Pnvuuadf1KcIiIAIiIAIiIAIiEARCJRcAZ07d655+eWXzQknnJByeK1atTJ//PGHS5UUtFhizVxzzTUN+TnHjBmT3Iehd9IuoZx6Yblx48ZuGJ7h/VtvvdVtItAJK+egQYPM+PHjDW1JREAEREAEREAEREAEaodAyfOAYuFEeZw8ebLp2rWrmTp1qtljjz0MvpffffedG4p/8MEHzcEHH+wCkLBYTpw40fmGhhExPE+5KVOmuDoHDBjgFNCbbroppegbb7xhevbsmfQNTdmoLyIgAiIgAiIgAiIgAkUlUHILqA86OuWUU5y/JwFHo0ePNuutt577Y/nEE080Z511lllxxRXNueeeG6l8QokAJYbat9tuO9OoUSM3vD5ixIiiAlTlIiACIiACIiACIiAC1SNQcgtosLtffPGFs1j6FEx+G1PLEZC04YYb+lVZP0m3xF/Dhg2zltNGERABERABERABERCB2icQKwW09g9fLYqACIiACIiACIiACNQ2gZLnAa3tA1Z7IiACIiACIiACIiACpSUgBbS0/NW6CIiACIiACIiACFQcASmgFXfKdcAiIAIiIAIiIAIiUFoCUkBLy1+ti4AIiIAIiIAIiEDFEZACWnGnXAcsAiIgAiIgAiIgAqUlIAW0tPzVugiIgAiIgAiIgAhUHAEpoBV3ynXAIiACIiACIiACIlBaAlJAS8tfrYuACIiACIiACIhAxRGQAlpxp1wHLAIiIAIiIAIiIAKlJSAFtLT81boIiIAIiIAIiIAIVBwBKaAVd8p1wCIgAiIgAiIgAiJQWgJSQEvLX62LgAiIgAiIgAiIQMURkAJacadcBywCIiACIiACIlAbBH799VfTp08f06BBA7Pyyiubm2++uTaaLYs2VkhYKYueqpMiIAIiIAIiIAIiUEYE1llnHfP999+bP//80/V6tdVWM8OHDzcnn3xyGR1FcboqBbQ4XFWrCIiACIiACIhABRN47bXXzK677mqwggZlgw02MEuWLAmuqshlDcFX5GnXQYuACIiACIiACGQiMH36dNOjRw/z5ZdfZipS5frffvvN1K9fP63cDz/8kLauEldIAa3Es65jFgEREAEREAERyEjg559/Np988kly6DxjwSwbOnbsaNZYY42UEquuuqrp0qVLyrpK/SIFtFLPvI5bBERABERABESgaARQPqdNm+bqb9iwoeFvt912M1OmTClam+VU8crl1Fn1VQREQAREQAREIN4EZs+ebRYuXGhatmxp/va3v8Wqs3/88Ye59dZbzRdffGF22GEH06tXr6L2b5NNNjG//PKLeeutt8zqq69uttpqq6K2V06VSwEtp7OlvoqACIiACIhAjAn84x//MLfccotLOfTNN9+YwYMHm2uuuSYWPf7rr7/MKqus4vwyf/rpJ9enfv36mXvvvbcg/bv66qvNVVddZah76623dtbPevXqGSLfUXYlqQQ0BJ/KQ99EQAREQAREQATyIDBx4kRzxRVXuLRDKJ/I9ddfbyZNmpRHbYXf5fTTTzcrrbSSUxB97ePGjTPPPvus/5r359ChQ80ll1xivvvuO4OVddasWWa//fbLu75K2FEKaCWcZR2jCIiACIiACBSZwCOPPJLWAlbHRx99NG19KVaQFsnn4/Tt0793333Xf837E8U7mG7p999/N7T3zjvv5F1nXd8xdgro4sWLDdFnNRFSHyxatChjFVxw77//fsbt2iACIiACIiACIlA9AiRdZ8g5KHxv1KhRcFXJlvFJZTaioKAvbLTRRsFVeS0ztB8W5vmhfkk0gVgpoO+9955p27atmTFjRnRvc1g7bNgw07RpU5fmgBQIS5cuTduLWQiUBiENi1aIgAiIgAiIQN4Ezj//fDfEvcIKK7g6VlxxRTcczfB0HIRpMJcvX55UQkmJtPnmm5vevXvXuHsHH3yw4XiDsmzZMrPlllsGV2k5QCCVVmBDbS/iM9G3b98aNUu6g5EjR5qZM2eaDz/80HTo0MEMGTIkpU78MjCVS0RABERABERABApHgBl+GH0k8h1DULdu3QyjmmuuuWbhGqlBTY0bN3YjrMcdd5zZZ599nC5QqCHyu+++2zRp0sQFOWEJbt26tZvtKGwRrkH369yuqbboEh7eRRddZLp3726+/fbblF589dVX5vLLLzekdeCEXnjhhYa0BlEyYcIE9ybTrFkzt/mcc84xnTp1chFuvJHhn4GSe9lll5mLL744qgqD3wZmcy+8IUlEQAREQAREQASqJoCS9/bbb1ddsEQlSIV01113Fbx1huBJXI8/KcPuGMCqo3y+8sor5vjjjzfoPO3bt3e5QqOG9Qve8RJWGAsL6IsvvuhgoxgGBWVwp512MpixMeGTyqBz584uwi5Yzi8vWLDAtGjRwn81zZs3d/m3vv76a7cOayg5v7INv+MCQDv+jwtKIgIiIAIiIAIiIAJVEUB53HbbbaulfGI13nHHHQ1uiEz9yTSg7dq1c+4LVbVXzttLbgFFuTzhhBPM+PHjTdja+Nhjjzllk7cV3iR22WUX8+qrr5oHHnjADBw4MI37kiVLzFprrZVc36BBA7eMVZVheU4qf1hTMwk5vILztGJKl4iACIiACIiACIhAMQgcc8wxKSOvGN9IYzV27FhDntK6KiVXQMnLxTA5iVsJPmKYfM6cOS4YiUh1rJf4VXjBtI2lE0WyT58+frXLM7buuuumKI9ekaxfv74zbROg9Prrr5t58+Y5R2TaI1ksJnkvhx9+uF/UpwiIgAiIgAiIgAgUlQC5Q8NCsJTXYcLb6sr3kiugP/74o/noo4/MoEGDHFPMzzfddJNz5CV1Q5s2bVIsllgzcWhmvzFjxiTPA0Pv+H6inHphGX8UpsHCOZrptxDSPKHw0iaW11atWvld9CkCIiACIiACIiACtUYAwxeGN5ROL+gou+++u/9aJz9XsAE3/z/iJgaHSKDRnXfeaXr06GHmz5/vnHEffPBBQ4oDoumwWDLbAr6hYWF4nnJTpkxxvqADBgxwCigKbVDeeOMN07NnT2ddDa7XsgiIgAiIgAiIgAgwOxJGqhdeeMFsuOGGRQWCGsZUnSSux/BGViAMbAcddFBR2y115SW3gGYDgDI6evRoc+KJJ5qzzjrL5dg699xzI5VP6iFAiSiy7bbbzp1ElNURI0Zka0LbREAEREAEREAERKBkBMjSgwENZZco+O23396N6JasQ7XUcOwsoFHHzdsBCeVzfQvBj5S/hg0bRlWndSIgAiIgAiIgAiKQkUBtWkAzdqKOb4i1BdSz5+0gV+WTfXwKJb+/PkVABERABERABERABOJDIBZ5QOODQz0RAREQAREQAREQAREoNgEpoMUmrPpFQAREQAREQAREQARSCEgBTcGhLyIgAiIgAiIgAiJQewSIeuev0kQKaKWdcR2vCIiACIiACIhALAiQ2YeAaSbEYSpwZkGqFJECWilnWscpAiIgAiIgAiIQGwLkKr/lllvc5Dh//vmnWbhwodl3331j079id0QKaLEJq34REAEREAEREAERCBEYNWqUm6nRr8b6OXPmTPPBBx/4VXX6UwponT69OjgREAEREAEREIE4Elh11VXTusV0nMEpOdMK1KEVUkDr0MnUoYiACIiACIiACJQHgUMOOcTN8Oh7S87zH374wbRr186vqtOfUkDr9OnVwYmACIiACIhAeRP48MMPTdeuXU3Tpk3dVNvLli0r7wP6v96PHDnStGnTxqy88souEGmrrbYy33zzjUERrQQpi5mQKuFE6BhFQAREQAREQARSCXz77bemdevWTiljWu4lS5a4edIJ2GnUqFFq4TL7Vq9ePfPee++Zjz/+2EW/++Mss8PIu7uygOaNTjuKgAiIgAiIgAgUkwBpilZaaSWD8okQLU6wzr/+9a9iNlurdTdv3txsttlmFWP59HClgHoS+hQBERABERABEYgVga+++sopncFO/fbbb6auDMMHj6vSlqWAVtoZ1/GKgAiIgAiIQJkQeP7559N6ijV0v/32S1uvFeVFQApoeZ0v9VYEREAEREAEKoIAw+w//fRT2rHuv//+Zvfdd09brxXlRUAKaHmdL/VWBERABERABCqCwDvvvJM2/M6BN2nSpCKOv64fpBTQun6GdXwiIAIiIAIiUIYEmBudOdKDQsqiSsmTGTzuurgsBbQunlUdkwiIgAiIgAiUOYEzzzzTJWpH6URQRuvXr2/OOOOMMj8ydR8CUkB1HYiACIiACIiACBSdwIIFC8xTTz1l3n777ZzaQvFkZqArrrjC9OvXz1x22WWGqPhKSdSeE6QcCn366aemS5cuToEnpdVLL72Uw17FL6JE9MVnrBZEQAREQAREoKIJ3HPPPc5yucoqq5ivv/7aKZT33ntvlUxQNgcPHlxlORWIJkAQFzNIwdHnUt1tt93MtGnTTKdOnaJ3qqW1soDWEmg1IwIiIAIiIAKVSOCVV14x/fv3d9ZMlE9kzJgx5v77769EHLV6zKNHjzZrrLFGUvmk8eXLl5tLLrmkVvsR1ZgU0CgqWicCIiACIiACIlAQAgy7r7hiqrrx119/mQceeKAg9auSzAR++eUXA+uw/Pzzz+FVtf499Yqo9ebVoAiIgAiIgAiIQF0m0KBBA7PqqqumHCIK6VprrZWyTl8KR+Ddd981WJ579uxpfv3117SKBwwYkLautlfERgHFNwEH5ShNvbpQmKZr0aJFGXejjffffz/jdm0QAREQAREQAREoDIETTzzRKaBBKyjP4ZtuuqkwDaiWJAF0qUMPPdQFHe2zzz5mq622MqNGjXLb1113XcPLwHnnnWeOOuqo5D6lWoiFAjp27Fiz6aabmgMOOMBsuOGGJmrqrVwBDRs2zDncEvHVsWNHs3Tp0rRdhw8f7k5O2gatEAEREAEREAERKCiBhg0bOgPT5ptvbho3bmy23HJLM3v2bLP++usXtB1VZszRRx9tnnzySedv++233zokZ599tlm4cKF54oknXAaCK6+8MhaoSq6ALlu2zJx++ulm/PjxDswNN9xg+vbtmxccorpGjhxpZs6caT788EPToUMHM2TIkJS6Zs2a5VI6pKzUFxEQAREQAREQgaIRQAllZqMvvvjC8Bz+29/+lnNbEydONN27dzfdunUzzz77bM774f9I9P2tt97qdIKcdyzjgpMmTTKMAgeFwC/YY5hr2bJlcFNJl0uugGIufuihh8y2227rQGy88cYGrf33339338n5RdLZHj16mJNOOsksXrw4I7AJEyaY3r17m2bNmpnVVlvNnHPOOWbcuHHJ6C/8IFBuySUmEQEREAEREAERiDeBm2++2Rx44IFm6tSp5oUXXjDMA88c8VUJ6Yc222wzc9ZZZzlDVOvWrWs0ulpVe7lsRzGM8sfMZd9cy/z555+RRadMmRK5vpQrS54HlLei3Xff3XCxjBgxwtx1113m0ksvNeQKQwndaaednNY+dOhQ88gjj5jOnTubuXPnRjov40PKG5KX5s2bG96A0P7XW289dxH26tUr6/D7FltsYT7++GNfhfnggw/MRhttlPyuBREQAREQAREQgWgCGJVwc/PDv9GlcluLDnDttdemFEaBO/fccw3J1cOBTcGCd9xxh/nmm2+SBii27bvvvmbgwIFuNqVg2ahl6keuueYal8Yoqkx11v33v/81//nPf9zc9iSDZ+Q3W/+rU3ewLLNF/fjjj8FVbnnNNddMW1fqFSVXQD2AL7/80rz33ntOEcVvkwvvscceM99//71TSuvVq2d22WUX8+qrr7rUDVxEYVmyZEmKYoqzLcIPgWH56dOnuz98TzIJFwVuAV4UpedJ6FMEREAEREAEshPgeYshqUmTJinP4+x7RW9F2WQ2JPJWBgUl96233kqbJz5Y5rvvvktRPtmGdZDIcPxQcxHmop8/f34uRbOW+eSTT5zbgQ+y5vO2225zBjOU0UIKgUaMHMMoKFtvvXXwayyWY6OAtmjRwtx5552G3FRYHLFkEqmO9ZIL2QsmbCydKJN9+vTxqw1+D4Bn2i4vfpm5Y48//nhDgNLrr79u5s2b5y7oGTNmGE4KbwxeGOaXiIAIiIAIiIAI5E+A2YuwONZE/vjjD9OuXTvz0UcfpVSDQsozn5HSTIJOERzNpBz1oQeQmqg2hSBrr3z6dnETPPXUU83ee+/tVxXkEyWbmY9QQllGgcf6iXti3KTkCuicOXOcXwYnAiFjP87JzBXbqFEj06ZNGxct58HxdgVMTMzMpOCFiw3fT5RTLyzzpsMw/AYbbOAckdmGksuQ/6BBg1zwU6tWrfwu+hQBERABERABEYgBAUY+J0+e7PQARjSZThLDEq5x2ZRPuk5A8l577eWUMH8oKGN77LGHYTh8u+2286tL8olCikJcaMGi+vnnn7vgKz5xWcwWO1Po9qtVnzXTllSsj0bCDnMnrFnc9ePFF19MWIDuu73IEvYiS1jfT7fN5vZMrLPOOomXXnopss/UYa2nCTvEnrAXaeKII45I/P3vf08ra4fjXT1pG7RCBERABERABEQgbwJ21DJhDUcJmwoo7zrCO1rDU8LOG+/+rLteeHPG73YUNWEtjYxFp/zZmJAEddaW2LRHKe37/qCnFFuuvvrqxK677lrsZvKqv+QWUKycOAuTqJY3G4bc+U6wEcI8pmwjko0ktjgfE5gUJezDUDtvNtTL8DqBTRIREAEREAEREIHyJECwcr9+/ardeaLgrWaUth/riAXZeeed07YVYgWjrugtWG+xSJJG6rDDDnNZeTgW/sh37uNUatomMTOksmR0F/cCArDLQVZAbY1LRzEXk5g27JRLFwlMIkl9LoLjMn+cZIkIiIAIiIAIiEDtECDynHyTRMLX1Ae0ED3G/Y7co2FBAa1OLtLw/v47rn7Uj7sghi+EoX7cBXzwFN/JX4q7H4Y2fEILFQGPsstxwB2fT+q3o8RJQx1R/E899ZRLY+X7HJfPkltAgyCCwUbB9ZzIXJVP9sO5lz+JCIiACIiACIhA5RIg2pyAZe9viT6Bb2ghlE+mtCTJPcoko7comSiA+KeiGHpBEbXugC62xa8r1OcOO+zgph73yi71Mqskvp+5RvsXqi/VrWfF6u6g8iIgAiIgAiIgAiJQDgQOOeQQY2NL3JzoRNQzDSUWwZrK/fffb6x/pQuIRvlEyGnOLIxRAVLB9I41bTu4PxbYoPLpt7355pt+MbafsbKAxpaSOiYCIiACIiACIlArBFDoGEbGRxKlrqaClZC8oYUUcp2GhZSO5C7HBTAojMjuueeewVUFW7aB2c7qGqyQ4XjSUsZdZAGN+xlS/0RABERABESgQgigKDJfef/+/d20m0wGE1boqkJBEnomtkERK5aQMjIsBErjc2ozALhN+ISuvfbaLtgpSmEN75/Pd/Kn42PqhRgaG/VuOnbs6FfF9lMKaGxPjTomAiIgAiIgApVDAIVxm222cRY9llE88aUcMGBAzhCIBifIh5kTsQKOHTs2532rU5DpwclT6gXfUvKLH3vssc5qS1D1qFGjXAT8M88844u5TybDIRdp0E80pUA1vmBZfeONN8y2225rNt98czeVOVN+loP8f7W5HHqrPoqACIiACIiACNRJAky1jdWQCWe84N/4xBNP+K9ZP/F7DM/4c/TRRzuFlGH4QgqR/iiW3bt3d0FIpH189NFHk/PMEzjdq1evlCbJ6EN/OB4slVhqmeUJi29NpEOHDm668ZrUUYp9pYCWgrraFAEREAEREAERSCHALIdRmSH9OvwrGW6OGv6mIpus3qU/8uV95eQTL7QCSt1MGR5uy7cZ9clU3xMmTEixfJK3fOHChW6Gx6h96vI6DcHX5bOrYxMBERABERCBMiHAJDMoZMEcmUSUM6EM27Aq1q9f35xxxhmRR8R++GEGhe9RUenBMrW1/Nhjj6Uon75dAq4qUVLPVCUS0DGLgAiIgAiIgAiUhMC4ceNMs2bNDMFGzNNOiqT99tvP+W+2bt3aPPTQQ+bwww8306dPTypvBPRcd911af3FwhgMyKEAc66fffbZaWVLsSJq5iNmMQr6kpaiX6VqUwpoqcirXREQAREQARGoYAIMR/ft29csXrzYBR6Rr5OgGgKJvvrqK/PBBx+4ZOpEkgeHugneufnmm9PIobC+8sorbj2WUqak5DsKbhzk4osvTpkkB+vsjz/+WJBUU3E4vur2QQpodYmpvAiIgAiIgAiIQI0JHHfccea3335L1sMygUQvv/xych2KZ5SFkHnPo4RgIKyKRNG///77pnPnzlHFSrKO+eyvv/561zbuAlh88Wslgr4SJVZzwVfiCdAxi4AIiIAIiEBdIYDiR4T4lltuaTJNr+2PlaH0oALKehQzrKBYLxHmN7/vvvtSkq0zzN6+fXuXaskVitE/5oV/4YUX3HEx9/uOO+5Y0t6R8gllPY5+plJAS3ppqHEREAEREAERqDsEvAKayxGRK5O508NCHk/SFHlBCWWKS28pxF+UhO9xE5Tpjz/+ONkt+svsSE2bNk2uK8XCeuutZ6ZNm1aKprO2qTRMWfFoowiIgAiIgAiIQDEIoESSvJ1AIR+9jr9mUPmkXb5vttlmbs5zlLpwoFEx+pZPnZ9++mnKbrgPkEyfY8QnVZJKQApoKg99EwEREAEREAERqCGBwYMH5zxE/vrrr7thYmZBIhdoucrOO+9sGIIPCpHvROHvu+++wdUFW8bqilKeKdXUPffcY2bMmFGw9gpZkRTQQtJUXSIgAiIgAiIgAs7/s02bNjmRCJa74447XIolosOPOeYYc+211+ZURxwK7bXXXuaBBx5wllrfH4KMDjzwwBrPduTr859ff/21S1fFNJwEXd1yyy1m0KBBfnPyc5111km6LiRXxmRBUfAxORHqhgiIgAiIgAhUMoHLLrvMnHnmmc7fc+nSpea2224zJ598ctkguf32253yid8nlk+i91FIazrVZhjAH3/8YfDrZOpSlE8EbrRVTiIFtJzOlvoqAiIgAiIgAnWQAEPJ5MnEZ9IL0dtjxowxn3zyiV8V60+mCMWfleh+LLdvv/226dOnT8H7PHnyZOeqEMyNilLav39/137BGyxShRqCLxJYVSsCIiACIiACIpAbARQ3/Bi9Rc/vRcARQTzlIvhjHn300UXtLkn6o7IHoLyjxF9++eVFbb9QlcsCWiiSqkcEREAEREAERCAvAgxbd+rUKc1fER9K8mlK/pcAVs8TTjghI46HH34447a4bZACGrczov6IgAiIgAiIQAUSePzxx92Um+T5XHfddd00nKQ2ipoJqQLxuEPGVSFbGqpyyiKgIfhKvYp13CIgAiIgAiIQIwKNGjVyQTxTp051MyDttNNOBr9KSSqBKFcFSpBLdezYsamFY/xNFtAYnxx1TQREQAREQAQqiQBJ53v06OHmSS9X5XPOnDmme/fuZosttjCnnXZaQU/faqutZm644QY3ZWmw4oYNG5r//Oc/pm3btsHVsV6OlQK6ePFiZ36vKTFM1IsWLcpYDc7O77//fsbt2iACIiACIiACIlD+BF577TUXlT5x4sRaORjSR3Xo0MHNB//ee++ZO++806Ac7rbbbq4fhegEPqBPP/202X777Q3J+4m6//bbb3NO/F+IPhSijlgooKRZaNeundlnn30MCWlvvPHGvI9t2LBhbt7VLl26mI4dOxouhrAMHz7csF0iAiIgAiIgAiJQNwkQEd6tWzc3E9FBBx3kLJLB1EXFOOpDDz3UGdJ8O0T1L1u2zFknTzrpJHPssccWpFksrCjXJKIfMGBAQeqs7UpKroCS5+uss84y999/v5k9e7aZMmWK+cc//mGWLFlSbRbTpk0zI0eONDNnznSJbHkLGTJkSEo9s2bNMldccUXKOn0RAREQAREQARGoOwReeOEFQ2L7X375xTCrEgrhhx9+aK6++urkQaJnjBs3zlkTkytruECKJK98RlX12GOPuQTyUdtqug4dCL/Zrbbaylx//fU1ra7o+5dcAf3ss8+ckrjddtu5gyXdQrNmzcyzzz7rvnMyzzjjDOcTwtsDw/SZZMKECaZ3795uf/wkzjnnHHdx+YuBHFl9+/Z1F2WmOrReBERABERABESgvAm8/PLLadHiWCOfeuopd2Bs33TTTc3AgQMN1lGmrMR9r6ay9957Z5yXnbqJYEfvKbSgfGLt5ZME+BdeeKHp169foZspaH0lV0Bbt25tBg8enDwoTMq8pTBEzsWCNo/5eujQoQalsnPnzoa8YFGyYMEC06JFi+Sm5s2bu7cf5kxFsIb26tUr6/D7jjvuaDbZZJPkXz6W2GQHtCACIiACIiACIlDrBFAo0RmCQpT4hhtu6EZYd955Z8MILL6TKJ4kdo+aSz24fy7LWFgJniJSnYCqsHzzzTfORzS8vqbf99hjj5Q56DG4Pfroo+bzzz+vadVF2z9WaZjmz59vDjnkEHPllVe6NxNM4yibONiSB2yXXXZxpmvmO+WtJSwoi+QP88JcrAgXGMPy06dPd38M9WeSAw880HCBeCnXKDzff32KgAiIgAiIQKURIFDnmmuuMUxRiYKJ8umnySTNEymf0A28LF++3DzxxBP+a96f6CrU++9//9tNIcpILIow/aB9YlwwcqH8Yg1FUS2EMANTWKg7zrNIxUYBffXVV5118oILLjCnn36640ikOtbLJk2aJLlyIWHpRJkMzrE6adIkl7g2OD2VX65fv745/vjjDQFKr7/+upk3b557U5gxY4bZeuutDTMweDn33HP9oj5FQAREQAREQATKkACKIKOpBOgwsrrxxhubO+64w0WkY5zyrnnBQ4uyWAa3V2f58MMPd8VPPfVUc8sttzgLK8PzKLqM/H733XfON/W///2v8S6I1ak/XJbR2+eff97lT/Xb0J+w+MY1608sFFCg4bvJm0FwDlXeUIiKD1osebMg0z9OxUTPe2HoHd9RlFMvLDdu3NgNw2+wwQbm1ltvdZt48+CtAHP7+PHjNc2XB6ZPERABERABEagjBLB63n333WlHs/vuu7thcJQ/hqoRFNZiTGO56qqruih82li4cKFp2bIli0nBzRCfTXSdmggWV9wOMLhhDUXPmTx5snnzzTdrUm1R9y25Dyj+CTgAX3fddWavvfYyBB3xR+Tannvu6TR3/BgQApB4c3jllVfcW8yuu+5q/B9vNMccc4x56KGHzDvvvOMU1KuuusocccQRbjifVAX+jyH8tdde233XHLNFvb5UuQiIgAiIgAjEjgDD8MSEYJwieTvBSV27di1qP0kgj1IcFCyiZO9BcCP88ssvg5tzXsZgR9wM1lZcD3Bp7NmzZ877l6JgyS2gWCXx82SIPCjk6jzzzDPN6NGjzYknnuhSNXHiGCLnjSFKCFCiHszZnAyG10eMGBFVVOtEQAREQAREQAQqlAD6BFbDsKDEnXfeeS6RPNZKyhRqaN77gQbbxC+UEV2MaaSJxHVw2223NbgIZpvzPViHX8aKG/fId99XPlewfhCJ4Io4LtNFEsrjy5CLYFLnj9kHJCIgAiIgAiIgArVDgCBesthgRNp3331rp9ECtYKugdKHUhgUjgmjVk2FWJcddtghrRoUXNr06hhD6BjTvGU0bYdqrMAainUXi2/cpOQW0FyAcDJyVT6pj4izcPqFXNpRGREQAREQAREQgZoTwB2OXJvlJC+99FKa8kn/8c8kqr4QwrD/448/ngx+JrtPOHgIRfS+++5zgdXhIfvq9iEYQ1PdfYtdviwU0GJDUP0iIAIiIAIiIAI1J0CQMBHZBAwzF3o5CX6TUYIF1B+LT+nEcHc+gkGNacephwAlhvyjhOH6uXPnuoCiqO25rsOiy/B+HKUshuDjCE59EgEREAEREAERqBkBAo4JxEFxLbUQY3LttdemdYPI8k8++cSQRskHOR922GEu6BmFsqay2267GayvcEAYwSWx/MSJE2tadaz3lwIa69OjzomACIiACIhA3STApDPM147i9eeff7q836WO3SCjTjh5OwFB+LWibHo/Tc7IRRdd5PKL1/TsELNCwBOWViyWRx55pLnzzjvTIuZr2k7c9pcCGrczov6IgAiIgAiIQB0ncPvtt7v8mFhAEXwdW9h83nPmzHFD06U8fPKEonQyPM6MjOQYx0oZngZ8/fXXdwHSheorEfBwwOJaCZKakKoSjljHKAIiIAIiIAIiUFIC5On2yicdIQp82bJlbii6pB2zjT/77LNu+Js84d7yGTVlJn6chRTcECpF+YSbFNBCXj2qSwREQAREQAREoEoCUbk1UUIZio+bbLXVVqZp06YpAUFM4X3UUUfFratl1R8poGV1utRZERABERABESh/AieddFLaQRA5T1qiuAnK8gsvvOD8P1E811hjDdO/f//k9N659Bff0UsvvdTNzNiuXTszffr0XHar02WUhqlOn14dnAiIgAiIgAjEj8CQIUMMOSrHjh1r1lprLTclJvkwUfBylUWLFrmpKzfbbDNXR677RZX7+uuv3QQ2G220UYql05eljyiRX3zxhWE4vrrBUt26dTPTpk1LWnj5zixLTEVeqSILaKWeeR23CIiACIiACJSQwP33328+//xzM3PmTPPuu++6Ye5cu3P++eeb9u3bmz333NOsvfba5sUXX8x117RygwYNcoFGJJwnCOi7775LK+NXEHhUXeXzrbfecv0LuheQ55N2K1mkgFby2dexi4AIiIAIiEAJCTDLYevWrU11ErujuBLExBzqWC4Rkq0vXLjQLVfn39///ndz7733mp9//tn9kWqpa9euSUtlderKVBaFdp111knbjMtBJYsU0Eo++zp2ERABERABESgzAnfccUdaj/HLfOKJJ9LWV7UCZTYYje+H2d9///2qds15O0FM4aAr8n0SZV/JIh/QSj77OnYREAERqCYBkmZjMcL61LNnT7P11ltXswYVz4fA0qVL3fBw48aN89m9Tu2DshkWLJfVsaL6/akrPOTO8HghZjjybTRq1Mg8/fTTZrvttnPuAgzzcx5xPahkUSL6Sj77OnYREAERqAYBlE8CPsjXyEOa76NGjTLHHntsNWpR0eoQwDp3wAEHmNdee83NH86Q9bx581wgTHXqqUtl8ffk5cfPo+5nKGIGoyjlNNuxDxs2zDAjE9cy4uuaPHmyOe2001z0O8wLIbxEkGOUQKv9998/L4W5EP2ISx0ago/LmVA/REAERCDmBJgLm4coM7b4BzaBFB9++GHMe16+3SP/JEoLSj/MP/74Y9OnT5/yPaAC9JxUTY8//ririYh0LIvM1V5d5ZMKLr744iRP9ifxPL6Z4SHzAnTbRfqTO/Tggw9OUz6ZAYrz/OmnnxaiqbKoQwpoWZwmdVIEREAESk9g7ty5zvIZ7AkKwBtvvBFcpeUCESDlD8ExwfnHWX7mmWfc+gI1U5bVEP0OC2Yjwjq88cYb530c99xzj3upQoklVVJ1o9zzbvj/dhw8eLBTfI844giXCWD06NE1rbIs9pcCWhanSZ0UAREQgdITiBqKxFq0wQYblL5zdbAHWOFWXXXVtCNjWL6QPoppDVTgigYNGhh8NWtb7rvvPnPddde5eeZ9RH+/fv0qwj9UCmhtX21qTwREQATKlACWIsQrP0TyMhwax9lryhRxSrfXXXddQ8Ly4DzkKKSdO3euVsL2lEr1JVYEiMIPC7+rJ598Mry6zn2XAlrnTqkOSAREQASKQ2CbbbYxn332mUv+3alTJxe8wRSFkuIRePjhh03btm0NSsmaa65pevfuXaOk68XraTxqxoqIn3K5CDMs+Rc632fONRbZui6Kgq/rZ1jHJwIiIAIiUPYECEBCUYkaki/7gyvAATDLUN++fV1w0vLlyx2rr776Kq/AJLpDQBABdrxgRbmeFKDLror33nvPbLnlloY+I6Ro+uuvv0w+Ef2ugjL6JwtoGZ0sdVUEREAERKB6BF5//XVz9NFHl73lcLXVVpPymeXU77HHHuaRRx5x+WlR1vnba6+9suwRj02bb765mTVrlvM/xQd15513dqMM+UT0x+OIcu+FEtHnzkolRUAEREAEyojAc889Z/bZZ59kvsjx48ebO++805x44ol5HwV1vvTSS25qRSxkxUjXk3fnKnRHrIecE3LTeiFCnvnlFyxYYFq2bOlXx/Jziy22MN98800s+1bMTskCWky6qlsEREAERKAkBEjPs/vuuyeVT9+Jc845J++H/ZAhQ5xCe9lll5lzzz3X+WUyVCopLQFcE7AQh4VrQBJfArFSQPF7YIaHmgoX3aJFizJWQzuFnOc1Y0PaIAIiIAIiUBICWMDq16+f1jYR5fgGVldeffVVc8011ziFlmcIzxmmfjzjjDOqW5XKF5gAVmgSvAf9Y/Gl5PzE3fpZExToMW+++WbKSxbTijLLErlM11lnHYMLSlwlVgroP/7xD9O/f/8asWJaLWaOYDaDjh07RkbDDR8+3G2vUUPaWQREQAREILYEUEqaNGmS1j+ipKPWpxUMrZg9e3ZaZDJDvtOnTw+V1NdSELj11lvNTjvt5JrmxYOpOsnYUBeFlysUbmaA2m233ZziTRJ9XBH8vPPMnEWOXnQhXp7iKLFQQIF0/PHHm+uvv75GjJjBYOTIkS6BK1PDdejQwTBkEhScfa+44orgKi2LgAiIgAjUMQJYvx577DF3VFg9SW2D4MNJOqPqCsn2w+lysLLlo8xWt22Vr5oA54LIdaaJRfFkLnfmXK+LQrT/hAkT3LFi8US23357p/8QvERGAC8opcy0FEeJhQKK5RON/l//+lcaI4ZKGOLo0aOHOemkk8zixYvTyvgVnBBypDVr1sz5g+DrM27cuOQ0ZkTFceLw35GIgAiIgAjUbQLt27c3TGfJPf+SSy5xLl5YjPIRhjX/9re/JXfFwsofgU2S+BAgfya5NeuyTJo0yTAbVlCwxhN0FX5Josz3338fLBqb5VgooFg+7733XrP22mungPn999+dSR1T8tChQ51SyQwQmWAS7daiRYtkHc2bN3cnyU9vhTW0V69eWYffiZjcaqutkn/cvCQiIAIiIALlSaBx48YuYAhDR5s2bWp0EAy3M21i9+7dzWGHHWY++uijWp83vEYHoJ3rBIEoCz4GNvSjsGKKFfjII4+M5XHHIg1TJjM5wycom3fddZdzJma6N3wZHnjgATNw4MA0oEuWLEl58/EzCTDEP3PmTOerww0EX55MsvXWWzsfUr89OAWaX6dPERABERCByiRw9tlnG/4kIlAqAueff74588wzXa5T+oD7AdkY8Asl+AhrPQFIDL/vu+++7gWsVH3N1m4sFNBMHSTCK+wwTuQhlk4UyT59+iR3xSTNvLn4f3jxyzgk42NKgBIRYUTac2JmzJhhUDiDCrD8Qz09fYqACIiACIhA5RHATxj9Av2DRPHMVlTM2ZCqSxgD3I8//uh8OzGS4aKIuyHD7/vtt5/5/PPPzVtvveV0InxD4yqxVkCJ5mLIJGixxJqJ+Rn4Y8aMSXJl6B3fT5RTLywz/IJJGgdyouSQn3/+2b0tkEQY/51WrVr5XfQpAiIgAiIgAikEfD7JYJqflAL6UmcIzJ8/3+WP9QdEkE+7du2cboFOEhchxoW/KEFZLodZoGLhAxoFkHV77rmny9f56KOPuiIEILVu3dq88sorzsy86667Gv/HcPsxxxxjHnroIfPOO+84BfWqq64yRxxxhNl0003NG2+8kfxjCB9/U9ZJ+cxEX+tFQAREQAQuvfRSN5zJSNr666+f5mOXC6EnnnjC3HDDDcmo/Fz2UZnSEIhyr2DEdPTo0aXpUB1uNdYWUJRNTjrTpp111lnOz4HZJ3yur/B5wQGXoXZyY/GmwvD6iBEjwsX0XQREQAREQASqJEDkPMnnfWAHI3DdunVzRpCoaOOoCpmNidgFgmr569q1q3n55ZejimpdDAhEzWxFhDlBPpLCEljBpj9KFLbKwtdGF5cuXZqzDwYXCn8440riT4CcZVdffbUhjyuzVjBRQG0Ff/FmS4Aagq8MztySuk2AERLOOe45ZL2Q1A0CPCNuu+02pywefPDBZocddqjxgXl3r2BFxBqQYxJDR1UyatQoc9xxx6UUY8pI3MEwlkjiR4ARUoJ5wjJ37lzTtm3b8Gp9rwkBFFCJCJSSgPXPTdibMi9CCZss2n1av5uid4k2bF6/xHrrrZewLhmu3W+++abo7aqB0hG46aabEjbo0J1va8FK2JRrCfsCVLoOqeWCELDuWQk7RJ6wL64J+xLpfstWkci5bmuZTFiFMmFzSafsYyOJXV3cm/yfNWwkbBBsSrlMX+zMfsn9/P582nzUmXbR+hgQsCOu7rzZl40E18CUKVNi0Ku61wWZe+zdQFI6AsxcRaShH97AIon1MzyDVaF7aH/KzkJO4l4mOyDXLENq5eC4XWgWhajv3//+t0v3gc81U8KRbQJ3mYsuusid30K0UdM6/vvf/5rTTjvNWcg431wDc+bMMVdeeWVNq9b+JSaANZLgUoa4macdOeWUU3KeipFrgZR/7B+Uo48+Oi2xN0EpuVg/qWfjjTd2+auDdTJDE9NFS+JLgNzkBDGTXYdsPHvssUd8O1vGPZMCWsYnry50nWGz4LRhHBMPgYULFxb18GiXoTAePF5YRiH98ssv/Sp95kCAmcpQPJ966imXCmSTTTZx7gzcxHGtsBZmw/AVSh++bygK1ZXbb7/dRaJuttlmxloxq7u7K/+f//wnTRnAt2vixIl51aed4kMAH83gb5meMfUmUzLXRHAHYi5tBJeuLbbYws2shBKZi/Aizcu1nwaUl2uuOXxLJfEmQGYd4kpwuZAUh4AU0OJwVa05EiC9BXPXBoXp7Tp16hRcVfBl0qlEBRHggJ7rw6XgnSrDCj/44ANz4403JnseVAKwRPGwRQ499FCXS88OSeZslfKVnnfeec6aRf5eUqTw/cILL/Sbc/5EgQifW64BPWByRhjbglHzsTOywctQTYR7Eb7pvBCTN/rtt992vsO51sm9jd8AgbRMpNKvXz/3Iha+DnOtT+VEoC4RkAJal85mGR7LIYccYnbeeedkz0l1wk2b1CeFFCwkJ598sunQoYNL70Ww0YABA1ImIaA9htwUvJY7eRIeY+GsSvK1aDOZBFbUoHAusa5af93g6iqXCQahrz6XI8onCnMwn3CVlahAlQR4UeB3TfQ3UyzXhhA4ggSDCHlJwYpVCGFaZ16WUUirK1g/CTp64YUXzJ133pkyW19161J5EahLBGKdhqkugdaxZCbw9NNPm4cfftjMmjXLYMlgloco62TmGrJvwRKHUsvwF8P7+P2hiDCPM3Lfffe5oVnavfjii7NXpq0pBBgSD7tQpBT4vy8+kXfUtmzrGL7kpSScGgVFwKfGybZ/cBtWJ/y5cBd48803XVYNfJCJhpcUhgAWcRvY564JlHtmlCEF0R133FGYBjLUsu2225pPP/3UMN87k5TwInnAAQdkKF3c1fhD4z9IGkEs/6UQfOnhzr2PbACyuJbiLKjNKgnYm4REBOo0AZuaJWGtXinRqFaBSfTu3btsjttOmpCw+QcT1oKb+Oc//xmrftsp4BxbmJLNIMjavki4yGSr8CXsEGbCzmyWsEpKzv0nQn3LLbdMOXf2pua+24dszvWoYO0Q2GijjdLO1VprrZXg+o2z2Bckd21a5bFG3bSp3Nz17q9RsizUtthgqkT79u1ddg8i9unLF198UdvdUHsiUCUBDcFXqaKrQL4ECE7BAlJqYag2bKXj+5IlS0rdtZzaJ4CHHKVTp05109JefvnlZv/990/u+9lnn5m7777bMAwZjuJNFiriglXk3axiDHkSXEF/nn32WTeXMrkOsWwzKUQ+wpCqTYHidmX2Mvw1sV5z7vIZDs2nD9ondwJRlm6GoLkm6rrcddddhkwLwd8g1/7QoUNr9dBxIWLucnxgidhHcIcI3wNrtVNqTASiCFSpoqpARRLAYnX++ecn7JB0wkaFpzCwKXYSdsgrYVOMJHr16pXIZIniLdwqRin7luKLVdxSrBL2d+CsAjb9Tim6U+02rf9ZmlWJvKU2qjthh9kSWB6xMtnpaF05++Cpdhu1sYOdUtedB3I1cg7of65ih+IT9kGewKJjhxMTdtg8YdN35bq7ytUSATt9cjIPp/+d8WmHpGupB/k1UwgL6L777pv2O+XY7ax8CesrnaiNHMPkNva/ryB/7g/WDzs/ONpLBIpEQBZQ+yuVpBKwioLZZpttXPAHORLxkcNvEsHPCmucHVJzy8wIQmoSfI7iKrvuuqs588wzXffwJ7Q3Y2eRI5q6HMTnSA32FcsggT2kCcGyQQ5DfN9YXwy/M3wmmR2E4BKrOAa7ktMywUTMToN1yFuIyK332muv5bQ/0e/W9cBZdIgqJnfs5ptvbqhXEh8C+FPjd0iKM596CMsggV+kPqvL4o83fIxYIa3riZtP/qCDDkpLFxUuX5Pv+HoGA7F8XdwfOCcSEYgTASmgcTobMegLw9UoGUgwjY5fhxJiX4aSPUWZ4MHy4IMPJtfFceGqq65y8zeT12/06NEuCCWO/YzqU/fu3ZMPc7+dOamZJjCcQohzRrqYbMLDKBzUk638Sy+95BRdhvh5Odltt93cRAGkpMlViIb20ed+HxRJ3Alykb///e8pLzkcJ4o5AR9RwlDwBRdcYPbee2+DjSwXIwAAQABJREFUK0icX5Ci+l+u63hZJTjssssuc5MQcO1wjnhJJSKdtEhRw/Tlery+39wDyYMbJdwv/YvSY4895q7LqHKFWEewpZ3FJy27B24ydsa5QjShOkSgcASKZFlVtWVKYPbs2W54015hKcNJTHOHEAQTte3mm29OO+K4DMGndazMVtiHl2POFJKcB4bcmWbQprtJDruHz0nUITI8Z3MRJqc9Pemkk6KKpa0L1+2/0x/+bGL5tH3CK6655ho3dO739Z/WNy1cNGEV08QVV1yROPzwwxPWr9S5eNi8sJHX3S233JK2v7UIu7I+GMpaptx3ayFOK5tthVUoEvfcc0/CWmmzFavobbjf2GTriU033dQFvrzzzjspPJjGkEA0f75ZttHpKWXy+WJfoBJW6UvgmpFJGHJ+5JFHEi+++GKmIsn1VQ3BjxgxInHYYYcl7MtMwirYyf38glWwU47TH2/UJ+4jxRabxs7dxwkKw41KIgJxJLACnbI/EokIOAI2WtKlD/Fv7EEsXCqkKcKaiPUqKFZxdelXgutIx8LbOIEokpoRwOJHvkqslwQUYFFCSHDNsKcfpifVlH3omv322y+lQfYnaIf0Vv4nz5AcVkKmy8wmWFUypTxiuM/6vpnHH388WxUu/VHbtm3TymBRZVgyKARRYCXjmBjWxHppFU1z6qmnBou5ZdwQyNEYFPKGckzBa5RjxRKa67SbPXr0cAEl1MtvgRltuO4lqQRwgyC1FdeXF9x3rN+jc7Wwc6anbKMM12HXrl3TrPp+/6o+sTYSmMe1zLWBSxCjAUHhPkYgji+D203Hjh0zpnfjN4Fbh/WjThuqxt3IT93qfz/kLg6mNmKGL+9a4vvhy/rv/pPjxy0oX8HlZvHixe43Auf1118/pSp+r9wT+B1JRCDOBJQHNM5np5b6Ri5EhlMZIsNX0lqrXNJ2mucmihJgrQhuaJfhV3J2kmyaqGQUBZIro2zGUZ555hk31SKKEooOituGG24Yx66m9IkE7yeccILjzHzSRJjzsOGPXIv8ISh/nAP8MlGycJHgARWeXpIpCXkwBafBRMG74YYbjE1zlNJ2+Iu1Yjl/3/B6vqN44AeM0pvJB87vh7KMPyB+uPQRn1DOS7CvTz75pPNlZTuCgsGDniTeXHvPP/98UtlAeX7rrbfcn2+DT67VoPLJOo4VJSHYFuuj5IknnnDtBLeR+B5+Nq2OW81c3ig0lSyci7DyCQ+UI2stdG4eRIVzfQaFa4aXqKACF9yebZloetoNCm2ce+657rfBehTUf/3rX8Ei7iWCa412qyMousH2UFSphxdB8sl64UWI3J/+5Y71wWVfjk+U9p49ewZX5bzM74KXKJjy28Ann2vS94VZm/itMOkGL21hF52cG1JBEagFArKA1gLkODfBzEAoJ1i4vAM7Fh8sFyiWKDWDBg1yUyESCMLDA6f6sWPHuhssU2aSjDxKvAUU64NPMn/KKadEFS3YOiwV1h3APSBI1XP//fenPQg4LpShuAr+mVhisJTwwOGBx8OsVatWeace4vzysApaqjh+XjAynT/Ph4fdxx9/7L9GfpJ0m35WJRwPyiHHFqWAYLni+gqLHep3wXC0QR1YeqkjSrgGqCesAHAtwxUlnuPOJChQURZfFHE/6xN1vPLKK5mqqIj1WK95ScIfOSgwspkz3CpeMiZNmpS0DuIHjMUS39B8hATz3HuCwrVAgNo555zjVt90003GZvBIedny5XnB4aXNC9c1Lxy8PPXt29e9ZPhtfJJAn5dyP8Lgt2233XZJCznruGaaNWvmrmmub65T/GFRhoPCNcsLPiND+Qj3LUZCgko91zTnAkXZW+lpn986hgICoCQiEEsC9iYtqVACo0aNSvpm2YvTLduHdGLYsGEpREi3ZJWFlLL4fNmbYEq58Bd8QPEZxU+Q+qnD3iwTdqgqXDTlO9vxu5s5c2bK+qq+WMXDpenx7fljivq0CoTzRbPKTFXV1vp2+8BL480x7LXXXglrecnrjxQwJIEPsuBcH3PMMTnVRxodfMnsdIQpaV6ow75U5FRHLn3HpzPq/LHOKgkJa3l06Zeqqsv7jFpF0x2z/6QOrkF4ZKrDZhFISyWEPylpu9jHBrIl7DBzAr9Wm0khYa3stX6NxKFB+0LjfJKD1xQpgKx1L9k9fsukbPO//WOPPTZj2rbkTlkW+vTpk3IN0zZ1X3vttcm98Nsl7VCwX36Z/llLuCtrLYWujLVsJ4/jk08+SdbDAr85v6//pA7rVpRSji9cG1YJTtgpfhN2dreEzfKQ5hfKdWxHAdL2zXWFzXqR1h/q5Lfp+xf8tFb6XKtWORGodQJYCSQVSoCHZ/Bm5Zd5AAfFvrWnlSMfox3+DBZLW7YRr2n78SAnn2MmIbcjSo4dOkpYvy63P0E4uYi1rLgAHX8cVX3SF5sgPeGVUB6W1jLj/qwVI5cmi1IGpTCq79ZvrEbtoXRRL4FMPHSt9SphrSTVqhNWPJR56HGOwi8r1aosVNhaHRPWGp8goCPq+FnHtUi/cxFmtbEJ+yOVAJTHTGKtWU6psVYk1w//8mWHPN0uN954o1OGYegVW+sOkKm6Or3eThLgGKGUcU+wox6RL5jWTSNhrX5uFi9rTXS5ha3ltNpsvNIYvj6CiiMvxtadKO0lwu9jM3okeFn13/0n55J7iJdLLrkk8mWIwKpc7g8EZAXvnbz80Ja/jnw71fk88sgj3bXn++w/CTqylue0Y+I3KhGBuBKQAhrXM1PkftkhyoT1E0pGRPsbGTdJIo+DgsXIbw9+2uEeV4wHth1qczdvlFoSoaM0Eu0ZLO+XSVYdJSg3voz/RAkIWlSi9vPrsNT6/XL9JKE7kbI8DLEQchPnQcr+pUrobn1sIx8yWEZtehvXT6anZEKA6gqMiQ4mgtiL9aFLEBFvUx25yHq/vjY/maqRiF0s07DH0kXUMUpe+FxSJlexgUtp+1Nfv379slaBso7Cz8sQVjusW154aQn3CaW+UqPleSGx6a4S48ePT77MeVZ88sKJIoaCh6IKO3jxyQuCfwEM7pNt2QbYuH25Dpo0aRLJHSsnv+3weeI7Ufhc8yhn4e300/rDu+ata0radl5arc+8U0CxdGJpZV3//v0jX+aYBpj7oA0USqA8hl+mySCBMpyrMCkIffYvR7S94447uhe38PHCm5EqiQjElYCCkOyvOW6C/5n3oSpG3wjcsDdD50MX9G2yNzPnW0TU+qJFi5JN4wNKsIq1ECbXsUAid6s0ON8pe+N2vnkEBHg/JIJN7AMnZT/K4RsVrN9XihM/+wRzVOLHRFAJwQ748GUT6sXPsTpC/fjA+jynwX2tAuL812i3NnPokUjeDuEZO5ToIlntA9qdK6akxKeL78gOO+xgyCsY9GkL9j9qGd+wYNQ4vmP+2O0Dy/nP/s///E+1gzWi2sp1HX5ydpg2pTh5ZfGVoy/BwCkK4WOXq1gFMi34yr5kJbMIZKrHKjdmqp36NEoIEAsL17W1eDn/xvC2uv6d3wd/MAhnQ8DH0lrnkgj8PcT/xvG/xE+0X79+yTJVLeDzSE5arguW+c0Hf/f/sQF5+IFyPUcJ1xqR7b4PwTL8tgjK495GkE9YqJPAJAKJ8In3QtQ5fsfBjB/kriWynnsMPpt8MkWtF4I5rdLu1tOW91fn/snvnHX4fJLL1gv+qHb0IekDSgDS4MGDXRApuT4JKEWs1d795etr69vTpwgUk4CCkIpJN8+6UfiCN6o8q4ncjZvaRx99lLaNGxapTAi0QEkJCwpjUFn12ynLjbU6QtAL/eCGzSc3VNpnJp+o4A/q9kEuPCCsNcq1ibLKgw+FhPX2Lc8FAwT7wnb6GFZigmVIjm2H8Nz+wfU8bFq2bOkCFAikoA+1KcwShFJOcANRrlFKOxHypJvhYWd9Zg3R2TzYeDBXJfAOp69hH/+C8O677zolkHNCVG3wQVhV3dXZbq1ELoAkfO6tpdxdcyTW94oL55Pyxx13nAtWspZKY61gaYm3fftcm7wkMS821wjXGooS1xDnl4AWrwB369bN75b8ZB+iimmf1DtccygfKCFh4QWB2Z0qTaxF0fHw54iXTi8ENMI32z2C32ehfluZ7m/0h/NNgBQvFwgv+eEAKrfB/qNPpDcikDEs3BP4XYaF+q3F0e3L9ca1GRbuNVyDBNrRPvcsL7wY0f+gUCf9IOMI5dkvuA/bqZPfBcJ9DuYoo6xHAbYWe/d7CdarZRGIAwFZQONwFkJ9QDHgplGMiHFS0ZAnkZtUULjhYg3LJLxZY5XigRyUbA+WYDmWiYr31lHyVHLz5GbKgyt4Uw3ux8Nsn332cTkc6TNphijPjZqbqx3+cwoC5Yh+Jh0LEfcoGMwgFFQI2If9uZHboV2nuNrhQceaFE3ByFL6QJ+IrCWlC+ektoUMA88995zrA+lnUNLD1j8sP2QZ8NtQRnnI2mH2KtNNwY8XjvCDEr7MZGOTwScPGUvVddddZ84+++zkukItcO3xFxYUOvqG4ss55TiJdkb5vP32253lh/OOEoHlnchkL1gprVuBUxR22mknY4cpnRWdiODTTjvNXXsoEjDgeDn3p59+ekr6Hh7mTHUKe64F2oErkdikxUKR5fdAH6g/eK35flTCJwx4OfK/Y1ihiMEHpSrTb9uzqWq7L5fLJ78PrqWo+xKWf86VF160+I6CHCVsI2WbV0JRHHmZoW5/7wruFzyOTC+8vGRRD9d1sDz1hO+trKMM/fMjQ+F9+E6dXgHlvkb9WGTh7/tx6623GuuyQ5USEYgNAVlAY3Mq/n9HrM+Zs2Bx0yi0kKqDIdeoVDcM5zDnNzfXsGA1tVHtkVbQcNlM37khkq4ECy/5GKMeEn5fyqIcYdnzidJRHhguz7Yf+zO8RjLsTIJiw/F36dLFWRcph+JK3rygFY60LAxvwYvpBHkpqE3B6si0ocE+5dI+5w9LaDYG1INCjqUdxSEXQZkgF6d/2OWyTy5lsKzTj/B55Tiw8IaH51EayXcYFnI88gDmuILTIlIPfSf3Ip8IFkzcOoKC4oLCiWKCkN8UhSb40Ofhzu+E4VuuB5QDLIDFeFkM9i3Oyyhq4RcjUobx2+HaQrHPJLw4cZ3yUlEI4drg5Sn8MkndvJgxkQZtBoWXCfYLC/k2o5K5c70yFB4WrjNeVuGBy1L4+qI8Ly8k4Y9qk/2oI6rv9JkXpqg6+U1i8UR4ESDXLve3oEKLAkv6OV7AJSIQFwKygMblTAT6wQMPi5tPNs5NBWsUwzo8RLHseMGfE+sQw0pYekiYjYXPTrnobnaU4zvr2R+/RqwTDNeGBeWOG6cNDAhvct/HjRtnevXqFbktl5XcEFGAUWbDykZ4f262XonwHLBEVLUfSgQ3YJ9nD0soQ9Lc1LGIMnzKwxGBC3OU8/DEkoqFlWPkQcCQN0qFbzvcv2J/px/kIMxHuH54oEYNE4frC/vN8gDkL4oz5486MymgKMooZpwDHtx85ipcv2ElgOPATSN8HEF/v2D9/ncQtmhRD0rpq6++mkzMHeXOwDHzgPf9iFLMUT6wiPJyRD7GShd+M7ANC4zYhuKE0h71EsU2/JhRyrjmchXaw+LN+WFiCf/CwP4MVzNiMmHChLTq6AP3Hj+LmC9gA4icq4n/zifuHzZIKbgquUy7UcfEfQPfU0ZiMg3tUycv19yHwyNO1Mu2KOHaZAQgSriufSJ6fnNco0Hlk334XeJXKhGBOBEoqQUUpYCHBT5uhZRs9WbbVsg+1KQum4bH4P+HcLMN+2yiAMAMhdLf6HjIhoVyWMKCzvKU8cFG4fJ852bufaSitkf1x5fDuhT1MPLb+WzRooUbHg8P+wbLsIwPI8NdQcHvKmxpCW73y/Sf4+AmzD6w8XzwF8TvkX4ynOrX8wkrLGhRUpsWUCyuWN/88FlUf6paV9V5DO7Pg4+HJoKvGVbq8APMl/dDq/67/+Q6RKFHUCbgiaLvLY6+XKZPHpB+qDtYhgc9vmxBoVyUS4Q/ZhRU6gsLx+aDyRiiR0EKC9sph0RZm1jPUC7XGKMFlS5co/CK+t2j6KEQofhE/W55GQxbI6vi6V8SfHt852U16MvM9cG9MSz0hftmlCLHvYCX1aDglxp1P6BNXop8H4L7ZFumfe4x3qrK74zfjf+9ZNuXbRwj1zXtB4X9mVDEC79DXqL4XXtBseWFlokDJCIQGwL2QVES8XnLrJLhEhVb61ZB+pGt3mzbCtJ4npXYm0rCWgYTNujD1WAtAi7VDmmBSLNhL5aUP3sjS6arCW8Lfrc3psj9g2XCy/Zhn2yb9sN/9qacsNaflP7QDumLwnWFv1OO+khvYm+IkeUpw/HRDmWtEuNy+rGPfXhE7hNuxz5g3L5W+UkrT93UyWd4P9q2ykXaMVO+tpKNk4Ip3K/w90zsfDmOzVoDE9YSUu0/+yBOcP1FtWF9QF26FxvZnFIv161v23/SB2uRT1hlIKVstj6R9sjvT/tWOXHposL7cC6stSlZ1u9jFc8E+SDt0G9kGivSBPm67Eud299fB9RnX9iS7dlI6rT6fTuk8SG5uuR/CUSlc7MBW0k8pDyCHb9Hf13ZzBbJ7eEFq9S6ZPFz5swJb0owwQDXhT8XfFoF2F1nFOb6DW4LL1M3Yl8+3LVslc7E7NmzI/fhHpRJ/PXB9eOvIf8ZbjP4nf4Fxfp4p7WdqR7rgx+Z2g4eQeF5Qpv+/sd1bRXfYBEti0AsCJTEAor/ls3z5+ZmZshk4MCB9vdizKhRo9xnLv+YbpHgBN5SvWSrN9s2v38pPkmTgQ+Pf5vGKkAwBZY7fMxwJvfWqer2D+sT1s6wNcgqWknLX7BO/ISy+WJhNSIaHCuyvXqTu9IOPkjMBx58604W+L8FrAk+TQnWJQJs6AvHju+dVQ7c0BZpUBjOIvqYoBrKYEFhqIyypGWiHaykWHfD1josDAzr4fMUtrx463Em65Z9QLreYimwDwKXVobjxlLDvixjlSuW4ItqZ3WJrB7LDVMMTp061eDHmk0IYKqOvxdcCTTjumMZpnCHh1/G8sJ553zDHt9clkk/RDR5JovtgQce6NwfsvXXb+OcE33PseIK4q2Rfrv/xPrI/YLrm76QroYgC3xJg9cm2xF4kN4qKFzHpL7BtQNLFOeYY/DcSPUTrMvv638/7OOtWX5bJX7CiLRuDCnz2+Dejj+1/y3BhCwT+DNzLR1++OGmbdu2kagIkvT3Q+rl+cC+nBsEy3PYf927Q5COjOFoAhzDFlDOGW4XWCD57TDKxPWMpRB/TH5zXA9B4RrMdu9lZIr7DO4A9DV8H6IuGHDf497G9RS+BlmHq0+4HaydWOg5Nn6PlMEnlSmS8SHlXkTd/PF74biCQqApx+XvnfxeatuHPdgfLYtAFIGSKKBEFvODxS8R4QHGAwJFiR8MN4/LL7/c2DdTp2DyQwoPwzGfMD9IAg+8ZKsXh/hsbfo6avOTBx9DwmHhWHn4EoSEQsjDPaxIhffJ9J2bsrUY5bQ/eRfhFCXcvBl6zCQ9evRw/nqcs0zCTdRHY3L+wmItHs5Hk/WcS9LtBH3HuMnik8nNFyGHHkppcOiM64fgIl44eDnBrzUs7M8DIZNQByl3OD88ZHgAIKznOMlNWSwhiIHrPfjSwEOG4WWuC3jwe8lFSHfFAywX4QEVfnnghYQXAR74/HbCgvKFIkFfOXfhocFgeWvNdkqlf8lAua+p0B5/1IVLR9S5RiEKD9EG26U/+I6GhWudHJbZhGFPuHF+JDUnwNA5QWdhwV+Sly6EazrsUsR6UnXhT4pCSRleDoLCiwzXMUPnvOTnIlw3Yfen4H7cn7hfZnrxouyQIUOcz323bt1cv4L7s0zOUl7QwvcwlEUUdtrHlSU4xM69GGWf3ybKfNhXlRzC+MGGhZdnovolIhAbAvbBUuvCrDnWWTvZLsMgFoibns2+hSbsQ83NVMK0azZlipvtwr4huinMrO9Xgj+GwGxqGLdsH8qurmz1ZtuW7IhdsM7cCXuzSP5Zf5rg5oIu25uTO26OPfjHEAxz/jIUSn/YZh9yyWn/gmUzLVOH9ddL2BuU25/vlLVKVGQ9DEHSXqY/e0NM6WO4XYaBrOXBlWE5vJ1he183Q9rh7fSLeeN9GaskppWhj/aFI1mGssxmAptgfdaH0pVhxqXgepapI7wu6nvUMVCO4f1CuYtEXUxWCXTH44/J98MqSq64fSHJqf/0lSHwXMQ+mNOGNdnfWmHcDC5RfFhnLY/JmV2YHjNTOdYzLzYzBXGOrQKRS7eqVYZ6o9rHhcUPu0ZV6GfpCe/LdKhWAY+s05fF7cQqoFHVal0eBC6xU196tsFPfgv8LhBclfxvgzIsh69zpv1kG78da310v1lcQRDuuf5eGGwjvMz9yAYCun0y/bOKbGR/uW74bdjRiky7pqzHpcO3T9/ot1UWU8pU54u1ICfr8/XSp5rMQV+d9lVWBHIlUJIoeCxLDG94YQgN4a2VKGneBolktj9EF83NsApDFVglgm92Plqb6G+GsrPVm20b6Tm8MMQTtDbaG4LfVPBPji9KsLQFLYSkLcLqxTHwRhzsX6b9YcJQNoLlESsP1h6sXAxre6ue3x9LbLbhRKxh9MteWH6XlE+GnwjgoC0ilymLtY4gM/gSvOLFWzD9d/+Jtcr3ATb0NywMTfkybGO4j2EprFUMdRH9zzlEKMcbP0P2MGNWHDvNnuufK5DlH5Y1hpfDnOiTfehl2bNmmzhuzhGWEzIVYIUh/6YfSsbqkatkur7C+3ONc07C1xXnL2xdCe6L5cf/PkaMGOEsz/QV94bwcCR94ZqGfzEk0zUFS9/HqHY5x2wP9xfOWJ6yWfQZsi3mtRDV37q8jnMRJZwb7icImSywtpOqjiFqhv5xSwkKEezc45gljN9Nv379kvcEzpevK7hPeJn7jL+PhLf571HXHPdJ7tfcl3Id8qafuCzwye+NXMk1sVRG/e455lyO2x+bPkWgVgjkqqkWspxVHBPWhzNZJdZNe7DOmslc11ipsGz5P94mrW+cK28VAzfnrvWTdIEh/jsbs9WbbVuyI7W8YJWzyLdxrElRYoc6EwQJwSrTn32YOufzqP1ZZ5VDZ9kK71/VPNZ22CdhFcSM7WK1zlWYwzzKEkkQiZfhw4entGdvnq5tqxD6Inl94shvHxxpx4GlzDOhLTjbPKApQVysJzCqlMKc6fYBk+yr73PUZ3XmisfSHmaA1fvGG2+M5MX5Yw7qsOR7fYXrqe53gre49sMcwtaxcL32hS7y+AiAsVOhRm6jDd9WuD59z58AVj8smuFzaH0e8680tKeNyE+5zn1b4Wuf9d7qGqoi+dWm4Yq8PvyIXLJgLS9gAQ4ejz9GRjokIhAnAli0al3sG2LC5mlMtmtzWbroPlbYN8GEnTEnuY0F69+VsNaZlHUooNYXL2VdtnqzbUuppJa/2Df1lBuu9dnM2gNcArihWGtByn6sQ0FkiBoXhWxi/SjdvgzLMKTMjTQXsVbYtDZRhhjmr+pmHa7fBou4umif6PYoZYloZn9cKDtcB4UQm+s0WS9DtzYdSsLmV3WuCQzZ2VmREriCoOxai6p7KMLqsMMOq/ZxFqK/4Tp85CzsUJR5ebD5WZPnhof43XffHd4t63d+X9aHzl1XDL3j3uB/c95VBAWcP1ignGd6GQhfXzaQLmvbhdqIsuwftiiINjAuYx+DbTKMzn7wZFidB7gXO/OS28ZLC24k/npkmJNIaklhCYQj0uFsLaAFbcSOqCXPtx21ccP61u86eZ6JtLdxCDm1af3mk9cEL2w1GTrPqcEcC1n/Udcvfqu8NBfD7SXHrqiYCGQkUJIgJIbUrU+mi0ZsYfNCDhgwwAVZkMQXB3Nm3GHaR8qQK42hDGbOYVjZC1PxMfVdcGg3W73Ztvk6S/XJEBMO+AwhZxvy9P2zZ9MNPzE8zDApQ9f8UY93Z/BlM32yL8EjDDWyb67CMC1DrwxF27dsty+f+Yh3CWAoi35ECX3kuKxyELU573VwY3iWoTarrLh6+M7Qe3hozUfH5nuceXcyy45R7HBd8ZGz1TmnwWao1yqZySF/v41zzjUDA7ZnOl++PGXJ1emvEb++2J+cVzhwvVSHAeeeY+e4wuefY+e6p06uBa5H+2Av9qFUbP1cOwSVcR4K/bv3UDmP/AXPt78n0CbXeK4SvD6qs1+u9edbzh8P12om94Z869Z+IlAIAiVRQOk4KVxIfYGfDQoms9V45emhhx4yp556qvuOcsDMP/jE5SLZ6s22LZe6VUYEREAEREAEREAERKDmBEqmgNJ1LA78BYNK/CFh5SOAJR9n7Gz1Ztvm29anCIiACIiACIiACIhA8QjUWAFlOGqhncYMEz+R1ETgxWkYonjoVLMIiIAIiIAIiIAIiEA+BPLOMYTiecUVVzjrJQm/SSPxyiuvmG424W6mWWby6aD2EQEREAEREAEREAERqFsEohOv5XCMzFTErC34Z9oodrcHeToJgrARy274XDnycgCpIiIgAiIgAiIgAiJQYQTysoDin0nCaaYK47OFjWRHUECJNidwiKnRJCIgAiIgAiIgAiIgAiIQJpCXAsqcsqRYwdIZFnxAiWpndhqJCIiACIiACIiACIiACIQJ5KWAEplOjj2mDgsL00VOnTrVWUPD2/RdBERABERABERABERABPLyAWWIvX///uaCCy4wWEPtrBFuTuSRI0eaO+64w839zXy8EhEQAREQAREQAREQAREIE8g7DROzLJxyyinODxSfUC+bbbaZGTVqVOTwvC+jTxEQAREQAREQAREQgcolkLcC6pEtWLDA2DnCzbfffmtIx2TnaK9ymj6/rz5FQAREQAREQAREQAQqj0CNFdDKQ6YjFgEREAEREAEREAERqAmBvHxAaXCvvfZy02hmavzSSy81u+66a6bNZbP+hBNOcD6uZdNhdVQERKDOEhg7dqypX79+xuM78sgjzc8//5xxuzaIgAiIQG0RePTRR11azkzt5a2AbrDBBub3339P1vvHH3+4KTnffvtts//++7tApOTGMl74+OOPzVNPPVXGR6Cui4AI1AUCBH5yn80mBIROmjQpWxFtEwEREIGiE+jdu7dhxkyC1jNJ3gooSeij5LnnnjP9+vUzjRs3jtpcduuY157cphIREAERKCWBbDdy3y/drzwJfYqACJSSQC73q8yqaZ4979GjhyFP6OTJk/OsQbuJgAiIgAiIgAiIgAjUZQIFV0BJyfTFF1+Yr7/+ui5z07GJgAiIgAiIgAiIgAjkSSDvIfjbb789zR+J6TmxfH7yySeme/fueXZJu4mACIiACIiACIiACNRlAnkroOeff74hGX1Q8JVs2rSpYUYk5oOXiIAIiIAIiIAIiIAIiECYQN4K6HfffReuS99FQAREQAREQAREQAREoEoCBfcBrbJFFRABEUgS+PLLL83333+f/K4FERABEYgrAdISLl++PK7dU7/KjEDOFtAffvjB3HvvvTkf3j777OOm5sx5BxUUgQoi8NNPP5mjjz7afPjhh24a2759+5rLL7/ckEZHIgIiIAJxIjBjxgxz6qmnui598803zs2OjDcSEagJgZwVUIbcBw8enHNbG2+8sRTQnGmpYKURuOqqq8z6669vHnroIbNkyRJz6KGHmm7dupmePXtWGgodrwiIQIwJ/Prrr+b00083F154oTnooIPM448/bk4++WTDpDOrrbZajHuursWdQM4K6CabbGJ+++23nI6H7PeaDi4nVCpU5gSwWu60005OkeT3cfDBB7uZwDisSy65xBx22GFmiy22cEf54IMPuhs2N/EnnnjCWRFWXXVV07x5c6eATpgwQQpomV8P6r4IxJnA008/bRjNfP/9950CucMOOzhlcvXVVzeMylx77bXmzTffNMx0yAjNLrvsYt5991337Oe+hfTq1cvwAv3CCy+YPffcM86Hq77FnEDePqCkWjrppJNcuqUdd9zR8MfFvO2227qLV4noY37m1b2CEHjmmWfMaaed5n4HBxxwgLngggvMlClTXN38BpYuXZpsZ+bMmWb27Nkufdlnn31meKnzQvYI1klEQAREoFgEUCbPPPNMN4322WefbaZNm2bOOecc19w///lPs2DBAjN06FB3P+Pl+dNPPzWLFi1KuVdRWPerYp2hyqo3bwUUn7VRo0YZLDizZs0yDRo0cP5r77zzjtl1112dVaiyUOpoK5UAVs/DDz/cHHjggaZPnz7OspmNBfN1M2HDmmuumSzG72fZsmXJ71oQAREQgWIQwLo5bNgw07lzZ3PppZeacePGuUBIfDuZPrFRo0buPoZyut5667mX6LXWWiulK9y7lAknBYm+5EEgLwX0999/d+Z3gpKw8uy8887mmGOOMTgqP/bYY87Ks/baa+fRHe0iAuVHgGEqL9zU582b579GfnKDR5i4wQvDYkxhKxEBERCBYhII3q/at29v6tev74bk8fFkGL5Lly5uRBNfz5VXXtmss846btg+2Cfdr4I0tJwvgbwUUKba/Ouvv8zuu+/u2u3QoYMz5fOF6HfesJ566ql8+6T9RKCsCDBE5QXl0w+tY03gZc2Ln54Wx/11113XDW35bVHDXH6bPkVABESgUAQWLlyYrAq3H5ROhtQbNmxo7rvvPjN37lznVnTXXXeZ0aNHGwKKg/c4duZ7s2bNkvVoQQTyIZCXAtqkSROzyiqrOH8RGm3Xrl1SAeU7CuhHH33EokQE6jwBgocYPkfBZATAR7LzO2BUAOGmP3369CQL/KtuvvnmZEDA+PHj3RB+soAWREAERKAIBF577TUzZ84cQ7AwCiYGJEZfSLN0zTXXOEWU+1OrVq1czk9iO7CEjhkzxrkO/fvf/3brifeQiEBNCOQcBR9sZKWVVnLWT4KQeEviAuWCJqUMqWWeffZZc9ZZZwV30bII1FkC+EF36tTJ3Zz33ntvZz3gYHHuP+644wzKJdaFvfbaK8ngjDPOcNs6duzobu79+/d3w17JAloQAREQgSIQ2Hzzzc0RRxzhRjF5XqNYIhdddJG7d22zzTYuiw3uREceeaTheX/TTTeZE044wUW/cy/j5ZnIeYkI1IRAXgooDd5+++2md+/ehrQORM3hA0oABsIFjFIqEYFKIIDyiB80gUX4U3np2rWrG84i6IgbfVDwq5o4caKzmuIvjYVBIgIiIALFJtC2bVtnJPr222+df6dvb9NNNzWTJk1yozK4D4XvZRiZmLktfC/z++tTBKpLIO+nHv4fr776ajLfJwFJRMbzENYMCdU9DSpf7gTWWGONyEPgRp7tho0vqEQEREAEapMAM67xEhwlwewcwe3sk+1eFiyrZRHIhUDeCuiAAQOcxbN79+6uHS7O3XbbLZc2VUYE6gwBhrJatmxZZ45HByICIlB3CWy//fbOt7PuHqGOrJwI5K2Aku8TS2eLFi3Msccea/r16+eWy+ng1VcRqCmBU045paZVaH8REAERqBUC5OiWiEBcCOQVBU/nie5lVgUsQPfcc497q8ICShoHTcMZl9OrfoiACIiACIiACIhA/AjkrYByKMxxfeWVV7oUM0S+48TMNF+kdHjxxRfjd7TqkQiIgAiIgAiIgAiIQMkJ5D0EH+w5Sel/++03N8c1QUj16tVzU3oFy5TrMjM+PPnkk+XaffVbBESgjhBYvHhxlUdCZLPuV1ViUgEREIEiE1iyZEmVLaxgFcZElaUyFCCh7f33329ITEuqmT322MPlNjzggAPcHPEZdiur1RxfcMrEsuq8OisCIlCnCJDyixf8TII7VHD2rUzltF4EREAEik2AXPEEqGeSvBVQZk8gEKl169ZO6SQFE9N55SPMyBC+aTJdYbaOZ2sHa+zSpUszThWGxXb+/PmmTZs22arRNhEQAREQAREQAREQgSIQyNsHdKeddnJ+nh988IG54IIL8lY+OaarrrrKkEcx+EeAUz4ybNgw15cuXboYZplBEQ3L8OHDDdslIiACIiACIiACIiACtU8gbwtoIbvKjEo77rijGThwYLLafCyg06ZNc7lJX375ZZcw19c3atSoZL2zZs0y5C7Fusrc3RIREAEREAEREAEREIHaJZC3BbSQ3XzzzTfd1J1MR8j8svz54Xd8S5k3m5yj+BNkc8SfMGGCmx6UWZpQYJmLe9y4cW52Jvr766+/utmaLrvsskJ2X3WJgAiIgAiIgAiIgAhUg0DJFVCizD/66CM3DL/BBhsYpia87bbb3CHgF8pQ/7Jly9x88yiVnTt3Nt9//33kIS5YsCAlGX7z5s3NL7/8krR0DhkyxPTq1Svr8Pvhhx9udtlll+Qfc99KREAEREAEREAE4kMA3eGpp54y//M//5M0MsWnd+pJLgQKkoYpl4YylcFHs1u3bmbw4MHm4YcfNo888og56qijTPv27Z3/JsrmXXfd5SI/UQyZf/6BBx5IGa73dRP2v9Zaa/mvpkGDBm6Z1CQzZ84006dPd3+zZ89OlgkvhOe6XWmllcJF9F0EREAEREAERKBEBDA2EePBSCmGKjLVoJD6Z36JuqVmq0mg5AooUfTPP/98stt9+vRxFtCnn37aXUz4aTZp0iS5nQh3Lj6UScp6mTRpkrOechF68cv169c3xx9/vCFA6fXXXzfz5s0zy5cvd7M5bb311m7I3+9z8803+0V9ioAIiIAIiIAIxIgAo5qtWrVK6RGGosMOO8xZRFM26EusCZRcAZ07d64haOiEE05IAcUF9scff7hUSUGLJdbMNddc073xjBkzJrlPCzsnPb6fKKdeWG7cuLEbhmd4/9Zbb3WbmCr0p59+MoMGDTLjx49Pu5j9/voUAREQAREQARGIDwH0gYYNG5rvvvsu2SlSOT733HPJ71ooDwIlj4LHwonyOHnyZNO1a1czdepUl9D+s88+cxcYQ/EPPvigOfjgg10AEhbLiRMnOt/QMGKG5yk3ZcoUV+eAAQOcAnrTTTelFH3jjTdMz549k76hKRv1RQREQAREQAREIJYEMFp16tTJDbmHO1iDeXXCVel7LRAouQXUBx2dcsopLriIgKPRo0eb9dZbz/2xfOKJJ5qzzjrLTe957rnnRiqfsCJAiaH27bbbzjRq1MigrI4YMaIWMKoJERABERABERCBYhNo166d2W+//QxZb8hsgxCgfMMNNxS7adVfYAIlt4AGj+eLL75wFkufgslv462GYKUNN9zQr8r6yUXJH2Z6iQiIgAiIgAiIQN0hgE6A297jjz/uXPKGDh1qjj322LpzgBVyJLFSQCuEuQ5TBERABERABERABCqaQMnzgFY0fR28CIiACIiACIiACFQgASmgFXjSdcgiIAIiIAIiIAIiUEoCUkBLSV9ti4AIiIAIiIAIiEAFEpACWoEnXYcsAiIgAiIgAiIgAqUkIAW0lPTVtgiIgAiIgAiIgAhUIAEpoBV40nXIIiACIiACIiACIlBKAlJAS0lfbYuACIiACIiACIhABRKQAlqBJ12HLAIiIAIiIAIiIAKlJCAFtJT01bYIiIAIiIAIiIAIVCABKaAVeNJ1yCIgAiIgAiIgAiJQSgJSQEtJX22LgAiIgAiIgAiIQAUSkAJagSddhywCIiACIiACIiACpSQgBbSU9NW2CIiACIiACIiACFQgASmgFXjSdcgiIAIiIAIiIAIiUEoCUkBLSV9ti4AIiIAIiIAIiEAFEli5Ao9ZhywCIiACIiACIiACdYbA888/byZOnGjWWmstM2TIENOgQYPYH9sKCSux76U6KAIiIAIiIAIiIAIikEbg6quvNuedd55ZYYUVTL169czvv/9uFi9ebJo2bZpWNk4rpIDG6WyoLyIgAiIgAiIgAiKQI4H58+ebzTbbLKX0iiuuaHbeeWczderUlPVx+yIf0LidEfVHBERABERABERABHIg8OGHH5p11103peRff/1l5s6dm7Iujl+kgMbxrKhPIiACIiACIiACIlAFAYbZ//jjj7RSq622Wtq6uK2QAhq3M6L+iIAIiIAIiIAIiEAOBNq3b28GDRqULLnSSiuZVVZZxbz44ovJdXFdkA9oXM+M+iUCIiACIiACIiACORAYP368GTdunFl77bXNhRdeaJo3b57DXqUtEjsFlMgt/BnWWGONvMn89ttvZunSpaZZs2aRdeAfgeNumzZtIrdrpQiIgAiIgAiIgAiIQPEIxGoI/r333jNt27Y1M2bMyPuIhw0b5lIPdOnSxXTs2NEpouHKhg8fbtguEQEREAEREAEREAERqH0CsVFAcaLt27dvjQhMmzbNjBw50sycOdMQGdahQweXkDVY6axZs8wVV1wRXKVlERABERABERABERCBWiQQGwX0oosuMt27dzcbbbRRyuF/9dVX5v+1dx7gVhXn3h8UFOwdsACCHfWiokYvIoot3oiKEoMoQQLYo9eg+GlUFNu1IsZeIhYwir3ivXYhwULsvQV7EFGssa1vfhNnOXvttcs5Z++z19n7/z7POXuVWTOz/jNr5p133nL44YebgQMHmv333985V81JEJzccsstZsiQIW7rHQuwsWPHOp0I72v/m2++cUzuhAkTgqd0KASEgBAQAkJACAgBIdCaCGSCAcVaa/r06SbJGOLNv1+/fuazzz4zJ5xwgoGp3Hzzzc2CBQtSMXrrrbdMjx494nso4X799ddm3rx57hrhqQYNGlR0+x0md7fddov//LNxpjoQAkJACAgBISAEhIAQaBECNWdAYS5HjRplJk+ebBZddNGcl7n11lsds3nppZea/v37m/POO89JN6dMmZKTzp98+OGHLg6qP/exUOfPn+8Y3JkzZ5rjjz/e3079/eqrr8yXX34Z/3npaWpiXRQCQkAICAEhIASEQDMQQGUQodqAAQPM008/3Ywc2vYj7Wtd/cMOO8xsttlmjuHD+Iht8hdffNEZI7366qtOetm1a9e4mli4I+mEmRw6dGh8/a677nLW859//nl8zR8vvvjiZuTIkQYDpSeffNK88sor5vvvv3fGTn369DGdOnWKn7nmmmviYx0IASEgBISAEBACQqDSCBxwwAHmkksuibOFD7ruuuucGmF8sc4Pas6AfvHFF+bNN9+MHanOnTvXTJo0yTlSXXbZZZ2rpOeeey5uBqSZSy65pOG5q6++Or7O1jtul2BOPXG84oorum34zp07mwsuuMDd8lJOnLfiO6tnz57+Ef0KASEgBISAEBACQqBqCLz99ts5zCcFYYh94IEHNhQDmjk/oGussYZrGIyO8NWJl/+pU6eawYMHOwMkJJa33Xab0w1N9o5Zs2a5dOiTwpCOHj3aMaAwtCHNnj3bbL/99rFuaHhPx0JACAgBISAEhIAQqBYCeOrZYYcdzCeffJJTRIcOHQy2L41CNdcBLQY0zCi6oWPGjHEM5dZbb22OOuqoVOaTfNClYKu9b9++Zs011zSffvqpXC4VA1j3hIAQEAJCQAgIgVZFgCA4hMwMqV27djnqgOG9ej3OnAQ0DWgMgYhs1KVLl7TbedfQI+VvmWWWybunC0JACAgBISAEhIAQqCUC2KNsuummBmPphRZayKkdYv+C2mCjUJtgQBulMfSeQkAICAEhIASEQGMg8P7775s77rjDMZ977rmns29pjDf/91uKAW2k1ta7CgEhIASEgBAQAkIgAwhkWgc0A/ioCkJACAgBISAEhIAQEAIVRkAMaIUBVXZCQAgIASEgBISAEGgNBF577TXz0ksvmbYYNKfmfkBbo4FUhhAQAkJACAgBISAE6gUBgvL88pe/dBGUfvjhBxc1ErdO+E9vKyQd0LbSUqqnEBACQkAICAEhIAQsAr169XK+0XFgD+HGCT/p+BjluC2QtuDbQiupjkJACAgBISAEhIAQsAjgrH7OnDkuepIHhC14oj++8cYb/lLmf8WAZr6JVEEhIASEgBAQAkJACPyMwCKLLPLzyU9HCxYscC6d8m5k9IIY0Iw2jKolBISAEBACQkAICIEkAjCfxI3v1KlTfAtn9uutt57p1q1bfC3rB2JAs95Cqp8QEAJCQAgIASEgBAIEzjrrLDNs2DDTvn17F01p+PDhZvbs2UGK7B/KCCn7baQaCgEhIASEgBAQAkKgrhCQBLSumlMvIwSEgBAQAkJACAiB7CMgBjT7baQaCgEhIASEgBAQAkKgrhAQA1pXzamXEQJCQAgIASEgBIRA9hEQA5r9NlINhYAQEAJCQAgIASFQVwiIAa2r5tTLCAEhIASEgBAQAkIg+wiIAc1+G6mGQkAICAEhIASEgBCoKwTEgNZVc+plhIAQEAJCQAgIASGQfQTEgGa/jVRDISAEhIAQEAJCQAjUFQJiQOuqOfUyQkAICAEhIASEgBDIPgJiQLPfRqqhEBACQkAICAEhIATqCgExoHXVnHoZISAEhIAQEAJCQAhkHwExoNlvI9VQCAgBISAEhIAQEAJ1hUBmGNAoisxbb71lfvzxxxYD/K9//cvMmTOnYD6U8eqrrxa8rxtCQAgIASEgBISAEBAC1UMgEwzoddddZ3r16mV23XVX06VLF/PAAw80+41POukks+qqq5otttjCbLLJJuajjz7Ky+ucc85x9/Nu6IIQEAJCQAgIASEgBIRA1RFoZyWPUdVLKVLAZ5995pjP++67z2y88cYGZnTcuHHm3XffLfJU+q0ZM2aYoUOHmscee8ystNJK5oADDnAJr7rqqviBZ555xmyzzTamXbt2Zt68efF1HQgBISAEhIAQEAJCQAi0DgI1l4DC/15//fWO+eSVV1llFTN//nzz7bffOgQ+/vhjc/jhh5uBAwea/fff37zzzjsFkbnlllvMkCFDTLdu3UzHjh3N2LFjzQ033GA8j/3NN9+Y4cOHmwkTJhTMQzeEgBAQAkJACAgBISAEqotAzRnQZZZZxmy33Xbmyy+/NBMnTjQHHXSQOfHEE80iiyzimNB+/foZpKQnnHCCYyo333xzs2DBglRU0CHt0aNHfK979+7m66+/jiWdSFYHDRpUdPv9qKOOMiNHjoz/YIZFQkAICAEhIASEgBAQApVDoH3lsmpZTnPnzjUvvfSSY0TR20QCeuuttzpm89JLLzUdOnQw/fv3N7NmzTJTpkyJt9fDUj/88EOz1FJLxZeWWGIJdwwT+dRTT5mZM2e6v+eeey5OkzygDu+//358+bvvvouPdSAEhIAQEAJCQAgIASHQcgQyw4AiubzkkkvMV199ZVZeeWUzYMAAZ6mOnmbXrl3jN8XCHUknzCT6np7uuusus/zyy5vPP//cX4qPF198cSfRxEDpySefNK+88or5/vvvzV//+lfTp08f06lTp/iZO+64Iz7WgRAQAkJACAgBISAEhEDlEag5A/riiy86q/dDDjnEvd1iiy1m1l9/ffPss8+aZZdd1qy11lomlFgizVxyySXNF198Ya6++uoYERhYdD9hTj1xvOKKK7pt+M6dO5sLLrjA3YLJZcv/4IMPNtOmTTM9e/b0j+hXCAgBISAEhIAQEAJCoMoI1NwKHoYS5hErePQ7H330UWeljkU7Es3evXubqVOnmsGDBzsDJCSWt912m0E3NElsz5Nu+vTpLs/Ro0c7BnTSpEk5SWfPnm223377WDc056ZOhIAQEAJCQAgIASEgBKqKQM0loEg5L774YjNmzBi3Zc6WO+cwo9DkyZPdvSOOOMIstNBCBiOhNOaTtDyDAVHfvn2d9BRm9bLLLuOWSAgIASEgBISAEBACQiAjCNRcAhri8MEHHzj/nQsvvHB42blRwjAJJ/XlEO6W+MPCXiQEhIAQEAJCQAgIASGQLQQyxYBmCxrVRggIASEgBISAEBACQqAaCNTcD2g1Xkp5CgEhIASEgBAQAtlCAMPgOXPmZKtSqk3NEBADWjPoVbAQEAJCQAgIgfpHAPeIW2yxhdlkk02cZ5vVVlvN4FJR1NgIaAu+sdtfby8EhIAQEAJCoKoItGvXzvDnw2JjULz77rs7N4hVLViZZxoBSUAz3TyqnBAQAkJACAiBtovA22+/bQgG45lP3uTHH38099xzj8lypEGC1RD2O6x3222FbNZcDGg220W1EgJCQAgIASHQ5hFYZJFFTNKzDS9FQJgsM3cPPfSQ2XTTTQ0eeETVQUAMaHVwVa5CQAgIASEgBBoeAUJrb7311gZG1FPHjh3dFnx4zd/Tb+MgIAa0cdpabyoEhIAQEAJCoNURuOmmm1xUw/bt27vt+FGjRhmuiRobgZpHQmps+PX2QkAICAEhIATqG4EOHToYQmCj84kxEoyoSAioF6gPCAEhIASEgBAQAlVHAEZUJAQ8AtqC90joVwgIASEgBISAEBACLURgypQpZoMNNjA9e/Y0p5xySgtzq9/HJQGt37bVmwkBISAEhIAQEAKtiMAFF1xgxo4da7755htXKgzohx9+aM4///xWrEXbKEoS0LbRTqqlEBACQkAICAEhkGEEiO50yCGHxMwnVf3666/NlVdeqRCkKe0mBjQFFF0SAkJACAgBISAEhEBTEUhzLcW1zz77rKlZ1X16MaB138R6QSEgBISAEBAC9YPAxIkTTZ8+fZx/0VdffTUzL7booou6ePdY+of06aefmrXWWiu8pGOLgHRA1Q2EgBAQAkJACAiBNoHArrvuau68804XzpMKr7feei6s5/bbb5+J+t9xxx1mhRVWMEsttZSLAIXrqaefftrAnIpyERADmouHzoSAEBACQkAICIEMIvDss8+a22+/PadmP/zwg/nd736XGR3L5Zdf3nz77bfm3nvvNcST32abbcwyyyyTU2ed/BsBMaDqCUJACAgBISAEhEDmEZg7d66BwZs3b15OXT/55JOc81qf4O90l112qXU1XPlghgpAt27dMieFlQ5oJrqIKiEEhIAQEAJCQAgUQ2DDDTc0URTlJFl44YXNKqusknNNJ/9G4LjjjjPdu3c3m222menYsaN55ZVXMgWNGNBMNYcqIwSEgBAQAkJACKQhsOKKK5obb7zR3Vp88cXN0ksvbbp06WKefPLJtOQNfW3y5MnmnHPOcW6gkIBC66+/vsmStFgMaEN3Ub28EBACQkAICIG2g8C2225rXn/9dXPGGWc4Buu1114zSy65ZNVfAMOnnXbayQwaNMg88cQTVS+vpQWcd9555quvvsrJBqb97rvvzrlWyxPpgNYSfZUtBISAEBACQkAINAmBXr16mYMOOqhJz7QkMZLEP/zhD3EWWLpfe+21ZtiwYfG1rB2kWd2jvtC+fXbYPklAs9ZrVB8hIASEgBAQAkIgEwjMnz8/h/n0lYIBJspRten//u//zKmnnmouu+yyJhUFw4zepyd8ky5YsMBJcP21Wv9migF955138hSMmwMQ4bDmzJlT8NEff/zRZMl5bcGK6oYQEAJCQAgIASFQMwRg2tLcKOH+ycd7r1blDj74YGdNP378eBfiE1UDXDyVQ3vuuadTUSBtp06dnP7nu+++axZbbLFyHm+VNJlgQK+++mqzzjrrmJ133tlFC0B3obl00kknmVVXXdVsscUWLiLBRx99lJcV4nTui4SAEBACQkAICAEhUAiBlVZaKZVp+/LLL80SSyxR6LEWX3/ggQfMhRde6JhcnNnDePKHZXu5dOCBBzo9UPggnOFnzVtAzRlQlGSPOOIIp0/x3HPPmenTp5tjjz3WfPjhh+ViHKebMWOGufzyy81TTz1l3njjDbPBBhuYcePGxfc5eOaZZ5w4O+eiToSAEBACQkAICAEhkEAA6SEGSBDHSBCRRGL8hL/PatHs2bNNMq48DOjDDz/cpCKpM/VdaKGas3t59a55jd5//33HJPbt29dVrmfPns5hKnoP0Mcff2wOP/xwM3DgQN1Uj4YAAEAASURBVLP//vsbtukL0S233GKGDBninkf3YezYseaGG26It/URlw8fPtxMmDChUBa6LgSEgBAQAkJACAiBGIGNNtrICcXOPPPM2PJ+jTXWiO9X4wD3UklDInye4lC+XqidtYrK9epa4zd7/PHHzVZbbWVefPFFs9pqqxkcz7Jdvt9++5mbbrrJ+QB7+eWXXZzVZFX32GMPM2DAAHPooYe6W59//rlLRyQAYrMedthh7nz33Xc3xI1NRlPgIZR9Qz9ZiLvxNSYSAkJACAgBISAEGgMBhGDoYCJxhBmsBcEDvffee06IBvOJ3ukXX3xhcKdUD5Qde3yLJr69YCJPO+00g5sFpJcoAF966aVO1N2/f38za9YsM2XKFHPAAQfk4c+2/VJLLRVf9/oZWLGxLT9z5kz3x1Z/IbrnnnsMirqekKKKAfVo6FcICAEhIASEgBBoDQTY8T3hhBPMgw8+aFZeeWUzceLEumE+wS8zDCiMJQ5ejznmGCeppHJYqiOl7Nq1K6eOsHB/6623HCM5dOhQf9ncddddLkYsUk9P/pjVwsiRIw0GSkRMIBzV999/b/7617+aPn36OL0O/8yjjz7qD/UrBISAEBACQqDJCHzwwQfmkUcecbp3GNeKhEBzETjxxBMNf/VImWBAsfZCdxPr93322SfGedlll3VW8aHEEmkmCrWIobGe99SjRw+nGwFz6oljQnfhq6tz587mggsucLcwfMKCDfH6tGnTDHqnIiEgBISAEBACLUUAxpOIOejvYXeAoQpqYEl9vpaWo+eFQFtHoOY6oKwUccGEaHmXXXaJ8URqie5D7969zdSpU83gwYOdARISy9tuu83069cvTusPkKKSDkt6GNLRo0c7BnTSpEk+ifvFuqyQDmhOQp0IASEgBISAECgTAdTAwh07HiPyDMavV1xxRZm5KFkWEMiCDmgWcKhmHWpuBY9UEj1PtsiRVvq/iy++2GBlNnnyZDNmzBjHUG699dbmqKOOSmU+AWnzzTd3+WBRv+aaa5pPP/1ULpeq2XuUtxAQAkJACMQIoNbFzl1IqHsRulEkBIRALgI1l4DmVif9DEN9HKmWa4nGtgd/adEL0kvQVSEgBISAEBACLUMAqRkRaD777LOcjJCK4nJQ1HYQkAS0+m1VcwloOa9IDNNymU/ywweomM9ykG07adjaev755520vO3UWjUVAkKgkRDYbrvtDD4jwxjcbMHjQlAkBIRALgJtggHNrbLOGg0BnP+iUoGPV1xi4ZJCJASEgBDIIgIY1WKLgNRz3XXXNffee69CP2exoVSnmiMgBrTmTaAKFEMAv6zo/eL1wAcO2HbbbV0YtGLP6Z4QEAJCoBYIsGN33XXXuS13AqoQxU9UewTuv/9+J8hYbrnlnDCD+Oqi2iIgBrS2+Kv0Egicf/75eSmIj0vYVZEQEAJCQAgIgVII4MoR11gEu8GVo/cBTmQhUe0QEANaO+xVchkIhLpUPvlCCy1kYEJFQkAICAEhIARKITBs2DAXfMan+/bbb52EWoIMj0htfsWA1gZ3lVomAuPGjctjNvFwMGLEiDJzUDIhIASEgBBoZAQIPpMkvOv4aInJe/Vyft999zldZAQ5hCbPmicGMaD10tPq9D3w7UqYVahTp04uMAHbKPJyUKcNrtcSAkJACFQYgV//+tcuIECYLa6y6lk/l5DjO+64o8GDDCHMYcIxivvkk09CGGp6LAa0pvCr8HIQwLUJq1U+IFwx9erVq5zHlEYICAEhIASEgDn55JMd84WBGIECCOeNn89u3brVLToY74bEHEpQhGuuuSa8XNPjTMSCrykCKlwICAEhIASEgBCoWwSwG3j22WfNI4884iIkbrrppnkhU+vt5dPUDjC6QhqaFRIDmpWWUD2EgBAQAkJACAiBqiHQv3//quWdtYxHjRrlpLxhvWA+99hjj/BSTY+1BV9T+FW4EBACQkAICAEhIAQqi8Bee+1ljj76aJfp8ssvb1ZYYQWDL9QsqbBJAlrZNlduQkAICAEhIASEgBCoOQKnnXaaOeigg8zcuXPN6quv7vRfa16poAJiQAMwdCgEhIAQEAK1QwA9vUcffdRNlHvvvXftKqKShUCdILDaaqsZ/rJIYkCz2CqqkxAQAkKgwRC4/PLLzcEHH2w6dOjgrHVHjhxpcJWz6KKLNhgSel0h0BgIiAFtjHbWWwoBISAEMosAMdNHjx7t6keUGghG9PDDDzcXXXSRO9e/toMAbejbse3UOremBDyBsCb/4osvcm+2sTN8aC+88MKZq7UY0Mw1iSokBISAEGgsBIjNvdRSS5kFCxbEL/7dd9+Z6dOnx+fVPMBHIn4hcdS96qqrVrOous/766+/NltuuaVj3OrhZX/5y1+2+dfo2bOn+7ZwTk8Y6xkzZjid0Fq/mBjQWreAyhcCQkAI1DkCRF/55z//abp06ZIaxQwLXZyEJ6m1Ip7B7B5yyCFmwoQJhqg5WSYYvLPOOst88MEHZquttjJDhw7NVHWpH1JD6tWnT59m1+3GG290CxDaZptttlH45WYiSbz7q6++2n1fLLSgddZZx8CM9ujRw53X6p8Y0Fohr3KFgBAQAg2AwLXXXmsOPfRQFwrx448/NtOmTcvzRbjrrru6MLt///vfDQwMhPPwW2+9tQEQKv8ViWSz2GKLubDE4IR6wl/+8pdM4oSz9//6r/8q/+WClKhjTJkyJb5CTHOYpYkTJ8bXdFAeApMmTcphPnkKh/SnnnqqufTSS8vLpEqp5Ae0SsAqWyEgBIRAoyMwa9Yss++++7roMzCf0J577mlgNJPEtiBGSL179zYDBgwwTz/9dF2HSky+fznnMPLo8nkmnWfw7Xj33XeX83ibSPP5558bDNJC4n1hlrIUxzysX5aPcT7vJZ++njCgGPjVmsSA1roFVL4QEAJCoE4RKCRhueSSS1Lf+MwzzzTPP/+8efDBB80GG2yQmqaRLz733HNOehVigFT0zTffDC+16eN58+al1h+mKWS8UxPpYh4Chb6jYcOG5aVt7QtiQFsbcZUnBBoEgf/93/81O+20kxk4cGBdSWgapPma/ZpIW2CI3n//fWfJnqbbCQP6+OOPN7uMenjwvffec1vK6HO+++67Zb3Smmuu6TANE2Ot3a1bt/BSmz5GmpvWZ7CqX3nlldv0u9Wi8hgg8Qeha42x38knn2wGDRpUi+rklCkd0Bw4dCIEhEAlEEB/Cz+ObP9ADzzwgDnjjDPMkUceWYnslUdGEZg/f77ZdtttzVtvveW2+DbaaCO3ZYyULkm77767eeONN0zHjh2Tt6p2jgQNnVSYth133NGstdZaVSurWMYvvfSSQUcSqd6PP/7ovou//e1vZvPNNy/2mDnnnHPMVVdd5ZhQjHPwkQrGWWAmila8CTdpGyy1/djhH/3P//zPVMbU39dvYQRwRI+XB75LjlnIZIEkAc1CK6gOQqCOEGCSZ3snOYGMHz/eFNpeq6PXb9hXgZFabrnlzDPPPBPrl6HHiRQ8jbCUbk2dPnw5rrHGGmbs2LEuRvbaa69tkNK3NsE4rrfeeubLL790jLD3l4khVqkt5mWXXdY98/vf/9785je/MRiY4MKqnggckmMH74dPWFHzESAUJ4vDrDCfvEmmGFAGMFwDtJTovHPmzCmYDeW8+uqrBe/rhhAQAs1HgAkVS90kIa1pTYYjWb7Oq4sA+olLL710jsED2/GE1mTbL0mffvqpS5+8Xq1zpIu4gsLXKMwvhMulDz/8sFpFpuYLk7nEEkvk3YMxRW2hFPEdsW0/depUM2bMmFLJ29z9Xr16OR1gKr788subxRdf3LB4xXhN1DIE+Ebvvfde8/rrr7csowo9nSkG9NhjjzW/+93vWvRqJ510knMkvMUWW5hNNtnEfPTRR3n5sY3BfZEQEAKVR4AJIy32MNuzcvJdebyzkmP79u1To62wILnsssvyqon7IPpKa9E777zjQnyG5eHqifjzrUlEeAKrJLE4g+ESGecFgQUKEmrUFU444QTB0kIEjjrqKNOvXz+zzz77OCkoi5haUyYYUCYm9MXOPvvsFuGBGw/cNzz11FNOtwjrr3HjxuXkyfYQ/q9EQkAIVAcBJte77rrLZQ6D4ZkMXO8QEk5UnwiwrYxOZchc0d4IFZA00v5MfrhlYqxubYfvK620Uh7wMH0rrrhi3vVqXgCTK664Iq+ICy+8MNVJf17CBrmANB391rTFbFuF4LXXXnMqKmk60dV6J4RwL7zwgsHDBNJ/rwYFQ/rwww9Xq9iy8s0EA4rkk62aNCez+I5D9wNL2v3339+wii1EePwfMmSIswhEsR1dnxtuuCHeEkK5efjw4S7aRaE8dF0ICIGWI8A2GgvLc8891w18WPm2JCpKy2ukHKqNAJbLGJvBOOCrEjUMogudf/75rmja/5prrnFRWQjV2NqEFBaJpyeOd9llF8fk+Gut9Tt48GDn53SvvfYyu+22m8HR+oEHHthaxaucCiGAz9K5c+fGPEahbFH7Q4Wgb9++Zuutt3ZGZGm7s4Web+51ttvZ8fU+eJP53HHHHclLrXqevw/QqsX/uzAkn6wKr7vuupzS2bpBZMx2OSL4m266yVkJvvzyy6k6RVh4DRgwIM6je/fuTqkbjh/3A0hDsRYstv3OKhTRvycc/y655JL+VL9CQAiUiQBhFIloImocBBjHmezQc4QhbU0L91IoE84R3X8kskiCfvvb35rDDjus1GNVu/8f//Ef5vrrr69a/sq4uggcc8wxTmiG8AzhFgvuQqFjMazCCp10nliEvfjii86Tgb9WyV/4mGJx7FEF8btTlSy3KXllggFl0EojwrAxUODMGLD69+9viKyBi5cDDjgg7xGUyUNld6/oTcdgW37mzJnuD0XcQnTxxRebf/zjH/HtESNGiAGN0dCBEBACQqA0AoXG9NJPVj4FAgu8MiCFZ35gHmjJtjuCEZgOjIFEjYnAKaec4phP77WAxRYSfrbY4VWSRGCFkPnkPpGInnzySYN7qWoQu8XoFPst97AMpP/0Y7bha0k/70fUshYFyma1Cnhdu3Z1EkykmOgyIOlkEEHC6f+IngHYiMQ9+WO4fHRMYVppcJTO0cHAfYXvQP4Z7tEx/J8c33pk9CsEhIAQaFsIII1dd911zezZs50FPA7ycUeTNimXejMs54ltDhOLZHfUqFGlHtH9DCIAk4hxU0sswf/0pz/l8A4sSHCrBV+SRmmSRniPai5iWGSlubOifuwUEwghrV5p9a/WtUxIQAu9HD7PUGoPJZZIM9kSx6fb1VdfHT/ao0cPp/sJc+qJYxqBhu7cubO54IIL3C0GEjoLcYenTZsWRwnwz+m3MRBA/4W+xQJnv/32K/jSDFaoieAm5Q9/+IPZeeedC6bVDSEgBLKDAGpXSHvQwYP4RfiAvcGECROaVFHmEqRYPi9Uxrp06eKiyjQpIyWuGQIEw8AIGUM5FiF4zTnuuOOaXJ80xpF+BSOaRvTDP/7xjzHT6vskOqHVIt83Q/+pSGdRBWA3ORNkAcsM2QgVkRVHx/WxK5XIRkSIrO6nu2Z9e0bW0XFk/crFacIDG0kishLLyDIVkZV+RtZRb2R1OMMk7thux7t88m7oQsMgYI3VImskEVljCfdHv7EDSN7720kmsoMNo0r8Z60J89LpghAQAtlDYI899oi/W/8N2+3SyOp+5lTWSooiK+yIrGuonOuTJ0+OrM1AZBmFyEo98/KyQpKc9DqJIsvYOSzvvPPOTMFhPXPktR99whrqNLmep512Wmpedlu7YF7WjsU9Qz+yxm+RFYQVTFvJG1bnObK7w5H1OhHZHeBKZt3ivDK9BU/UCjsAOGe7SDixHvO+rNK4dxwNs9XOqgJv/yjhyuVSGlLFr6Fni2UmEUxuv/324onb4F28Jdx4443OGTWh8PjDHcv//M//5LwNkvO0iD4YxDVnCy8nc50IASFQdQSGDh2aF77RzppufCtVOFIrDJVQ1UJ1K6nDx/PeoX2pvHS/9gjgESeN2AVtKh199NEG+xCIHdkNN9zQqXik6X+6RPbf+PHjnYSUeYV5tbX0pNlFXn/99Q1+d/GNniXKFAPKZP/YY4/l4EO4MdwcECcX/R0GhWLEtgqMJ85r77nnntSIExtvvLEYiAIg3n///U48f9ttt5np06cbrPdOP/30Aqnb5mX0wVAaD4nJ5ZFHHgkvOSVtRfTJgUQnQqBNIYAfSRjOkGAW0IErRh988IFhu7YYoQeKZb2obSCA7m7oo5Zac95cLzd//vOfHR8Br4GP25YYtrUNBCtfy0wxoIVeD2YBfYZyiYGhkDuEcvNo1HTbbbedY7zC9z/55JPLChEXPpPlY3Q+k8rXDEQYtIWEF4U0J8joISuiT4iUjoVA9hBglyIt7jW2AaViwGOEig1CGjF2wLSwOLfbzGlJdC0jCCD1ZGcUl1cYnzHOe+EDv+htHn/88am1xXMOvlkPOuggZ/xMIgyX0J8krx133NH5ul1llVVy/MumZqaLqQhk2ggptca6WFUEYN6TW01cI4ZyLT0CYDSGJJxVZpJ5bCogBDQIjRPYNsHAaNKkSTlZ4UybiD6ogvgyqQcS1NbaPsmpUAVPmIRRRue92GVAKV4kBOoJARgEbzAUvhdMR7GAJqRlMco3zmIzSU8//bSzgtciNIlMts4xOiYYjZ/PMAIaM2aMwb0j2+CM69buJFVYxe5paGx60UUXubRE8oJxRaqOFTn9hLE0bacsW2hkszaadbLZLjWrVZrEAEkCK75a0d133216WB1g9FeQSvowj8n6EE2E1elmm23mBovkfX8OY4l/WfR42EJjUEEHNM2yMS2iD9t6bZkYXNELwqIfR/Hg4V2WteX3Ut3rGwEWfmuvvbZzg0RYTWuUWvSF05hHHvDMR7GHYT6JIgMx5rB9i5s/mA4YFzGfxdCr/T10c4nC5ZlPasQ1QnU/8cQTTqCCy6SePXvmVZZ0IfPpE+ApxTOfXENogUAC5lTUPAQkAW0ebnX7FLqffJQMwBjn4KwWSRnh9WpB6Nfgey+kX/3qV07nJgztiFERMaa93zNWuviGLaS/ykCCM+FyqJ4i+hCswQ+unulkW2qEVagn0lgpIkjD3nvv7SLK8BwGGiwORI2LACEFS0kU09BBOomRKfr97GwQWaaQJAl/nmFUF/ouzCgGhfiHTiN2bN5+++08KSgRaCgHwyJPMBMQ6cPrLGrRDWeRhhHs+++/XzN1JNQCcD2IC8KtttrKRQn09Q9/2dXA92kjE3MXcxiLjZDY7cJGhAVMIQJfxnzShYTUM6lPTP7JdOEzOi6OQDsLaK6GdvH0utsACDDQXXXVVY6ZwxoeaVmt6IgjjojDnfk6wDwSQo844564liQGYhjYND3OZNpGOUdnDcteJL4hoe+WvBbe5xipMQuRUApg3aSZV155pSwmFIkUyvroZHmVhmQZOm97CLAgQV+uqYRRKYxCOAWx+GVhkyQWTvS/JFm3fAUZULbaKSMkGE9UimAc6Lv0e35LEWMi5aOqAvNSzNq5VF7NuQ9OvEuIVbF3R2hQq3GPcYRw18QgTwoPmvPuzXmGxQ07Vfh5DjEjL6Siabtdvhzus/PFYiNJ9E36VUgPPfSQW5yE17J0jDEdu4jUM2uU/6VnrYaqT6sjAJNRyxjJ4QvD7IQMD/c4T+osMqB46ad/nmsMhrUaiH09Kv1r/eAanOhjCAGD3hRmjm1EJrMkJfFM3uccabLXl/X3yQtXZ4TLLUUwqij1e73aUumzfp/+RuQ08F9vvfWyXt2q1Q8cUGUJHV6XKowJ8cgjj8xhDpAyMvEndbHJ67//+7/jLXGfN+MAhkDFwgnCTBBeGQYS9RwMSmA+YUr45fpZZ51VlFFCdzDcHUDnj3DQramKg552chwEd5gLJMGe6I84Vk+Ohf5+o/wynqFqhIEQ6hNgx9Z6ObHXWaBgvNSvXz8n+QYzxrmHH37YBS/wO4IwovQNJOOi5iEgBrR5uGXyKQyF+Mi6deuWx6BlssJlVMo60XURrMIBldUtUaxCws8ZOmLhahfmE32teiKkvjCdDKhIbrDgRC+tXAMxJBMwC7jYYgKGWNV7fbdiWLE1lVz9MzAziTcaoX/INiiYINnFypatW5ioRiQWreuss07Zr07/o/+GOnr0JbBMy4fvPdlH+dYJr5yWPqwIDCjE4ifJxHEdXXDUekJGjusQDEvIfP77qnFMXktCOfp8yv1lmzdpUAV+fI/h+xfSey23nGqkY3x44IEH3OIVw7DWkh4zJqKjyYIX7HbYYYdUzwb0QRYm7A5RN3x0Ep8ddQx0RiHsBOgfeE8grjtqJyw6ceklagEC9iMWtXEE7McV2bjELrKPlcagUhFZ5quNv9XP1SfyFe9kJzkX6cquRH+++dORZcJcGmswEFnJYGQnmsgypHnp2vIFO+G5dwQL/2dX+tG2227b5Nc69thjI6snFv3iF7+IZsyYUdbzduCNy/Xl82utSst63uqLuggpRDhLkl1gREQyI0pZ1sku8vJwoB1+//vfZ73qVamf3WaN7OQcWf/KkZ2oo2LRYHwF7HZgZHX0cnC0zHtkpag+Sc6vVaXJSUu/swxYZHVPc9IVO7ELhrw8yMfulESXXHJJ6qOWcXJRZML+zjFjTGsS3zh9LFmP5PdiDWsKfmOtVd8wEpJVG3BYEcHQSiJd/bmfJbISz8guwmNsOU6bY7JU52RdmO+J2mV1hCO7CMm5bQOsRFZKm3MtKyeSgNovuq0TlsxsCXmJFu+Doj36L0i32jqxFcK7Id31OlzJd0JH7Morr3T6iFjyY7BQrlQwmVdWz5G4sIWOVwJPrOwxtmoq4duVv6YQzrvZrsS1CYYfSKVxZ8U2aEsI91pIHJBYI43gnTA6KWSQ0pKyKvEshlfoDobSJuqMS5fzzjuvEkW0mTxoLyRMXrJIX+QcCTGGQkiIvf/F8KXYtiRqHa5ykBpjMIIhEHqDScIpPGNcGjHuFduCD59BUkigEzv5hpfd9mohv9E8g2Q2JLZ30b+sJiF1/dOf/uSkxDaEopO2IUVkPEfqye8IazhIUJWs0v/7f//PzUHJ+rFDlxUjKSTLjGNhnwBfpKVIONvCjgb1Z66nX0KMRewIokoA8Y3yN3z4cOe9Yfz48WXpPbuHq/yv7XMnVQaoLWSPBXjIfFJnJnUMAzD4qBVhQc8HXImPmI/Jf1DJ9yE05tlnn+3KwVAAJu3xxx83559/ftEPzQ8+nTt3TmaZyXMYajBNUqktrTfeeCPe2sSlTEsI102DBw92BhHo1rbUQI3JPWmRykCKzluWwsCi3gJDAFOFWgcMV5IY+BuNWIB45pN39988ah5sX/PtgxkLxOR3Bp4sXmDosYLHc0USV/TuMGRJ6/fgnXa9UBuceeaZ5rLLLsu5TXnUESYvjQhagUEmxph8Z2x7o1veHKOrtPzTrllJuhu7/D0s8SHK5n2p65577mmGDBnik2Ty1xttJb8LtsUZez3DVMvKs0AK+6+vC0wdBpM9rIcPcM8qwTjbHSVXvRDnl19+2S38eDc8VMCAIsCgD9s49g5/1GZqTWJAa90CLSyfgRDJYJKQJlSC8Uvm25RzVufoKyLpqBYxOJ900kk52SMhRHcHwxj0j1BCD4mPFp0yXMBwDPPOYIlRT5Zpgw02MDjRRwoJMYDTxsnwteE78J64bmEQRcKIE230FVtCSLQq5ReWgZL2AX9PDKR+0vXXWvKLpPLdd991TE5TIqr5MpHAwXQiGeG7os/w/jBW3n0PiyMG9kYjGEvwCInvick7lBziMg0rbiSdIW2//faGvzQC9wFW6l6IaA9ivZdLTLgwcIceeqiZOnWq+3b22GMPt7AolgdMMsY96AgilR9hJY/Vmrwph4VzGlF3GAj6GhI6zrPEHPEtoEtJzHEYu+TCMnwnJMhZYEAxIESfsxAxbmBsxjiLVTwLUZg6/MAi6Kg10QfAMWQ+qRPfJMIGeINQOEUb0YcQJHj91lq+gxjQWqLfwrIxPunbt29eLnwgTOhZ3p7Jq3QzL2CRyPsmJ0E+SCQVJ554opOOhtkjabnuuuviD5PnmehwUJyFQTGsa/IYKQ5SR+qP1Mjq95geBfxwwqgSrzgcgHDmz0BabHJIllnNcybTZNtRHhKIShCGK8OGDXPtyrY+mDD4NoUIbACGYT1h5pGOgSUD/YQJE5xBTFPyrYe0GJVMmzYtbwIMmU/eE4aEb7F3795lvza7GDB8yQU23yuYs7iyOo/ur+xMbULUPfjzhMVzOeSdz1dTMs87FyMYCFQ9/K4XajRsaXvCQr9WxLY65XtmiIUfRo8Yh/oxiO+dMQwn8VkhFrv047R5hPriPQH/x/ir9YRUEU8x9MFakmf0Pb6+Lnx/GEshfMCDRPg90odY+GeBxIBmoRWaWQdWm2kfDdIZPvqsM1PNfO2cx9DFY5BIfoAkgolh4EjS9ddfn5MexoJ0zzzzTKu6VknWq5xzJDdse7Iih6GCcS40CCaZT/Jn4oYpQx+IQQnVBaQuuL9BlaEpfYbnCVyAJNAaSTTL3RXl7rTTTs6tFNtEEFIypFQtJdw+hc7LyQ/9VXS7kteLlQUDFDKfpEWKgAQd/BuZ2N3AihyVH8YiT0m8wJBFk9frpa1hVPh2C/U5tmp9n/D58kt6tvNvvvlm98c1JlXSUwd2MgrlSdrmEv0dCRiSV+qNHnT4zs3NN3wuyWyH9/wxuPnxDpdLPewClP5YS0L3lzHUM5/UBekc19HR5Vuh7dELxaI8S4Q0GcY5bVcHBu/CCy+M8fb1pl8yDuOlhb5QK2I8Z+eFbzD8VhBMIKXHry5zRciAoj/clIVgNd9NDGg10a1y3mwvJwd6OhcfRbW2iKr8SjnZw0CiRwZDEroaCRPBqMBEMdiFH5lPgy5akhgwGFhCYgLLOiGhxel3SEgSGEzSGKE0/6BMEH7bjkncT/JMYKgyMIghOS5F4I2EHSk8fZC+iL4e0oKmEguCXXbZxTxkHSUzSSGhZEBtKWGgkhx8yZOtJ8+AEuWGuiOpKRRRB1+CSDxDgvn3ErHweiMegx2qQDBm9CO+W/AJxyb6Hd8x1+gzfrLkOhN/GgNF/6Wvkl+YF+0RMpjkhdGTZwbZUi2UZ3Pbh3qiS+0JBhAJHwaPvlx/ryW/9H/+ymFEKQdc2O2q9XYwbYQqTfI74T0weuGvtQgVANxzMbbRr1D9SOofJ+uCHjLjHu+RJM/sF7vO2EdULhY/+LdNqn0ln63EOUwzairMCUifiexHf2BO8DrN6E/zLbAYh5j7+F7Qv84CiQHNQis0sw7oP+GUnMHRE5MAEqWWEHm88MIL7oMsxPi1JP9ynmWSws8izAGDGno4MGAwFCGxAkRPZ/fdd3ch8xjwYMI905omHcSiNtTXYwJhEA9De4ZlZOUYCRJ1DSdj6lZIEsegDy4wixCTNtJKjIgYgMCWtoZgwBmccCqPjijWyRCrfLagYQZCJmHgwIFO+d3nTVqYyFdffbXkYE9a/ECy9YUuGAM2ltOVJpgX+kJyYcJ7giHfyaxZsxwuMBPXXHONY5yYRNAN5N2oH4ws+rfg5781cKk3H7PNxR9cYEJDbwh4A8AvKvgzAbKooA+hqgCuHkfKxCCFbdm0hQ/p0IlkAuVbJ4pXKL1hMvUW8uF3QZvT/0NGtbnvx3PsJsDIhPWmvnwb5Yy3jKd46WDhi+qGdYOW8z0l60agCb4R6g+Ty3vCbCBpDon7eBTgO4dgStiib23C6hpPAiEDStu3trU7CyFCMnuBAr8YS2KLwJhfaLFAnyzEgBbCkr7AVjxjF9vc5M0YiVoE0uBQNaJQHs29jrCAb4axjMUezC9McBqxS0Hfw5sMfY/FfTiWpz3TatfsRytqwwhYa0jnv8yugJ2fNcuktOhtbGd2/iHtxOv841kpT2QHv2blaSeK6Iorrmjys5RnP4CcPzvQRlbaWTIvuyUcWVcukV0FF0xrB47IMmEufzspRtZlVWQnwYLps3DDTj6RHUgiy4Dn4GIHvchajEf4SUz7AwuwtAOO89NodeZcuv322y8nH4+3XXDkXacM7uPv0U6k7nnLpOWls1L3yG5XpdaDutEm1pI/srqr8bOWSXTH+ABNq39LrtkBObIDdFyWf0erghBZZsn5kfTX/K+dhGKfgP7Z+++/P7KGXpFlSiPLbESWOY/sVmwWukUm6sC3ZLdZ47pYpsONRXxb4Gon5Piele7ltQdjF21VivhurRV7ZHVJI6u36ZJb9zORVcPJy5N2tNKsUlmWfX/nnXfOK4N3s5N5yTz4ZsLvlm/RMpVl+UsNM7fS+tQ6WMlsnIzv2+qIR2m+duNEVTqwQgNXP8YBxmvLlDb5HVtatQEDBqRixBhGveyCO7UIxlfLMKc+68eG5C/jg42ElPcMZTGnlCLa0y5gIsZcq0pRKnl83+r/5pVJ3fgW0ijLfkAVC962XFsn9D2xRmUV2pJVF1IDVq0hscJGnI/uYVOJ+jTHCp6VHG5PkIyEhL5nuMIO7zXnGAkgK+RCW6/NybMaz9AuSGfZUnrbRuewg0xOMc3ZbuTd0WdL5pWTcYETJDLUw0sZwmRIG5A+pxHtSZlphHSrGn5bkWxQVzspOGkSEgC2ONlOTUpG0+rlr6GrGkrfMeJi90FknLQYaTB6Z+gRJ71SIIl+yKpXICVlKzTZB7gPlkgTixF9iz7Ed0C/RQqPkQVGeVxLElJDpFqVIKRNaSEu0UP10sdC5aCqgleAkJAWXnTRRc7dWHi91DHvixQYyTz9EQOwUO2FreQR1kofqVwtJPRsYdPWGHqya9Vaxo5IASkbIy6O04i5jT4WStDDdEiXbVAN12fYGSo1PpAfO4S4N6KvhYRkEklsIUJNBCm3H39pS+bu7bbbrtAj8XVCjLLrFxLzNP0sLTysH+tol6xRLreRtdqpPmUh0Bxrdzo+26xsQaKoTEhHK21KdYmDoUlrEpMGH1SSSg0IyfSlzovpycJcgQ1kowXlMeal8q7kfd4bRgoXTDBCfmBD74st82JxyBlIaWsYsOTiAj+CMGcQAyb3SZ8cTF2Cn/6xdUPYQuqBFahvEwbQHtYYAn3ONCJPVCoKEYsLVAzSCHda9EHaBKYDnSeYEdQm0PdC7YLtJSz8y6Xw3Us9A3PMpO63WtnuYntUlI8AMd6TxLeMqzAYULbg6Te+j9FvaPtSzCfMrdc39vnDbMG4ssglX08wtGxDsz1Kn6ZflkPU3etBE7aT780TKgSE9OR7oc58B6icwHyiI8g3xsImjdL0Odm+Teqhpz2bvIbxIItzXM3BzBcqM/lca50zdsNEIbRArYX3rCTBZGIsSv9hDGDxjbU3bU0/434hYmxjoVKoToynjK0scngP6o+OOG3LOMdvSOTHYtzrV4b3GG8LlUM6mMgwP/KHqYQxxbtJMaL/JckvsNPKBCOEQZkkC4KoAREgdJ6VVDlRPltCtnNG1kek26bgOPyzH3azEGruFrz9iCLrQD9nS4TtjokTJzarHk19yA48bovMSkYjK6lwWKCaUCuyg6rbVrPMXZOqYBnoyE6+LkQr7ZkWmtQa5ERWfymaNGlSZHVsc9o97APhsd92JD/6EVtbdsB2f9adSeo2F5j6LdkwL47t4Flwy8pOZKl1slIfF+KPfsHz5GP1DsvGxzKQTi0hWZe0c2tQEIWqLWzBW2a37LLqPWG4BY+aBuNFiCN9w+qgxTBYyZ/rK6hxWIaqrK1yy+jl5Onz932RLXm7CInsAsWFht10000j1IjoH6h9WIYlLj/twOr5ujr5fBkb+S6SZBnbyEpDIythdLfY3iStZXRdf7LMS/KRaPz48TljmS+DMJWVplpuwVf6XZL5WYbdffP0J4+hlfjlqdkk+59Pyy/b1+WSjfvuVEnoQ2Ee5E8IY+uCzWVF+/r7ljl0qj2l2pYx0z/jf+mvljEtWT3GXT9n86wf/+yCvOSzWUugLXjbgrUmtgy8XzekO0iCihllsMpjK5qVEKslVj+liFUdEiNW7qRH2hkS17DqZYXIys92VHfbfmwGq9PmbOewSmeFXmhLNiyfFSDvRf34YyWHBJKVLu/Zw0oxmqNewHsjPUSKVY60gPdO26pA4ofkC2OU1ibqT7lYbmMgxIobvCzzF1u0J+sE9kiGQkIahKUkzthR2wAbtr29oRnvh6TRt334bHiMBMtL3ZEKYWzit+MpA9+0SJBCoj2POeYYZ0gRXueYZzBaoY1Cor82xR2TnSjM+PHjnaJ9mE/ymD6OVAppA9ugvC9SMyRS/j2Sz5DO9x+kebwzGIpyt+Ax1GFLnPb2uNJXwbXUOMW3zjO0YzKtjRHvJJChhItxAr+uRA4KiWf58/2YMQypIeEtC1GyPNLR3njh6N69e+pjRFXiW/BW0pTDOMXYSn/yRD2Q/jKesXWO5Iyte6T5pQipGIaDjD9hnoWeq/UWfKF6VeI64x9+n8HPU9jO/ho7Wxh5nX766c7Qkr5IW6KqkCah988lf9nl8Lse4T3yJ6AHbe2JvsVuDAaMVi/USWb9vbRfDPaY4/k2QmJMKkdtAVUDdpSYG5kbUMVAItzWSAxojVsM/RHE+CENsL4FmZTTBigGeCzaGOzovHxcTLpsGSQJPT8+DFyUMHDzjP9geS5JMDRsQTDZYnHJgIfD5nL0UpJ5ce6jhzBAo2eJRTqOu9+221gwpTAq1IeyrrrqKjdJkZYPkAGXAYdJphiBAZaPPMeAEE4W6EuBF+/NfSahUqFJGezR9yrEiGBxypZP2oRVrJ4tuecZUNoM60o/aHFeSP8TPTsYzCQxEPM8eUJMjrgMgSmFaeWvEPHODLA+mhDl03+TRDrqRR8OCUyx0uW+Zw6wjGYrMZmW50if9C0Y5pc8pp2pW5KRDdPxfizeqAP1p7/4b4d7MKHgwyRHfgzwLMCSkz84JvX6wnIa6RiPAV4HlPcGR0JF0gdxgwaTCFNZjFAHwrMA/RLcGSdg1jzxXdJP6Se0DW1GOhYTtKUnxha2G7keEu3F91BoPCE//03451ANIP56Ie8YPex4Q/8MiW1c9OXTojvhNJ++Z6WzZXmKgOnGZRjvzFjOWMZ3VYyyxoCyqGDcZ8sZYmGKugWO35tKWNQnHajTB/iOQ2JMscavZq+99nK/zC88Sz9tCsGAMgf5sco/y/jCnMNCq7lEe6IHTL+kfVkQg1Fz59rm1qPWz4kBrWELMMEmJzZfHZz14hYmJCSlafohDKoMuOHgykQKsxBO9j4vOjzXQyaLazgMRkJWCWLg5uP1gzp1Y0BHusqgAcEUwxynSTb9wMIklvbOPM/AA9PMqpG8KAudSJwd2+165xqDdJ7IEylEWvQon8ZLBWFY04g8WOES1aW1iPdilQuzlxxswZWJMJyEqReYMMiVS0hCYRJgEJMDLowA780kzeDuibqg4J5MT12oU9gf/TMwd/RNiLzod4WIfJngfR8qlC68Tl8qxOxQLpNRsr7oQCfrQT15P/+thGVwLAb0Z0SSDOjPd8o7QnrDwhdmBaKv0R9x6RXunjBe4e6GPso3jJQrOX4iMcTIBOl5kuhHaX2SdCxMcfOW7BuMq7R1GsEMwvCG5HWZGftaQkjv0GsN9Uf5XtCDRQJXiLLGgPL90J7hXEPdYbTsFneh10i9PmjQICfB5NsMiTK8VJQFo19ActwSQtqKji9t4MddP59ynhxzm1oW9fQ67CxYQuFJU/Nqq+kLj/5t9Y3aUL1hxvwHk6w2DBxShJBgKsKPzd/j42bQ3XDDDf0lp6jtP5b44k8HfKzhx8kx19hWYGuV50KpDx8gW1GUg7QKhhAJBR8Qkk0klgzuDN4wbgySMCbhoMNx0vqVcigvDQP/wSN9YPsqjdgGRfncpyUNlqoMHCiqJ4n6jRgxIt5yTt7356giIG1IDnTcpywkq63JgPpyk5Mj15lQ8YNIe4Vk3bCY8VYyXi5hPYn6B9IrJFH0ByY6om3B5BeiM844w0m6w7pxTHQRmIjmqG6EZcFEU4ck+e8g7ONIyOhPGBilERM6/TYkmFUmQyTbxYiJnbrAdPAdlgqZWCyverzH98237xlGvHLwvRO2kkUE/Yn+YN1/OTUP8IPxp034Zj3zCTZ8Y4w5MCgwHZ7o6/ivJW+kRTCuML8sjFiAMkax6B5gd5CI9uUXLrQx+RRiPsmfeiI994t2GE+kXIWYT57B0hu1kpAY00v1pTB9oWO290Pmk3S8J/NCKav7QnlW8zrfBu3CXOAFDYw/acwn9WAXCenuqFGjyq4WmNBGtCP9jV++dQKvYBjJPMI2uw9AEWZM30SKTvv6PhreL3RMeTyHYIK+AJNYqR0w6suY29BkJ4uakR10Ijs4Vbz8YvkWu1fxipTI0EpkcvzD2Y4YKyZjAIM/t/DPSndiheMwrT+2W/kuvd2+LpqO9HY1HVlm0hmQ4IePvLluJ/T4WSvFcgr8Pv9Cv3YgyDM8KJQ2ed1+hHF5yXuc20E3B4MQD8pNPkP97SCYavDCPcs8F8wvzNsOogXfyUpdSrRsZW/byTWyjFyOkUT43oW+IQwmSJeGU/g8GFtGslmVthO1M8KgP2GwZRnDnDaxzECz8vUPWSbA5RfmS1kYHGEYZiVnef2HvpxGGKiE782xnZCiq666Ki15fA3sSWcnLve8ZVhlhPQTOpYRiPAVTB/jz0rqIzupxoZvId58f5z7/uh/+e7CdBzTl6z6UNwG/oD+wJiBYZjdCnXPcc0yBrE/UAzUMBKjz5DG6mlGlqn1WRT8tUyKMzazTucjy0wVTBfewAcv9bWLtYhx1+7ohLebfWzVCPIw4Z3xc1yMamGERJ2YQ5izwAIjLdrWfy/JtvXnlqGL7CK/2Ovk3WO8wThs2LBhkVV1yLufdgE/vsx13qDU6vinJcu7hhESfdPumkR29ymyuvdNrm9eprqQg0DNtuBxd0GEC7ZQWGWgHIx0raVULN9i91pabnOfx8giLSxW2rYgZSBNYLWfRuiUIJ1E+lWK0LFkBQYhcUjT5fNSplJ5teQ+7Y90hDqkEfo2SE7SCOknK9skkZ58k9tjpEPf1k6EyUdSz+2X4iS5ybohUWE13loxjZHksAWP7hjGC+E74woG6U0hQueMVbvf9k6msxOFkybQBr4/JNOUc440mvolCaxRiyD6RlMJqViatMIujJwhFm2MiyzUKpKEW7GklBq/e0hMkt8P0o1C25pIcZL58F3wfaa5X0nWo97PaXPa3hPtzV/ym/H3k7+0ITqbaQZd+APm+/dEv8fdVimifNwVITnnuCX9ulRZ3Md/JNJKxh2+p0oQBiqoQ/m+ynswHtmADUXLIOISkXh4vqW7D+W8h3V+nrPzVs4zPg3tQl2bMzb4PEr9shOXhgMx6gv5A/V5spOG/ir9EB5FVHkEasKAzpgxwxBGEmtSRPbEbYWsJML9lvMP5hU9m7BzFcu32L1yyqtmGqyVzz33XFcEkxtbOD5kVrJcBiGUuEMmxKdBVw+fiSPsNnMaw4GCPFbU6EiSvyf0ppiY2WoIyTMn4bXmHDO5U5+0LW0GHyYZ9CpDYrsJRu8h6zyXwRedTrY+2EKx0X3cYI/+qI1Q4u6DiyesAbHOZvsHX35MDj0s08IvW2vbbrutCw3o0xf7xekzW3FJwuE2zElrENtNTNIsMNjiYxEC0Ya8F/gUIwbQEB+fFnzZLmMxQvswWMOI8k2y1QzBBMJoMRHSTljMs7UK8881JhGu8wwGAmnlUD/6AO9Aes7ZsmPRQ3mocVCHJFE2enlp/YbtdphymE/ySJLfjk9eRz2EBRp9gz6G2gpMLqoHvKff2iNv+hqMUVKfkPrDbPDdNDLxPdGuafg3BRd0G+kX4Ey78IcaDMxpSPQHMC+HuSU/+jDtzXMQ/Yz+zoKD/gcxJnoml2+AfkAf5lvjrzlEeXwj9FvejW8jJL4bVEHAjb4Ec+PrEKbjW/ehN+mrYMJ7lUNW6ufSl5O2JWmYuxib0777cvLFGAl1iWpRWv1CzLFyty7oUosXA5oKS0Uvtq9obmVmhrsXGB4MBqCxY8c6pop4u3QOjG1YGbG6gsGEOUm6GEAPD8u2kAEtlm+xe5RZSyKWt2f2GJQYPJBapemZMUGmMZ/Un0EVh8lMDGnEYMsAnoyPzkCZZD55nrIqQUzk1CmNkcDiPjnBM/EwcMNQY8kIYxQ+i34hfQcGCsYFRjSsK8yR9Ufo+oyXoIVSGhY61m9gnt5k2rsm9VZ9mmK6YT5NpX7pGzDq6B42h2DiYLyThP4VuqMYdaCP5Sd2Jm0mX7wGIP3j+2CCYeJEAuN168iP/so5fa/QJMR17qNHSb/GfQgGdr48DIOYgJFahUR5MIBh2/v79Ffyo55IeZME81HI0pb60l/oP0zo6D6z0PHEfcpFwo1eYbJ/ko7+1ehE+4Fh2mK3XGzAHwMkdoLQIaSfMtYnmU/y47v2jt9L5Q9jnNzVgZmDCQ2/aeYadAgpD6m578O0OQIODDObQn5R7PNhrKZve4NS6jDA6qh6Ih3MKAZVafqAfAOkAedyibEJZrU1CNxYMKR9o8ny/TjiryNs8TyAv1bp37S5HTwZcyD6FN86wjBRDRCwjdHqhONiHF97sh+70x2xH6dzSmyNHqIRI0a4+MDWx1tkJT2RncCcg2s72EX8WWODyG6puWP7kbusiuVb7J6vB784nLZMUfxHWdUkHOPajzhP3wddKhvlI+8PLGw3Sf2zlpMuvbUQzdHFI387mebl5fO36g+p+dnJwelaFSqvnOuWyXHl2kEqtYy0POxg6+KGUz+7fZuqJ0u8ae4Xqjv5ogtIGsvI5pWNHqGVohfExGNz5JFH5j1L3sQEbyuErlTYx2hXHDh7AotkO6BvZhn9gnqwyfTkmbyWPPf9Ka09LMPg2sLXyf/iKD+Zjz8nPxzf+/Pw10qhfBYlf8PnwmP02sLz8JjxSBRFOIi3k3xBnELMksfoAKJ/bJmXsqFkPgh1C+3izH3nlpmJ68D4YQUc8Xmy3OR5Wv8nDfUrpF9dqMKMS8n86dtWTcY9QoCN5H3OwQH9xrZG6EaCd/Kdwjbi3ZjvGYP8OEG78Yyfu6v13gRXSdYteU77pOnWhjqg1apfo+fL6qrVacstt8xR/LcraddJrNsNx3jAZFkpRFwvPlqYwkLMBhEwoGL5FrsXF2QPeljDm7CD2hVSeLvix1aX0Bk4hGVyjPJzGhWaFK3UIE4OdjCwDMowElaKFd9LO7C6kqkRkBiAGWDImwGD82Q9084ZZKyKhYt+4pXy057F0McPRGE+XLcSS1dVK61MZYJpJ4gJIhzswnzACvLK8eE9mCCrT+nuF/t39tlnpw6w1jq/2GOZu8e3g7GI3TqOYKrDSR8DmxAbjsHHqmvkXU+mC8/LWWRYjwapCwLKs3GYU3Gz6jMRE3sao2OlqZGVgDoDECsNdRFKOG8KhcxL+D70Tb6f8BrHMCwYJogiJzDgW4TJYCJnYYYREjjBmNjt5ciqFLnFjFW1iuyujhv7MQzi27KS6CbDyMLRqk64trbbt5HdXXHlMO7QlzFQszsGee2WbEd/Tt0LjUPWm0aT6sdY6fP1v+Bid7lcPnbHJu8+6eiDbXVRY/3huncCe8YYK02MrCqYm4Osupib03l55nm72+kiViEQwYiwNYjoQmDMvJI2RoXtE9YHgRgGTE1ZzIbP67g0AjVhQK3hhJM++erx4dFBkDZatxxupQTz4P/sFkZkt0Jccjoxf0j57rvvPnfMOVQs32L33MM//WNittuK8V94rxrHVs3ADd5+sOKXgdvqLqYWhyQ3TOuP7fZRavpyLsKw2i3L1HzBIiSwxvK40KTNdRubPHzEHSOp8qtfX2d+rRFDKmPhJc9YHjJBhM9wzgAGUXckneF9f4wED7Lb+Kn1tVvN7n6xf4SnTJucWoJ3sfJqcY/wiWltY3VccySnHtdCv2l5JNNa3dzIuhdLbQ+7FVnw9a0ea2o7EAqxpYTFdLKenNOvCjEMzWGcWlrPLD9vt7Uj/jwh2aqlRM/q76WOK8l29osa5hN/HKaBuW0KMW6njRcIVyDrXD61r1FmuChsSplZSGtVBZw0k98sEvMJwqSRI0cWbZ8s1r2e61QTBtTqIEZWOTjGFTE57nEgaxEe4YIiJCQayQGfAQMReUjF8i12L8yjFsdIQRmAWEGyGkO9oBCBQ1Lil8Sr0LPFriPppA5IfJAkITW0+qKpjzC5MMjCKPu6cMxzSEPSBm2rUO/yZzFBGTCqrJSZtMJ3h4mhP4Rk9ady0iCZ84sO0lkdUXeffPhjIrG6wXGfYfDhOnUFY8pGfaNcspFc4vKpO9K4eiJrlOHeD8mebxvrb9C9In3Rtw9S7EMOOcSdhwsQnsMtijVGiNOSD65P/LPgbnXqXJ5Wf9Ndpz18eUhoS5H1Fxnnx3PsjFSCrG6ty5e6+j92Yain71uUR/9m8eOl+pUoW3lUDwFrBR+3p29XG93GXfPtaQ2EItofibbvq4zB9G+EA00lpGWMhfQT+jzjJGpdnhi/kyoojInlun3y+ei3eQjQPow7vn1QC2B+EdUGgZpYwWO5aiV5hlBXlmFxjrRxH4Q1GorjuEcgnBlpUBLGGTkxqkMXHBivYIwSWs8Wy7fYPTvw1JxwC4GBhx38nAN6y0QVrRMuOogUQqhMHCJXgqwk2lkkUjYGHNSlGBHFAWV9XBvRbpYRcY6h7Ued+hgGKzyDYj35e+fpnONeyA7O7nqaOy7iK6MobpmAVHyoB0ZsGI3gJcDqEOdYjFqG1RkeWWbUhQcM+01qZRMXMVTBmAcjhiw6gk5Ut8mnVvri8MEIhLbBEMTTnXfe6Qw3sBi3Cz9nRYwjcPofeGDdbrdZXXICAPCtcZ3vF0MhrMuxGud79UR7+CggeCXwVvf+fqFfjMkogz6C8+lKkZ2YXIhbPB7wjlZS4qzkyZ++xftCYEMfFLUNBB555BHnmBxDIAx9vBU8boosk+m8aFhG0b0MfQBjVcYprKOZk5pLGDkynmJwh+eIJGF4avXMXZAHPHVYhjiZROdVRKBU+1SxaGUdIFATBpTyiX5BzG0GBBhMa4wTu6K4/vrrjZW0uHMs7PhAic5SDhXLt9i9cvJWGiEgBISAEBACQkAICIGWI1AzBpSqs+LkL02iYAXCzu1McxzAFsu32L2Ww6kchIAQEAJCQAgIASEgBEohUFMGtFTldF8ICAEhIASEgBAQAkKg/hBYqP5eSW8kBISAEBACQkAICAEhkGUExIBmuXXaeN0wHMM4SSQEQICoMxibpUXdEkJCoJYIoPJF37Q+kWtZDZWdIQSIlkSfsF5fMlSr+qqKGND6as9MvQ1hNGFCRUIABAitu8ceezjPFkJECGQJATxw0Deta78sVUt1qSEChMKmT8ybN6+GtajvosWA1nf76u2EgBAQAkJACAgBIZA5BMSAZq5JVCEhIASEgBAQAkJACNQ3AmJA67t9a/p2NuSic7Rc00qo8MwgYKPOmF//+tclAxxkpsKqSMMgYCOwub7Z1AAVDQNQA74ogVIYr2wEuAZ8+9Z5Zblhah2cVYoQEAJCQAgIASEgBITATwhIAqquIASEgBAQAkJACAgBIdCqCIgBbVW4VZgQEAJCQAgIASEgBIRAe0EgBEIE8H326aefhpfc8XLLLWc6d+4cX//nP/9pvvjiC9OzZ8/4Ggc8O3/+fLP66qvnXA9PcGuBS56ll17arLfeembRRReNb7/33ntmwYIF8bk/aNeunVlnnXX8qX5rgMA777zj2jytaPoHulLvvvtufJs269q1a57O50svvWR69OhhOnXqFKflgOv0m44dOxr1gxxodFIAAY1XBYBp8MveddbOAAAKOklEQVT4dX355ZcLosD48/3331dsvGLsSiPmuJVXXjntlq6BgG0okRCIERg5cmRkGYBohRVWyPk79thj4zQc9O/f36WzE0DO9UsvvTTacMMNc66FJyeccEK00EILRWuvvbbLf5lllonuvvvuOMlvfvObyDImOWVTF6sQHqfRQW0QGDZsWNwuiyyySE470T+mTZsWtW/fPlprrbXc3xprrBFZ447IMpXR3//+97jSljGN/va3v8Xn/oDhaNasWe5U/cCjot9iCGi8KoZO49775ptv4rGK+YOxhbnGz2vWx2dFxyvGuTB/X85BBx3UuI1QxptLAgoXLspB4Le//a25+OKLc66FJ0Q3YsWHk97LL7/c/PGPfwxvFzy2TIg5/fTTzYsvvuis423/NOedd57BYT1RcixT45494IADzDnnnFMwH92oDQLXXnttXPDgwYNdG5522mnxtZtuuslJPF955ZX4GhLx0aNHm0MOOcQ89thj8fVyDtQPykFJaTReqQ8kEWBXbe7cue7yDz/8YOzC2Nx///1m4403jpPOmTOnouOVFaSYLbbYIs5fB6URkA5oaYyUIoHAn//8Z7PTTjuZvffe21iJp+EDL4f+8Y9/GLtKjLfn2aI9+OCDjZWemc8++6ycLJSmjSFAe+OO66233mpjNVd16wUBjVf10pLVfw+NV9XHOCxBEtAQDR07BNCreuSRR2I0WE1uvvnm7hxmc/LkyebKK6802267rfn222/NXXfdZQYNGhSnL3Sw3XbbuRUnep8wJQMHDjT9+vUz48aNy3kERvW+++7LuYYezfrrr59zTSfZQwC9KiQLEMdvvvmmOfXUU43dUm9yZdUPmgxZQz6g8aohm70iL13J8cqqD5nPP/88p15IXO12fM41nfyMgBjQn7HQ0U8IwHy+9tprMR4YHz344IPufPr06e4XZtLqcpp99tnHbdeXw4AuscQSbht2ypQp5uabbzbnn3++y+PMM880bLd6YqsW5iOkX/3qV2JAQ0AyevzRRx+ZPn36OOaTwdjqg5rjjz/eOXRuapXVD5qKWGOm13jVmO1eibeu5HiF2hpzXEgTJ050Qpbwmo5/RkAM6M9Y6OgnBNDJLKQDiuTzX//6l9l6661daiza0flji7WY5bsHF8tndAL5Q3p6/fXXmwMPPNCsueaaTiJKOmvsIh1QD1gb+yV6iJeAIsUeOnSos3bv0KFD/CZYhiYlBV9//bW7v9RSS8Xp1A9iKHRQBAGNV0XA0a2iCFRyvELVQzqgReHOuykGNA8SXSiEAIZCt99+u0GCyYfrCQOTSy65xBkY+Wtpv2PGjHHMCIZHEEZHw4cPN1OnTjWzZ8+OGdC0Z3Wt7SGwww47GIyU9t13X2ew1Lt3b/cSSEWTOqFs1SNRL2cR0/aQUI1rgYDGq1qg3nbL1HjV+m0nBrT1MW+zJV5zzTXObyf6myHBWB533HHmpJNOcpfRE2XwDwnJFpbTQ4YMMRtttJGzoMffI1KymTNnOj1Bn/6rr77Ke557yy67rCFms6jtIEDfsO6ZzKhRo8yMGTMck7njjjuak08+2fTt29epVfj253roE1b9oO20cxZrqvEqi62S7Tq1ZLzC40dy3mO+Yt4SFUCgDFdNStJACOBXb//99099Y2sEFJ111ll596wFe2SdkEdWMhrhB9R2tby/G2+80T13ww03OL+Q+E2z27JR9+7do1tuuSXOE/+Pac9z7ZlnnonT6aC2COy+++7R0UcfnVMJ/ICuttpqOdc4eeONN5zP0EmTJrl7doES4R9vxRVXdH5C7ZZ8tNtuu0V2AI+fVT+IodBBEQQ0XhUBR7ccAtbQyM0pTz31VA4ilRyvmM/S5i18IosKI9COWxY4kRBoVQSIomSdBctCsFVRz15hWDBj5Mb2u0gIZBUBjVdZbZnWrZfGq8riLQa0sngqNyEgBISAEBACQkAICIESCEjsUAIg3RYCQkAICAEhIASEgBCoLAJiQCuLp3ITAkJACAgBISAEhIAQKIGAGNASAOm2EBACQkAICAEhIASEQGUREANaWTyVmxAQAkKgSQjguoXwtpUgwgESQcoTTv+JNCYSAkJACGQNATGgWWsR1UcICIGGQsC6PTN/+ctfWvzOxLUmEsvrr7/e4ryUgRAQAkKg2giIAa02wspfCAgBIVAEgR9//NG0a9euSIrybuFRT171ysNKqYSAEKg9AmJAa98GqoEQEAINisChhx5qHnroIbdtTmQo/AyOHz/eHH/88eaoo44yK620khk3bpx5+OGHXeSoefPm5SC12WabGRvkwRA16he/+IW7x/OEuPWEv13C5a688sqmV69eLj8xqh4d/QoBIVArBMSA1gp5lSsEhEDDI2AjQJmePXuaHj16mMMOO8wQsvbtt982V1xxhduW32mnnYyNGGUI82cjuZjvvvsuBzOuzZ071yyyyCIGZhYiprWNJBWnO+WUU4yNRuXC3fbr18+cccYZ5txzz43v60AICAEhUAsEFAu+FqirTCEgBISARWDgwIGmW7du5ttvvzX77rtvjAmS0JdfftnYUH7u2m233RbfSzto3769GTZsmNlvv/3MlltuaXbeeec4We/evc0dd9xhSDNixAgzc+ZM93fEEUfEaXQgBISAEGhtBCQBbW3EVZ4QEAJCoAQCXbp0iZnPEklL3u7fv79jPn3CrbbayklZ/bl+hYAQEAK1QEAMaC1QV5lCQAgIgSIIrLrqqkXuNu1W165dcx5YdNFFzQ8//JBzTSdCQAgIgdZGQAxoayOu8oSAEBACJRBYeOGFc1J4K3m26j2hF4oFfSnyz5ZKp/tCQAgIgdZEQAxoa6KtsoSAEBACCQRgEEtJJJdYYgn3FE7rPT3//PP+0P0utNC/h/NSeeU8pBMhIASEQI0QEANaI+BVrBAQAkIABJZccknzwgsvmOnTp5svv/wyFZQNN9zQdOjQwRx77LHOOAm3TKNHjzZsp3tCatqxY0dz3333GSIiiYSAEBACWUZADGiWW0d1EwJCoO4RwGfnggULDC6XnnjiidT3XWGFFcyFF15oHn30UbPuuuuaXXfd1Rx99NFm9dVXz0l/4IEHmptvvtnssssuOdd1IgSEgBDIGgLtrEPiKGuVUn2EgBAQAo2EAMPw/PnzzXLLLVf0tdlenzNnjunevbvxW+7JB77++munG7r44osnb+lcCAgBIZAZBMSAZqYpVBEhIASEgBAQAkJACDQGAtqCb4x21lsKASEgBISAEBACQiAzCIgBzUxTqCJCQAgIASEgBISAEGgMBMSANkY76y2FgBAQAkJACAgBIZAZBMSAZqYpVBEhIASEgBAQAkJACDQGAmJAG6Od9ZZCQAgIASEgBISAEMgMAmJAM9MUqogQEAJCQAgIASEgBBoDATGgjdHOekshIASEgBAQAkJACGQGATGgmWkKVUQICAEhIASEgBAQAo2BgBjQxmhnvaUQEAJCQAgIASEgBDKDwP8H1n3aWQ7SF5kAAAAASUVORK5CYII=" /></p>
<p>Here we show the empirical background-corrected and baseline-subtracted proportions.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">ggplot</span>(<span class="kw">data.frame</span>(p,<span class="dt">ns1=</span>s$ns1))+
<span class="st"> </span><span class="kw">geom_boxplot</span>(<span class="dt">outlier.color=</span><span class="ot">NA</span>)+
<span class="st"> </span><span class="kw">geom_jitter</span>(<span class="kw">aes</span>(<span class="dt">col=</span><span class="kw">getResponse</span>(fit,<span class="dt">threshold=</span><span class="fl">0.01</span>)))+
<span class="st"> </span><span class="kw">aes</span>(<span class="dt">x=</span>truth,<span class="dt">y=</span>ps1-pu1-ps0+pu0)+
<span class="st"> </span><span class="kw">scale_color_discrete</span>(<span class="st">"Predicted Response</span><span class="ch">\n</span><span class="st">(1% FDR)"</span>,<span class="dt">labels=</span><span class="kw">c</span>(<span class="st">"NR"</span>,<span class="st">"R"</span>)) +
<span class="st"> </span><span class="kw">theme_classic</span>() +
<span class="st"> </span><span class="kw">scale_x_discrete</span>(<span class="dt">labels=</span><span class="kw">c</span>(<span class="st">"NR"</span>,<span class="st">"R"</span>)) +
<span class="st"> </span><span class="kw">scale_y_continuous</span>(<span class="st">"Background and baseline adjusted proportion."</span>)</code></pre></div>
<p><img 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" /></p>
<p>We can generate ROCs comparing MIMOSA2 positivity calls against a test for a difference in log-odds ratios. The ROC curves show that MIMOSA2 performs better than a one-sided test for a difference in log-odds ratios.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">ortest =<span class="st"> </span><span class="kw">with</span>(s,<span class="kw">ORTest</span>(Ntot,ns1,nu1,ns0,nu0))
toplot =<span class="st"> </span><span class="kw">ROC</span>(<span class="dt">or_test=</span>ortest, <span class="dt">fit=</span>fit,<span class="dt">truth=</span>s$truth%like%<span class="st">"^R"</span>)
<span class="kw">ROCPlot</span>(toplot)+<span class="kw">guides</span>(<span class="dt">color=</span><span class="kw">guide_legend</span>(<span class="dt">nrow=</span><span class="dv">2</span>))</code></pre></div>
<p><img 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" /></p>
<p>MIMOSA2 also provides better control of the nominal false discovery rate.</p>
<p><img 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1C+fHljFyj2Gn+TAAk4nIDsAPEIzOEfAqqfkECLFi2MygX79+9PeMvR7y1rAEmZijp16jh68ag8CZDAvwT0ixeBW7egZc/+70W+IgEHE5Awd6nmvm/fPmzYsAHFihVzMI3EqlvWAEqsCq+QAAk4msCRo0CRwo5GQOVJIC6BMWPGGNmdDx486NhIr7g8Er6mAZSQCN+TAAlYkgD9fyy5bBQ6hASkaPfp06eNtDEhnMayQ9MAsuzSUXASIIF4BOj/Ew8H35DAuHHjCCEJApaMAktCH94iARJwKAHuADl04an2bQLi68PmPwEaQP6zYk8SIAEzE6APkJlXh7KFmEDv3r0xcuTIEM9ir+F5BGav9aQ2JOBYArID5GIIvGPX38mKN23aFAsWLMDhw4edjCFg3WkABYyMD5AACZiNgK7C33HqFFCwoNlEozwkEDICEuZerlw5HDhwAOLwXKgQ6+AFApsGUCC02JcESMCcBE6eBHLlgpaKf9LMuUCUKhQERowYYRQzlZ2fvHnzhmIKW4/Jvxa2Xl4qRwLOIKCvXa8MoJzOUJZaksA/BH788Ue18XmKYe7J/ETQAEomOD5GAiRgDgLuIR/B3acvon78wRwCUQoSCBOBCRMmhGkme05DA8ie60qtSMDWBPTr16HPmAV98lToZ84i6vRRaLlz21pnKkcC4utz3333EUSQCDAMPkggOQwJkED4CESnywT9q/HQ2rdF1LqVNH7Ch54zRYjAq6++iq+++ipCs9tzWu4A2XNdqRUJ2JaAfuOGoZtrwRxoadPaVk8qRgKxBBo3bozFixfj6FFV744taARoAAUNJQciARIIC4E9e4HSJWn8hAU2J4kkAQlzL1OmDA4dOmSEuefPnz+S4thubhpAtltSKkQC9iagb98BrVxZeytJ7UhAERgyZAjOnDlj7Pzkpo9b0D8TNICCjpQDkgAJhJKAvn0nDaBQAubYpiGwc+dOo5p7unTpTCOTnQShE7SdVpO6kIADCMTsAJVxgKZU0ekEJk+eDBo/ofsU0AAKHVuOTAIkEGQCuvKJwK7dQFkaQEFGy+FMQEB8fdjCR4AGUPhYcyYSIIGUEjh8BLj7bmiZMqV0JD5PAqYi8NJLL2HSpEmmksnuwtAHyO4rTP1IwEYEePxlo8WkKrcJNGrUCEuXLsVJqWnHFjYCNIDChpoTkQAJpJQAI8BSSpDPm4nArVu3jDB3ye+zefNmMNIrvKvDI7Dw8uZsJEACKSGgIsDAEPiUEOSzJiIwcOBA/PLLLzh27BjKly9vIsmcIQp3gJyxztSSBGxBQHaAXOXoAG2LxaQS2LNnj1HNnZFekfkw0ACKDHfOSgIkECAB/exZIFUq1v0KkBu7m5fAjBkzzCucAyTjEZgDFpkqkoAtCJz8GcibxxaqUAlnEpCjLjbzEKABZJ61oCQkQAJJENDPnFW7P/ck0YO3SMC8BHr06AHu+JhrfXgEZq71oDQkQALeCJw+DeThDpA3PLxuXgINGzbE8uXLjbpe5pXSeZLRAHLemlNjErAkAe4AWXLZHC20hLmXLl0ax48fx9atW5EjRw5H8zCb8jSAzLYilIcESMAzgdNngDq1PN/jVRIwIYG+ffvi/PnzOHHiBI0fE64PDSATLgpFIgES8EBA+QCBPkAewPCSWQkcPHjQOPZKkyaNWUV0tFw0gBy9/FSeBKxDQFc+QC76AFlnwSgpZs+eTQomJsAoMBMvDkUjARKIQ4A7QHFg8KUZCchRF5t1CNAAss5aUVIScCwB/e+/gWvXoGXJ4lgGVNzcBLp164YFCxaYW0hKF48Aj8Di4eAbEiABUxI4pULg8+Y1pWgUigQaNGiAlStX4ty5c4RhIQI0gCy0WBSVBBxL4IyKAKMDtGOX36yK37hxAw888ABOnjyJbdu2IXv27GYVlXJ5IEADyAMUXiIBEjAXAV2FwGt5cptLKErjeAKvv/46fv/9dyPPD3P8WO/jQAPIemtGiUnAeQToAO28NbeAxkePHsVpFZ3IMHcLLJYHEWkAeYDCSyRAAuYiICHwWr585hKK0jiewLx58xzPwMoAGAVm5dWj7CTgFALcAXLKSptaz1OnTplaPgoXGAEaQIHxYm8SIIEIEKAPUASgc8p4BLp27YoVK1bEu8Y31iZAA8ja60fpScAZBLgD5Ix1NqmWdevWxdixY9GsWTOTSkixkkOAPkDJocZnSIAEwktA+QCBZTDCy5yzQcLcS5UqZTg679y5E5kzZyYVGxGgAWSjxaQqJGBHAroKM8Zdd0FLl86O6lEnExPo2bMnLl26ZFRzZ44fEy9UMkWjAZRMcHyMBEggTAR4/BUm0JwmIQFJcPjzzz8zzD0hGJu8pwFkk4WkGiRgVwJGCDyPv+y6vKbWa+HChaaWj8KljACdoFPGj0+TAAmEmgB3gEJNmOP/Q+CMlFxhcwwBGkCOWWoqSgIWJXBWFZjMm8eiwlNsqxB49tlnsWnTJquISzmDQIAGUBAgcggSIIHQEdAPH4FWsEDoJuDIjidQu3ZtjB8/HvXq1XM8CycBoAHkpNWmriRgQQL60WNA4UIWlJwim53AtWvXUKxYMWzduhW7du1CxowZzS4y5QsiATpBBxEmhyIBEggBgSNHoRUpHIKBOaTTCbzwwgv4888/jWruDHN33qeBBpDz1pwak4BlCOjXrwPnzysfoLyWkZmCWofA2bNnjSSHqVLxf4XWWbXgScpVDx5LjkQCJBBsAnL8pfx/NBdP64ONluMBixcvJgYHE7DVXxW3240jR47g1q1bDl5Sqk4C9iEg/j9aYR5/2WdFI6vJr7/+GlkBOLupCFjSANqzZw/k7LZz585YvXq1AfSjjz5Crly5ULRoUWTJkgWjR482FWgKQwIkkAwCR4/SAToZ2PhIYgLPPPMMpJ4XGwnEErDcEZgYPxUrVjRSk4vT2pQpUzB8+HC8++67aNOmjRHGOH36dHTr1g2FChVCgwYNYnXlbxIgAYsR0OkAbbEVM6e4NWvWxA8//IDPPvvMnAJSqogQsNwO0H//+1+UK1cOkrHz8OHD6NGjB55//nn07t0bY8aMMYygmTNn4pFHHsHIkSMjApWTkgAJBIkAQ+CDBNKZw0iYe5EiRbBt2zYjzP3OO+90Jghq7ZGA5QyggwcPom3btqo4tKoOrWl4+umnDcVat24dT8HHH38cR2X7nI0ESMCyBLgDZNmlM4Xgcux19epVSFHT4sWLm0ImCmEeApYzgHLnzo0VK1bcJhj7etWqVbevyQs5KsvL0Nl4TPiGBCxHgDtAllsyMwl8XqVQOHXqFLJmzWomsSiLSQhYzgdInJ8bNWpk+AGJD9Dy5cvRq1cvDBo0yIj+ql+/PqSCr/gFjRs3ziSYKQYJkECgBHQpTJkpEzS128tGAskhsGzZsuQ8xmccQsByBpD49kybNs0wcC5dumREe3Xq1Am//PILXn31Vei6bhyNyevY4zGHrCXVJAF7EeDuj73WMwzaXLhwgbs9YeBslyksZwAJePH3Sejz8+2332Lo0KGGs1upUqVQoACLJ9rlQ0o9nEkgJgcQa4A5c/UD17pjx47o3r07KleuHPjDfMKRBCxpAHlbqXvuuQeNGzc2bl++fBmS3vyOO+7w1t3j9ejoaNy8edPjvbgXZadJfthIgARCQ0AcoMEaYKGBa7NRq1evjk2bNmHUqFE204zqhJKA5Zyg/YWRP39+yDeCQNukSZOMRIqSTDGpH4ksOH78eKDDsz8JkIC/BNQRmMYq8P7ScmS/v/76y8j3tmPHDiPwJV26dI7kQKWTR8BWO0BxEfTs2RPFihWLe8mv1+I35I/vUIYMGYx/eH4Nyk4kQAIBE5AdIFfXZwN+jg84h8B9990H2bWXSK/MmTM7R3FqGhQCtjWABgwYEBRAHIQESCD8BHT1PzXIEdi9gX+JCb+0nDFSBO69916joCmruUdqBaw9r+WPwMQPR3I9iPc/GwmQgD0IaFFR0Go8BH3BInsoRC1CQkDSoND4CQlaRwxqSQPo9OnT6NOnDwoWLGjUBMuRIweyZcumUoZkQpkyZYyyGFeuXHHEAlJJErArAa1VC+izvrOretQrGQT4dz0Z0PiIVwKWOwI7ceIExONfymBIKHzhwoWNvA/yXnaBjh07hhkzZkDqgcm3A6kDw0YCJGA9AlqTR+F+4UXo6suMlj699RSgxEEl0L59e/Tt25clLYJK1dmDWc4Aklw/svMjGT7Tpk3rcfUGDx5sZIueMGEC+vfv77EPL5IACZibgJYxY8wx2PyF0J6MX+vP3JJTumAScLvdxpferVu34quvvgrm0BzL4QQsdwQm4Y4dOnTwavzIeqZOnRqSHXrRIvoPOPzzTfUtToDHYBZfwBSKL2Hussu/e/du7N2713B5SOGQfJwEbhOwnAFUrVo1rF+//rYC3l5IkdQ8efJ4u83rJEACFiCgNW8KfdES6NevW0BaihhsAmL8SGLan3/+OVlpTYItD8ezFwHLHYG1bdsWYgRJ7a927doZPj7iAO1yuQwfIElOOHHiRCxYsMA4JrPXclEbEnAWAU0VPNaqVDaiwbSWzZ2lPLXF/fffD/kyK3/f2Ugg2AQsZwCVLVsWu3btQteuXY1Mz3I+nLBJRfglS5agVq1aCW/xPQmQgIUI6Krgsf7DRrhmTrGQ1BQ1WARWrVoVrKE4DgkkImA5A0g0KFq0qBHhdePGDZw8edIoSSHbpLlz50bevHmNkPhEmvICCZCA5Qjo382FVr8uo8Ast3LJE/jatWtgOYvkseNTgROwpAEUq2aaNGkMY0gMIjYSIAH7EdCnz4TW7in7KUaNEhEQ94YhQ4YYX2IT3eQFEggBAR6shgAqhyQBEkg5Af3PP6GvWQfJB8RmXwLixlClShUjf1uuXLnsqyg1Mx0BS+8AmY4mBSIBEggaAX3OPGh1a0NThYfZ7ElAMjuXLFkSf/zxB/bt28eyFvZcZtNqRQPItEtDwUjA2QSM4y8mQLT1h0CS2orPj1Rzz6gSX7KRQDgJ8AgsnLQ5FwmQgF8EjOOv1WuhNW3sV392siaBEiVKGIEsNH6suX5Wl5o7QFZfQcpPAjYkoE+dDu3h+pByGGz2JbBmzRr7KkfNTE+AO0CmXyIKSALOI+D+Ygy05zo7T3Gba3zr1i2ba0j1rESABpCVVouykoADCOg/bgMu/AGtQX0HaOscFdu0aQOp7cVGAmYhQAPILCtBOUiABAwC7lFfwvV8F2iaRiI2ICBh7hUrVsSsWbOQPn16G2hEFexCgD5AdllJ6kECNiCgq7BofdoMuA7stoE2VEHC3MXR+ZIqaXLgwAHW9OJHwlQEaACZajkoDAk4m4A+cXJM6YucOZ0NwibaS2kiifCSau6M9LLJotpIDR6B2WgxqQoJWJ2A++tvoHV73upqUP5/CEiSw+PHj9P44SfClAS4A2TKZaFQJOA8Avr588BP+6DVrOE85W2q8fr1622qGdWyAwHuANlhFakDCdiAgD5/YUzun9SpbaANVSABEjA7ARpAZl8hykcCDiGgf7+AhU8tvNatW7e2sPQU3YkEeATmxFWnziRgMgL6jRvQly6H64tPTSYZxfFFIDbMffduRu75YsX75iJAA8hc60FpSMCRBPRVq4FSJaFlz+5I/a2q9MWLF1GqVClIuPuhQ4esqgbldigBGkAOXXiqTQJmIqB/vxCuJo+aSSTK4geBfPnyIWvWrEY1dyY59AMYu5iKAH2ATLUcFIYEnElAn/s9tGZNnKm8RbWWul6lS5fGsWPHmOHZomvodLG5A+T0TwD1J4EIE9D37IWqewGtZIkIS8LpAyHgcrmwYcOGQB5hXxIwFQHuAJlqOSgMCTiPgPvj4dCebus8xS2usRhAbCRgZQL8BFt59Sg7CVicgL5pM/Qly+Dq85rFNbG/+E888YT9laSGjiLAIzBHLTeVJQFzEYh+uTdcgwdAu+sucwlGaW4TEF+fSpUqYf/+/bev8QUJ2IEADSA7rCJ1IAELEnBPmgJER6vjr3YWlN4ZIseGuV+9ehUHDx50htLU0jEEaAA5ZqmpKAmYg4Cucsbo30yEu8fLiFq3Uvk/a+YQjFIkIiDV3LOr3ExSzZ1h7onw8ILFCdAHyOILSPFJwEoEovu+g+hc+SFV313z50CrVtVK4jtK1gsXLqBs2bJGNXcaP45aescoyx0gxyw1FSWByBLQ1XGXPngIog7vhVakSGSF4ew+Cdx5551Yt26dz37sQAJWJcAdIKuuHOUmAasRWLceKF+Wxo9F1i1dunQWkZRikkDyCNAASh43PkUCJBAgAfd3c+Fq0SzAp9g9XASeeuqpcE3FeUjAFAR4BGaKZaAQJGB/AvpsZQB9P9v+ilpMQwlzr1ixIg4fPmwxySkuCaSMAA2glPHj0yRAAn4Q0HfuAqKioKmK72zmISCOzlLN/e+//8a+ffvMIxglIYEwEOARWBggcwoScDoBXR1/aS2aOh2DqfR3u93Inz8/xNfn9OnTkJB3NhJwEgEaQE5abepKAhEiQP+fCIFPYlrJ7fPggw/i6NGjkIgvNhJwGgEaQE5bcepLAmEmoJ84AZw6DTxULcwzc7qkCGTJkgWrV69OqgvvkYCtCdAAsvXyUjkSiDwBfc736virGTRWD4/8YsSRIGPGjHHe8SUJOI8ADSDnrTk1JoGwEtDnzIPWtHFY5+RkiQm0bds28UVeIQEHE2AUmIMXn6qTQKgJ6H/+CX3zFrjq1w31VBzfCwEJcxdfn5MnT3rpwcsk4EwCNICcue7UmgTCQkBfuBharRrQ6GQbFt4JJ/ntt9+MMPcbN24wzD0hHL53PAEegTn+I0AAJBA6Avq8+Tz+Ch3eJEeWnZ8CBQrgrrvuwqlTp5ArV64k+/MmCTiNAA0gp6049SWBMBEwip/KDlCTR8M0I6eJS2D//v2oVKkSjhw5wjD3uGD4mgT+IUADiB8FEiCB0BBYvwEoWABanjyhGZ+jJklAdnxWrlyZZB/eJAEnE6AB5OTVp+4kEEICbh5/hZCu76GzZ8/uuxN7kICDCdAAcvDiU3USCCUB8f9xMfw9lIjjjd2+fft47/mGBEggaQKMAkuaD++SAAkkg4AulcX/vAyUL5eMp/lIIAQkwkvC3M+dOxfIY+xLAo4nQAPI8R8BAiCB4BMwwt/V7o+macEfnCPeJhAb5n7z5k2Gud+mwhck4B8BHoH5x4m9SIAEAiCgr1xt5P8J4BF2DZCA7PxINfcMGTIY1dxz5MgR4AjsTgLOJkADyNnrT+1JIOgEdF2HYQDVrR30sTngvwR+/PFHVK1aFYcOHUK6dOn+vcFXJEACfhGgAeQXJnYiARLwm8DOXUDOHNCYeM9vZMnpWKhQISxfvjw5j/IZEiABRYAGED8GJEACQSVg7P7UqR3UMTlYYgLM7JyYCa+QQCAEaAAFQot9SYAEfBLQV66CVqeWz37sEBiBjh07BvYAe5MACSRJgFFgSeLhTRIggUAI6G439NVr4Ro7KpDH2DcJAuLsXK5cOVy4cCGJXrxFAiQQKAEaQIESY38SIAHvBLZtB/LlhXb33d778I7fBH799VeULl0a0dHRkNpebCRAAsEjYKsjMPljceXKleDR4UgkQAIBEaD/T0C4kux87do1FCxYEJkyZTKqubO0RZK4eJMEAiZgSQNo8+bNaNKkCS5fVplmVZs3b57xhyJnzpzInDmzkRV17dq1AcPgAyRAAikjQP+flPGL+7T8DXvooYdw8OBBhrnHBcPXJBAkApYzgDZt2oQqVaoYW8LCYOPGjWjZsiWyZcuGoUOHYtiwYUifPj0efvhh0AgK0qeEw5CAHwT0W7egr9sArXZNP3qziy8C9913H5YuXeqrG++TAAkkk4BPH6CLFy9i4cKFaNWqFdKmTZvMaYL32OTJk43dn7lz5xqDjh49GhIOKoZRqlQx6vTs2RP169fH119/jRo1agRvco5EAiTgnYD4/xTID2TJ4r0P7/hNQLI8s5EACYSOgM8doPnz56Nt27Y4f/586KQIYOStW7fikUceuf2EGGjNmze/bfzE3hCZd+zYEfuWv0mABEJMwD3wfbi6Pc/6X8nk/MwzzyTzST5GAiSQHAI+DaBYx7tLly4lZ/ygP/PAAw9g+vTpEAdBabVr14bsBkmURGyTVPyya1W8ePHYS/xNAiQQQgL6rt3Qt/wIrQv/Jx4oZglzl79VzOocKDn2J4GUEfB5BFa2bFljB6hmzZqGr02RIkUSHYX16tUrZVIE8HSfPn0MJ+fKlSvjzTffRLVq1XD//fejVq1akG9QUhhw4sSJWLx4MdavXx/AyOxKAiSQXALu9wbD9UZvaCY4Jk+uDpF47ty5c0aYu3xpO3z4cCRE4Jwk4FgCPg2g7du347vvvjMAif+NpxZOA6hAgQJYs2YNBg4ciPbt28fb+Yk1eCRpmOwKPfjgg57E5TUSIIEgEtD3H4hJfjh+bBBHtf9Qf/31FwoXLmxUdN+1axfSpEljf6WpIQmYiIBPA0j8ba5evWoikYESJUpg0qRJGDFiBI4dO4bTp09Djuhy586NfPnyQaIn2EiABMJDwD1gEFy9XoZ2553hmdAms8gxvQRpyG41GwmQQPgJ+DSAwi+S/zNK6Lv8VKhQIdFDkiNIosLuuOOORPeSunD9+nW/kinKlnVcv6OkxuQ9ErArAX3TZugzZ8M16jO7qhgyvcS9gMZPyPByYBLwScCjATRt2jR88cUXPh+O7bBixYrYl6b5LSGkDRo0gOgSSJs1axYkjN5Xk12xU6dO+erG+yRgWwJi/ERXqQnXsgXQlO8dW2AExJ+SjQRIIHIEPEaB3am2siWrcuyPhMCvXLkSsushx0uSml3C0eVa3rx5Iyd9EjOLEdO0adMkeni+9dRTT+G3337z+SPJFsUfiY0EnEjAvXwFohu3gGvRXLjq1XUigoB1fvbZZwN+hg+QAAmEjoDHHSApMyE/0s6ePWtEKXz77bdo167dbUlu3ryJHj164Keffrp9zUwvBgwYYCZxKAsJ2IaAvm8/3I82R9SyhdBqVLeNXqFSRFJ2yHEXj8xDRZjjkkDyCHg0gOIOJWfUkgtIEgvGbalTp0bfvn2NGlwSyinZmCPRZFdKdmyioqKQNWvWSIjAOUnAMQR0tRscXaIsXHNm0PjxY9Vjw9yl66FDh/x4gl1IgATCRcDjEVjcyTNmzIgzZ85AMi4nbFKHS5yM5UgsnE2iviQfkFRKltDRHDlyGM7QIkeZMmXQu3dvvxyZwykz5yIBqxOQLxvu9s9Ae+VFuJrF7BBbXadQyn/lyhUUKlTI+AIpf7OkUDMbCZCAeQj43AESR2LZuu3SpQv69++PYsWK4e+//zaSDIoRIkdlgUZapUT9EydOoHr16ka6/datWxt5NGTnR9M0XLhwwQiLnzFjBmbOnGlkVqWjYUpo81kS+JeAPvRj6Mr5P+rDD/69yFdeCcjfIMlUL+HubCRAAuYj4NMAkszK69atM7JASxmKuE0MkPHjx8e9FPLXUvFddn6WLVuWKCN17OSDBw9Go0aNMGHCBMNoi73O3yRAAskjIBFf7o/+h6itqtq7Om5m802gSpUq6Nixo++O7EECJBARAh6PwN544w3DwVkkOnnypLGrcuDAAWzZsgVjx441dldkJ0ZCzMO5+yPySIHTDh06eDV+pI/4J3Xq1AmLFi2St2wkQAIpJOCeMg2u13tBU4lG2fwjwISs/nFiLxKIFAGPBpCcXf/444+GTLt374bsqKRVNX4k4WDnzp3RqlUrI317JISW2l+xJS+Sml9yE+XJkyepLrxHAiTgL4H9B4H7mWE9KVzPP/98Urd5jwRIwGQEPB6B1alTB59//rlRWkKOwMSBr1KlSl5F37x5s9d7wb4h0WhiBP3yyy9GWL74+Eg2aJfLZfgAHT9+3CiGumDBAuOYLNjzczwScCIB/ad9cJW434mq+9RZwtzFPUAyz7ORAAlYh4DHf7Hi2zN16lRjp2X//v2GYZHQ/ydSKko+DSkc2LVrV+N83e12JxKlfv36WLJkiVEhPtFNXiABEgiIgK52hKHC31VIU0DPmamzqoyDMWOAXr2CK5VEyMrfRknDwTD34LLlaCQQagIeDSCZ9IknnjB+Vq1aZRQd/fLLL0Mti9/jFy1a1IjwunHjhuGjJLs+kphRiqFKZmrZEWIjARIIEgGV+FCOvyTS0opt3z6gRQtAuTYGtf35559GFKrsQm/fvp3V3INKl4ORQOgJeDWAYqeWME75MWOTHEBiDMkPGwmQQGgIyPGXVqJ4aAYP8ahSClBK+6ngURU8EdzJJDt+vXr1MH/+/OAOzNFIgATCQsCnARQWKTgJCZCAaQlY0QC6dQsqWSowezawdCnUMVXw8daqVQvdu3cP/sAckQRIICwEPEaBhWVmTkICJGANAmoHCBbaAVLxEVBxHMonB9i2LTTGjyxcyZIlrbF+lJIESMAjARpAHrHwIgmQQCwB/af9ljkCUzlb8eCDwMMPA3PnQpWfiNUi5b+525NyhhyBBMxEgEdgZloNykICJiOgq7I3qhggUKSwySRLLM7w4cCgQVBpMABVwSdo7a+//jJqDKZPnz5oY3IgEiCByBPwaABJhucvvvjCb+kk6SAbCZCADQlIBNi9xUxd/kKVJ1MJWoGjR4GtW6GStAZvHU6dOmUYP5LjJzY5bPBG50gkQAKRJODxCOzOO+9Ezpw5b/+cVzlAVq5cCakGLendper6VvWXRq5J2DkbCZCAPQmY3QFa/HxUgnpkzAiVtyy4xs/FixeNCFNJryHJYDPKJGwkQAK2IeBxB0gqvMuPtLNnz6J06dKQkM927drdVlzy7vTo0QM//fTT7Wt8QQIkYC8CZjaAZs0CunUD3n8/Zgco2OTHqMyJDytnorniTMRGAiRgOwIed4Diarl48WJkz54dUoIibpOCo3379jWyRZ87dy7uLb4mARKwCwETRoBFR8eEuEtWZ6l3LMdfoWgNGzak8RMKsByTBExCwOMOUFzZZNtX0r3LdnCWLFni3sLGjRuNavByJMZGAiRgPwKyA+QyUQi8VORQlXqgTumNEPesWUPH3Czlf0KnIUcmAWcT8LkD1ECFU0Srr1xdunSBVIaXwn9//PEHvv/+e5VorI9xVHbHHXc4myK1JwEbEtCvXwdO/gwUK2oK7X74ISbEXeUfVNmXgWAbPy+99JIp9KQQJEAC4SHgcwdIqsGvU8k1WrZsaRT9iyuWFE0dP3583Et8TQIkYBcCBw4a4e+aCaqcf/YZ0L8/MGEC8MgjwQUsYe7i5yhH/WwkQALOIeDTABIU5cqVw4EDB4wdIKnEnlllF6ugQi/yBzPe1DnMqSkJWIKAGRyglW2C558H9u4FNm0KfkH6kydPomzZskYh0507d1piXSgkCZBAcAj4ZQDJVGnTpkXx4sWNPxSFCxeGOEGzkQAJ2JeAGECRLIFx+HBMFXcJc1fuhupvUHBZX7hwAcWKFcP9999v5PiRXD9sJEACziHg0wdIUEgysMcffxySCbVMmTJG6Lv4/7z22muQ7WM2EiABexHQlZ+fPmdexEpgzJkDVK8OiFvO118H3/iR1frkk0/w6KOPQnZ+aPzY6/NLbUjAHwI+DaAbN26gWbNmOHjwIIYNG6aiL1T4hWo1atTAl19+iVdeecWfediHBEjAIgT0nbsQXb4KtJo1oLVoFlapJcT9rbeAnj2hAi1ijr9CJYD8XZst5eLZSIAEHEnA557vsmXLjCyoYgBJuHu/fv0MUI899piRGbVjx45GhmhN0xwJkEqTgJ0IuMeNh/uN/4Prs+FwPfF4WFX77TegTRvApb6Wbd8OZMsW2unLly8f2gk4OgmQgKkJ+NwBOqRyzZcsWdIwfhJqUrFiRSNT9PHjxxPe4nsSIAGLEXB/PBzuwUMQtXJJ2I2fLVsk2AKoXBlQuVdDYvy8+uqrFlsRiksCJBBKAj53gAoVKmRke5Z6YHfffXc8WaZMmWKcnefJkyfedb4hARKwFgH3oP/CPf4bRP2wGlqYw8Gl7rJsLKsTdTRtGnxuV65cMcLc8+XLF/zBOSIJkIBlCfg0gOrWrWsUPBVnwV4q97zb7YbsCs2bN8+oGC8lMtKkSWNZABScBJxOILr5Y9APH0HU2hVhNX5UTlW88AJUBBYgSQ5VcGnQ24kTJ4zADfFdXCR1M9hIgARI4B8CPo/AJPJLHAUlG7QYO/Jtqn379hg4cKCK0qiO4cOHEyYJkIAFCejq33T0i69AP3UaUWuWQ8uZM2xaHD0KVKsG3LoFbN4cGuPnN+VUdO+996JIkSKQfD+xARxhU5ITkQAJmJqAzx0gkV5q4mzdutXIlSG7P7LjI35BkheIjQRIwHoE9MuX4X6iHdSWLqJWLIYWxnp+CxYAnToB774LdO8eOnZDhgwxSvXMnDkzdJNwZBIgAcsS8GkA/aD2phcuXAiJ9hKnZ/lhIwESsC4B/epVRFetaYS5u0YMgxYVFRZllK1lGD2S12fuXKBKldBOK6V6+PcqtIw5OglYmYDPIzDJ+Dx69GgjY2rt2rVVUrKvcVX9AWUjARKwBgFdHVu7FyxC9NvvIrrBo4guUAyu57ogauQnYTN+VF5FNGoErF0bU8U91MaPrAyNH2t8PiklCUSKgE8DSGp+nT59WlVfno/cuXOrLevuyJUrFzp37qz+mKm/ZmwkQAKmJKArBxv3F6MRXawk9P+NMGTUXumJqHUr4Xr5xbDJLE7OknJHldyCSiumio4Gf2oJznj99deDPzBHJAESsC0Bn0dgonmU2iJvpL6+yc9l5TswY8YMTJ06FfXq1UOBAgWMqDDbEqJiJGAhArqcMynnX33Xbrh7vAxNFSyOWjgXWtkyEdFCQtv/85+YEPcWLUIjggRmlCpVynB4Ds0MHJUESMCOBPwygOIqfvPmTUh5DIkK03XdKJIa9z5fkwAJhIeA/PvDj9ugHz8Bd+u2/06aXaVQzpsH4t/jerjBv9fD+EpC3FWgqIogjQlxVzVHQ9IkzF2CNCRada44FrGRAAmQgJ8E/DKArqm/Zt+rwjzffvut4RAt4aRtVM76QYMGoVKlSn5OxW4kQAIpJSAOzPqiJdDnL4Su/HqQMwe0okWg1asDlC4JrWBB43hLjKNIladRNglatQLuuy8mxP2uu1Kqtefnz507Z/gmigG0WcXSu6SGBhsJkAAJ+EnApwG0ceNGPPLII/jzzz+NI69x48apP26tkC5dOj+nYDcSIIFgEBCjJjp9Nmh1akFr1Ryut9+EpjK1e2qRMn6kjMXTTwN9+wIvv+xJsuBde++999C8eXNMnz49eINyJBIgAccQ8GkACQnJAN1JJe7Ir/wJ2EiABCJDQJ83X3kSP2Dk7YmMBEnPOmAAMGZMzLHXQw8l3TcYdyUha9WqVYMxFMcgARJwIAGfBtD999+PY8eOIWcYs8Q6cB2oMgn4JKCPHAVXrxBvq/iUInEHCXGXXR+1SWyUtciRI3GfUFyh8RMKqhyTBJxDwOehuYS/SwkMKYbKRgIkEBkC+uHD0Ldth/bE45ERwMus27fHhLhLUvgVK4BQGT8S5v7mm296kYKXSYAESCBwAj4NoOz/JO24dOlS4KPzCRIggaAQcH8+GlrnjtDSpg3KeMEYZPx4oGFDYOjQmJ9UPveTkzer+B8WUr5Ou3fvTt4AfIoESIAEPBDw+SerrMpeJjtANWvWRMuWLY3CgmkT/BEWHyE2EiCB0BDQ//4b+tffIGrbxtBMEOCo16/HODivWQOsXg1VEzDAAQLoLsfv8jcoQ4YMRv6xAB5lVxIgARJIkoBPA2i72uP+7rvvjEEmT57scTAaQB6x8CIJBIWAPnkqtGpVoKmko5Fup07FhLhLPMSWLUCoQtxFzzNnzqhQ+vsMA0iiURnmHunV5/wkYC8CPo/AJARean8l9WMvJNSGBMxFwP3p59Be7BZxoZYulfpawJNPQu3GhNb4EWXfeustI+UGc/xEfOkpAAnYkoDPHaC4WosRdOTIERQuXBhSJDXhUVjcvnxNAiSQcgL6xk0qvOoytAhldBYNJOH0++8Dn34KTJsG1KiRcr38GUHqDVavXt2fruxDAiRAAgET8MsAOqX2vV955RXMnDnTmGDTpk2YNGkSUimvxwEq+YdkhmYjARIIPgH3R/+Dq9vzEcvqLKHtKt0Ofv89JsT9nnuCr6O3EWn8eCPD6yRAAsEg4PMITOp+NWvWDAcPHsSwYcNuGzs11NfAL1WlQzGM2EiABIJPwP3pSOgzZkN79pngD+7HiLt2AQ8+CBWBBaxaBYTS+JEw97ffftsPqdiFBEiABIJDwOcO0LJly3D69GnDAMqUKRP69etnzPzYY48hY8aM6Nixo1EUNVKp94ODgaOQgLkIuId8BPdnXyDq15+hqX934W6q7B9efTXm2Et8fkLZJMxdqrlXrlw5lNNwbBIgARKIR8CnAXTo0CGULFkSYvwkbBWVR+TZs2dx/PhxI09Hwvt8TwIkEBgBqfflfrk39FWrEfXDamh33x3YACnsrTZ88dprwCJVZ1V2fdQ//ZA28SksV64cMmfOjIkTJ4Z0Lg5OAiRAAnEJ+DSAJAHZ+vXrjUzQdyf4YzxlyhTDDyhPnjxxx+RrEiCBAAjo6vhHfZMATv4MfZOKLd+9B1HrVkJTO6zhbGqjF4+rRNO5cgFbt0Lt8IZ29pMnT6ocQsVRvnx5bNiwgWHuocXN0UmABBIQ8GkA1a1bF3nz5sWjjz5qFEWVs3rZFZo3bx6++OILI0limjRpEgzLtyRAAr4IRD/RFvpKlUnw4kVAvlzkzwetcCG4lsyHpqIsw9lkt6dNm5hjrz59wjNzHzVR69atufMTHtychQRIIAEBnwZQ+vTpMXv2bKMavGSEliZVmKW1aNECw4cPN17zPyRAAv4T0PcfgD59FqIO7QEKFoQWqjoSfog0ZAjwv/8Bkue0Th0/HghSl27duhkZ5oM0HIchARIggYAI+DSAZLQHHnhAbYlvVZWefzR2f2THR/yCZPuajQRIIHAC7j7/B9dHH0ArWjTwh4P0hIS4qxgG4/RNjrxy5w7SwH4OI+V12EiABEggUgR8hsHHCiZRXuL0HFsXTMLixQGajQRIIDAC+tp10Hfujmh2559+AipUiDF6pKZXqI0fOTrv379/YKDYmwRIgARCSMAvA2jkyJEoUaKEIYZEbUh9Hjn+ypcvn4oWUeEibCRAAn4TiH7tP3ANHgAtQr5zKnYBtWsD77wDfPYZEGoxLiofp/yqeJj87WAjARIgAbMQ8GkAyU7Pyy+/jFq1ahn5foYOHWpEfknURo8ePfDcc8+ZRRfKQQKmJ+CerrKp37oF7akQJ9fxQEJNqxKXAn37AsuXx2R49tAtqJckYEK+KEVFRRmJU4M6OAcjARIggRQQ8GkASdmLIkWKGBFfcgwm0V+tWrVC1apV8Z///AdSJuPcuXMpEIGPkoAzCOg3b8L95ttwDX0/7KUt5LRaBXSqXRhg2zagdOnQMz927Jixc1xaTSavGS0aeuacgQRIwH8CPg2g31URoNj8P7tUbvwzZ86gYcOGxgzXr183doNYC8x/4OzpXAL6qDHQihWFq24YQ60UbvHxkZIWjRoBc+dCJTUNzxq8qlJJP/XUU8zxEx7cnIUESCBAAj6jwMqUKYM333wTq1evxldffYU77rgDDRo0gKSvHzRokJG+XkpisJEACXgnoKstGHfvPoja+oP3TiG48/HHwAcfAFLaQv2zDWt76aWX1K6T2nZiIwESIAETEvBpANVRiUGaNGminCZrG+KPGDECGTJkQOfOnY3jsNGjR5tQLYpEAuYhoG/bjugHq8Y4PpcuFRbBrlyB+jcKdfQUk9VZueGEvdH4CTtyTkgCJBAAAZc/fadNm4Y9e/Zg7969qFatGo4ePYoXXnjBiOpo2bKlP0OEpc/Vq1fx888/h2UuTkIC/hBwfzsJ0Q83hmvWVLjefMOfR1LcZ//+mBD3rFmBdeugnJBTPKTPAW4pD+v333/fZz92IAESIAGzEPDLAJJIjtdUhURJfvigciYQp+j69etDdoPkD59Z2qxZs4zCimaRh3I4l4DU94ru/Qbc/Qchas1yuFo2DwsMFZyJGjWgAhSgAheAtGlDP62EuRdU2azF0ZmNBEiABKxCwOcR2OXLl406YOnSpcPYsWNRrFgxHD582Mj/I9/4Ll26hCGSSz9M7cMPPzSqz3ua7sCBA5BdoBdffNG4LUUW5aiOjQTCTSC6cnWjmGnU5nXQsmQJy/QqYwUeeijmyEucnsPR5N+cfCnKnj07JF8YGwmQAAlYhYBPA2jZsmU4ceIE5A9d4cKFDb1qqK+YzzzzDL7//nsjJP69995T3zTD8FVTzS7lOKQKfRb1P5WEVejlm+hNFWosDtvSwiWTMRn/QwL/ENA3KEfnrdvgunUVmsp/E652771Q/y6BYcNinJ5DPa8kNixVqpQRCLFOztrYSIAESMBCBHwegUm5i4fU18pY4yeubvXq1TMMjnDmAZo4cSIGDx5szNuhQwfs3LkTu3fvNn7keubMmW+//+ijj+KKy9ckEBYC7o/+B9enw8Jq/MQqJpmdt2wBpk+PvRK63927d0e7du2UnxGNn9BR5sgkQAKhIuDTAJLoLzEwPKWxlyrxcvZfoECBUMmXaFyXy2WE5a9atco4kpMoNdmhYiMBMxDQVYCAvnottGdUldEINJWlwqjqLqfAoc5P+sYbb+Drr7+OgJackgRIgARSTsDjEZhUfhcDI7bdq/bWJZurGBuPPPKIkQtom0on++WXX+L111+P7RbW3+J3IDKIc7ZUq//kk08gxhEbCUSSgHvYCGhdn4V2550RE0O5vqkyNTGV3hcvDp0YsgPMRgIkQAJWJaDpqiUUXoyJvlIwyM8mjtKRbPPnzzecnSVJ4xWVAOW3334LuTiSC+ljlWWOtdBCjtoyE+h//IHoIsURtXc7tHvuiajc0dFQKSsAdUpsGEMpFUaiPYcPH47evXundCg+TwIk4AACkkR5woQJkN9mbR63TCSDqxg1/v5EWrnGjRsbx3RSn6xs2bKRFofzO5SAPupLaM2aRNz4Efzie63c5TBgACDRYSlpFy5cMKq586g5JRT5LAmQgNkIeDwC8yakJBmUEPh71LdbORYz05FTjhw5lO/D5Nuii/GWKlUq47ju9kU/XkgYvT87SG6V58VMOZD8UI1dQkjAKHT6yWeIWvx9CGcJbOiiRYH+/aEclYEfVGCa+ucQcNu3bx8qVqwI+fclO55sJEACJGAXAn79SZTMz88++yxWrlx5W28pgNq1a1dIpJVUiTdby58/v1GzTLJYB9IWLFjgl1/T33//bRSGDWRs9rUvAX3yVGilSkILU6kLf0mqhO2YMwcYOBB4911/n4rpJ6kvxL9Osr/HppYIbAT2JgESIAHzEvBpAN24cQMtWrQwfGv69OkDOW6SnZU1qsS0JEJMkyYN/vvf/5pOw549expJGwMVrHXr1pAfX018gMTIYiMBIeD+cBhcH5rv34HIJoFacjKs/umq3Ry54l+TLzhPP/20UQTZvyfYiwRIgASsQ8CnASSJEGPz7EjSs9gm/jay8yM7QGY0gAaI8wMbCYSBgHvZcmUBueF6OMzl1v3ULWdOQPIDtW0LlTcL8DdA7c0330TDhg39nIXdSIAESMBaBDw6QcdV4aDyoKxQoYKR8TXudXndqVMn/PrrrxGtASRBbOfPn4c4arKRQCQI6EPV7s9/IpMOwl99W7WKiQoLJIiLxo+/dNmPBEjAigR8GkBSbmLHjh0eq6xLKYwoFW6SK1eusOp++vRpyHGcJGGUIzhx0MyWLRsyZcpkhNxJqK6Ew7ORQDgIaD27w/2/EeGYKkVzqDJ6RoFU9c85UROHfiluzEYCJEACTiHg8whMvgWKcdGlSxej6Gnx4sVx/fp1rF27VkWY9EfLli0DjrRKCVwJxa1eXRWaVMdv4qsjJTqyZs1qvJddIKlIPWPGDMycORPLly83KtenZD4+SwK+CGiNGwGv9VEZoNdAq1XTV/eI3FcBnKqoMVQZmRh/oLhCSNSjHG937BiZ7NVxZeFrEiABEggXAZ8GUMaMGSElL9q3b49y5coZhkZs7sT69euHvQL00KFDjZ0f8U3yVuxUaoI1atTISMIkRhobCYSSgBjjrl4vQ2qARZnQAJLaYM2aAapyBV59NT6JvXv3olKlSsYu7qBBg+Lf5DsSIAESsDEBn0dgors4PIsjtITBjxw5EuPGjcOmTZuwdOlS3H33VyldMAAAQABJREFU3WHFI8dxUgTVm/EjwqROndrwT1q0aFFYZeNkziWgdWgPffNW6AcPmQqC+u5i7PyMGePZ+JHEoWIASa0/ie5kIwESIAGnEPD7L57k/ZHCqPITySY5SdavX++zBMWKFSsg/ktsJBAOAlq6dHCJL9DgDxD19ZfhmNLnHB98EBP9pb6nGGHwCR+QY+1OKpBhjFhHbCRAAiTgMAJ+G0Bm4dJWxfKKEfTLL7+oDLftDB8f8VGSrNTiA3T8+HFVAmAiJKGhHJOxkUC4CGgvdoO70H3QT56EFsEcUTdvApIAUdUKVju1UJnbPRPo16+fcVTs+S6vkgAJkIC9CVjOAJIt+127dhlZqMVpU0pSJGzim7RkyRLUqlUr4S2+J4GQEdBUFKJUgncP+RhRn/4vZPMkNfDFi1CJS6EiIqF2SpPO+SN+cmwkQAIk4FQCljOAZKGKqiJHEuElWapPqm/bsutzU33tzZ07N/LmzWtErTl1Qal35AjoZ85AFYiD/tkX0AcPgKYCCMLZlBuPke25aVNAjr/UpujtJv9Wxo4di27dut2+xhckQAIk4GQCcf5EWg+D5AASY0h2fOTbbJkyZWj8WG8ZLS+xe9FiRLd4HNElywFX/0LUmWNhN35UVgoVrABVxw5QgZLxjB8Jc5eyLZK0lI0ESIAESCCGgCV3gLh4JGAGAvrVq4hupOLL//oLrheeg2vieGh33RV20b75BujVC5gyBahXL/70e/bsMaK8JCDg7bffjn+T70iABEjAwQRoADl48al6yggYxs7vv8P19v/B1eaJlA2WjKdVFRijwvuECVCJSYH7748/iPjKlS9f3vCFkyNjNhIgARIggX8JWPoI7F81+IoEIkPA1e8t6GO+Cvvk164BTz0F5QsHSKLDhMaPCCQh7hLqTuMn7MvDCUmABCxAgAaQBRaJIpqXgNaiGfTde6CLB3KYmrjySICjSkANle4K2bN7nnjgwIEYNWqU55u8SgIkQAIOJ0ADyOEfAKqfMgKacsTXOraHe/TYlA3k59M//QTl0xOT3XnyZKhiwN4ffFSKf7GRAAmQAAl4JEAfII9YeJEEvBPQN26Cfuw49D17Adn9WbMOKFwI+vtuaHFjz70Pkaw7ixdDlYEBhg0DVD7QeE3C3L9R3tBy5MVGAiRAAiTgmwB3gHwzYg8SiEcgumotuNt2hP7dXGjPdETUlg1ItW1TSI2fzz+HqtYOfPddYuNHwtvz5ctnZEKPJyjfkAAJkAAJeCXAHSCvaHiDBDwTSKVfg37+PKIL3w/t3mLQihX13DEIVyXSS0LcFy4EfvgBKFQo/qAS6VWlShUjAWjv3r3j3+Q7EiABEiABrwS4A+QVDW+QgHcC2t13wzVkMKK7v+S9UwrvXLkCvPceVOmXmJpeCY2fbarYl4S5P/TQQzh48KBRDy+FU/JxEiABEnAMARpAjllqKhpsAtoLz0NLnRruz9T5VJDbqVNQhg1w+jQgvj9S2ythe/rpp/Hcc89hqZR7ZyMBEiABEgiIAA2ggHCxMwnEIaDq0Ok7dkKrUzvOxZS//PHHmEgvcXiWKPZUXg6qP1AFvz4X5yA2EiABEiCBgAl4+dMa8Dh8gAQcRUBXzjnuTqr8RZ/XoJUoHjTdZ8+G2tUBvlK5FZupKhtJtSZNmiR1m/dIgARIgASSIMAdoCTg8BYJeCOgq2MvXaVj1nq/4q1LwNc//BDo2RPqSCux8SNh7t9++23AY/IBEiABEiABzwRoAHnmwqsk4JWAZH1293sPURO+Ckro+82bMbs+kybFODuXU0Xl47Zz585BiplevHgx7mW+JgESIAESSAEBGkApgMdHnUdAd7sR3aELpAZYMMLfxaZp2BBQNg7WrYMydOIz3bFjBwoXLoxs2bKhe/fu8W/yHQmQAAmQQLIJ0ABKNjo+6EQC+sfDARX5pfVMuTFy7BhQuTIgOz5z5gB33hmf6KZNm1ChQgXUqFED+/fvZ5h7fDx8RwIkQAIpIkADKEX4+LCTCOj7D8D9/hBEfT1GFSJVlUhT0GS3p2rVmCSHH30EZdwkHqx9+/bo1q2bCoNXcfBsJEACJEACQSXAKLCg4uRgdiWgR0cjumkruN5/D1rBgilSc+JE4BXlOz1lClCvnvehPlKWUTNfoWDeH+cdEiABEiCBJAjQAEoCDm+RwG0Cf/yhwt3vB3759falQF9IWYt33wXGjwfWrAGK+4iep/ETKGH2JwESIAH/CXjYePf/YfYkAacQ0LJnh0tFfblnfYfoHi8HrLaKYke7djFZnbdsSWz8XFMh9dOmTQt4XD5AAiRAAiSQPAI0gJLHjU85kICm6lFErV0BfeQo6BtUZVI/m6qbilq1AHWKhtWrAVVGLF6TMHep5n758uV41/mGBEiABEggdARoAIWOLUe2IQEtfXq4xo1GdJ++fmm3bx9QsSLwyCPA1KlA2rTxH5OCpoVUldPsaoepS5cu8W/yHQmQAAmQQMgI0AAKGVoObFcCWof2gPIJcn+/IEkVJaOzimDHoEFAv36Ju65fvx6VKlVC7dq1sU8sJTYSIAESIIGwEaABFDbUnMg2BG7dglatKtxPtIXUBPPUpIipimI38vuI74+n1k7d6NGjBxYuXOjpNq+RAAmQAAmEkACjwEIIl0Pbi4B+4QL0z0fD/enn0Mo8gKiDexLlA1KJotGnDzB3LvCDchNSSZy9tuHDh6N58+Ze7/MGCZAACZBA6AhwByh0bDmyTQjov/2G6O4vIbpIcehHjyFq2UJELZoHLW/eeBpevQq0bAkotx6oJM5JGj/yII2fePj4hgRIgATCSoAGUFhxczKrEdBVCFf03crQyZIZUft3IWrsKGglSyRS4/Rp4KGHoJyZgSVLgMyZ43eRMPe5si3ERgIkQAIkYAoCNIBMsQwUwqwENBWzrr3RCzhyFFrOnB7FlB0f5cts5PkZOxaIiorf7cyZM8irdouuyhYRGwmQAAmQgCkI0AAyxTJQCDMTcPV/B/rGzXAvXZZITNnUefhh4LPPgNdfT3QbW7duNaq551TG01NPPZW4A6+QAAmQAAlEhAANoIhg56RWIqClSwfXkMFwP9wE+s2bt0WXIqYqiMs48mrR4vbl2y/WqHoXlVW593qq4NfevXtvX+cLEiABEiCByBOgART5NaAEJicgWZ/dL/dG1LoV0FKnhoqCR9euMTW9Nm4Eypf3rIDs+Lz88suYP3++5w68SgIkQAIkEDECDIOPGHpObAUC7jFj4f6/d+D6dhy0h6rh0iWgVStAbQoZYe533eVdi08//VRFhamwMDYSIAESIAHTEaABZLoloUBmICBHXbLro69chagfVkMrWhTHjsWUtHj0UUCOv1w+9k9p/JhhJSkDCZAACXgm4ONPuOeHeJUE7ExAV2Uuous2BE6dQtTm9Ybxs2FDTJj7q68Cw4YlNn7++usvLF682M5YqBsJkAAJ2IoADSBbLSeVSSkBXeXriW7+OLS6teGaMxNahgyYNEmSFsb4/LzwQuIZTilDSaq5S64fNhIgARIgAWsQ4BGYNdaJUoaLgMr3g7XrEbVmuTHju+8CX38NrFoFlCxpXIr3ny1btqiCpzVQrFgxZnaOR4ZvSIAESMDcBLgDZO71oXRhJmBkec6VE9f3HTUSGy5aBGze7Nn4WbFiBapUqaLyAD2M3bt3h1lSTkcCJEACJJASAjSAUkKPz9qSwI0a9TCs8XJIyh/Z+cmRw7OaTz75JF555RWWuPCMh1dJgARIwNQEaACZenkoXLgJ7NsHvLWqHh5NuxxTp8aEu3uTYfTo0SoaTIWDsZEACZAACViOAA0gyy0ZBQ4VgeXK7adWLRXt1a8eSpxbCejuJKdimHuSeHiTBEiABExNgAaQqZeHwoWLgNrMUbW6gJkzgcd65ALy5gG2/nh7eglzl9IWbCRAAiRAAvYgQAPIHutILZJJQNeB114DPvwwJrOzCugymtagHvSlMZFgJ0+eNKq534xTByyZ0/ExEiABEiABkxCgAWSShaAY4Sdw9SrwxhvAj2qjRyK9ihT5Vwatfj24P/sCPzV/DOXUDcnzI0VN2UiABEiABOxBgAaQPdaRWgRI4MwZqPw9wIULMdXcM2eOP4DWqCG2Vq2E+nNnoVP+gti5c2f8DnxHAiRAAiRgaQI0gCy9fBQ+OQS2bwcqVQLatAHGjgVUgfd4TT98GO4mLdDru9no1voJfHTkULz7fEMCJEACJGB9AjSArL+G1CAAAnPmQCUuBEaMiDn+ivuors7Eov/vbURXrgGtTm30njQRb09TsfBsJEACJEACtiPAUhi2W1Iq5I2AODpLIVPJ7vzgg/F7uRcthvu57tBq10TU3u3QcuXCY/G78B0JkAAJkICNCNAAstFiUhXPBG7dAvr3B+bNi3F2zqMi3OM2fdNmXGvUDAdHDkfZbh6qncbtzNckQAIkQAK2IMAjMFssI5XwRuDiRaBhQygnZmD9eiCR8XP6NM43aYl770qNv8uW8TYMr5MACZAACdiMAA0gmy0o1fmXwFFV2L1yZaCMsmvE9+euu/69J690ldfnYMPGKP3Hr8h5332oWrVq/A58RwIkQAIkYFsCNIBsu7TOVmzdOiiDBujdG/j4Y0DTEvPY2OoJVN27C9WbNVW5gP7N+py4J6+QAAmQAAnYjYClDSBd0vh6aX///Tfkh815BL79FmjVCpg4EXj+ec/6u6dMQ8/5c9FNVXOfOWuW5068SgIkQAIkYFsCljSAJkyYgEKFCiFdunTGscV6ce5I0Nq2bYuOHTsmuMq3diYg9nC/fsDbbwOrVwP163vWVv9pH9wvvoJ+Kixs0DC1PcRGAiRAAiTgOAKWM4CWLl1qGDYFChTA66+/jvPnz6NmzZr49NNPHbd4VPhfAteuxRQzXbEC2LIFKF7833txX+mXLyO6xeNwDRuKpr1ejXuLr0mABEiABBxEwHIG0KhRo1RUT0OsWrUKAwcOxKFDh9C3b1/07NkT48ePd9DSUdVYAr/8AtSqBbjUp3m5ql+aPXvsnX9/X7lyBXv27IG707PQ6tWF6+l2/97kKxIgARIgAccRsFweoBMnTsQ72tKUd+uAAQMQHR2N5557ToU551FHH17OPhy3vPZXWNk0aNwY6NIFeOcdz/rKZ+aBBx7A5rZPQz9xElGTv/HckVdJgARIgAQcQ8ByO0C5c+fGCjnnSNAGDRqkaju1weOPP45du3YluMu3diSwcCFQpw4wZIh340f8w4oVK4b7VUX3YqqiuybbQ263HXFQJxIgARIggQAIWM4AEufmeSqlr+z2bJeqlnHaV199hdq1a6vjkFrYvXt3nDt8aTcCUsurc+eY7M5PPulZu9mzZxv+Yc2bN8embdugvfkGkONuROcu6PkBXiUBEiABEnAMAcsZQE+q/9u9o846vvnmG+Mn7kqlSpUKU6dORYsWLXDkyJG4t/jaJgTUSafy9wKUKxg2bgSqVPGuWPv27fGf//wH06ZMgXvOPLgfbgx98VJoLZp5f4h3SIAESIAEHEHAcj5AsipvqzhniQC7KHUOErS0adNi3LhxeOGFF/CLeMey2YbAn38CrVvHODtv2ABkzJi0ahM//QzNzv2K6EL3AXnzwPViN7gebwUtTZqkH+RdEiABEiAB2xOwpAEkqyI5gHKpit3eWokSJQzHV2/3vV2/dOkSTqv6UL6aW/mR3Lhxw1c33g8SgePHgUcfBerVA4YPjzGCkhr6VoWqaHLoMPTWjyFq7kxorPOVFC7eIwESIAHHEbCsAeRrpfLnz48GDRpg2rRpvrrGuy8O1m+99Va8a57eSJbpX3/91dMtXgsygR9+AFq2jElw2KOH58H/VNtDkhOqiHJ2NtqP26F1ehqukZ9wx8czMl4lARIgAUcTsK0BJHmBJPon0NZS/Z9Wfny1DBkyIG/evL668X4KCUyeDLz0EiDlLaSqu6d27NgxlC1bFlu3br19O+qvP+B+6mlE31MAqX4/e/s6X5AACZAACZCAELCtASS5gdisTaB/fyh/Lqikl0DJkp51WaeqntatW9cwgOIavNodd8A1ezqiXXfA/fFwuHq97HkAXiUBEiABEnAkActFgSVcJSmIKkcfFy5cSHiL7y1KQMpaqJROWLIE2LzZu/Ejx5uS8qCVqny6WTomaJIkM+qoqvs1+APoBw4muMu3JEACJEACTiZgSQNInJT79OmDggULIo2K6MmRIweyZcuGTJkyoUyZMujduzek9AGb9QjELWuxcqVK25PDuw4dOnQwyqBMUWHu3pqmiua6BryD6Op1EP1SL0gVeP3cOW/deZ0ESIAESMAhBCx3BCZlDapXrw75dt9axUQXLlwYWbNmNd7LLpD4g8yYMQMzZ85UdaGW/+sU65AFtbKaksC7aVPg2WdjHJ596fKtcgySzN8Jm371KvQ166CsYEBi56+raL1CBaHv2g19xMjb3VPpaquJjQRIgARIwJEELGcADR061Nj5WbZsGSTnj6c2ePBgNGrUCBMmTEB/cSRhMz2B+fOBZ54BPv0UeOIJ/8SNa/zoEvI+fyH0BYugb/gB2kPVVKKgDDHJgtRvrVFDaGqHEO2firmm0h2wkQAJkAAJOJeA5QygHTt2GMVQvRk/spSpU6dGp06dMELVS6ABZP4P97BhgLJr8f33QKVKnuWVMHc51pRacNJ0lYNJX7U6xuCZvwj46y9ojRtB695VOT9Pg3bXXZ4H4lUSIAESIAESUAQs5wNUrVo1SIFLX03y+UhleDbzErh1C1A1bPH118CmTd6NHylrEjflQPRz3RCdNiPc/QdBU05CUTMmI9XpY4gaPRIuVeaCxo9515ySkQAJkIBZCFhuB0iKoYoRJGUu2rVrZ/j4iAO0y+UyIsGOHz+OiRMnYsGCBZBjMjZzEvjjD+Cxx4D06aEM2pjfniRdpWLgH374YZQvX/727o/2xGOGPw9+/x366TPA9h1A7nug3X23pyF4jQRIgARIgAQSEbDcDpAkvNulvGWlDEXHjh0NY+i+++4zkh5WrlwZUiz1L3UcskTFUEuINJv5CBw6BKilUkYNMGeOd+NHDNl6qvaFOLtvlMqn/zRXg/pItWkdoiZ8Ba1YUejLVyL6vtKIfrmXMohOx3bjbxIgARIgARLwSsByO0CiSdGiRY0ILzGCTp48Cdn1uXnzprFDIEclsiPEZk4CktRQ2ahQfuro0iVpGZ9RXtHvvPMO+vXr57GjVqki5EeahLZLwsPoBypAUwVPJfRdy5nT43O8SAIkQAIkQAKWNIBil01yAIkxJD9s5icwdizwf/8HTJ0K1K7tW95JkyZ5DHOXJ3W1y4dTp2N2fOQYTL3G39egPVAa+qzvED16LBjm7psxe5AACZCAUwlY2gBy6qJZUe/XX4857lKVK9RxpX8axA1zlyck67f7ibbQly5XuX2uQ3lGA3lyQ1M/yJvHOA5D7ZpwqdfIQX8g/yizFwmQAAk4kwANIGeue9i0llyEkopJ6pRKpFeWLJ6nvnjxonEjc+bMnjuoq5L8Uj92HK4vv4BLHXOxkQAJkAAJkEByCVjOCTq5ivK58BNQrlmoUgW4fBlYutS78XNIeUXny5fPLwFdrVUE2Fq1jcRGAiRAAiRAAikgQAMoBfD4qHcCa9bERHq98ALwxRdAKi97jZKvqUSJEihdujSS2v2JnUmrWxv6ilWxb/mbBEiABEiABJJFgAZQsrDxoaQIjBkD5bwMKB9mvPii955SqqRBgwZ46qmnsGHDBu8d494pXw74+RT08+fjXuVrEiABEiABEgiIAA2ggHCxc1IEoqOBl14CPvoIyqCByuGTVG+gc+fORoi7GEL+Ni0qClqtGtwF8hcY+5EACZAACXgk4OVgwmNfXiQBrwSktqhkdpajLnF2lrqjvpqEuT/hb+XTOINpdevEGEBPto5zlS9JgARIgARIwH8C3AHynxV7eiFw4EBMHa8yZaBKkPhn/MhQyTF+5Dn6AQkFNhIgARIggZQQoAGUEnp8FosWAdWrA337xhx9qZJsHpuEuUvm7qC0UiUBNZ5+6lRQhuMgJEACJEACziPg5X9XzgNBjQMn8OGHgKpWgblzgQ4dvD9/QG0Rxa3m7r2nf3ckH5BWpxb0r8ZDV5Xi2UiABEiABEggUAL0AQqUGPsbSZiffx7YvRvYsiUmIbM3LMuXL8cjjzyiip9WhpQukaaLt7SUg5fkhxcvQf/nd8y1f95LBsXrasdIMj7LztHt3zegy+uNm6BPnwX0ew/Ing2pzrMIqrc14HUSIAESIIHEBGgAJWbCK0kQOHsWaN4cKFgQWL8euOMO752//PJLPK8spQ5qe+jL8VNwK2/hGKPn779jsiJK1ufMmaD989tIEx37/p5cMR7VadNCWU7A7d9poKnXWtxr3pIMeReNd0iABEiABBxOgAaQwz8Agagv5SzE+OnRI6aoqa9nxfh57733lH9QX9z6bgG0yhXh+vpLaBky+HqU90mABEiABEggpAToAxRSvPYZfMoUqKOsmKzOUtHdnzZFPSTGj7SoX5XDsvKQjm7YBPqJE/48zj4kQAIkQAIkEDIC3AEKGVp7DOx2x+z2TJsGrF4NlFQBWP62uGHucmTlmjYJ+v9GILriQ3CN+Vwda6mjrXTpoBXIDxQoINVOjYKn/o7PfiRAAiRAAiSQXAI0gJJLzgHP/fknVJkKQFx2fvzRezFTQSFh7r5qeRnRW6++BK16Nbj/8xaQOrXh4OzevsNwhtZeeA5Rn49wAFmqSAIkQAIkEGkCPAKL9AqYdH5VoB0VKwKFld/ykiVJGz/79u3zu5q7qKtVrADX/1QMfYXy0I8dB5TDs2vAO3C94+fZmkmZUSwSIAESIAHrEOAOkHXWKmySisHTrh3w3/8CXbokPe3SpUvx6KOPqmSIKhuij6afOQN90lS4J04Gfj0Pre2TiJo9DVpZlUKajQRIwBIEbt68CV3XLSErhYwcASt8RmgARe7zYcqZP/4YGDIEmDMHqFYtaRFHjRqFbt26oVOnTvjqq688dpYcP/qMWYbho6ujLu3xVnANG6oKmtakv49HYrxIAuYlsHnzZiOnV2o5vmYjgSQI3HPPPUncNcctGkDmWIeIS3HrVsxuz65dgIS7582btEhu5R0txs+gQYPw5ptvxussiQr17xdAVzs9+vKV0B6uD61nd7gaN4rJ3xOvN9+QAAlYhcC2bdvQtWtXfPHFF1YRmXJGiEDt2rUjNLP/09IA8p+VbXuKv0/btjH+Phs2JJ3cUBdL6fffce3UaczpPwCNS5aGe9x4de0C9AsXgN9+hz5tBrQKD0Jr1yYm70/GjLZlR8VIgARIgASsSYAGkDXXLWhSj1e2S+/eUAkLoXZ0gOh+AxBtlKpQZSrEoIk1bNRvMXzw119AtmxIkzULGqnf+pZtxntkywota1a1dZTHcGjWcqlMzmwkQAIkQAIkYFICNIBMujChFktC3F94Adi5M0F+nx07oc+dD617V2hlHgBKFIcr9z34IyoKWYoUhsbdnFAvDccnARIgARIIAwGGwYcBstmm2LQJKKMCr6QEl+T3iZvcMGrOTERtXgdkSA/90GG4Oz+P4/36o6g4LdP4MdtSUh4SIAESIIFkEuAOUDLBWfExiVz94ANg2DBg9OiYul6e9JA8PVHqR9qSJo3w1GOPoZeuQT+vQtfvvtvTI7xGAiRAAiRAApYiQAPIUsuVfGGvXYPK1wOID7Ps+viK8pKZRo4ciRdffFHlAuqC/8tfyKjjFbV6GYuZJn8Z+CQJkAAJkIBJCNAAMslChFoMKWRasybw7rtGTVKf011TFpMYP/9V2RDfeOMNo79+4wb0ESOBPq9BUz5BbCRAAiRAAiRgVQI0gKy6cgHKfeUKUKWKf8aPDC21vaZPn47H1PFXbHO90RvReQsjquuzMZFfsTf4mwRIgARIgAQsRoBO0BZbsOSKW6kScPSo/0/nyJEjnvEjT2oZMkBr3hT6t6qUBRsJkAAJkAAJWJgADSALL14gohcqBBw75v2JC5LzJ05zuTx/NLRnOsQkPozTly9JgARIgARIwGoEPP9fzmpaUF6fBIoUAY4f99xtz549KFq0qOebCa5qtWsBl/6E1PViIwESIAESIAGrEqABZNWVC1BusW/270/80IIFC1C2bFk89NBDiW96uKJpGlyyC/SVSiHNRgIkQAIkEBYCZ8+exRVx5vSj/aky3Z46dcqPnv53kfqPdms0gOy2ol70uf9+4MgR4ObNfzuMGDECTZo0McLc582b9+8NH6+0Tk9DHzMW+qVLPnryNgmQAAlYk8AhVSRRvvDJz/z58z0q8dlnnxn3q0iEyT+tX79+xjVdEq+pNnjwYON9ZpV59mbcP8D/9JdfUjhU5vnoo4/iXAXEkHnuuedwt8q/ljt3bmTJkgXVqlVD//79PY41bdo0FFL+DpkyZUK+fPmM361btzaCWuIN/M+bWB2LqCOCWHkT9ps8eTJKlSqFtGnTIqsqd/Tkk08G3bhKOGe43tMAChfpCM+TJg1QsCBw8GCMIPIP6+WXX8bQoUMxatSogKTT8uc3nKGjM+eEe/acgJ5lZxIgARKwEoEolfJj1qxZHkWeMWOGx+sJL4pxc/nyZSxfvjzhLfzyyy9Yt25dous///wzSpcuje+++06lL3kX27dvx8KFC1G1alUjPYnkZ4trtEydOtUwTqpXrw55vXbtWvTq1Qvr169XEcBVVA44lQQuQfvmm2+MOY4r/4iVK1cmuAt8//33qlB2W1SoUAHLli1TiXQ/wNatW1VOuUdxQ6VFsXpLZXUFKL9vAvKlY+ZM4MAB4OrVmP6ynTp79mw0b97c9wAeekRNnQi9Z3dEd+kK94fDkGr9Kg+9eIkESIAErE2gRo0amDt3rlEkWoyh2CaGixgZDz74YOwlr7/lucqVKxt/cx+RpGxxmhhX5cqVMwyLOJfRp08fYwfop59+wj333HP7Vv369Q2DRAyTAgUKqELW7xn3Jk6ciAceeAATJkwwdpPkohhD+dUX1s6dOxuy1qlT5/Y4Yjx9++236Nq1KxYtWoQvv/wSdevWvX1fXsgOV0H1zXncuHHGmLVq1UJGVRKpTZs22Ljx/9s7DzgpiuyPv1lBFARBogQFFJAgmADvgCOpwKGkvxL0BBRQlKAoyQAnh8Idh8IRFTyQUzxODxQFJAmIwAeO7CJBAQkiQQHJEnb7X79aeuiZnZnd7ZnZmdr5vc9ndzpVdfW3umdev3rv1WqVW04llzNYaAEyuPMyavqBAyKDBqVlfZ48WWTBAhGEw0Ng8nSr/KTVoMLi69aRq7ZsFFm1WqztSruikAAJkEAOI9C6dWv55ZdfZPny5T5XhhfIu+66SyshPjuCrCCnGqw5/r40sCI9/PDDPqW2K4dNDD298sorPsqPfVCHDh20EvLee+/Zm7SCdka94TqtQtj5pz/9SaAcQVlyCqxOP6jQ4GbNmknbtm21lcs/GhjDbxghgAXLFgyxQU7kABcIKkB2r+agT1hZ27QRNW6Lm1TUgysqqeExeeCBKxeZK1dkjH+e3LnF0/tZsWZ+cqVyLpEACZBADiEAC0ot9eYIhccpgRQX537/5TbqS/nIkSN6SMre97OaX/Grr75Kl3MtOTlZH+K02Nhl7E8MhcHR+dChQ3oTFJ1dytETlqaJEyeqqN89entu9R0Na1H58uXtovoTlqLKlStrqxH8hFJSUrRFyHkQ2vyA84dD7YQyhd8PDIuZLpH5FTSdQg5ov3LpUWZKmCxFrrlGpEcPETW8K/nyiXzzzTdSqVJjwcMWDUlq00pSXugvSa8MjEb1rJMESMBwAvAHVsGm2S54CVS/12ELFIFx48bJP/7xD20NgUUIisskNav0mjVrMlU/LDAYLsOQF4bVIFCqEIXrr5zs3LlT7/e32uiNl/9huAsCnxwEs8AqdP78eenXr588++yzel+FChW0denll1+W6667Tm/DP0x1hEz/ffv21duKFCmiFR0Mg/Xu3dt7nP8C/IlgEYJvkXNYzv84U9apAJnSU0HaCd85zOyOIC5lydRKkDOiHU5srVq10n9Bqgh/c726Ivv2i7V3r3j8zKzhV84aSIAETCeAERS8kGW35M0bmTNCARo4cKCsXbvWaw2CAuKvuGR0NtQDpWnUqFH60GBWJHvI6WpErwQRO1ktLDy2dO7cWVt7MFwHvx44TQ8fPlyQ7gSRbKVKldKHzp49Ww9hQWmyBVYiWJH+97//6Wu0t9uf8Pl56KGHtEM1otByglABMrAXYcjB0K9S1gUJm596SmT0aFEhir4Xg7eVPn36SPfu3fXM7r57I7fmUY3wtGoh1qzZ4ukT/O0hcmdkTSRAAqYRuGywMK3Zur2wpCAiC9YbDIcFU1wyujgoQPDrWb9+vXYuRuTVhAlqgmk/wTkgsATBzyiQwH8HYh9rHwOlCY7S+Bs5cqS29Dz++OOCtCeY3BqC4S9I1apV9Sf+2b5DsAL517lkyRJp0aKF3g6H8GswzJADRP18UkwggBxUSqFX5kxRWZtFtm1Ls/bgU+k46ZQfmGih/Lz11lsBH7BIX7NHDYOlzvo00tWyPhIgARKICwJQXjBkdfz4cR0y7u+4nJlG3qYSslWpUkXXAysMFJBAWfhr1qypXm6TBMcEEyhjUMyQGwi+P/nVXI2Bjod/T4MGDby+R4heW7hwoXTt2lW9SL/n/Zs2bZoeBpsxY4aKFr4cLqxODiUNQ2xQqGBJcg6lBWubKdtpATKgp5CeoVMnkeLFRd20aYqPutdDChzgEHEArT07xNO4ocijHcVSD5cHDaWQAAmQQA4igCguDP0gWSGch6F8uBE7Gqxs2bIC5SSQQJlBBBYsOEg8CKXJKRjOgiUGeXkgiOqFIvT222/rqC7n0BmSLyLhIaK9IIgug8PzIBUiDAdvp6AOhOkjjxBC57/99lut/MCNAjmDnGkAnOVMXaYCZEDPITXDhg2ickVkvrEYn85OL32PMrt6mjcTSyVG9HRXY3IUEiABEshBBDAEBmsNkse++uqrrq8MliTk7tmhErOhrmACp2s7qmvw4ME65865c+e0Xw+UsGeeeUb69+/vLY6hNTg/w9rTsWNHraThRRgRYYg+g38QBMNfyCbtr/xgH6w8cG7GMBgUoOeff14PjSHibMqUKTjEK8gBVKlSJe+6iQtUgOK81zCdCwwqiOYKJRjygie/Lc43AHtbtD8xDGa9rRIOUQGKNmrWTwIkEAMCsN7A6uJm+Mturh31lVd5aIdSIBBqjkgtTKXx4Ycf6sSIGBaDTxCsN/hzChIaYsoMKEuI5ILlBw7SNWrU0DmMkGwRE18jozT8gQIJLDxwhoaCtWzZMp39GccFigyDkhSq/YHqj7dtHuX4pAIUKVklABMl/GtgpoyEKMVe3ZwIWb/yt0lNuJ4nj0jjxmmRXsGUoE3qQJgt7XwQkWiPmzqss2clJZ/yxL69qnhqVBdPNfXZsL54atV0Ux3LkAAJxBkBDLHg+waflOwlgDQmeLHFPF8ZCaap2KuicjEfWKwclmGJQiAOFLB4FVqAYtgzUHj+8pc0hUfdq4IJSxEpgT/lc6bzZiiFPqTA6Q1vJRgnjrV41BvNVWePqwtKFmvbdrG2fCupj3UWKVZUklR0mKd1S/GoNwwKCZAACZBA1gjAupNZgaLk1kcps+fICcdRAYphL6ohZR3KriyWWvnJanJmWKCQyKqHynoYzKQZzcuzYLZCtID+O6s/LXtZKUOeqlVUXqCbVH6gfZL6fF+RRx6Vqw7vE0+xYtFsFusmARIgARIggQwJUAHKEFH0DoD/GOaScxNMgBToUH6QUAuzuruVlBf7i0eZSUUpM2nKCxSaNGXGVmwCbj99Om18DuNy+k9lHLu87Ml3Zdnel/SUmrkYsfwUEiABEiABEogDAlSAYtgJ0AfcemAhQRbCIJGfIRyx3hoj2gmsdk3x3FsrTRnKr1KmOxSbJMeyd7tKq44EiBQSIAESIAESMJEAFaAY9hr0B6SIdyMIY4xEpFcu6zexlHOdNftzsabPkNT3PxTPI/8nnmZNRK7LJx4kHFINhVMzhQRIgARIgARyCgEqQDHsSacFSA8PqQnq1Gx2jr8L3uVflZJyPULCzqdty6WOS8Wx3jJp260g5a/Ue0F8jtHlr5xHTp0S65139Z8TDRQlCgmQAAkkMoGDBw/qjMs5KRtyIven8QoQoviRAwf5C27wnwwrznt2/E//J+WqLZRLqSki0IYwvwqUHO+fmghPLe+9dEm67/pO5tetf3lf2nZ9nLdM2jYPymLIStfhOM5RZ5J3WR2ry6c/DokNKSRAAiSQ6AROnjwpL774os6sj98a5OfBVBVNmjQRzLLunIy0scpZgnmznJJHfd8i63M1NTX9+PHjVV43ldhNST71PX1WpQ4JJQhlD5SwMFSZQPtS1e8LZnF/4oknYhYWH6hdsd5mpAJ04MABGTNmjE7XjeVLSkGAFChQQN9oyGaJlOXxrqVXOp8sBz5bKzfff6t4goSAYe4ZpEvHZHZXTZ0a6/uF5ycBEiCBhCGwf/9+qVu3rlZUXnvtNalTp45+4cYs65hYFJmaMYeWPXs7wGDaCnu2d6yfUlb1L7/8UjDHFjIqf/fdd1qJ+uc//+n97dq3b5+eJLVXr14+E5EWLlwYVYQtH330kc4SjQzRlCsEjFOAoBHjhsQNB8WgfPny2vKD9WPHjglmyMVMvTNnztQ3HeZIiVc578mjH4Rgyg+ycfbr10/wUCChFIUESIAESCD7CAwYMEBgAdq6daueIsI+M16yMdUQsibffPPNemoLe1/BggX1pKL2Oj6Rqw1ZkzG1xJo1a7Qi1b59e+8hmzdv1goQppcIJ8u0t0K/BViAKOkJGBfGg7lTyipzIiZ3g4KAHDgdOnQQ3EyYBwX7oWFjzhbMeRLPkiTqpgwSBgZFDsoPLF1UfuK5F9k2EiCBnEhg+/bteuJQzLGF+bH8xf7dwYzqmRE7IzIsQlmV5ORkrVTBzQMJDjH0hqkubDlx4oQe3ipRooQ2CDRs2FBWr16tdyNa2J67DMYDTGpKSSNgnAKENOww42FcNZhgTLZz584yf/78YIfExXYdfq7/pW8OZuGdM2eO9OzZM/1ObiEBEiABEogqASgdECgTwQRDWsjJltE0RKdV3rThw4frubpgPcqKbNu2TWrXri3Hjx/X0y/hxXjy5Mn6d9CuB6MES5cuFQzTTZo0SQXuJkn9+vXl6NGjekgO/koQGAzuvvtuu1jCfxo3BIbw75UrV2Y4Bxcc0UqVKhXXHawj4PW/9M3EQxKrOVzSt4ZbSIAESMA9AQSrpHZ52n0FLkt6ypWVpEEvuyqNXGsQDHEFk+qYt0jJunXrvDnZoDjhd8oWKC67d+/WqxMmTNBuD/a+zHzCeoOJU1esWOF98YdvEIbKoAxhctTly5fr4bju3bvrKuGrhMlSDx8+rBWgevXq6fnbYLWC8zUljYBxChDGXHFzoWMfe+wxgY8PbgZovPAB2rNnj0yfPl3mzZvnnck2Xjv75ou75McLKpRdif9s7lR+4rXX2C4SIIGsEoCPpqdenawWC//4LMyf5X8y27E5VL41/O5AnJFg+O6Gvw/8buAkjaG0li1byrhx46R06dL+p8lwHcoNFJr169d7j8WEqDg3hrmgAMFCBJeQX3/9VZ8LVivM1k4JTcA4BeiOO+5QM6Z/I08//bR06tRJ32T+lwjrycKFC7UJ0H9fPK3/kLuC5MpzjX57gJMcHLwpJEACJJATCSQ90cmoy6pVq5ZuLyxBUDICCXw1IfaxWIaPzlRHxC6ixV566SUdNv/MM8/gkEwLwuTxcgw/Hvz5C174IRgSQ3g+IssmTpyoI6JhDRo2bJhOEaMP4r90BIzzAcIVwMEZYYXn1PxVcIZetGiRtvjAPwg3C9ZDjdumoxCjDXCC/vLr+Vp7b9q0aYxawdOSAAmQAAn4E0CuH1hZZs+e7b/Luz5r1iyt8BQqVMi7zX9h4MCBWvlBBNjatWv9d4dcv/baawV/yEMEi5L/34gRI3R5pIDByAd8fhABDZ8f7HOG44c8UYLuNM4C5OwnmCahDOHPX+BpD40YN09WBAqUPV4bqlxKSopKrpw2fBXquFD7dl78Xp55vbc8px4MzOxOIQESIAESiA8C+dU0QN26dZORI0dKu3bttC+Ns2Vz587VVpm//e1vzs0Bl5GEsGrVqtK1a1fZsGFDpq0yGIZDXiHk8UGEsz0st2PHDoE16Y033pA777xTtw8uIW3btpU2bdroP/wubty4UbfHLsdweN/uMVoB8r0U3zVkz7z//vv1jeO7J/QaxlSHDh0a+iC1FyGI8Ox3K7iBm8olad1yrFJ+erithuVIgARIgASiRAB+O/DjgY/N4MGDBXl6MPKARIjwuYES0r9//wzPDkdqOCXDGjR27FidDyjDQpcPQBg+lBpkcca58OKN6GDkJ4KVCi/6RZWvE46DPyyG6+ADixd5u21Q5iAffPCBtg4hfx5FEVDe+TlS1M1mqTxAUbu2e++911q1apXr+lVWUEuF6bsuz4IkQAIkkN0ElH+Jpfwvs/u0MT2fiuKyVLSVpfxPLWVJsdS0S5ZSPCwVcm6pkQCftjVq1MhSQTo+2+yVCxcuWJUrV7aUMmKpGQzszfpTuW8gIYr18ccf+2y3V1Rou6VyAOlj1KiG1bx5c0tFntm7LZVJ2lJKkqWSMOpjVNSYpfyOvO3DNaD9OIfKl+ctF80FFYZv4briWTxoHDXBrBNA/gcMW+HTjfymJiFlpJcbcixDAiQQKwJvv/22wNcSn4koP6tJqeF6gSisWAimzIC1J5hrB1wzcAwsTnaEmrOdiBLDFFGwGkVbGjRooJP42gkgo30+N/VHn4KbVmWhDPQ3+O3E+2SoaGORIkW8V0blx4uCCyRAAiRgBAEoH7GUjCZGxe9guXLlgjYR03RQrhAwMgoME6BijhZMiQFtvFixYnrsE1o5tE14zIfjn3MFT2SW4PnvDJOMTK2shQRIgARIgARIwC0B4yxApk2GiolZEUHAKS3c3qIsRwIkQAIkQAKRJ2CcAmRPhrp48WJvWnB/LEj+1KxZMz0Z6pAhQ/x3Z9s65n6BZ36fPn10xEC2nZgnIgESIAESIAESCEnAuCEwOOCZMBkqslVD+UFWToRLUkiABEiABEiABOKHgHEKkD0ZakYIYz0ZKuZtWbBggZ6yI6O2cj8JkAAJkAAJkED2EjBuCMyUyVDh94MZfCkkQAIkQAIkQALxR8A4BSheJ0M9cuSIjkazu5jKj02CnyRAAiRAAiQQfwSMU4CA0J4MVWXW1EmfMCMupqYoWbKklC5dWofEZyfqNWvWaL8kTG9BIQESIAESIAESiH8CRipANtZQk6Hax0T78z//+Y9gWA65hygkQAIkQAIkQAJmEDDOCTqesE6dOlU6dOiglZ8RI0bEU9PYFhIgARIgARIggRAEjLYAhbiuqO86c+aMTJ48Wdq3by9IT45Zg7MqsB5heozcuXNntSiPD0AA86thyhEMg1IiQwC+bZi2pUCBApGpkLXIzp079TC+iSgwM3qJEiVcfd+ZeL1ss3sCmDct3oWTobrsITUTvLz33nt6Kg6XVci7776rJ63DUB4lfAJnz56VQ4cOSfny5cOvjDVoAph2Bg79hQoVIpEIEdiyZYtUq1YtQrVlfzWpqanZf9IQZ8QEn3ghLVWqVIijuCsrBOBXi+mbKlasmJViPsfie7hv3756nk6fHXG0QgUohp1RoUIF+eKLL4x9G4whuoCnXrlypZ4jbsWKFQH3c2PWCXTt2lV+97vfSZcuXbJemCUCEsCElQjaCDRbd8AC3BiSwPvvvy+LFi3Smf9DHsidmSbQqFEjGTRokDRs2DDTZUw8kD5AJvYa20wCJEACJEACJBAWASpAYeFjYRIgARIgARIgARMJUAEysdfYZhIgARIgARIggbAIUAEKCx8LkwAJkAAJkAAJmEiACpCJvcY2kwAJkAAJkAAJhEWAClBY+FiYBEiABEiABEjARAJUgEzsNbaZBEiABEiABEggLAJUgMLCx8IkQAIkQAIkQAImEmAixBj2GmaPL1euXFjZpGPY/Lg7NTJBHzx4UG655Za4a5upDfrxxx8lX758zAQdwQ5MTk6W22+/PYI1JnZVyAR96tQpKVOmTGKDiODV7969W4oXL66f/QhWG3dVUQGKuy5hg0iABEiABEiABKJNgENg0SbM+kmABEiABEiABOKOABWguOsSNogESIAESIAESCDaBKgARZsw6ycBEiABEiABEog7AlSA4q5L2CASIAESIAESIIFoE6ACFG3CrJ8ESIAESIAESCDuCFABirsuYYNIgARIgARIgASiTYAKULQJs34SIAESIAESIIG4I0AFKO66hA0iARIgARIgARKINgEqQNEmzPpJgARIgARIgATijgAVoLjrEjaIBEiABEiABEgg2gSoAEWZsGVZrs7gtpyrkxlWyA2b1NRUw64ye5vrhmn2ttCss7nl6bacWXTctdYNGz73oVlfuHBBUlJSQh/kt9dNP/hVETerVICi1BUbN26Uxx57TE8iWb58eRk6dGiGZzp9+rQMGDBAKlSoIDfccIO0adNGjh49mmG5RDlg2rRp0qBBA8mbN6/UqlVLli1bluGl//vf/5Zq1apJnjx5NNN27doJJvikiIR7v505c0ZPPNuzZ0/ivEzAzXOPH+khQ4Zolvnz55f27dtn6t5OFOhunvtFixbJHXfcoZ/7okWLynPPPSeYLJlyhcAPP/wgJUuWlPnz51/ZGGQp3O+KINXGfrPS5igRJqB+GCyl9FgdOnSwNmzYYE2dOtVSP9rW66+/HvJMvXr1stRM5pZ6eK2vvvrKqlGjhqUeYkt9QYYslwg7wePqq6+2xo4da6kfGat79+7WNddcY23evDno5X/++ecwv1mdOnWylLJkTZo0SfeLmonbOn/+fNByibIj3Pvt2Wef1Xx79OiRKMhCXqfb514pkFa+fPn098TXX39ttWrVylIvQJaa4Tzk+RJhp5vnfuvWrZZ64bFatmxpgef48eMtpVhaXbt2TQRkmbpGNdu7pV4M9fM7Z86cDMuE+12R4QlidIDE6Lw5+rR//vOfrQIFCljnzp3zXqd6w7OKFCli/fbbb95tzoVvvvnGSkpKsj799FPvZjzI+AFXGrp3W6IuVK5c2VIWNZ/LxwP85JNP+mxzrjRt2tQqW7asjwI5Y8YMzRRfrIks4d5vixcv1j/SN954o0UFKO1OcvPcHzp0SP9YT5kyxXs7KkuFfhFSlg/vtkRdcPPcDx8+XDP9+eefvdhsJVMN93i3JerChAkTtMJdqVKlTClA4X5XxDNnDoFFwQi3YMECadasmSgLhbd29TYiv/zyi6xdu9a7zbkAk62ycOhy9nb18EvFihVl7ty59qaE/MSQ1bZt26R169Y+1w+m8+bN89nmXOnWrZu888474vF4vJvLlSunl0+cOOHdlogL4dxvyjIhXbp0kVGjRknhwoV9+CYiS/ua3Tz3H330kWDYq3PnznY1cu2118rOnTulY8eO3m2JuOD2uYf7wMWLF0W9gHqxXbp0Sa677jreq4rIG2+8IcqiE/K70wtOLYTzXeGsJx6XqQBFoVfw5VWqVCmfmu119cbns91eQRmMVUMJcgrGaA8fPuzclHDL33//vb5mm6ENAOvqLU+COTrCh+qBBx6wD9ef06dPl1y5csk999zjsz3RVsK531544QWpUqVKwv9A+98zbp77ffv2SdWqVWXHjh2ihmpFDXtrrvRTE3H73Ldo0UKU5VeUdViglL755puC5753795UgNRNCz81ZSVL91vjfz/b6+F8V9h1xOtnrnhtmMntOnnypH4zdl5DwYIF9WowZQZl8ObiL4UKFUp4BQgWBwisDU4BG0QwwFEcymNGsnLlSm0Rwg+4GrrJ6PAcvd/t/QaHSVgttmzZkqP5uLk4N8/9Tz/9JMeOHdPO/bD41qxZU/9YL1y4UL799tt097ybdplaxu1zX6JECc2wXr16ooZq9eU3b95cBg4caCqKiLY7M9+VzhO6/a5w1hGvy7QARaFncufOne5Nwx6GgWk2kKCM8gFKtwvlEKqYyAKLDcRm6M8iM3xWr14tDz30kNx777064sa/jkRbd3O//frrr6IcSWXEiBFSpkyZREOW4fW6ee7x45KcnCx9+vSRpUuXyrvvvivr16/XLz1///vfMzxnTj7A7XP/ySefSMOGDbUFaN26daKCH2T79u3aGpzVkO+czDez1+bmuyKzdcf6uPS/uLFuUQ44P95Ajh8/7nMl+PGAYLw/kAQqg+NQj3KoDlQkYbbZ1hqboX3hNuOM+CxZskTuu+8+HRarIh58fLPsuhLt08391q9fP202R5oGFVWn/xAei+EarCsH/0TD6HO9gZja92yw57548eL6xcfp74PhxerVqwf1F/Q5aQ5ecfvcKydfgTUN/n933323wBdw5MiR8uWXXwpehChZIxDovkYNOeG3iQpQ1u6FTB2NG8bf1+fgwYO6rApzD1gHHnb4s/i/oaAe5BFKZAFPiM3QZgE2KrIuqFKJ4/BW/eCDD2oFCA7TcISkiB4CzOr9tmnTJkHukMaNG+s3bLxl79mzR1Tkol4PNrybKLzdPPfw8UOwRLFixXwwYXswi6fPgTl4xe1zv2rVKoEfkFP++Mc/CiwZK1ascG7mciYI5OTfJipAmbgBsnoIrA3wlXAqM4jkgqUCbySBBD8qSCyHN2lbVK4GHf3UqFEje1NCfuIBhKOofzQcrDmh2MCHAsqPyqsiM2fOpOXHcfe4ud9UXiXZu3evzx+iFOG8i+2lS5d2nCHxFt0+90jQ57RM4HsAinvt2rUTD6Ljit0+9zfddJP2n3JUJfD/g/tBot+jTiaZXXbzXZHZumN+XDzH6JvaNuXYaKm3DZ0fRTk46iR8SGw2evRo7yWpCAerbdu2lhqe8W5Tb9Q6OZWKCLHUsIKlftytunXr+uSx8R6cYAsTJ07UiQ//+9//WiqE3Ro2bJhe37Vrl5fE+++/r5kijwpE/SBZKqTYGjNmjE6CiESI9p/yCfCWS9SFzNxvSHaowmaDIkIuJuRYoVhWZp57/3sU3FRWc52gc82aNRa+F1S2cp1HDHnAEl0y89z736Pjxo3T+W2UD5WlAiSsL774wlIvnpbyW7OUz1WiI/Ve//79+wPmAUqk3yYmQvTeDpFdQHZNJD5UGq5OGPfUU09ZKheF9yT4ssM+5fTo3Qal5/e//73erhwArfvvv9/il2AaHrBT0VtasQQ3JEjzTxTXt29fzQ5fcvgxwnHB/pzcvR2QYAuZud/U27TVpEmToGSoAPmiyei5d96jdskjR45YKm+YToSK+xXZ4FX4tr07oT8z89z736PInI+s+3j5sZ9/FV1nIaEf5QqBYApQIv02eYBD3SSUKBAAWntowI5oyMxpkDAREWGBwuIzUz4nHwNHW/WDITBzUyJDgPdbZDjatbh97uFQDqdpDtPYJK98unnu4YIAnzV8j/K79ArLcJZy2ncFFaBw7gaWJQESIAESIAESMJIAnaCN7DY2mgRIgARIgARIIBwCVIDCoceyJEACJEACJEACRhKgAmRkt7HRJEACJEACJEAC4RCgAhQOPZYlARIgARIgARIwkgAVICO7jY0mARIgARIgARIIhwAVoHDosSwJkAAJkAAJkICRBKgAGdltbDQJkAAJkAAJkEA4BKgAhUOPZUmABEiABEiABIwkQAXIyG5jo0mABEiABEiABMIhQAUoHHosSwIkQAIkQAIkYCQBKkBGdhsbTQIkQAIkQAIkEGc3M0QAAAhUSURBVA4BKkDh0GNZEiABEiABEiABIwlQATKy29hoEiABEiABEiCBcAhQAQqHHsuSAAmQAAmQAAkYSYAKkJHdxkaTAAmQAAmQAAmEQ4AKUDj0WJYESIAESIAESMBIAlSAjOw2NpoESIAESIAESCAcAlSAwqHHsiRAAiRAAiRAAkYSoAJkZLex0SRAAiRAAiRAAuEQoAIUDj2WJQESIAESIAESMJIAFSAju42NJgESIAESIAESCIcAFaBw6LEsCZAACZAACZCAkQSoABnZbWw0CZAACZAACZBAOASoAIVDj2VJgARIgARIgASMJEAFyMhuY6NJgASym8D+/fvl0KFD2X1ano8ESCBKBKgARQksqyUBEogsgUWLFonH45Hdu3dHtOI8efLI2LFjg9YJxads2bJy0003yZ133hnwuFmzZum2HT16NOB+biQBEog/Arnir0lsEQmQAAmkJ1CyZEnp2LGj5M+fP/3OKG6ZNGmS/PTTT7Js2TIpX758FM/EqkmABLKTABWg7KTNc5EACbgmULVqVZk2bZrr8m4LHj58WHDu+vXru62C5UiABOKQAIfA4rBT2CQSiFcCQ4cOlVdeeUWmT5+uh4MKFiwozZo1kz179vg0+euvv5Y//OEPcv3110uFChVkwIABcv78ee8xqOfVV1+VKVOmSPXq1QXWnZ49e4plWTJu3Di57bbbtNLx1ltvecusWbNG7rnnHjlw4IDeBoVkwYIFulyZMmUEf3379pWLFy96y+CcL730kj5Hvnz5pGLFivLcc8/J2bNnvceEWmjTpo188skn8t133+lzz5w5Ux8+Z84cadKkiRQuXFhatmwpUJKc8tprr8ngwYOlf//+UqxYMX39zv1cJgESiD0BWoBi3wdsAQkYQ2Dv3r0yb948ufrqq+XJJ5+UAgUKyJAhQ+SRRx6RtWvX6utYv369NGzYUJo3by7/+te/BGWgDGzZskXmzp2rj8E2KBFQoKCQJCcny/jx42Xr1q3a0bhHjx56+cUXX9R1wffm5MmTgrptRWrTpk3SpUsXPSw1aNAg2bhxo7z55pta4YDiAcGQ2dKlS6Vfv35yyy23yPz582XMmDH6vGh3RtKpUyc5duyYwA8I7bz99tsF53344Yfl0UcflV69emkezz//vE9VUAjhs5QrVy5p2rSpFC1a1Gc/V0iABGJPgApQ7PuALSABowgcOXJEduzYoRUKNBxWmxdeeEGOHz8uhQoVkj59+mjr0Keffqodg3FM3rx5pVu3brJ48WK57777sElbTZYvX66tMliHNQfKyq5du7y+NlC2oCgFcz6G5Qh12ALlBIoHFCBYeb7//nuBtenpp5/Wh8Cis27dOlm1apVdJOQnrDs4/7lz5+Txxx/Xx6L9tWvX1tYrbHjwwQe10gZLkVMOHjwo27dv916fcx+XSYAEYk+AQ2Cx7wO2gASMIlC6dGmv8oOG33rrrbr9p06d0soQFAxYRxCxZQusIBCn4oGhIQxJ2VKtWjU99OV0NIaCs3PnTvuQdJ8NGjTw2YbhNliKIFC6NmzYoJWfS5cuaWVkxowZcuHChUwPgflUfnkFSlarVq18drVr185nHSslSpTwub50B3ADCZBATAlQAYopfp6cBMwj4D+cgzBySEpKirbqwFoCxcUpUJqg2CCaypZSpUrZi/rzqquu0qHmzo3YFkqKFCnisxttSU1N9W5buXKldl6G/0+VKlXkr3/9q5w+fVorat6DsrCA4TCEuhcvXtynlP/1YieumUICJBC/BKgAxW/fsGUkYByBG264QZKSkrTfjH/joXjAD8eWjJQb+7hQn04rk/9xcJaGgzba8/HHH2vFBdYb+PG4FQzxIQwfipBTYP3yl0hcn3+dXCcBEogcASpAkWPJmkgg4QnAORrDUPD1ccrmzZsFvkOI+MouQSQaFJMJEyZIixYttH8ShsLgcA1rlRuBwlWjRg1ZsmSJT3FYmigkQAJmEaACZFZ/sbUkEPcEXn75ZR06jhD2EydOaIUD0VR33XWX1K1bN9vaX6dOHYEVBrmDzpw5I4jMQjsQgYZ1tzJw4ED57LPPdNQaFKzPP/88ZCZpt+dhORIggegSoAIUXb6snQQSjgCipUaNGiXIhYMw91q1ammHYISgwxcnuwR5gdCGDz74QLejUqVKOm/P6NGjdXQYotbcCML7UcewYcN0GgCkA0BOIwoJkIBZBDwqhNUyq8lsLQmQgAkE8NUCa8uNN94otqN0LNqNdsD6A6fk3LlzR6wJqHffvn3acTuUL1LETsiKSIAEIkqAClBEcbIyEiABEiABEiABEwhwCMyEXmIbSYAESIAESIAEIkqAClBEcbIyEiABEiABEiABEwhQATKhl9hGEiABEiABEiCBiBKgAhRRnKyMBEiABEiABEjABAJUgEzoJbaRBEiABEiABEggogSoAEUUJysjARIgARIgARIwgQAVIBN6iW0kARIgARIgARKIKAEqQBHFycpIgARIgARIgARMIEAFyIReYhtJgARIgARIgAQiSoAKUERxsjISIAESIAESIAETCFABMqGX2EYSIAESIAESIIGIEqACFFGcrIwESIAESIAESMAEAlSATOgltpEESIAESIAESCCiBKgARRQnKyMBEiABEiABEjCBABUgE3qJbSQBEiABEiABEogoASpAEcXJykiABEiABEiABEwgQAXIhF5iG0mABEiABEiABCJKgApQRHGyMhIgARIgARIgARMIUAEyoZfYRhIgARIgARIggYgSoAIUUZysjARIgARIgARIwAQCVIBM6CW2kQRIgARIgARIIKIEqABFFCcrIwESIAESIAESMIHA/wNTSG4mcWbUgAAAAABJRU5ErkJggg==" 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