{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "(ecosystem)=\n", "# Probability, ∂Y 🎶 ✨ 👑 \n", "\n", "*God's Will!* \n", "-- [Henry V](https://www.gutenberg.org/files/1521/1521-h/1521-h.htm)\n", "\n", "\n", "\n", "
\n", " + Expand\n", "\n", "
\n", " \n", "
\n", "\n", "
\n", "\n", "\n", "\n", "\n", "

\n", "

\n", "\n", "\n", "\n", "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "**_Personalizing Risk Estimates_**. The distinction between static and dynamic data presentation in scientific literature is stark: nearly all peer-reviewed clinical and public health research findings rely on static visualizations of pre-determined cohorts. If personalized medicine is to fulfill its promise, dynamic visualization—such as the interactive model above—must become the standard for conveying information to patients, care providers, and public health practitioners.\n", "```\n", "\n", "\n", "\n", "
\n", " + Expand\n", "\n", " What is the probability that ecosystem inefficiencies deny a stakeholder (e.g. analyst) the opportunity to generate accessible and personalized information for other stakeholders?\n", "\n", "
\n", "\n", "\n", "\n", "\n", "

\n", "

" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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/+TPPPGNwnjfffBMPP/wwgKKG6z///DOGDRuG/v37IygoCN26dTOYSHsQ586d038+YMCAal9f3BzdEHt7e5ibm1d4vaWlpf7zNm3aVHlsXl5eFSOsHe7u7pWOKfleuf/Qg5oo+dp88MEH+OCDD6p1/f2vTcn3f+fOnSu9vipjSmrXrl2Vx2q1WixduhTffvutvsF/ZTIzM6sVT02VfJ6KE12V6datmz55Fx0djREjRpQ7trL3Um2/j4iIiIyFFWJEREQA0tPT9Z9XVmlTnuLT+QBUeJpjSSXH3b17t9R97u7u2L17t77ySKPR4ODBg3j//fcxbNgw2Nraol+/fli2bJn+hD9DLCws8NhjjwEAsrKySp2iCQCHDx/W/5Ldu3fvcitOJkyYgF9//VV/0mBOTg42btyIV155Bb169YKtrS0mTpyInTt3VumxV0XJ16UmKkpMKRSKSq8XBKHK40uO1el0VYiu9lT3sdRGfLX92pT8/mnZsmWl11dlTEmGTsg0RKlUYuzYsfi///u/KifDAKCwsLBa8dRUbf+cuV9Dfp8TERHVJlaIERERNWC9evXClStXsHXrVmzZsgWHDx9GbGwsgKIqlrCwMISFheGLL77A5s2by01mPffcc/j5558BFG2bfPLJJ/X3ldxGWV51WLGnn34aEydOxPr167Fr1y4cPXoUaWlpAIoSHJs2bcKmTZswYsQI/P3336WqpmqieEseAMydOxdOTk7Vur579+4PtD6Vr+RrM378ePTt27da13fq1Km2Q6pQVbdLLliwQJ/UtbS0xKxZszB8+HD4+vrCwcEBCoVCP9eKFSvw1FNP1VnMREREVHeYECMiIkJRtcnNmzcBFPXFsbGxqfYctra2+s+rWj1TnEwCADs7O4NjZDIZJkyYgAkTJgAAbt26hcOHD2Pr1q3YuHEjlEoloqOjMWbMGFy6dAlyubzMHF27dkVgYCDOnDmDw4cPIyYmBt7e3sjOztZXjFlaWmLy5MmVxmxjY4PZs2dj9uzZEEURV65cQWhoKDZu3Kjv+bVr1y7MmjULa9eurdLzUJ6SVUATJkyodtKF6k7J16Z79+54/fXXH2i+kt9zVfn+edAKNUM0Gg1++uknAEXfdwcPHqwwqZqVlVXrMVSmrn7OEBERNTfcMklERISi5tTFTp48WaM52rZtq//8/PnzVdpOVLIpd8lm1RVxcXHB1KlTsXbtWpw7d07/C25sbGyF2xWLm+uLoojffvsNALB+/Xp9c/ypU6dWu6JLEAS0b98ezz//PPbt24e//vpLv6Vq/fr1lW7PqkzJireSPavI+Gr7tSn5/XPhwoVKx1dlTHVdu3ZN/57t379/pRWGUVFRtR5DZUo+TyV/flSkJj9niIiImjomxIiIiIBSpw2uXLmyRnN4enrCxcUFQFHlyN69eyscn5OTg927d+u/rkn1k5+fX6mqropOunv00UdhYWEB4L9TJYsTY0DRdsgH9cgjj8DPzw9AUX+h+w8KKNl0v/hUy4qUPKlz3bp1DxwfVaw6r8/gwYP1yc9du3aV6m1VE3369NF/vnnz5krHV2VMdZV8DJVVUimVSmzbtq3SOav7nq9Mz5499XNGRUVVerplTEyMPiEmlUoRFBT0wDEQERE1BUyIERERAZgxY4b+5MX9+/dj/fr1NZpn2rRp+s//97//leqzdL+PPvpI31g8MDCwVnoq3X96ZElWVlaYOnUqAODmzZv4+uuvceLECQBFFXK9evV64PUri6dkY/OqVI+NHz8erq6uAICwsDCsWrWqymuLoljlsVSkOq+Ps7MzJk2aBKAoufvaa69VeR1Dr80jjzwCU1NTAMCBAwdw6NChcq8/fvw4du3aVeX1qqrkNtCzZ89WWOW5cOFC3Llzp9I5q/uer4yFhQUmTpyo//rtt9+ucPy8efP0z/f48eNrtB2ciIioKWJCjIiICEUnS86bN0//9bRp0/Djjz+WW9ERHR2NTz/9tMztr7zyir6y5NSpU3j88ceRk5NTaowoili8eDG++uor/W0ffvhhmbkGDRqExYsX4/bt2+XGHRYWhjVr1ui/7t+/f7ljgf+2TQLAO++8o/+8suqwhIQEBAcH488//yz35EZRFPHtt9/qT+azt7cv0+Tf0tJSX0V39epV3Lp1q8J15XJ5qefpmWeeweeff17hiX5XrlzB22+/XSo5SVVTXN0HAAcPHqx0/Keffgpra2sARZWVTzzxBFJSUsodn5KSgu+//x5du3Ytc5+9vT2effZZ/deTJ0/G6dOny4w7e/ZsqYRQbfL19dWfMnv9+nW8++67ZZJiWq0Wn3/+OT766KNSJy6Wp7rPaVW88847+uThP//8g1dffbXMSbNqtRpz587V9wg0MTHBe++9VyvrExERNQVsqk9ERE3Cn3/+afCX5/JMnz4dDg4OpW577733EBkZiX///RdqtRovvPACPv/8cwwfPhxt2rSBKIpISkpCeHg4zp8/D3d391JJJQBwcnLC8uXLMWnSJGi1Wvz1118IDQ3FuHHj4OHhgYyMDOzcuRMXL17UX/Pqq69i9OjRZWKMjY3Fa6+9htdffx1du3ZF165d0bp1a5iamiIlJQUnTpxAeHi4fvyUKVMQEBBQ4ePu2bMnunTpgvPnz+ur10xNTUudOmmIKIo4evQojh49CjMzMwQFBaFz585wdHSETqdDcnIydu/ejbi4OP01CxYsKLVdrNjo0aOxbNkyaLVaBAcHY8qUKXB2dtaf3Ne+fftSW1gnT56MK1eu4IMPPoBGo8G8efPw5ZdfYsiQIfD19YWZmRmys7MRFxeH06dP4/r16/p1qHpGjx6NP/74A0BR8vHQoUPw8fHRv47W1talEo0+Pj74888/8fDDD6OgoABr167Fxo0bMXDgQAQEBKBFixbIy8tDcnIyIiMjERkZCZ1Op9+6e7+FCxdi7969uHbtGlJSUtCrVy+MGDEC3bt3hyAIiIiIwI4dO6DRaPDmm29i0aJFAFClxFRVSCQSvPXWW5g7dy4A4LPPPsOWLVswePBgODk5ITk5Gdu3b0dcXBwsLCwwe/bsUglbQ0aMGAGJRAKdToeff/4ZaWlp6N69O8zNzfVjpk+fDisrqyrH2blzZ3z11Vd46aWXAADffPMN/v33X4wdOxbOzs64c+cOtm7dWur7cdGiRZX+fCAiImpWRCIiokbK3d1dBFCjj8jISINzajQa8a233hJNTEwqncPHx6fc2LZt2yba29tXeL2JiYn4wQcflDtH27Ztq/x4pk2bJhYWFlbpefvuu+9KXfvII49Ues2NGzdEiURSpVgUCoX49ddflztXYmKi2KpVq3Kvnz59usHr1q1bJzo6OlYpBqlUKr7xxhsG5yke4+7uXunjnj59un78wYMHKxx78ODBSh9DVa1YsUI/14ABA2plvQ8++EA/fsWKFQbHqNVqsX///uU+r+U9Z5GRkWKXLl2q/H7t1atXuXEmJSWJ/v7+5V4rCII4b9488fr16/rbRo4cWePHfD+dTic+88wzFcbv4OAg7tmzp9TrVNH38jvvvFPhfHFxcfqxcXFxlb72xX799VfR0tKywrktLCzEX375pcJ5Sv4srUx14iMiImrIWCFGRERUglQqxWeffYbZs2fjt99+w969exETE4OMjAyYmprCxcUFXbp0wfDhw0s1s7/f6NGjERMTg2XLlmHbtm24fPky7t69C0tLS7i7u2Po0KF47rnn4OPjU+4cZ8+exf79+xEaGoozZ84gJiYGaWlp0Gg0sLKygpeXF/r06YNp06ZVehpeSU888QTeeOMN/bbDZ555ptJr3NzckJycjF27duHIkSM4d+4c4uPjkZmZCUEQYGNjg3bt2mHw4MGYOXMm3Nzcyp3L1dUVZ8+exTfffIO9e/fi+vXryM3NrbTh+NSpUzFu3DisXbsWu3fvxpkzZ5CWloaCggJYWlrCzc0NnTp1wsCBAzFmzBg4OztX+TmhIjKZDHv37sXPP/+Mf/75BxcvXkRmZibUanWF1wUEBODs2bPYsWMH/v33Xxw7dgzJycnIzs6GmZkZnJyc0L59ewQHB2PUqFEV9str3bo1Tp8+jV9//RXr1q3DxYsXkZubC2dnZ/Tp0wezZ89Gv379EBERob+mZJ+uByUIApYtW4Zx48Zh6dKlOHHiBDIyMmBjYwN3d3eMGzcOzz77LFq1alXlAzg++eQT9OzZEytXrsSZM2eQmppa4bbfqnr66acxduxY/Pzzz9i1axeuX7+OzMxMtGjRAt7e3hgxYgRmz54NJyenB16LiIioqRFEkR1niYiImpOEhAR4enpCFEW4u7sjNjZWv12RqLFYu3YtnnjiCQBFjeMXLlxo5IiIiIioMeG/fomIiJqZVatW6U+dmzlzJpNh1Cht375d/3lgYKARIyEiIqLGiBViREREzYharYaXlxeSkpIglUoRHx8PV1dXY4dFVC2RkZEICgqCWq2Gubk5bt26VavbJomIiKjp45+EiYiImpElS5YgKSkJADBx4kQmw6jB+eijj7Bv3z6U9zfbI0eOYMyYMfq+ZjNmzGAyjIiIiKqNFWJERERN2JUrV7Bv3z4UFhbi5MmT2LBhA0RRhImJCc6ePYsOHToYO0SiUkaMGIHdu3fD1dUVAwYMgLe3NxQKBVJTU3H06FGcPHlSP9bLywuRkZGwtrY2YsRERETUGPGUSSIioiYsPDwcL730UpnbFyxYwGQYNWhJSUlYu3ZtufcHBQVh06ZNTIYRERFRjTAhRkRE1Ey0bNkSHTt2xOuvv46xY8caOxwig5YuXYpNmzbh8OHDiImJQWpqKtLT06FQKODo6IhevXph0qRJeOihhyAIgrHDJSIiokaKWyaJiIiIiIiIiKhZYVN9IiIiIiIiIiJqVpgQIyIiIiIiIiKiZoUJMSIiIiIiIiIialaYECMiIiIiIiIiomaFCTEiIiIiIiIiImpWmBAjIiIiIiIiIqJmhQkxIiIiIiIiIiJqVpgQIyIiIiIiIiKiZoUJMSIiIiIiIiIialaYECMiIiIiIiIiomaFCTEiIiIiIiIiImpWmBAjIiIiIiIiIqJmhQkxIiIiIiIiIiJqVpgQIyIiIiIiIiKiZoUJMSIiIiIiIiIialaYECMiIiIiIiIiomaFCTEiIiIiIiIiImpWmBAjIiIiIiIiIqJmhQkxIiIiIiIiIiJqVpgQIyIiIiIiIiKiZoUJMSIiIiIiIiIialaYECMiIiIiIiIiomaFCTEiIiIiIiIiImpWmBAjIiIiIiIiIqJmhQkxIiIiIiIiIiJqVpgQIyIiIiIiIiKiZoUJMSIiIiIiIiIialaYECMiIiIiIiIiomaFCTEiIiIiIiIiImpWmBAjIiIiIiIiIqJmRWbsAKj6NKKIPK0WGgA6UYQWAEQREkGAVBAgBWAmkUAuYb6TiIiIiIiIiOh+TIg1cBpRRJZWi0yNBplaLe5qNMjT6ap0rVwQYCuTwVYqhY1MBhuplEkyIiIiIiIiImr2BFEURWMHQaXlarWIUypxW60ulfwSANTkxSp5nVwQ4CCTwUMuR0uZDIIg1ELERERERERERESNBxNiDYROFHFHrUasUolUjabGya+qKJ7bUiKBl1wON7kcJkyMEREREREREVEzwYSYkRXqdEhQKhGrVEIpinWaCCuPBEAbU1N4KhRoIZXW8+pERERERERERPWLCTEj0YgiLhcUIFaprPcEmCHFiTgHmQwB5uawYGKMiIiIiIiIiJooJsSMIE2txpn8fBRUsTl+fRJQVDHWydwcHqam7DFGRERERERERE0OE2L1SCOKuHSvKqwxsJfJ0M3cHOasFiMiIiIiIiKiJoQJsXrSkKvCysNqMSIiIiIiIiJqipgQq2OiKOJyYSGuFRYaO5QH4iCToaelJU+jJCIiIiIiIqJGjwmxOiSKIiLz83FDpTJ2KA9MAGAlkaCvlRXkEomxwyEiIiIiIiIiqjEmxOqIThRxOi8Pt9RqY4dSawQA5hIJgq2sYMakGBERERERERE1Usxq1AGdKOJkE0uGAYAIIF+nw+GcHBQ2ol5oREREREREREQlMSFWy0RRRGReHm43sWRYMRFAoU6HsJwcqJgUIyIiIiIiIqJGiAmxWnahoACJTTQZVkwEkKfT4VhuLjTccUtEREREREREjQwTYrXopkqFWKXS2GHUCxFAplaLqPx8Y4dCRERERERERFQtTIjVEqVOh7PNMDkUr1IhtYlXxBERERERERFR08KEWC05l5/fbLcPnsnLg7qZPnYiIiIiIiIianyYEKsFN1Uq3FKr0VxTQoWiiIvNsDqOiIiIiIiIiBonJsQeUHPdKnk/bp0kIiIiIiIiosaCCbEH1Jy3St6PWyeJiIiIiIiIqDFgQuwBpGs0zXqr5P0KRRExhYXGDoOIiIiIiIiIqEJMiD2A2MJCCMYOooGJUyqhY5UYERERERERETVgTIjVUKFOx+owA5SiiGT2EiMiIiIiIiKiBowJsRpKUCqZDCtHrFJp7BCIiIiIiIiIiMrFhFgN6ESRSZ8KpGs0yNFqjR0GEREREREREZFBTIjVwB21Gkr2ySqXgKJeYkREREREREREDRETYjUQq1SymX4FRBRtKdUwaUhEREREREREDRATYtWk0umQqtGwf1gltABS2FyfiIiIiIiIiBogJsSqKYu9sapEAJDJ54qIiIiIiIiIGqAGmxA7efIkBEGAIAj46KOPjB0OAMDDwwOOpqZ1vs76zz7DBDs7HPjjjzpbIz87G39+/jnmhoTg0TZt8IiTE57p2BFvDRuGlf/7Hy4eO/ZA84sAMjSacu+Pj4+HIAgICQl5oHWIiIiIiIiIiKqrwSbEVq9erf987dq1Royk9r03diwm2Nkh5cYNo6yfmpSEOf37Y/3nn+NWTAzaduuG3mPHok379kiOjcXmH37Axq+/fuB1MrRaiPXQR4zJNSIiIiIiIiKqDpmxAzBErVZj/fr1AAAnJydcu3YNJ06cQFBQkJEjqx+jnn0WwQ8/DFsnpzqZf9mbbyLlxg10HTQIc5Ytg5Wtrf4+nU6HqLAwJFy8+MDraEQRBTodzKXSMve1bt0aly9fhrm5+QOvQ0RERERERERUHQ2yQmzXrl1IS0tD37598X//938ASleMNXXWLVvC1dcXFtbWtT63sqAAEfv2AQCeXbSoVDIMACQSCbr074+xzz9fK+uV10fMxMQE7dq1Q5s2bWplHSIiIiIiIiKiqmqQCbE1a9YAAJ544gk88cQTAIA///wT6nJOLfTw8IAgCACAX3/9FV26dIGZmRmcnJwwa9YsZGZmlrnm+vXrmD9/Pnr37g0nJyeYmprC1dUV06ZNw7Vr1wyuo7t/jshITLCzw7zhw8t9LBu+/hoT7OywbuFCpNy4gQl2drh49CgAYFZAACbY2ek/ilXUQ0yjVmPXihV4e+RIPO7hgSkuLng+MBDfvfACYs6eLTeOYnmZmdDe6+1lbW9f6fj7XTt9Gl89/TSe7tgRjzg54an27fH++PHYs2pVqXHP+ftjgp0dMjQafPfdd/D394e5uTkCAgIAlL/NceXKlRAEAfPnz8fVq1cxceJEtGzZEhYWFujbty927NhRavz8+fPh6ekJADh06JC+75wgCJgxY4Z+XEJCAp5//nn4+vrC3NwcdnZ26NixI2bNmoWrV69W+3kgIiIiIiIiosarwW2ZzMrKwpYtW2BqaorJkyfDzs4Offr0wbFjx7Br1y6MHTu23GvffPNNfPPNNwgJCYGPjw+OHj2KpUuX4vLly/pkSbFff/0VixYtQqdOndCjRw/I5XJcunQJq1evxubNm3HkyBF06dKl1Py6+/ph+XTtCi9/f1w9dQo3Ll9Gm/btS90viiL2rVkDiUSCIU8+CbmZGQY++igi9+9HZkoKeo8dC4WlZZWfm8K8PCyYMgWXjh2DwsIC7YOCYNGiBVJu3MDhDRtgbm0N73sJp/JYtWwJU4UCqsJC7Fq+HBPnzKny+lt//hkr33sPOp0O3gEB6NC7N3LS0xF/6RJWnT2LYdOnl7nm3RdfxI41azBgwAC0b98eKpWqSmvFxMQgKCgIdnZ2GDZsGG7duoUjR45gzJgxWL58OWbOnAkACAgIwMSJE7Fx40a0atUKI0aM0M8RHBwMAEhMTES3bt1w9+5dtG3bFqNGjYJWq0VCQgKWLVuG3r17w8/Pr8rPAxERERERERE1bg0uIbZhwwYUFhZi3LhxsLtXNfXEE0/g2LFjWL16dYUJsdWrV+P8+fP65EZaWhp69+6NI0eO4ODBgxg0aJB+7Pjx4zFr1ix9dVGxFStW4KmnnsKrr76KAwcOlLrPUHv44TNm4Kc5c7D399/x9MKFpe47f+gQ7sTHo9uQIXBwdQUAvPzDD3hv7FhkpqRgxoIFcKzGlsHlb7+NS8eOoUOfPnhz5Uq0KFHhlZmSUqUm/SampgiZOhV7Vq7EmgULEL5tG7oPGwafbt3g07VrqTlLunjsGFa8+y4UFhaYt3o1ugwYoL9Pq9Hg7MGDBq8L3bIFkZGR6NixY5UfJ1BUJTht2jQsX74cMlnR23Tbtm0YP348XnzxRQwbNgytW7fG+PHjERAQgI0bN6Jdu3ZYuXJlmbl+/fVX3L17Fy+++CK+++67UvfduHGj3MpDIiIiIiIiImqaGtyWyeJeYcVbJQFg8uTJMDExwdatW5GVlVXutQsWLChV6WNvb4/Zs2cDAA4fPlxqbK9evcokwwBg5syZ6Nu3L0JDQytcq1j/SZNgbmWF0L/+glqpLHXfvnuPZei0aZXOU5m7yck4sG4dTORyvPLTT2USVzaOjvDt3r1Kcz31yScY9NhjEAQB1yMjsf7zz/HxlCmY6eeHN4cMQdimTWWu2bRkCURRxKS5c0slwwBAKpMhcOhQg2tNffXVaifDAMDS0hJLlizRJ8MAYMyYMZg0aRLy8/OxYsWKKs+VmpoKABgyZEiZ+9q0aQNvb+9qx0dEREREREREjVeDSojduHEDhw8fho2NTalKsJYtW2LUqFEoLCzE33//Xe71w4YNK3Obr68vACA5ObnMfbm5uVi3bh3eeustPPvss5gxYwZmzJiB5ORkiKKImJiYSmNWWFig/+TJyM3IwPGtW/W3Z6enI3z7dti2aoUeJbbx1VTU0aPQabXoOngwHN3cHmguuZkZXvr+e/xw6hSe/OADdB8+HDaOjhBFEdEREfjqmWfw67x5+vFajQZR9/qeGdoWWZGgkSNrFOOwYcNge1/DfwB49NFHAQBHjhyp8lyBgYEAgHfeeQfbtm1DYWFhjWIiIiIiIiIioqahQSXE1q5dW1SFNGkS5HJ5qfuKK8aKG+4b4npvW2JJVlZWAADlfdVbBw4cgJeXFx577DEsWrQIv/76K1atWoVVq1YhNjYWAJCTk1PqGkNbJgFgxL1+Vnt//11/28H166FRqTDosccglT34ztS0mzcBAE4eHg88VzFnLy88/MoreHfdOqy4cgVfHjyoT95tX7oUl8PDAQA5d+9CVVAAS1tbWNrYVGsNewOvSVW4u7sbvN3j3uO/detWleeaMWMGJk+ejEuXLmHs2LGwtbVF//798emnn+L27ds1io+IiIiIiIiIGq8GlRAr3i4ZGhqK4ODgUh+LFi0CULT1MSEhweD1EknVHk5ubi4mT56MtLQ0vP/++7h06RLy8vKg0+kgiqK+Ckm8r4m+YGgyAO4dOqBdz56ICgvDrXtVZfvXrIEgCBjy5JNViqkh8Pb3x7w1a+DTtSsA4MzevQ88p0KheOA5HpRUKsWff/6JiIgIfPDBB+jRowdOnDiBd999F76+vjh27JixQyQiIiIiIiKietRgEmJnzpzB5cuXAQDXr1/H0aNHS32cOnUKQFGSau3atQ+01pEjR5Ceno6JEyfiww8/RPv27WFubq4/hbK4Qqw6ht+rEtu3ejUuh4cj8epVdOnfv9YquuxbtwYA3I6Pr5X5yiORSNCxTx8ARds+gXsnU5qZITcjA3lV6KtWklQoL41YsfKSnsW3u7i4VHvOrl27Yv78+Th8+DBSU1MxZ84c5OTk4NVXX61RjERERERERETUODWYhFjxVsjXX38doiga/AgNDS01tqYyMjIAGN5ief36dURERFR7zj7jxsHKzg4H1q3Drt9+A1B+M32ZiQmAot5cVdWpb19IpFKcPXAAaUlJ1Y6vOpLj4gAALZ2dARRVWHXq2xcAsGfVqmrNJa1hDHv27EFmZmaZ29evXw8ACA4O1t9mamoKANBU4/m0trbGwoULIQgCoqKiahglERERERERETVGDSIhptVqsW7dOgD/NU03pF+/fmjdujUuX76MM2fO1Hi94kb7mzZt0p9ACACZmZl4+umnoVarDV5XUa2TqUKBgVOnIis1FYc3bIC1vT16jh5tcKzdvUTTzevXqxyznbMzQqZMgaqwEN+88AKy794tdX9maiqunT5d6Tx5WVl4Y8gQHNu8GWqVqtR9Op0Oe3//Had27oREIkHQmDH6+ya88goEQcCGr77Chfsa2ms1mnK3V8qruI31frm5uXjttddKJbl27tyJv/76C2ZmZph5ryIPKDpN1MTEBDExMdBqtWXmWr16tcGk186dOyGKItwe8JACIiIiIiIiImpcHrzbey3Ys2cP7ty5A19fX3Tr1q3ccRKJBFOmTMHXX3+N1atX608PrK7u3btj6NCh2Lt3L3x9fRESEgKgqHeZvb09xo0bh82bN5ddv5Ltf8NmzMDWn36CKIoYOHUqTO5VLt2vx4gROLhuHRY/+yz8Bw6EhbU1AOCFb7+tcP5nFi7ErevXEXXkCGb5+6ND794wt7JCSmIiYs+fx4iZM+HbvXulj/96RAS+mDkTCktLePv7w87JCQW5ubhx+TJSbtyAIAh47L334NGxo/6aTn37Ytr8+fh9/ny8P24cfLp2hbOXF7LT0xF/8SLUSiXWGtjOaSOtWY3Y448/jk2bNiE0NBRBQUFITk7G4cOHIYoivv3221LVfaamphgxYgS2bt0Kf39/dOvWDaampujbty9mzpyJjRs3Ytq0afD29kbnzp1hZmaGuLg4nDhxAhKJBB9//HGNYiQiIiIiIiKixqlBVIgVN9OvqDqsWPGYdevWVWuL3P02b96Md999Fw4ODti5cyfOnDmDqVOnIjw8HDblnKRY2ZPV2scHLe/1thpaQTP93mPH4qlPPkFLFxec3r0b+9aswb4qbAM1s7LCR1u24OmFC+Hm54dL4eE4uWsXstPT0X/SJIRMnVrpHObW1vhs925Mfest+AQEIDUxESe2b8f5Q4cgkUoRMmUKPt2xAxMN9NUa/9JL+HjbNgSNGYPUpCQc37IFN65cgXuHDpi5YIHB9WxqeMKmj48Pjh8/ji5dumD37t04efIkevXqha1bt+KZZ54pM/7XX3/Fk08+ifT0dPzxxx9Yvnw5Dh06BAB47bXX8MILL8DKygpHjhzBP//8g5SUFEyZMgUnTpzAI488UqMYiYiIiIiIiKhxEsT7j1KkCu3NykKeTmfwvisnT+LtESPQsW9ffLx1az1H1jCNaNECimpsm1y5ciVmzpyJDz74APPnz6+7wIiIiIiIiIio2WoQFWKNiZ1MVm4vsQ1ffw0AGGWggqk5kgtCtZJhRERERERERET1oUH0EGtMbKRSJJb4+sqJE9i3Zg1uXL6M6IgIePn7o9fYsUaLryGxrWH/MCIiIiIiIiKiusSEWDXd3xPrVkwM9q9dCzNLSwQOG4bnvvgCElZFQUDN+4cREREREREREdUl9hCrJo0oYntmJvikVa63pSVamZgYOwwiIiIiIiIiolJYylRNMkGAi4lJuX3EqIipIMCBFWJERERERERE1AAxIVYDnnI5K8Qq4SmXQyIwbUhEREREREREDQ8TYjXQUiaDJfuEVchDLjd2CEREREREREREBjGrUwOCIMCLCR+DBADOJiYwY8KQiIiIiIiIiBooNnmqITe5HFEFBdAZO5AGRgSYLCQiIiIiIqImQSeKUIoidKIILQCtKEIAIBEESFHUZ9xUECCwZVCjw4RYDZkIAtzlcsQrlewnVoKFRAJ7NtMnIiIiIiKiRkYnisjWapGp1SJLq8VdjQbZWm2lv/PLANjIZLCVSmEjk8FGKoW5RMIkWQPHzMUD8JTLEadUGjuMBsVLLuc3PRERERERETUKOVotEpRKpN6X/BKAKhe/aACkaTRI12gg3ssRFCfJWpmYoI2pKeRsK9TgCKIossDpAVzIz0cMk2IQAFhJJAixtubpkkRERERERNRg6UQRyWo1YpVKpGs01Up+1YQAwNXEBJ4KBWylUhaRNBBMiD0gjSjiQHY28nXNu5uYACDE2hotpFJjh0JERERERERURoFOhwSlEnFKJZT1nAopTrpZSyTwUijgamoKGRNjRsWEWC1I12hwJCfH2GEYVXuFAn5mZsYOg4iIiIiIiKgUlU6HCwUFSFSpjB2KngyAn5kZvOVy7rIyEibEaklz3TrJrZJERERERETUUCWrVIjMz4daFBvkgXgtpFJ0t7CAFXdb1TsmxGpJc906ya2SRERERERE1NCodDqcz89Hklpt7FAqVFxW0t7MDD6sFqtXTIjVoua4dZJbJYmIiIiIiKghaehVYeVhtVj9YkKslsUWFuJ8QYGxw6gXziYm6GlhwRMyiIiIiIiIyOi0ooizeXlIbOBVYeUp/s26s5kZvBQKo8bSHDAhVgeuFhTgcmGhscOoUw4yGXpZWkLKZBgREREREREZmUYUEZ6bizSNxtih1ApfhQLtFQoWoNQhibEDaIp8FQr4yOXGDqPO2EqlCGIyjIiIiIiIiBoAlU6HsJycJpMMA4BrhYU4n58P1jDVHVaI1RFRFHG5sBDXmlilmP29yjAZk2FERERERERkZMXJsBydrlH1C6sqd1NTBJibs1KsDrBCrI4IgoAOZmbo2IQazjuZmKA3k2FERERERETUAGhEEcdzc5tsMgwAElQqXGomfcrrGyvE6sENpRLn8vOhAxrtN6mnqSk6m5vzCFgiIiIiIiIyOt29ZFhqE9omWZEOCgV8m1DBTUPAhFg9ydNqEZmf3+j2NJsJArpZWMDBxMTYoRAREREREREBAC4WFCC6ibUoqkxfS0v+bl6LmBCrR6IoIl6lQlQjqRbzNDVFR3NzbpEkIiIiIiKiBiNDo8GhnBxjh1HvFIKAwS1awIS/o9cKJsSMoKFXi7EqjIiIiIiIiBoirSjiYHY28ppw37CKeJiaIsDCwthhNAlMiBlJcbXYlYICKBvISyAB4CmXo72ZGavCiIiIiIiIqMFpjlsl78etk7WDCTEj04kibqvViFUqkabRQED9baUsXstCIoGXXA43U1OYSnjwKBERERERETU8zXWr5P24dbJ2MCHWgORotYhTKpGgVEJbh+sUJ8KcTUzgJZfDXiaDwG8kIiIiIiIiaqCa+1bJ+3Hr5INjQqwB0ogiklQqpKjVuKvRoPDeS1ST6rGS18gA2MpksJfJ0EYuhxmrwYiIiIiIiKgRiC4sxMWCAmOH0aCEWFnBRiYzdhiNFhNijYBKp0OmVlv0odGUSpKVx0QQYCOVwlYmg0lhIf5esQLjR45Eh/bt6ylqIiIiIiIiogcniiL2ZGWhgOkLPQFAG1NTdGWVWI0xldgImEokcJRI4FiiaZ5WFKEVRejufS4CkAoCpAAk9/5fvw3SzAyWMhniYmOZECMiIiIiIqJG5Y5Gw2TYfUQAiSoVOpqZsRd4DTEh1khJBQHSavT98vT0RHx8fN0FRERERERERFQHYgsL6/UAusZCh6KkmLdCYexQGiWmEZsJLy8vpKWlITs729ihEBEREREREVVJnlaLFI2GybByxCiVYCesmmFCrJnw8PAAAMTFxRk3ECIiIiIiIqIqilcqUfW9Uc1Pvk6HNI3G2GE0SkyINRMWFhZo1aoVE2JERERERETUKGhFEfEqFavDKiAAiFUqjR1Go8SEWDPi6emJuLg4llMSERERERFRg5eqVkPN318rJAJI5vNUI0yINSOenp7Izs7G3bt3jR0KERERERERUYUytFpul6yiLG6brDYmxJoRd3d3SCQSbpskIiIiIiIiPUEQSn1IJBLY2NigX79++PXXX8vsMpoxYwYEQUBoaGidxpVZxWb6KTduYIKdHd4bO7ZO4zFkgp0dnvP3r/L49Z99hgl2dhV+RIWFVTuOTK22SuPKe+1CQkIgCALi4+OrvXZjJTN2AFR/5HI5Wrdujbi4OHTv3t3Y4RAREREREVEDMn36dACAVqtFTEwMjh49irCwMOzfvx/r1q2r11hEUcTdKiZ5GiOPTp3g2bmzwftsHB2rNZeAqifEqksQBLi7uzfJRBkTYs2Mh4cHTp8+DVEUIQgsPiUiIiIiIqIiK1euLPX13r17MWrUKKxfvx6PP/44xowZU2+xFIpilfti2Tk747vwcMjNzes4qtoTNGoUps6bVytziQAyqrhlcuHChZg3bx7atGlTK2s3Ztwy2cx4eXmhoKAAt2/fNnYoRERERERE1IANHToUTz75JADg33//rde1M6vRE0tmYgJXX184uLrWYUQNW55OV6UEorOzM9q1awfzRpQ8rCtMiDUzrq6uMDU1xfXr140dChERERERETVwXbt2BQAkJiYavP/w4cMYNGgQrKysYG1tjdGjR+PSpUulxrz44osQBAFLly4tdx0/Pz9IJBLExsYCKNoCeOPSJSyeNQuzu3bFZGdnTG/bFnP698fyt9/G3RJFHpX1ELt2+jS+evppPN2xIx5xcsJT7dvj/fHjsWfVqlLj4i5cwKoPPsDcgQMxvW1bPOLkhNldu+KX11/H3eTkyp+sWlTyMeVnZ+O3d9/FrIAATHJ0xPK33wYA5GVlYfvSpfhw4kQ816ULLBUKtGzZEiNGjMDevXsNzlvV/m8rV67U7ypLSEgo1WMuJCQESqUS9vb2MDc3R2ZmpsE5jh07BkEQMGDAgBo/D3WJCbFmRiaTwcvLC9HR0cYOhYiIiIiIiBq4nJwcAEU9qe+3detWDBo0CPn5+Rg1ahScnZ2xY8cO9O/fv9SupFmzZgEAli1bZnCNQ4cO4dq1axg8eDC8vLwAAOGnTuGNIUNw+O+/YWZpiZ4jR8K3e3do1Wps++UX3KpikcfWn3/G2yNGIOyff2DbqhV6jRmDNu3a4cbly1j1wQelxm5asgRbf/oJANC+Vy8EDh0KURSx67ff8PrgwfWeFAMAVUEB3hs7FgfXrYNn587oMWIELG1sAABXT53Cr/Pm4VZMDFx8fDD0oYfg5+eHPXv2YPjw4fjtt99qvK6Pj4++p5yFhQWmT5+u/xgxYgTkcjmmT5+OgoICrF271uAcxa/3c889V+M46hJ7iDVDbdu2xbZt25Cfn88ySSIiIiIiIjJIFEVs27YNANClS5cy9y9ZsgQbN27E+PHjARQ1458yZQo2btyIH3/8ER999BEAoHPnzujTpw+OHTuGs2fPIiAgoNQ8xYmTZ599Vn/bnz//DFVhIWZ89BHGvfhiqfFJ167B3Nq60vgvHjuGFe++C4WFBeatXo0uJSqVtBoNzh48WGr8sBkz8PTChaWa2ut0Ovz95ZdY/9lnWPvJJ3jp++8rXbc2RUdEwK9HD/wcGQmLFi1K3de6bVt8tns3/Hr0gADAT6FAOzMzREZGYtCgQZgzZw4mT54MS0vLaq8bHByM4OBgrFq1Cvb29mX6ywFFic7Fixdj2bJleOGFF0rdl52djb/++gu2traYOHFitdevD6wQa4Z8fHwgiiJiYmKMHQoRERERERE1MFqtFtHR0Xjqqadw/PhxyOVyzJw5s8y4Rx99VJ8MAwCpVIq3723nO3z4cKmxs2fPBlC2SiwjIwMbN26Eg4NDqbky0tIAAF1CQsqs6+rrCzsnp0ofx6YlSyCKIibNnVsqGQYAUpkMgUOHlrqtc79+ZU54lEgkmPLmm2jp7IxTu3ZVumZV/bloESbY2ZX5+Pa+xBIAPPPZZ2WSYQDQyt0dfj166L/W3ush1rVrV7zwwgvIzs7GwfuSfrXJ19cXAwcOxLlz53Dq1KlS9/3xxx/Iz8/Hk08+CYVCUWcxPAhWiDVD1tbWcHJyQnR0NDqXc8wrERERERERNS/FPaNKsrKywqpVq+Dt7V3mvmHDhpW5zdfXFwCQfN/2wkceeQRz5szB2rVr8cUXX+h3K61ZswaFhYV48cUXYWpqqh/v4++Pk3v3Yukbb+Dxd99F+169IJVVPYWh1WgQdfRoUZz3tv5VRfbduzi1cyduXL6MvKws6HQ6AIBGo0HO3bvIyciAla1tlecrj0enTvA08Pt4+6CgUl/bOjnB514fN0O0Wi0uHDqEKydPQpOWBkutFgD0bZLqul3S7NmzceDAASxbtgw9SiTnGvp2SYAJsWarbdu2OH36NHQ6HSQSFgoSERERERE1d8U9oyQSCaytrdG5c2c8/PDDsC0nAeRq4FRHKysrAIBSqSx1u0KhwPTp0/H111/j77//1q/166+/AgCeeeaZUuMnvvwyzoeHIyosDP976CEoLC3h1707AocNw6DHHoNFJVsmc+7ehaqgAJa2tvqeW5U5snEjfpwzB4W5ueWOKcjNrZWEWNCoUZg6b16l4xxaty73vrSbN/HJo48iPiqq3DHFPeDqyvjx4+Hk5IR169bh66+/hqWlJSIiIhAREYHevXujY8eOdbr+g2AmpJlq27YtCgoKcPPmTWOHQkRERERERA3AypUrsXLlSvz2229YsmQJnn766XKTYQCqXVwxa9YsCIKgrx46efIkzp8/j/79+8PPz6/UWCtra3y0eTM+2bEDE15+GW6+vrhw5Ah+e+cdvNizJ27VcguglMREfPvCC9CoVHjq00/x4+nTWH/zJv65exf/3L3739bEe9sS64tJBdsNf3zlFcRHRaH32LFYtHcvwm7dglarhSiK+OWXXwAU9YGr0/hMTPDUU08hNzcX69evB/BfkrNkT7iGiAmxZqp169YwMzPjaZNERERERERUL4p7Th09ehSXL1+ucFudFEVbODv06oVp8+dj0b59WH7pEvpNnIjMlBSs/fjjCteyatkSpmZmyM3IQF5WVqWxRezdC41KhdHPPYexs2fD2csLcjMz/f13EhKq92DrWGFeHs6FhsLG0RFzf/sNvoGBsGnRQp+kjI2NrbdYnnvuOUgkEixbtgz5+fn4448/YG1tjSlTptRbDDXBhFgzJZFI4OPjw4QYERERERER1Zvi5vpff/011q9fX+4phFID/cxsHBww5a23AAA3Ll+ucB2pVIpOffsCAPasWlVpXLmZmQCAli4uZe67eOwYMlNSKp2jPuVnZ0On08G2VStIpVIAgOTec6ZWq/HPP//UyjomJibQaDQVjnF3d8eIESNw8uRJvPfee8jKysLjjz+u7xPXUDEh1oy1bdsWt2/frvM9xURERERERETAfz2nfv31V+Tm5pZ7CuH2334zWJUVsXcvAMC+gt5axSa88goEQcCGr77ChSNHSt2n1Whw5t5cAOBy79CAw3//jcK8PP3t6bdu4efXXqvag6tHLRwcYG5tjRuXL+NyeDhEAKaCAK1Wi7feegvXrl2rlXVcXFxw584dZN5LGJanONG5ePFiAA1/uyTApvrNmo+PDwRBQHR0NLp162bscIiIiIiIiKiJK+459emnnwIo/xTCLb/9hqtz5sDNzw+uvr6QymRIio5GfFQUTBUKTH7jjUrX6tS3L6bNn4/f58/H++PGwadrVzh7eSE7PR3xFy9CrVRibXw8AKDHyJFwa9cO1yMj8X/du6Ndz55QKZWICguDZ6dOaNezJ66cPFlrz8ODkspkmPDyy1j78cd4b+xYdO7XD54ODjh76hTu3LmDF154AT/88MMDr/PQQw/hu+++Q7du3dCnTx8oFAr4+fnhjfue/1GjRsHNzQ2JiYno3r07ulZwMmZDwQqxZszMzAyurq7cNklERERERET1ZtCgQQBQ4SmE8+bPx+DHHwcEAecPH8ap3buhKizEkCefxNeHDqF9r15VWmv8Sy/h423bEDRmDFKTknB8yxbcuHIF7h06YOaCBfpxJqam+HTHDox46imYyOU4vWcPkq5dw6hnn8X8TZsgNTF58Adeyya99hpe/vFHeHTsiCsnT+LIgQPw9/dHeHg4unfvXitrLFy4EC+++CI0Gg3+/PNPLF++HNu3by8zTiqVYsCAAQAaR3UYAAhiXR85QA3akSNHEBYWhjfeeAMyGQsGiYiIiIiIqG7NmjULS5cuxYoVKzBjxgyDY/J1OuypQjN8KmIukWBYixZGWz8/Px+tW7eGRqPBrVu3YGVlZbRYqooVYs1c27ZtoVKpcOPGDWOHQkRERERERE1cQkICVq9eDXt7+wpPITQTBJgYaKxPZQkA7Ixc4PLDDz8gMzMT06dPbxTJMIA9xJq9Vq1awcrKCtHR0fDy8jJ2OERERERERNQEffHFFzh//jz27t2LgoICLFy4EGZmZuWOFwQBtlIpUio54ZAAEYDNvZMm61N6ejreeust3LlzBzt27IClpSXmzZtX73HUFCvEmjlBENC2bVv2ESMiIiIiIqI6s337dqxZswZSqRQffPABXn755UqvsZHJwBqxqjFGQiwnJwfLly/Hnj170LVrV2zduhWurq71HkdNsUKM0LZtW0RERODu3buws7MzdjhERERERETUxISGhlb7GlupFGx6XjUtjLBl0sPDA425LT0rxAheXl6QSqWsEiMiIiIiIqIGw9HEhFU8lRAAOMlk7LdWA0yIEUxNTeHu7s6EGBERERERETUYUkGAh1zObZMVEAF4KhTGDqNRYkKMABRtm4yPj4dKpTJ2KEREREREREQAAA+5nNsmK2AmCHA08gmTjRUTYgSgKCGm1WoRFxdn7FCIiIiIiIiIAACWUikc2Fy/XF4KBQRul6wRJsQIANCyZUvY2dnh2rVrxg6FiIiIiIiISM+LVWIGCQDcTU2NHUajxYQY6bVt2xbXr19v1KdEEBERERERUdPiZGICBaugShEAuJqawlTCtE5N8ZkjvbZt2yI7OxspKSnGDoWIiIiIiIgIACAIArzkcmOH0aCIAJ+TB8SEGOm5u7tDLpfj8uXLxg6FiIiIiIiISM9boYA5q6EAFFWHtTE1hS2b6T8QvptITyaTwc/PD5cuXTJ2KERERERERER6UkFAoIWFscNoEEwFAZ3NzY0dRqPHhBiV0rFjR6SmpnLbJBERERERETUoLWUyeHObILpZWMCEPdUeGBNiVIqXlxfkcjmrxIiIiIiIiKjB6WBm1qy3TrYxNUUrExNjh9EkNN93ERkkk8nQrl07XLx40dihEBEREREREZXSnLdOyrlVslYxIUZldOjQAWlpadw2SURERERERA1Oc906ya2StYsJMSqjeNskq8SIiIiIiIioIepgZoaWMhmaS3rIT6HgVslaxoQYlVG8bfLSpUsQRdHY4RARERERERGVIhUEtNdoYCWRNPmkmJdcjnYKhbHDaHJkxg6AGqYOHTrg3LlzSE1NhaOjo7HDISIiIiIiomYuMzMTCQkJiI+PR3R0NPLy8uDl5wfnkSORp9OhKZZzuJmYoLOZGQRulax1TIiRQd7e3vptk0yIERERERERkbGcOHECR48eRU5ODgBAEAT9bqaeXbvCw8oKR3NykNPEkmJtTE3R1dycybA6wi2TZJBUKtWfNsltk0RERERERGQsWVlZ+mQYAP3vqPb29vD19YVcIkE/a2vYSKXGCrHW+cjlTIbVMSbEqFwdO3ZEeno6T5skIiIiIiIioxk8eDBcXV3L3N67d299wshEENDXygrOjbjxvHDvo6OZGTpym2SdY0KMyuXl5QWFQsHTJomIiIiIiMho0tLSkJ2dDUEQ9EkiuVyOzp07lxonEwT0tLBAdwsLyASh0TXbt5RIMMDKCm0VCibD6gETYlSu4m2TPG2SiIiIiIiIjOHy5ctYvnw5zM3NMX36dJiamgIAAgMDYWKgGkwQBLiammKItTVaNYJqseKqsHYKBQZaW8NGxlbv9YUJMapQhw4duG2SiIiIiIiI6pUoijh06BD++usvtG3bFjNnzoS7uzsee+wxuLi4oGfPnhVer5BIENQIqsWKq8LamZlBwqqweiWILP2hCmi1Wnz55Zfo0aMHBg0aZOxwiIiIiIiIqIlTqVTYvHkzLl26hJCQEPTv3/+BthAW6nQ4n5+PW2o1BKBBnEQpAeCrUMBXoWAizEhYi0cVKrltcuDAgdzHTERERERERHUmNTUVGzZsQEZGBiZPnoz27ds/8JwKiQQ9LS2Rp9UiXqVCvFIJdT3XBhUn4iwlEnjJ5XCTy2HC36+NigkxqlTHjh1x9uxZ3LlzB05OTsYOh4iIiIiIiJoYURQRGRmJnTt3wtbWFs888wwcHR1rdQ0LqRQdzcyQfuYMFK6uyLezQ6ZWW+dVYwIAZxMTeMnlaCmTsdCkgWBCjCrl6empP22SCTEiIiIiIiKqTUqlEtu2bUNUVBS6deuGESNGGGyY/6B0Oh22b9+OiIgIODs747nnnkOmRoMElQqpajVydTr92JokyUpeIwHQQipFKxMTeMjlUEjYwr2hYUKsERNFEdp7/xNFETJBBimktZ5tLrltctCgQcxmExERERERUa24desWNmzYgPz8fEycOBGdOnWqk3Xy8/Px999/Iz4+HgBgZWUFALCRyfQnO2pFEVlaLTI1GmRoNMjQakslycpTnPyylclgI5XCRiaDlUTC350bOCbEGgGtqEW6Nh13tHeQoknBbe1tZGgzoIXW4HgJJLCUWMJJ6oRWslZwlDrCQeYAuSCvcQzcNklERERERES1RRRFhIeHY9++fXBycsKTTz4JW1vbOlkrJSUFf/zxB7Kzs/W36QwkuqSCADuZDIUpKdi2bBmGDBmCgX36oFCngxZFCTOtKEIQBEjvjZcCMGPyq1FiQqwB0ok6xKpjkaBOwG3tbdzV3oUORd+sEkj0n5d7PXTI1mUjR5eDaHU0xHtFm9YSazhJndDapDX8TPwgl1Q9QcZtk0RERERERFQb8vLysHnzZkRHR6N3794YPHgwpFJpnayVmJiI1atXQ6PRQCzRSF+pVBocr1Kp8OeffwIA4uLi0LdvX1jUUWxkXEyINSC5ulxcVF7EOeU5FIgFBpNflSXDShLv2/FcnCS7pr6GwziMdqbt4C/3h4PModK5pFIp2rdvz22TREREREREVGPx8fHYtGkTtFotHnvsMbRt27ZO18vJyYFWW3Z3lUqlKnObKIrYvn27vpIsKSkJOp0OEvb/apKYEDMyURRxU3MT55TnEKOOKbrtXiKrOsmvKq93b24ttLikuoSLqotoJW2FAHkAfEx9IBPKf0t06NABkZGRSE5OhouLS63HRkRERERERE2TTqfDoUOHcPjwYXh4eODhhx/W9/GqSx06dIC7uzt27dqFqKgo/e2GEmJnz57F+fPn9V8rlUrcunULrq6udR4n1T8mxIwoWhWNYwXHkKnLhAChTEVXXSteL0Wbgt35uxFaEIqu8q7orugOqVC2JNTLywuWlpY4d+4cE2JERERERERUJdnZ2di0aRNu3LiBkJAQ9OvXr16rriwsLJCTk4PWrVuja9euOHbsGMzNzUuNSUlJwfbt20vdJggCoqOjmRBropgQM4J8XT4O5B/QV4QBZbc31qfitZWiEuGF4bimuobhFsPhKHMsNU4ikaBLly6IjIzE0KFDIZPx7UNERERERETlu3r1KjZv3gwTExNMnz4d7u7u9R5DUlISEhISMHnyZLRv3x7dunUrM+bIkSPQarWQSCT6hvuiKOLq1asYOHBgfYdM9YAbYetZtCoav2f/jlh1rLFDKVeGLgPrc9bjeMFxaMXSe60DAgJQUFCAa9euGSk6IiIiIiIiaug0Gg127dqF9evXo02bNpg1a5ZRkmEAcOzYMdjZ2cHPzw9AUeXX/X2xhw0bhrFjx6J9+/YAoC8ASU1NNXgiJTV+LPGpJ4aqwhqq4oqxk4UncV11vVS1mIODA1q3bo2zZ8+iQ4cOxgyTiIiIiIiIGqD09HRs3LgRKSkpGDFiBHr27Gm0g9lSUlJw+fJljBkzpsJtmlZWVujWrRsEQcDFixfx+uuvo6CgACqVik31mygmxOpBrCoWe/L3QCWWbdrX0BVXi/VU9ESQIgiCICAgIAA7duxATk5OvTRBJCIiIiIiosbhwoUL2LZtGywtLfH000/D2dnZqPEcOXIE1tbWCAgIqNL45ORktGzZEnK5HHK5vG6DI6NimrOORSmjsDVvK5Si0qh9wmpKvPe/E4UnsDd/L3SiDp06dYJUKsW5c+eMHR4RERERERE1ACqVCps3b8amTZvg5+eH5557zujJsLS0NERFRSE4OBhSadmD4wy5ffu20eOm+sEKsToUURiBIwVHjB1GrbmsugylqMRIi5Fo3749zp49i759+xqt9JWIiIiIiIiM786dO9iwYQOysrIwbtw4+Pv7N4jfE48cOQIrKyt07dq1SuN1Oh1u376Ndu3a1XFk1BCwQqyOnCo41aSSYcVi1bHYmrsVXQK6ID09HUlJScYOiYiIiIiIiIxAo9Hg4MGDWLp0KaRSKZ577jkEBAQ0iGRYeno6Lly4gODgYH2D/MrcvXsXarUaTk5OdRwdNQSsEKsD5wrP4VjhMWOHUWduaG7A1NEULWxaIDIyEm5ubsYOiYiIiIiIiOpRfHw8tm3bhoyMDPTt2xf9+/evcuKpPoSFhcHCwgLdunWr8jXJyckAwC2TzUTDebc2EVeUVxBaEGrsMOrcdfV12I22w8W/L2LEiBEwNTU1dkhERERERERUxwoKCrBnzx6cPXsWbm5umDx5MhwdHY0dVil3797FuXPnMGzYsGol6ZKTk9GiRQuYmZnVYXTUUDAhVotSNCnYk7/H2GHUm4yWGUB74PLly/D39zd2OERERERERFRHRFFEVFQUdu/eDY1Gg9GjRyMwMLBBbI+8X1hYGMzNzREYGFit69hQv3lhQqyWaEUtduftNnYY9c482BxnQs8wIUZERERERNREZWRkYPv27YiJiUGHDh0wYsQIWFlZGTssgzIzM3Hu3DkMHjwYJiYmVb5Op9Ph5s2b6NevXx1GRw0JE2K15GThSdzV3TV2GPVPAmR0yMDdjLuws7UzdjRERERERERUS7RaLcLDwxEaGgpzc3M8+uij8PX1NXZYFQoLC4NCoUD37t2rdV1KSgpUKhV7ZDcjTIjVghRNCk4VnjJ2GMYhADJnGfbf3I9HbB8xdjRERERERERUC27evImtW7ciJSUFQUFBGDhwYIPvHZ2VlYXIyMgaxZqYmAiJRAIXF5c6io4aGibEHlBz3Sp5v5tON5GhyYCtzNbYoRAREREREVENKZVKHDhwAKdOnUKrVq3wzDPPNJokUVhYGORyOXr27Fnta5OSkuDk5FStbZbUuDEh9oCa7VbJ+wnA1rtb8aTDkw2yqSIRERERERFV7OrVq9ixYwcKCgowZMgQ9OrVCxKJxNhhVUl2djYiIyMxYMCAGlWyJSYmom3btnUQGTVUTIg9gAxtRvPdKnkfQSIgQ5KBi6qL6CTvZOxwiIiIiIiIqIpycnKwc+dOXL58GT4+Phg9ejRsbGyMHVa1HD16FCYmJjWqDsvLy0NGRgb7hzUzTIg9gAvKC8YOoUERRRERBRHoaNqRVWJEREREREQNnCiKOH36NPbv3w+ZTIaJEyeiY8fG9/tcTk4OIiIiEBwcDLlcXu3rExMTAYAJsWaGCbEaUotqRCmjIEI0digNhiAIyBAzkKxNhouscewxJyIiIiIiao5SUlKwdetWJCUloVu3bhgyZAjMzMyMHVaNHDt2DFKpFEFBQTW6PikpCVZWVrC2tq7lyKghY0Kshq6prkENtbHDaHh0wLnCc3CxZEKMiIiIiIiooVGr1Th8+DCOHTsGOzs7zJgxA+7u7sYOq8by8vJw+vRp9OnTBwqFokZzJCUlwc3NrdFVxtGDYUKsBkRRxNnCs8YOo2GSANGqaAzQDYC5xNzY0RARERERERGKfo+9ePEiDhw4gOzsbPTr1w/BwcGQyRp3WuDw4cOQSqXo1atXja7XarW4efMmBg0aVMuRUUPXuN/5RnJHewdpujRjh9FgiRBxUXkRPcx6GDsUIiIiIiKiZk0URcTExGD//v24ffs22rZti8ceewz29vbGDu2BZWRk4PTp0wgJCanxds87d+5Ao9HA1dW1lqOjho4JsRo4X3geAgT2DyuHCBHnlOcQqAiERGgcR/QSERERERE1NUlJSdi/fz/i4+Ph5ubW6LdH3u/AgQOwsLCocXUYUNRQXyqVwtnZuRYjo8aACbFq0ogaXFVfZTKsAoIgIE/MQ5ImCW1M2hg7HCIiIiIiomYlNTUVBw4cwJUrV+Do6IipU6fC19e3SfXISk5ORlRUFMaOHQsTE5Maz5OUlARnZ+dGv3WUqo+veDWladOgg87YYTR8OuCO5g4TYkRERERERPUkKysLoaGhOHfuHKytrTF+/Hh07twZEknT27mzb98+2NvbIyAg4IHmSUxMRIcOHWonKGpUmmVC7P6suEwmQ4sWLeDs7IzAwECMHTsW48aNM5ghvqO5U19hVmjnZzuxe9FuPPr9owh6rGZHy9YlESIS8hLYR4yIiIiIiKiO5efnIywsDCdPnoRcLsfw4cMRGBjYZKueYmJiEBsbiylTpjxQsi8nJwdZWVnsH9ZMNc3vjiqaPn06AECn0yErKwvXrl3D77//jlWrVsHHxwdr165Fz549S12Tok2pdv+wE3+cwLoX12H4m8Mxct7IWn0MDZUgEXBbedvYYRARERERETVZKpUK4eHhOHbsGERRRHBwMHr37g25XG7s0OqMKIrYt28f3Nzc4Ofn90BzJSYmAgDc3NxqIzRqZJp1QmzlypVlbouJicE777yDv/76CwMHDsTRo0dLlWDe1txm/7Aq0sq1SM9NR0vLlsYOhYiIiIiIqMnQarU4c+YMDh8+jMLCQnTv3h39+vWDhYWFsUOrc1FRUbh9+zZmzpz5wD3RkpKS0KJFC1hZWdVSdNSYNOuEmCHe3t74888/YWVlheXLl+Opp55CREQEgKKG+hm6DCNH2LiER4djdNfRxg6DiIiIiKjeiGLRH9CbUgNzahhEUURUVBQOHjyIjIwM+Pv7IyQkBDY2NsYOrV5oNBocOHAAfn5+aNPmwftVJyYmsjqsGWNCrBxfffUV1q9fj8jISISFhSE4OBhp2jSIEHFxz0Wc23IO8afikZWcBVEnwt7THl0ndMXAFwZCJv/vaf1u7HeIORoDANi9aDd2L9qtv6+4/5coiojYFIGoHVFIOp+ErOQsCBIBrXxboeejPdFnZp8K90XHn47HzoU7kXAmAaJOhHugO0a9MwoePTxKjavJOqIo4syGMzj621GkxqaiMLsQli0t4djWEZ1Hd0a/Z/oZXCP893AknU+COl8NH28fTJkyBW+++SbMzc1Ljc/NzcV3332H9evXIz4+HlqtFq1atUK3bt3wzDPPYPjw4dV63YiIiIiI6ppOFJGj1SLz3keGRoM8nQ46UYQO0O8nEQBIAEgFAZYSCWxlMtjIZLCRSmEpkTBhRlUmiiKuX7+O/fv3486dO/Dz88PUqVPh6Oho7NDq1enTp5GVlYXHHnvsgefSaDRITk5Gp06daiEyaoyYECtHixYtMHLkSGzYsAEHDx5EcHAwUrQpAID1L6+HukAN5/bOcOnogsLsQtyIuIHtH2/HtcPX8PzG5yGRFiWW2g9uD51Gh7gTcXDp5ILWnVvr13DwcgAAaJQarH52NSzsLNDKrxVcu7gi724e4k/FY8MbG5AQkYDHf3jcYJzxJ+Px12t/wcHTAe2HtEdaXBquHbqGmOMxePaPZ9FuUDv92Jqss+WDLTj4/UHI5DJ49/aGRUsL5KTk4NbFW0iNTS2VENPpdFgzaw0iNkZAbimHW4AbFDIF0q6k4cMPP8TOnTsRGhoKMzMzAEVlvkOGDMGJEydgb2+PkJAQKBQKJCUlYceOHbCwsGBCjIiIiIiMTieKSFarkabRIEOjQbZWqz93XgDKbagiAtAC0Ioi7mq1yNBqISqVAAApgBZSKWxlMjiamMBRJmOCjAxKTEzE/v37kZCQgDZt2uCpp55qllVNhYWFOHz4MAICAuDg4PDA8yUnJ0Or1TbL55KKMCFWgYCAAGzYsAGXL18GAOTr8iGBBJO/ngy/gX4wNTPVjy3MKcTq51bj4u6LOP33afScWtSMf8irQ2DlaIW4E3HoPKqzwab6EpkET61+Ch2HdYTURKq/PTctF79M+QWn1p1Cr8d7wbuPd5lrj/9+HEPnDsWod0bp/wMa9lsYNry+AX+8+AfeO/OePs7qrqMuVOPIsiOQW8rx5pE30dL9v15gWo0W8afiS8US+n0oIjZGwCfYB9OWTYN1K2tI0iUwCzVDeHg4li9fjg8//BCfffYZAODw4cM4ceIEevTogcOHD0OhUOjnys7ORnR0dBVeJSIiIiKiupGv0yFeqUScUgm1KBpMflWnu3DJsVpAnySLUSphJgjwUijQxtQU8gc4NY+ajpSUFBw4cABXr15Fq1at8Nhjj8HHx6fZJk6PHTsGtVqNkJCQWpkvKSkJMpkMrVq1qpX5qPHhT9oK2NvbAwAyMor6hmlEDQCg86jOpZJhAKCwUmD8J+MBAFE7oqq1jlQmRZfRXUolqQDA0t4SY/43BgBwYccFg9fautlixFsjSv1QDH4qGO6B7si+nY3zW8/XeJ3CnEJolBrYe9qXSoYVz+Xd+78EnVajxf7v9sPUwhTTf50O61bWAABza3PcvHkT7733HpycnLB06VLodEV/T0tNTQUA9O3bt1QyDACsra0RGBhY3lNGRERERFQnRFHEHbUa4Tk52JOVhejCQqjv9QSri6O1iucsEEVcLCjArqwsnM7NxV2NRt+LjJqP4q2Ra9aswU8//YQ7d+5gwoQJmDVrFtq2bdtsk2E5OTk4fvw4evXqBWtr61qZMykpCa1bt4ZUKq18MDVJrBCrwP3NMLXQ6u9LjUnFpb2XkBaXBmWesmjsvf9epcam1mi9pAtJuHrwKjISM6DKV0GECGWOssI5/cf6Qyor+w3cbWI3JJxJQMzxGHSf3L1G61g5WMHGxQY3L9zE1g+3ovf03rD3sDcc+7kk5KXnwS/ED1aO/53QIZPLYGVlhfPnzyMwMBDbt29HdHQ0/Pz8EBAQAIlEghUrVqBDhw54+OGH0bIlT6QkIiIiovoniiISVCpcKyxEvk6H4rRDfaekRAA31WokqdWwlkjQzswMLqamlV5HjZtarcaFCxcQHh6O1NRUODk5Yfz48ejUqRMTNgBCQ0NhYmKCvn371sp8oigiMTERXbp0qZX5qHFiQqwCaWlpAAA7OzsARRVioiji3//9i0M/HSr3LzbKXGW11tGoNPjjhT8QsTGi3DHlzWnrZmvwdrs2RTFn385+oHUe+/Ex/P7M79j/zX7s/2Y/bN1s4dPXB10ndEWHoR304+7euAsAuBp6Fa/avVru/EDR8+rn5wdfX18sWrQIb7/9Np577jnMnj0bnTp1wuDBgzFjxgz+cCIiIiKiepGn1SIiPx/pGo3+NmPWZhWvna3T4WReHlqrVPA3N4cpt1I2Obm5uTh16hROnz6N/Px8+Pn5YdSoUXB3d2+21WD3S0tLQ2RkJIYOHVpmZ1FNZWdnIycnh/3DmjkmxCoQGRkJAOjQoSjxIxWkiNgUgdAfQ2HT2gYTPpkAjx4esLS3hNRECo1Kg9edXq92aXPoj0W9t5w7OOOh+Q/B1d8V5jbmkJpIkXI9BZ/2/LRWyqVrso5vf1+8d/o9XNxzEZf3X8b1sOs4tf4UTq0/Bf+x/pi5aiYAQNQVXWfvZQ/PIE/99aYwhYfEA5cuXYKTkxMcHR1LVYHNnTsXkydPxr///ou9e/fiyJEjWLx4MZYsWYLFixfjlVdeeeDHTURERERkiCiKiFepEJWfr2+S3xDdUquRkp2NrubmrBZrIm7fvo3w8HBERUVBIpGga9euCAoK0hdj0H/2798Pa2tr9OjRo9bmTExMBAC4urrW2pzU+DAhVo6srCzs3r0bADBw4EAAgAwynN9e1JPrka8eQcdhHUtdkx6fXqO1zm8rmnPasmlwbu9crTkzEjMM3n43sahiy9rpv/3VNV1HYa1A4KRABE4q6ukVfyoeK2euxLmt53Bp7yV0GNoBNq1tAACt2rYqdVJlS0lLPNHiCfzzzz+4ceMGXnrpJUju+8uWm5sbXnrpJbz00kvQaDRYv349Zs6ciTfffBPTpk2Dra3hKjgiIiIiopoyVBXWUIkA1KLIarFGThRFXLt2DeHh4YiPj4e1tTUGDhyIwMDAWqt8amoSExNx5coVTJgwATJZ7aUvEhMTYWtrCwsLi1qbkxof/hQtx9y5c5GXl4cePXqgd+/eAIoqxPIz8wEANi42Za6J/DfS4Fwy06JvXJ3W8N+dCrIKiuZsXfU5i53fdt7gvJGbiq7z6uVVK+uU5NHDA92nFPUlS76cDABo07UNFNYKXD96HXkZefqxMqHosffs2ROZmZm4du1ahXPLZDI88cQT6NGjB1QqFU+aJCIiIqJaF69U4kB2Nu42gmTY/W6p1dibnY3bKpWxQ6EqUqlUOHXqFH744QesX78earUaEydOxMsvv2zwgDEqotPpsHPnTjg5OaFz5861OndSUhK3SxITYveLjY3FlClTsHz5clhYWGD58uX6+0wFUzj6OAIAjq86Xmp7YczxGBz8/qDBOYurtFKiUwze7+DtAAA4uuJoqdvPbj6L03+erjDeuzfuYtfnu0rddmzlMcSfioeVoxX8x/rXeJ2MpAyc+OMEVPml/2OrLlQj+khRoqo4uSaTyzD45cFQ5irx27TfkBZf1H9NLsgBAK1bt4a5uTkWL16sn+fgwYPYt2+f/tTJYnFxcbh8+TIEQWAJKxERERHVGlEUcamgAGfz86GFcfuE1VRxtVh4Xh7ildXrXUz1Kzs7G/v27cPixYuxc+dOtGrVCk899RSeeeYZNsuvgsjISCQnJ2PUqFG12k+tsLAQycnJaNOmTa3NSY1Ts94yOWPGDABFmefs7Gxcu3YNV65cgSiKaNu2Lf74449SmWh7qT36PdcPJ9adQNjyMFwPuw7njs7ISs5CXHgcQl4IMZgU8+juAUsHS5zbcg7fjf0OLd1bQiKRIOjxIHgGeWLwy4NxZf8VbPtwG85tPgcHbwekxqYiMTIRA18cWG6iDQB6T+uN/d/sx/lt5+HS0QVpcWm4EXEDUhMpHvv+MZia/9djoLrr5GXkYd2L67DxzY1wC3CDjYsNlPlKxJ+MR25aLty6usF/zH8Jt8GvDsad6Ds4/edpLOy1EK6dXeHj6YM1ujW4evUqLl26BEdHRyxYsACOjo44d+4c5syZAwcHBwQGBqJly5ZITU3FoUOHoFQq8dJLL8HFxaWmLy8RERERkZ4oijhfUIC4JpREOpufD40owocVRg3KzZs3ER4ejkuXLsHExETfH8zGxsbYoTUaBQUF2L9/P/z9/Wu9kis+Ph6iKMLLy6vywdSkNeuE2KpVqwAUbdOztraGi4sLpk2bhnHjxuGhhx4qk7F3lDrC0ccRc/fPxZb5W5BwJgEXd12Eo48jJn89Gb2n9zaYvDJRmOC59c9h+4LtSIhIQOyxWIiiCM9envAM8oR3H2+8vONlbP9kO26ev4mU6ylw6eCCmatmwtXftcKEmEdPD/R8rCd2LtyJi7svAgB8B/hi5LyRpZrbA6j2OvYe9hi3YByiD0fj9tXbuBFxA6bmprBzt8OQOUPQZ3ofyOT/vYUkEgme+OkJBDwUgGOrjuFG5A3cOn8Ltra2cHNzw9y5c6HRaHDy5EmMGTMGY8aMQXp6Og4ePIhz584hPT0dDg4OCA4Oxv/93/9hwoQJ1XtBiYiIiIgMEEURkfn5uNEEtxlGFRRAK4rwMzMzdijNmk6nw5UrVxAeHo7ExETY2Nhg6NCh6Nq1K+RyubHDa3QOHDgArVaLIUOG1PrcsbGxsLW1Za9qgiDWxvGFzcivmb8iT8yrfCABAGZYz0ALaQv916GhoTh27Bhee+017pUnIiIiojoniiKiCgoQ04QqwwzpbGYGb/77ut4VFhbi7NmzOHHiBDIzM9GmTRv06tULfn5+ZQ4To6q5ffs2li5diqFDh+r7edemH374AW3atMHYsWNrfW5qXJp1hVhNOMmcEKuOhdgoOw7UL1OYwlpiXeq2wMBAHDlyBJGRkXXyw42IiIiIqKSrhYVNPhkGABcKCmAiCGjDaqQ6p9FoEB0djfPnzyM6OhqiKKJjx4545JFH2PLlAYmiiB07dsDe3h49e/as9fmzs7ORlpaGkJCQWp+bGh8mxKrJUeqIWHWsscNoFBxljmWaH1pZWaFDhw44deoUgoKC+FcTIiIiIqozN1UqXCksNHYY9SYiPx9WUilsZfw1r7aJooiEhAScP38ely5dglKphLOzMwYPHoxOnTrBysrK2CE2CRcuXEBiYiKefPLJOjl0IDa26Hd5T0/PSkZSc8CflNXUStaK1WFVIIEEraStDN7Xs2dP/Pbbb7h+/Tp8fX3rOTIiIiIiag6UOh3O5ucbO4x6JQA4nZeHQdbWkNbiqXzN2Z07d3D+/HlERUUhOzsbNjY26NmzJzp37gwHBwdjh9ekKJVK7N27Fx06dKizhvexsbFwdnaGubl5ncxPjQsTYtXkKHU0dgiNgg46OMoMP1eurq5wcXHB8ePHmRAjIiIiojpx7t4JjM2JCCBPp8OVwkJ0ZJP9GsvKysKFCxdw4cIFpKSkwMzMDB07dkSXLl3g6upaZhcM1Y5Dhw6hsLAQw4YNq5P5RVFEbGwsAgIC6mR+anyYEKsmM4kZXKQuSNYms1KsAlJI4S5zN3ifIAjo27cv/v77byQmJtb6MbpERERE1LzdVKlwS602dhhGE11YCBcTE26drIaCggJcunQJFy5cQEJCAmQyGfz8/DBo0CD4+PjUyfY9+k9aWhpOnDiBAQMGoEWLFpVfUAMpKSnIy8urs+ozanz4E7IG/BX+uJV3y9hhNFgCBLQ3bQ+5pPyGnu3bt4e9vT3CwsLw6KOP1mN0RERERNSUNcetkvfj1smq0Wg0uHbtGi5cuIDo6GjodDp4enpi/PjxaNeuHeQ8oKBeiKKInTt3okWLFujTp0+drRMbGwuZTIY2bdrU2RrUuDAhVgPeJt5QCAoUis2nQWd1iBDRRd6lwjHFVWKbN2/GnTt30KqV4X5jRERERETV0Ry3St6PWyfLJ4oi4uPjceHChVLN8YcMGYKOHTuyOb4RXLlyBbGxsXj00Uchq8Oqxri4OLRp06ZO16DGhe+EGpAKUnSRd8GpwlPcNnkfAQIcpY5wkFXeYLJz584IDQ3F0aNH8fDDD9dDdERERETUlN1Wq5v1Vsn7RRcWws3UFNbNfLufKIq4c+eOvi9YTk4ObG1tERQUhM6dO8Pe3t7YITZbarUau3fvRtu2beu0v7RWq0V8fDz69+9fZ2tQ48OEWA11knfCqcJTxg6jwREhIkAeUKWxUqkUffr0wa5duxASEgI7O7u6DY6IiIiImrTrhdzBUZIAILawEAEWFsYOpd6p1WokJCQgJiYG169fR1paGszMzNCpUyd07tyZzfEbiLCwMOTm5mLatGl1uk5SUhLUajX7h1EpTIjVkJXECp4mnohTx7FKrAS5IIePqU+Vx3ft2hWHDx/G0aNHMXbs2DqMjIiIiIiashytFmkajbHDaFBEADdUKnQ0N4dJE0/+iKKI1NRUxMTEICYmBgkJCdBoNLC2toa3tzeGDh0Kb29vNsdvQDIyMnD06FH07t27zosjYmNjYWZmBmdn5zpdhxoXJsQegL/cH7HqWGOH0WAIENDJtBNkQtXfViYmJujVqxdCQ0MxYMAAWFtb12GERERERNRUxSuVEAD+qfo+OgCJSiW8FApjh1LrCgoKEBsbi+vXryM2NhbZ2dmQyWRwd3fXnw5pb2/PSrAGavfu3bCwsEC/fv3qfK3Y2Fh4enryvUClMCH2ANxkbnCXueOG5garxAAoBAW6K7pX+7ru3bsjLCwMx48fx/Dhw+sgMiIiIiJqyjSiiHilkv8iL0eMUglPubzRJwN0Oh1u3ryJ69evIyYmBrdu3YIoinBwcECHDh3g4+ODNm3awMTExNihUiWuXLmCq1evYtKkSTA1Na3TtQoLC3Hz5k0EBATU6TrU+DAh9gAEQcAQiyH4Pet3qMHmnUPMh0Ahqf5fnhQKBXr27Inw8HD069cP5ubmdRAdERERETVVSSoVtMYOogHL0+mQptHAoREmirKysvQJsLi4OBQWFkKhUMDLywvdunWDj48Pd5k0MoWFhdi+fTt8fX3RoUOHOl8vPj4eoiiyfxiVwYTYA7KUWCLEPAR78/caOxSjESDA18QXXqY1/wETFBSE48eP4+TJkwgJCam94IiIiIioSRNFEbFspl8hAUCcUtkoEmJqtRrx8fH6XmBpaWkQBAGtW7dGUFAQfHx84OLiAolEYuxQqYb27NkDlUqF0aNH10vVYmxsLGxtbWFra1vna1HjwoRYLWhv2h7XVNea7dZJhaBAiHnIA81hYWGBwMBAnDhxAr1794ZcLq+d4IiIiIioScvWapGt0xk7jAZNBJCsVkOl08G0gSWSdDpdmWb4Wq1W3wx/4MCB8PT0hJmZmbFDpVoQFxeHyMhIjB49ut4q++Li4uDp6Vmja1WiCqmaVGTrsqGBBlpRCw00ECBABhmkghQmgglsJbZoKW0JqcBDGxoTJsRqQXPfOlnTrZL36927N06dOoUzZ86gT58+tRAZERERETV1GVpulqwKEUCmVgtHIybERFFEeno6bt26hVu3biE5ORnJyclQq9WQyWTw8PDAkCFD4O3tzWb4TZBarcbWrVvh7u6OwMDAelkzOzsbaWlpVdqFVJz8uqO9gxRtCpI1ycjWZZcaI+C/9+T9xTASSNBS2hJOUic4yhzhKHVkkqyBY0KsljTHrZO1sVWypBYtWqBLly44fvw4evbsCZmMb08iIiKimqhuIsHd3R3x8fF1E0wdy9BojHq6ZMqNG5gVEICOffvi461bq319xL59OPTXX7hy8iQyU1MBAC1dXODXowdCJk+Gf4lf5KPCwvC/hx7CwEcfxcs//FDttTK1WjjW07ZJURSRkZGhT34VJ8BUKhUAwM7ODs7OzvDz84OLiwtcXV357/8m7uDBg8jJycHjjz9eb8nO2NhYACi3QkwpKnFFeQUXlBeQrksH8F/Sy9Dur4p2hOmgQ6o2FenadFxQXQBQlCRzlbnCX+4PDxMPSISGVaHZ3PEnTi1qb9oeSeokXFZfNnYodU6AABuJzQNvlbxfcHAwzp49i7Nnz6J79+qfWElEREREwPTp08vcFhYWhpiYGPj7+5c5bc3e3r6eIqt9GRpNo2xaUpCTg6+efRZn9uyBIAhw79gR3v7+AIBbMTEIXb8eoevXY/Djj+PF776rlTUzNZpamed+oigiKyurTPKr8F5vNxsbG7i4uKBfv35wcXGBs7Mzt0A2Mzdv3kR4eDgGDRqEli1b1tu6sbGxcHZ2LnNwW5o2DeeV53FZeRkalP6+eNA2SDroSn2eqEnEDc0NWAgW8Jf7o6O8I8wlPEiuIWBCrBYVb51U5ikRp45rsv3EBAiwlFhiotXEWtkqWVLLli3RsWNHHD16FN26dWOzTCIiIqIaWLlyZZnbZsyYgZiYGIwfPx7z58+v95jqglYUkdMI+4dpNRosmDIFl8PD4RsYiBe+/RZt2rcvNebm9etY+/HHuF2LlXsZtZAQE0UROTk5pZJft27dQkFBAQDA2toaLi4u6N27N1xcXODi4sJT5Js5rVaLLVu2wMnJqV5b44iiiNjYWP0fALSiFtfV13Gu8ByStckQINTL7+zFa+SJeTheeBzHC4+jrUlb+Cv84Sx15tZgI2JCrJZJBAlGWozE5tzNuKm52eSSYgIEKAQFJlpOhIXEok7WCA4Oxi+//IKoqCh06dKlTtYgIiIiosYvR6ttlP/a3vLjj7gcHg63du3w0ebNkBtIGLX28cGbK1fiUnh4ra1bIIrVaqwviiJyc3ORnJxcKvmVl5cHoOhgrNatW6Nnz5765JelpWWtxUtNw9GjR5GamornnnuuXgseUlJSkJeXBy8vLySpk7Anfw9ydDkVbomsa8VrRqujcU19DW4yNwyxGAJrSf0cMEClsfymDsgEGR6yfAiuMldjh1KrBAgwF8zxiNUjaCFtUWfrODk5oW3btggLC4MoNsZ/4hARERE1LhqNBj/99BN69+4Na2trmJmZISAgAEuWLIHGQFWRh4eHvqrhhx9+QKdOnWBmZgZPT08sWrRI/2+4iIgIjB07FnZ2drC0tMS4ceOQkJBQZr4ZM2ZAEASEhoZi586dCA4OhqWlJWxtbfHwww/jypUrBuPO1GoR+uefeHvkSDzWpg2mtG6NV4ODsXHxYqjubdcr6dsXXsAEOztEhYUhcv9+/O+hh/C4hwcm2NkhLysLAHDp+HEsffNNvBocjCc8PTHFxQUvBgXh9w8/1I95EFqtFlt//rnocX/0kcFkWEkdevUyeHtORgZ+njsXT7Vvj0ecnPBynz7Yt2aNwbGn9+zBdy++iBeDgtDSxgYWFhbw9/fHp59+CqVSCZVKheTkZERFRSE0NBQvvvgiBEHA0KFD8f7772PixIkYM2YMZsyYgWXLlsHR0RFz5szB3Llz8eijjyIkJAS+vr6wsLDA0qVL4e/vDzMzMzg5OeHpp59GSkpKqdf4fnfv3sXbb7+NDh06wMzMDC1atMCgQYOwbds2g48nKioKTzzxBLy8vKBQKODg4ICAgAC8+uqrSE5OrvD5pPqVmpqKw4cPo2/fvnBycqrXtWNjYyFTyBDvGI+NuRuRq8sFYJxE2P2KY0jSJGF11mpEKaP4u68RMCFWR0wEEzxk+RC8TbyNHUqtECDAWmKNKdZTYCu1rfP1goODkZqaiqtXr9b5WkRERETNWUFBAYYNG4b/+7//w7Vr19CrVy8MHToUycnJmDNnDiZOnAhdOdsS58yZgzfeeAPu7u4YMmQI0tPT8dZbb2H+/Pk4evQo+vXrh1u3bmHo0KFwdnbGli1bMHjwYP32uvv9/fffGD16NFQqFcaOHQsXFxf8888/6NWrF86dO1dm/OvPP49vnn8esefOoUPv3ggcOhQZd+5gzYIFeH/cOCjz8w2uc3jDBiyYPBmF+fnoNmQIfLp1A+4l+Fa9/z72r1kDU4UCXfr3R+f+/ZGfk4N/vvkGb48ciYLc3Bo+00Xizp9Hxu3bsLKzQ8CgQTWaIy8rC/OGD8epXbvQvlcvtAsKws3oaPzw8svY+/vvZcb/8PLLCN+6FVa2tug5YAA6d+6M2NhYvPvuu+jUqRM++eQTLF26FBs3bsTp06f1r4+pqSlWr16NvLw8jBkzBt27d8e1a9fw4osvIjw8vMxWr9deew2zZs3ClStXMGDAAAwYMAA7duxAUFAQMjIyDD6Wa9euISAgAJ999hkKCgowfPhwdO/eHSdOnMDYsWPx5Zdflhp/5swZ9OjRA2vXroWVlRXGjRuHXr16Qa1W45tvvuHvDw2IKIrYunUrbGxsMGDAgHpf/2rWVVg/YY0odVRRPA0gEXY/ESI00GB//n78k/tPmVMtqW5xy2QdkgkyjLIYhYP5BxGlijJ2OA/EQeqAcZbj6q35X5s2beDu7o6wsDD4+flxXzURERFRHXn99ddx8OBBTJkyBb/88gtatCjaCZCTk4OpU6diy5YtWLp0KWbPnl3m2r/++gsXLlyAt3fRH4GvXLmCgIAAfPnll/j999/x1Vdf6a9TqVQYOXIkDhw4gPXr12PmzJll5vvxxx+xdOlSPPvsswCKfqF+++238fnnn2PGjBmIjIzUj924cSM2rlgBO2dnLNiyBS73YsjLzsYnU6ficng41i1ciBkLFpRZZ+/vv2Pur78i+OGHy9w3+c030S4oCBbW/21hUiuV+HXePOxZtQpbfvwRU958s8rP7/3iLhSdPufZuXONt4+d3LEDwQ8/jJd/+AEmcjkA4MT27fjsySfx95dfYui0aaXGz/76awQMHAhTuRxp584h5fhxTJ06FatXr0ZERARMTEwwc+ZM2NnZwczMDCtXrsRvv/2GnTt3Yu7cuVi0aJE+1iVLlmDOnDn4+OOPMWzYMP0aYWFhWLJkCezs7HDo0CF06tQJAJCfn4+HH34YW7ZsKfM4tFotJk2ahMTERCxatAhz587Vr3P9+nUMGzYM8+bNw4gRI/TzffvttygsLMSXX36JuXPnlprvypUr+vcvGd+pU6eQmJiIGTNm1OsJompRjbD8MGQFZRnv+NkaKK4WG2A+AB1NO/J34HrACrE6JhEkGGwxGGMtxsJMMNPvV24MhHv/663ojSlWU+r9JIzg4GDcvHkTcXFx9bouERERUXORkpKCZcuWwc3NDStWrCiVTLCyssLy5cthamqKn376yeD1H330kT4ZBgDt2rXDqFGjkJ+fD1dX11JJNFNTU7zyyisAgEOHDhmcr0+fPvpkGFB0aNWCBQvg6uqKs2fPIiwsTH/ft99+CwCY8sYb+mQYAFhYW+O5L76AIAjYvWqVwa2TgcOGGUyGAUDg0KGlkmEAYCKX46lPP4VUJsPJnTsNXldVOfcqpawf4KQ9cysrPLtokT4ZBgBBo0ejTfv2SE1KQsqNG6XGB40aBbmZGSQSCfy7dsU777yDV199FX/++ScAIDIyEq1bty5z8qOnpyc+/fTTUom7F198Eba2tggPD4dKpdLf/vO9baBz5szRJ68AwNzcHN9++63B5N/WrVtx4cIFTJw4EW+88UapMT4+Pvjqq6+g1WqxbNky/e2pqakAgCFDhpSZr127dnB2dq7gmaP6kpmZiX379qF79+5wd3evt3WztFlYk70G55Xni25oPL9+l6oW25a3DRqxbk6Fpf+wQqyeeJl6YZpsGkLzQ3FV3TjKeFtKW2K4xXDYS41zDLe3tzecnJwQFhYGLy8vo8RARERE1JSFhoZCrVZjxIgRZZIhwH+9XS9cuICCgoIyY0pWCBUr/ndbRfeV1+dp6tSpZW4zMTHBpEmTsGTJEhw5cgTBwcFQq9UIv9dsvv8jj5S5xqNjR7h37Ij4qCjEXbgAvx49St3fc8QIg+sXS791C6d278bNa9eQn5Oj7+0jMzVFckxMhdfWB6+AAFjb2ZW53cXbGzcuX8bd27fh2KZNqftuxcQgYu9e5CQkwEKlgk6n0z+u6Ohog+uEhITA1NS01G0ymQyenp6IiIhAenq6PgF19OhRAMAjBl4PX19fBAQEICIiotTte/bsAQA8XE5ysl+/fgCAkydP6m8LDAzEzp078cILL+Djjz9GcHBwvVYfUeVEUcS2bdtgZmZmMHFZV9K16diYsxGFYmGjSoQZEqeOw7+5/+Ihy4dgKphWfgHVCH9y1COFRIERliPgq/LFvvx9KBQLG9w+5uIKtl6KXuiu6A6JYLwiQkEQ0K9fP/z9999ISEio178sEBERETUH8fHxAIBly5aVqsIx5O7du2jdunWp2+7/GoD+lMGK7lMqlQbXKO/fex4eHgCAW7duAQDS09OhUqnQomVLKCwMn3zu2KYN4qOicNdA8s3etfzDrzb/8APWfPQRNGp1uWMehJVtUT/e7PT0Gs9h7+Ji8HYzKysAgKZE5ZYoilj5v/9h608/ldu0Oycnx+DtruU8T1b31in5OhYnOd3c3Axe06ZNmzIJseL33+OPP47HH3/c4HUAkJaWpv/8jTfeQFhYGEJDQzFw4EBYWlqid+/eGD16NGbMmMEtkw3A+fPnERMTg0cffRTyElWMdemO5g425W6CWlQ3uN+xa0KEiFuaW9iYsxHjLcfDTFL2Dxb04JgQM4L7q8UECEb/phVEAaIgwl5qj2EWw4xWFXa/9u3bw8nJCfv378fMmTO5j5qIiIioFhU3yw8ICIC/v3+FYw39YltRD6ya9seqLRX9u9FUoTB4+9VTp7Dyf/+DubU1nl+yBJ2Cg2Hr6KjfmvhUhw7IuH37geLy7NwZQFEvMVEUa/TvW6Eaz23Ypk3Y8uOPsG/dGk998glC+vbFEHd3mJiYQKVSQS6Xl5soq+vXsPj9N2LECLRq1arccfb2//1uYm1tjQMHDuDo0aPYunUrQkNDceDAAezduxcLFy7EkSNH0LZt2zqNm8qXm5uL3bt3o3PnzvD19a2XNVM1qdiYsxEaaIz+e3VtEiEiVZuKf3L/wUSriZAL9ZNcbE6YEDOS4mqxIG0QLigvIEoZBTXq5q9QFREgQBRFiAkiJnSYADdTtwaVdBIEAYMHD8batWsRHR1dbz9UiYiIiJqD4gqg4OBgfPfdd0aOBkhISKjwdpd7lVEtW7aEqakpstLTUZiXZ7BKrLiPll01ekqd2L4dAPD4e+9h0KOPlrpPWVCAzDt3qjxXeTy7dIGtkxMybt9G5P796FbHW8qKH9Osr75Cj2HD4GRqChMTEwBAbGxsra3j7OyM+Ph4JCYmws/Pr8z9iYmJZW4rfv8988wzmDhxYpXXEgQBwcHBCA4OBlDUC+/VV1/FunXr8O677+Kvv/6q4aOgByGKIrZs2QKJRILhw4fXy5oZ2gxsyt3U5JJhxUSISNOmYUvuFkywnACZwBRObWJTfSOzldqiv3l/PGvzLIaYD9FXZtVl8/3iuc0FcwQpgvCQ6iFkbslE2sW0BpUMK+bt7Q13d3ccOHCg3L9eEREREVH1DRw4EFKpFNu2bYO6jrYIVoehRIZGo8HGjRsBQJ8AMTExQa9evQAUVUDdL+HSJcRHRUFhaamvyKqK3MxMAEBLA1sSj23eXCv/FpVKpRh777CBle+/D2V+foXjr5w48UDr3f+YpCX+vV+biaO+ffsCgP61Kun69eulTggtNnToUADAP//880BrOzo6Yv78+QCAqKioB5qLau706dOIjo7GQw89BItytjLXpjxdHjbmbIRSVDbJZFgxESKSNcnYnrudvw/XMibEGggTwQQd5R3xuPXjmGI1Be1M20Eh/FfK/SAJMkmJl1kGGdxkbhhtMRpPt3gaQWZB8HTyRIcOHXD48GFoNA3vJIviKrE7d+7wP3BEREREtah169Z46qmnEB8fj0cffRR3DFRAXb9+3WCSoy6EhYXht99+K3XbBx98gBs3bqBLly76JusA8NJLLwEA1n/+OW7f60UFAAU5OVj21lsQRRHDp08vd3ukIcWnVe5fs6ZUD7HEK1ew+sMPa/KQDHro//4P7Xv1QuKVK3h//HgkXrlSZszt+Hh89fTTWPPxxw+0louPDwBgz6pVEEURsnsJsSNHjuCLL754oLlLmjVrFgDg66+/xqVLl/S3FxQU4OWXX9Zvjyxp4sSJ6NChA9auXYsFCxaU6S0niiKOHj2qb9gPFJ1maegU+h07dgAov4cZ1a20tDTs2bMH3bt3r5ddPaIoYm/eXuSL+U06GVZMhIh4TTzOKc8ZO5QmhfV2DZCTzAlOMicAQK4uFymaFKRoU3Bbcxt3tHeKTs2oAhlkcJA6wEnmBEepI1rJWsFGYmOwCiwkJAQ//fQTIiMj0eO+U3gaAjc3N/j6+uLgwYPo0KEDpFKpsUMiIiIiahK++eYbxMfHY+PG/2fvvuOiSrOEj/9uVZEzokRFghhACWICFcWcc25b29jdzvT27Mw7uzO7O2FndnZmJ3VubdscW23MWcEAIigggllQRAWRIEimwvsHQkuDilJwC3y+/fGjVtW9z6FaqKpzz3PO9xw5coSAgAA6depESUkJV69e5fbt20yaNOm1trS9qQ8++IAlS5awatUqvLy8uHz5MleuXMHa2pr169fXeez06dOZuWgRO9au5V9CQ+k5aBAmZmakxsRQlJuLT3Awc371q9daP3zePPZ99RUXjhzhJ3374h0YSHFBAVfOnaPv2LHcSkzkcQNb/16XUqXiP7dv5x9Ll5Jw/Dj/EhpKZz8/nD090el0ZKWnc/fZheAR777bpLXGLVtG1LZtHFmzhivR0QT6+1OQlUV0dDQ///nP+dvf/tbkrweqJ0J+/PHHfPLJJwQFBTF06FCsra05e/YsxsbGTJgwgf3799eZWqlSqdizZw+jRo3iN7/5DV988QW9evWiQ4cO5ObmcunSJXJycvjnP/9ZW4G2cuVKPvjgA3r06EH37t1RqVRcv36d5ORkTE1N+c1vfqOXr0doPI1GQ0REBDY2Ng1Ol20O1yuvk6FueIt1WxZdFk1no87YKm3lDqVNEAkxA2epsMTS2BJPPGtvK9YWU6ApoEpXhQYNGp0GLVpUkgoVKpSSEmuF9QuTXw1p3749PXv25MyZMwQEBNT2FTAk4eHhrFy5kqSkJIKDg+UORxAEQRAEoU0wMzPj8OHDbNmyhQ0bNnDp0iXi4+Np37497u7uzJ8/n9mzZ7dILDNnzmTs2LH86U9/Yu/evRgZGTFp0iT+9Kc/0aNHj3qP/2zlSpz79OHounVcOXcOrVqNY+fOTHj/fSZ88AEmZq83mc3a3p7/O3GCTb//PVdiYrhw5AgdOnVizq9/zaSf/IQPgoL09aVibm3Nf373HQnHj3N6xw6ux8dz8ehRkCTaubgwdM4chs6eTc/nquLehKu3N389eZKNv/sdNxMSOHHgAF27dmXVqlUsXbpUbwkxqK4O69atG19++SVRUVHY2NgwZswY/vznPzN//nyguv/b87p06UJSUhJffPEFERERnD9/HrVajZOTE4GBgUycOJGZM2fWPv4Pf/gDe/bsIS4ujpMnT1JZWYmbmxtLlizhF7/4RYP9y4TmderUKR49esTixYtb5HNksbaYqNKoZl/HEGnRcqzkGDOsZhhku6PWRtKJTajCM/n5+XzxxReMGDGCAQMGyB1OgyIiIrhz5w4fffSRQSbtBEEQBEEQhNe3cOFCNmzYQFRUFEOGDGn0cRVaLYcLC5svsDZGCYy3bfxFc30pLi7Gw8OD8vJynjx5InZ7tCEZGRmsX7+e8PDwOluam4tOp2Nv8V7uqe+9FVslXyTMLIwA0wC5w2j1RA8xoZa9vT0BAQFER0dTWVkpdzgNGjp0KKWlpcQ1sbmoIAiCIAiC0PqZKBSYiCqJRrNRKps1GXbt2jVKfzQkoKioiGXLlpGbm8vs2bNFMqwNKS8vZ/fu3XTq1Kl2S2tzq9kq+TYnw6B66+QTzRO5w2j1REJMqGPw4MGUl5cTHx8vdygNsrOzIygoiJiYGMrLG9dLTRAEQRAEQWi77FSiC0xjSIB9Mz9Xn376KR06dCAsLIzZs2czfPhwPDw82LZtG56envzpT39q1vWFlnX48GHKy8uZMmUKCkXzpxbe5q2SP1azdVJs+GsakRAT6rC1taV3797ExMRQVlYmdzgNGjx4MGq1us60GUEQBEEQBOHtZKdUNmEe+9tDB9g2c0Js6tSpDB8+nPT0dPbu3UtMTAyOjo788pe/rO1LJ7QNqampXL58mbFjx2Jra9sia14sv4gadYusZeh06MjSZHGnqv7EVaHxRA8xoZ7i4mI+++wzgoODW2xKyOs6ceIE8fHxfPTRR1haWsodjiAIgiAIgiCTR1VVxBYXyx1GqzDc2hpLsWVRaKLCwkJWrlyJl5cX06ZNa5GedJW6SlY/WS0SYs+RkOio6sgUqylyh9JqiQoxoR5LS0tCQkKIj4/nyZMncofToNDQUJRKJWfOnJE7FEEQBEEQBEFG7VQqRIrn1SwUCixaYFub0LbpdDr27NmDsbEx48aNa7EBDTcqb4hk2I/o0HFPfU/0EmsC8RNRaFBISAhmZmZERkbKHUqDzMzMCAkJISEhgYKCArnDEQRBEARBEGSikiTcTUzEtslX8DQxafHpkkLbExsby927d5k8eTJmZmYtsqZOp+NS+aUWWau1kZBIqUiRO4xWSyTEhAYZGxszZMgQUlJSyMrKkjucBvXr1w9zc3NOnToldyiCIAiCIAiCjDxMTN7ymXMvpwA6mZjIHYbQymVnZ3Py5EkGDBiAh4dHi62bpckiX5vfYuu1Jjp0pFakotaJ6rk3IRJiwgsFBgbi4ODA8ePHDXJ6hbGxMYMHD+by5cvk5OTIHY4gCIIgCIIgEyulEgcxbbJBEtDJ2BgjUR0mNEFVVRURERG0b9+e8PDwFl37cvllJFED+kKVVHKz8qbcYbRKIiEmvJBCoWD48OHcuXOH27dvyx1Og4KCgrC1tTXYrZ2CIAiCIAhCy/AUFVAN0gGVGRlUVVXJHYrQip04cYL8/HymTp2KqgWTz6XaUm5V3UInakBfSEIiuSJZ7jBaJXEZRXgpHx8f3N3dOXHiBF5eXigMrBGnUqlk6NCh7N69m/v37+Pm5iZ3SIIgCIJQq1Kr5YlGwxO1mgKNhmKNBg2g0enQPnuMAlBKEkrAUqnETqXCVqnEVqnE2MBedwXBkDkZGWEiSVQY4M4GOanz8zm8cyeRJib4+fkRFBSEs7Oz6CcmNNr169eJj49n9OjRdOjQoUXXvld1D23tK6bQEB06cjQ5lGhLsFBYyB1OqyLpDHEvnGBQHjx4wLfffsvEiRMJDAyUO5x6tFotq1atwtzcnHfffVe8uAuCIAiy0Ol0FGg05FZVUaDRUKBWU/7sbZYEjb62/fxjTSUJO5UKO6USByMj7JRK8TonCC9xvayM6+XlcodhUHqbm2NZWkpSUhKXLl3i6dOnODk5ERgYSM+ePVusMbrQOuXn5/PNN9/g4eHBzJkzW/w16EzpGZIrkkVSrBEmWk7Ew6jleru1BeKyo/BKrq6u+Pr6EhUVZZCl1gqFgvDwcO7evUt6errc4QiCIAhvGbVOx92KCiKLijjz9CnXysvJqqqqTYZB45NhP35suU5HVlUV18rLOfP0KZFFRdytqEAtrmcKQoO8TE0xEUljoDq5bq1U4mpsjJ2dHeHh4Xz88cfMmTMHW1tbjhw5wj/+8Q8iIiK4e/euQfYMFuRVVVXFzp07sbCwYNKkSXWSYZIk1fllZGSEg4MDPXv2ZOHChXz//feo1U1v9J6tzm71ybC4rXF8bP8xh/98uNnWkJDIUYu+2q9LbJkUGmXYsGF88cUXnD9/nkGDBskdTj0+Pj64ublx8uRJPD09xdVzQRAEodk91Wi4U1FBRkUFmudub46PlDXnfKrVcqm0lJTSUtxNTPAwMcFKqWyGFQXBsFVWVpKXl4darUatVlNVVYVaraagoIAOLi5k2trKHaJBCLawQPHc+2KFQoGPjw8+Pj4UFxeTnJxMYmIiKSkp2NnZ4e/vj6+vLw4ODjJGLRiKw4cPk5uby+LFizE1NW3wMQsWLACqd+0UFhZy8+ZNNm7cyIYNG/D29mbLli307dv3jdbX6XQ81jx+4/jfNo/Uj+QOodURCTGhUezs7OjTpw/R0dEEBQVhYWFYe5MlSWLYsGFs2LCBK1eu4OfnJ3dIgiAIQhv1uKqK6+Xl5KnVr7UVUp80wJ2KCtIrKminUtHN1JT2RkYyRCII8ti3bx9Xrlxp8D4rKyuGLF9OZmXlW92Gu5upKdYvSZhbWloSGhpKSEgI9+7dIzExkZiYGE6dOoWjoyM9evSgR48eIjn2lrp06RJJSUlMnDgRJyenFz5u/fr19W5LS0vj17/+NTt27GDo0KHExMQQEBDw2jEUaAtQ0/Qqs7eBDh3Zmmy5w2h1xJZJodEGDx6MJEmcPn1a7lAa1LlzZ3x8fDh+/LhBbu0UBEEQWrcqnY6kkhJiiovJe7YNRM4P2zVr56nVxBQXk1RSQpXY8iS8Jbp169bg7ZIkMXv2bHqam2P8lu4YqNkq2eUFFT31Hi9JuLu7M2XKFP7f//t/zJw5k/bt2xMdHc2XX37JypUrOXPmDLm5uc0buGAwHj16xMGDBwkICHijHtJeXl589913LF68mNLSUhYtWvRGcYgtgK+nTFdGibZE7jBaFVEhJjSaubk5gwYNIjIykn79+tGuXTu5Q6pn1KhRfPXVV8TExDBkyBC5wxEEQRDaiJyqKhJLSur0BTM0GZWVPKqqIsjCgg6iWkxo4zw8PDA3N6e0tLTO7cOHD8fFxQWAIAsLYouL5QhPdj/eKtlYRkZGdO/ene7du1NVVcXt27e5evUq0dHRREVF1VaO+fr6GuRnAaHpKioq2LFjB+3atWPs2LFNOtff//53tm/fTlJSEtHR0QwcOLDO/ZmZmfzlL3/h8OHDPHjwAHNzc0JCQvj1r39NSEgIOZocFCjQouVW9C2+nPglfeb0Yfx/jefAHw5w7cQ1Kp5W4OjjyOD3B9N3dsNbM0sKSoj8PJLUQ6nk38tHaaSkY0BHhnw4BN9RvnUem3cvjz8E/AGvUC+W71jO0f87SuL3iRTlFGHnakf/d/sz7KNhDbboST+fzpG/HCEjIQNJIeHe250xvxrz0udIo9YQuzGWC9svkH09G61aS3vv9vSd05dBSwehVNWt8vy9/+8pyCzgk/xPiN0Yy5lvzpCbnouptSl+Y/wY8tch+Lf3r7dOVVUVa9asYfPmzaSmplJRUYGrqyuDBg3iJz/5Cb1792bXrl3MmDGDOXPmsHXr1gbjXbZsGatXr2bt2rW89957L/3aWgMxZVJ4LVVVVXzxxRe4uroyc+ZMucNp0IkTJ4iLi2PFihXYiv4RgiAIQhNU6XSklpaSUVkpdyivxd3YGD9zc4ze0goZoe2qqKjg/PnzxMbGolar0WiqO/hJkkTHjh1ZuHBhnQ+qiSUlb93Wye6mpnTV8+TI55NjN27coKqqSiTH2iCdTseuXbtIS0tj6dKlL/3/WvN99qp0wowZM9i1axf//d//zX/913/V3h4bG8u4ceMoKCiga9eu+Pr68vjxY2JjY9HpdGzZsgWjsUZkqjMBahNivqN9eZj6EHWlGq8QL8qelHEr+hZatZZRvxzFmH+vm4DKuZ3DV1O+4smDJ9h3ssfFz4WK4goyLmZQWVrJxN9PJPyn4bWPr0mIde7TGYVSQfaNbLxDvaksrSTtXBpV5VWM+PkIxv3HuDrrXDl6hTXz16BVa+kU1Il2ndvxMPUhuXdz6TunL7EbYuvFV1lWyerZq7l19hbmduZ09O+IylRFRkIGxY+L8Rvjx6JNi1AoftjYV5MQC/9pOKdXncY71BsTCxPS49IpflxMYGggCWcT6vwcLCkpYezYsZw5cwYLCwsGDhyIra0td+/eJTExkQ8//JBPPvmEqqoqOnXqREFBAQ8ePKj3/7+4uBhnZ2cUCgVZWVmYm5u/9P99ayAqxITXYmRkRHh4OHv27CEzM5OOHTvKHVI9gwYNIjk5mePHjzNjxgy5wxEEQRBaqcdVVSQYeFXYi9RUi/W2sBC9xYQ2oaqqiosXLxIdHU1FRQV9+vRh4MCB7N69m7S0NIyMjJg6dWq9qo2e5uYUqNUUa7VvRVLMQaVq9FbJ1yEqx94OcXFxXL16lZkzZ+rt/2NAQAC7du3i2rVrtbcVFRUxbdo0ioqK2Lx5M/Pmzau97+LFi4wcOZIlS5bw9+S/g13d8105coWuQ7qyaNMiTCxMALiXeI8vJ3/Jsb8dw2+MHx39qz+jajVa1i1cx5MHT5j4u4kM+cmQ2uTS4/THrJy2kgP/fYDuw7rj3MO5zjp3L9zFK9SL3yT9BlPr6u+pe0n3+GTkJ5z++jTD/2U4JpbV65c/LWfbT7ehVWuZ8/kc+s3rB1QnCw/89wFOfnqywedm32/2cevsLQKnBDLznzMxszarPd/GJRtJPZxK7IZYQt8LrXfsxR0X+eXZX+LYxRGA4rxiPh31KUkxSURFRREe/kOS71/+5V84c+YMgwcPZteuXbRv3772vkePHnH37l2g+vt80aJF/OlPf2LTpk18/PHHddbcvn07xcXFfPDBB20iGQaih5jwBnr16oWTkxNHjx41yPHMJiYmDB8+nKtXr3Lnzh25wxEEQRBaocyKCmKKi1tlMqxGuU5HTHExmRUVcociCG+svLyc6OhoPvvsM44fP063bt346KOPGDVqFBYWFowYMQJjY2PGjx+PjY1NveONJIlQKytMFQracr2kBNgqlfS3tHyjrZKvoyY5Nm3atHo9x7744ovanmN5eXnNGoegX5mZmRw/fpz+/fvTvXt3vZ23ZihDQUFB7W1r164lKyuLjz/+uE4yDCA4OJj/+q//ori4mNPb6/eulhQSU/8ytTYZBtApqBMDFw9Ep9URsyam9vbUI6lkXc3Cf4I/4R+F16m0au/Znkl/mIRWoyV2Y2yD68z8x8zaZBhAp8BOdB/encrSSu5duld7e/K+ZIpzi/EK8apNhkF1Fd3YX4/F1sW23vmfPn5K7MZYbF1tmfPFnNpkGICplSmzP5uN0lhJzNqYescCjPnVmNpkGIBlO0tCF1Ynzs6cOVN7+8OHD1m/fj0mJiZs3LixTjIMwNHRkX79foh52bJlKBQKVq9eXW/Nb7/9FoClS5c2GFNrJCrEhNcmSRKjR49m/fr1XLp06Y0aLTa3Xr16cfHiRY4cOcLy5cvr/PATBEEQhJdJLy/nclmZ3GHoTUJpKVU6HZ7NUDUiCM2lsLCQ8+fPk5iYiEajwd/fn9DQUOzt7es8ztHRkV/+8pcoXzJN0VShYKClJWeePqVSp2tzlWISYKlQEGJpiaqFt0k3tnLM29sbJycn8Z7cQJWUlLBr1y5cXV0ZPny4Xs9dU0DxfPXmsWPHAJg6dWqDxwwaNAiAtMQ0+lK3L5hrT9c6iaAaQdOCOPnpSdLOp9XediPqBgC9JvRqcB3PAZ4AZCRm1LvPvqN9g+u096pOKBU9Kqq9LS22es3AqfU/FyuNlPhP9Of0yrrJvdvRt9FUaeg+rDvGZsb1jrN2tKa9Z3uyrmZRWVZZ7zHdwusPFmnvXR1bVlZW7W2nTp1Co9Ewfvx43N3d6x3zY+7u7owePZpDhw5x7tw5QkJCAEhJSSEuLo7g4GCD/Pz/pkRCTHgj7u7u9OzZkxMnTtCtWzfM9NynoKkkSWLMmDGsXr2ahIQE+vTpI3dIgiAIQitwq7ycK20oGVbjclkZGmiWrVSCoE/Z2dnExsaSmpqKsbEx/fr1o2/fvlhaWr7wmJclw2pYKJUMsrIi+ulTKtpQUkwCrBQKQq2sMJY52fSq5JipqSmdO3emc+fOeHp64uDg0GBjcqFlabVaIiIiUKvVTJ8+vVHfT6+jZjrp88nsmi16oaH1twI+72ne03q32Xe0b+CRYN+p+vai7B8SVfn38gHYtGwTm5ZteuE6Jfn1JzPauNSvOAVqt0mqK9S1t9Ws+arYnpefWR1b7MbYBivUnldaUFovIdZQfKaW1a/xFc9VhmdmVvdg8/Lyeukaz3v//fc5dOgQq1evrk2I1VSMtaXqMBAJMaEJRowYwY0bN4iKimryBJLm4OLiQkBAAJGRkfj6+raZfc6CIAhC87hTUdEmk2E1rpSVYSRJdDYxefWDBaEF6XQ67ty5w7lz50hLS8PGxoYRI0YQFBSEsXH9yok3ZalUMtjampinTyltIz3FbJVKBlhayp4M+7Hnk2MajYYHDx5w584d7ty5w/Hjx9FoNFhYWODh4VH7y87O7tUnFvTuzJkzpKenM3/+fKytrfV+/qSkJAB69OhRe5tWqwVg+vTpWFhYvPDYks71E1WvQ6et/i7vNqwbVh2sXvg4S/v6CXdJ0bzJ2prYXHu64uLn8tLHqkzqp22as9py7NixdOzYkR07dvDpp59ibGzM5s2bsbS0ZM6cOc22rhxEQkx4Y1ZWVgwZMoTjx48TFBSEk5OT3CHVM2zYMK5du0ZUVBTjxo179QGCIAjCW+l+ZSXJpaVyh9HsLpWWopIk3PSYZBCEN6XVarly5Qrnzp0jOzsbJycnpk6diq+vb7N92DNXKBhsZcW54mIKn02obHV0OpAkHFUq+siwTfJ1KZVKOnXqRKdOnQgLC6Oqqop79+7VJsiuXLmCTqfD1ta2ToLsZVWBgn7cvn2b06dPM3ToUDw9PfV+/sLCQo4ePQrA0KFDa293c3Pjxo0b/Pu//zu9e/d+4fFbiraQq8mtc1tNZdWPFWRW9yizdvohqVfTu2vA/AH4T/R/o6+hMawdrV8aW0O318Tm2d+TaX+Z1myx1QzBS0tLe8Ujf6BUKlm6dCm/+c1v2LJlC9bW1hQUFLBkyRKsrF6cWGyNDOtSgtDq9O3bFwcHBw4dOmSQDfYtLS0JCwsjISGBR48eyR2OIAiCYIAK1GoSSpp2Fbo1SSgpoUCtfvUDBaGZVFZWcv78eT777DMiIiKwsLBg/vz5LFu2jJ49ezZ7nykThYIwKyu6mZoiQatqti8BOq2WxzEx9NBqDT4Z1hAjIyO8vLwYPnw4S5cu5Ze//CWzZs3Cx8eH+/fvExERwd///ne++uorDh8+zPXr1ylrw9W7ciksLCQiIgJvb+/anl369vOf/5ySkhL69OnDgAEDam8fMWIEALt3737p8UbUn5L8IOUBj9Me17s9MSIRAM9+PyT2fIb4AHD54OXXD/411PQiu7TnUr37NGoNl/fXX997oDcKpYIrR6+gqWq+5PyQIUNQKpUcPXq0dvtkYyxZsgSVSsXq1avb7HZJEAkxoYmUSiVjx44lMzOT5ORkucNpUN++fbG3t+fIkSMGmbQTBEEQ5KPR6bj4FiXDalwsKUEjXhOFFlZcXExkZCT//Oc/OX78OO7u7ixfvpx33nkHT0/PFu0npZAkupmZMcTKCisD2274Mu1UKgaamFBy+zbbt2+nsrJS7pCazNTUlG7dujFmzBg+/PBDfv7znzNt2jTc3Ny4desW3333HX/9619ZvXo1x48fJy0trU183XKqrKxk+/btGBsbM2XKFL1/76WnpzNr1izWrFmDhYUFa9asqXP/8uXL6dChA//3f//HN998U7uFsoZarebo0aPkXs9F+lHKWqfV8f2/fU9l6Q//BjIvZXJ29VkkSSJ00Q99yfwn+uPU1YmEnQkc/evROn2/oHq7dvr5dNLPpzfp6w2YFICFvQW3o28Tvy2+zvmP/PkIBfcL6h1j62JLv3n9yL+Xz8YlG3maU79f2uP0xyTva/xnbC3aere5uLjw7rvvUl5ezoIFC+pNf83JySEuLq7ecc7OzkycOJGkpCROnz5Nr1696Nu3b73HtXZiy6TQZJ07d8bPz6+2wb6pgTXsVSqVjB49mi1btnD16lV8fX3lDkkQBEEwENfLyijR1n8D2ZbpgBKtlutlZfiK/ppCC8jNzSU2Npbk5GSUSiVBQUH0798fG5uGm1a3JBuViiHW1twsL+dGeTmAwfUWk6iuYvAzN6ezsTGSJDFnzhzWrFnDnj17mDFjRptqTm9paYmfnx9+fn4APHnypHZ75eXLlzl37hwKhQIXFxecnJxwdHSs/d3IqH5FkVCXTqdj9+7d5OXlsXjx4ib3WV64cCFQvQW6qKiImzdvcv36dXQ6HV26dGHr1q307NmzzjG2trbs3buXCRMmsHz5cv74xz/i5+eHnZ0d2dnZJCYm8uTJE/763V8x7lJ3i7/vKF8epD7gj73/iOcAT8qLyrl19haaKg0jfz6SToGdah+rVClZvHkxK6ev5PD/Hubst2dx6eGCVXsrivOKeZD6gOLHxUz+n8l49n/zLaOmVqbM/mw26xasY+uKrcSsjaFd53Y8TH3I4/THDHh3QION86f87xTy7+WTvD+Za5HXcPVzxc7NjsrSSrJvZJObnovfWL8mb/f89NNPa3t/u7u7M3jwYKytrcnIyCAxMZEPPviAfv361Tvu/fffJyIiAoBly5Y1KQZDJRJigl6MGDGCL7/8kqioKMaMGSN3OPV4e3vj4+PD8ePH8fHxES+WgiAIAvlqNbeem8T0trlVUYGLsTF2KvF2UGgemZmZnDt3juvXr2NpacmQIUMIDg42uIunNdVizkZGJJSUUKTVVm9NlDmumhjaqVQEmZtj/tz0P0dHR6ZNm8b27duJjIxk2LBhssXZ3GxtbQkMDCQwMBCdTkdubi537tzh/v37ZGRkkJCQgE6nQ5Ik7O3t6yTJnJycsLS0bFMJw6aKiori+vXrzJ49G0dHxyafb8OGDQCoVCqsra1rK5ImTZrExIkTXzi1sn///qSkpPA///M/7N27l6ioKBQKBc7OzoSFhTFlyhT6jejHUY7WOc7c3pyfHfsZ+3+/n+uR1yl/Wo5jV0fC3g+j39z6SZ32Xu35xelfcHb1WS4fuExGQgZatRarDla49XTDb4wfAZMDmvw89BzbkxX7VnDkz0fISMzg0c1HdArqxKxPZ5FzO6fBhJixmTHLdy7n4s6LXNh+gQcpD7iXeA9LB0vs3OwInhlM0NSgRsegeMEGQCsrK6Kioli5ciVbtmzh7NmzaDQaXFxcmDdvHu+++26Dxw0aNAgjIyNUKhXz5s1rdBytiaQTe8gEPYmJieHkyZMsX75cLz9c9S0/P5+vvvqKgQMHMmTIELnDEQRBEGSk0emILCpqM5Pm3oREdYPxcGtrlOLDoqAnarWaGzduEBcXR2ZmJg4ODoSEhNCzZ09UrSD5qtPpyFGruVNeTrZaLVtiTAJcjYzwNDXFTql8YUInJiaGEydOMGXKFHr16tWyQRoItVpNTk4Ojx49Ijs7m+zsbB49ekTFswse5ubm9ZJkDg4Ozd6rzhClpKQQERHB8OHDCQ0NffUBLSA1NZXvv/++9u8uLi50796drl27YmVvxaqiVQDcir7FlxO/pM+cPsz7sm0mZ5qqvbI9c63n6u1827ZtY+7cuSxYsID169fr7byGxPBflYRWo3///ly6dIlDhw6xcOFCg7sSY29vT//+/YmJiSEgIABbW1u5QxIEQRBk8jZulfwxsXVS0BedTkdWVhaXLl0iJSWF8vJyOnXqxOzZs/Hx8TG494QvI0kSjkZGOBoZcScri1wjI3JUKqqauYagJvFmpNXSxcICd2NjTBqRsAkJCSE3N5d9+/Zha2tLp06dXnlMW6NSqXBxccHFxaX2Np1Ox5MnT2qTY9nZ2Vy7do3Y2OoqHaVSSYcOHeokyRwdHQ2uelGf7t+/z969e/H39yckJETucGq1b9++zt8fPnzIw4cPOXnyJNbW1ti8Z8NTXf3+WkJdChQ4KvVXlFJVVcVf/vIXAFasWKG38xoakRAT9EapVDJmzBg2bdpESkqKQV6lGjRoEMnJyRw/fpwZM2bIHY4gCIIggydv+VbJH7tVUYGrsTG2raB6RzAsxcXFXL58meTkZHJycrCysqJ3794EBATg4OAgd3hNcuXKFXbt2kW7du34YMUKsqqqSC8vp0Cjqa0Ya0r12PPHKqjeFpl65AiOxsb4TJrU+PNIEuPGjePJkyds27aNxYsXt/rnXh8kScLOzg47Ozu6d+9ee3t5eXmdJNmjR49ISUlBo6me8mdra0u7du2wtrauTsbY2NT53djY+EVLGrTCwkK+++47XFxcGD9+fIsnqXU6HWVlZTx9+pQnT56Ql5dHbm5u7e8v0r17d7QqLcVVxS0YbeukRYujqukJsX379rFnzx7i4+O5cuUKkydPpk+fPnqI0DCJdz6CXnl6etKjRw+OHz9O165dMTExkTukOkxMTBg+fDh79uzh7t27dO7cWe6QBEEQhBaWVl5uEP2BDIUEpFVU0FskxIRGUKvV3Lx5k+TkZG7duoVCoaBbt26MGDECT0/PVr8NTafTcerUKc6cOQNUv3dUShJuxsa4GRuj0el4qtHwRKPhiVpNvkbD0+eSZK88v0aDVFKCR/v22CqV2KpUWCoUKCQJjaMjZ8+eZfSoUa9VqaRSqZg1axZr165ly5YtLF68GEtLyzf46ts+U1NTOnfuXOczgEajITc3tzZJVlBQwKNHj7h58yYlP5pCbGpqWi9J9vzvVlZWBrc1uGaipFKpZNasWXqNT6fTUVJSQnFxMU+fPuXp06e1f/7x789PkjQyMsLBwYF27drh4eHBxYsXa59rSZKwtbVlxowZODs7c7H8Ircqb+kt5rasg7JDk8+RmJjIunXrsLOzY+7cuXz++ed6iMxwiR5igt4VFhby5Zdf0rt3b0aNGiV3OPXodDrWrl1LVVUVy5Yta/Vv3ARBEITGq9RqOVxYKJJhPyIBY2xsMBaviUIDdDod2dnZJCUlkZqaSllZGa6urgQEBODr64uZmZncIepFZWUlERER3Lhxo/Y2V1dXlixZ8tLjapJkJVotWp0OzbPbJKob9isBpSRhqVQSeeAAOY8eNTixraioiE8++YQxY8a8UUVGYWEha9aswdLSkoULF7baaiZDolarefr0KYWFhRQVFTX4e/mz6aQ1LCwsapNkzyfMTE1NMTY2xsjICCMjozp/Vr6kT1xT6HQ6du7cye3bt1m8eHGj+jzrdDq0Wi2lpaV1Elo1f37+7yUlJXUSXVDds83KygorKyssLS2xtLSs8/eaxOHzX++OHTu4du0aAP7+/owdO7b23++DqgfsKt6lx2elbVKh4n3b91FKDQ8xEBpmWOlroU2wsbFh8ODBREZGEhgYSIcOTc9U65MkSYwePZpvv/2WhISENl0CKgiCINSVUVkpkmEN0FH93HRpw/1zhNdXXFxMSkoKly5dIicnB0tLSwIDAwkICKjX96e1KyoqYtOmTeTl5dW5vbKy8pXHKiUJW5UK20as4+LsTMrly2g0mnrT96ytrfHx8SEhIYHg4ODXTpDY2Ngwd+5c1q1bx86dO5kzZ4648NtEKpWqduvli1RWVjaYLCsqKiI9PZ2ioqJX/juSJOmFybLn/9zQ33U6HWq1Go1Gg1qtrv2l0WjIzMzk0aNHuLm5cfLkyTqPedmff1wzI0kSFhYWtcktR0dHvL296yW7LC0tXzhV8mU6duzI7du3GT9+fL22O5allmgKNSitldVXb4R6JCS6m3QXybA3IBJiQrMYMGBAbYP9BQsWGFwz1ZqrmlFRUfj5+bWZK5uCIAjCi+l0OtJ/dCVf+EF6eTneJiYG95ottCyNRsPNmze5dOlSnS2Rw4cPx8vLq80mWDIyMsjNza33778xCbHX4ezsjFar5fHjxzg5OdW7v3fv3mzdupWHDx/i6ur62ud3cnJi1qxZbNmyhQMHDjBhwgTxPd3MjI2NcXBweGHvNp1OR0VFBRUVFVRWVlJVVUVVVVWj/lzz9+Li4hc+TqFQoFKpUCqVqFSq2j9XVVVRWFiIra0tJiYmKBQKjI2NUSqVdR7b0LEqlQpzc/PahJeFhUWzfu/369ePPn36NLid88qVK1TlVaEcKJI9L6JDRy8Tw+vf3RqIhJjQLGoa7G/evJmkpCSCgoLkDqmeYcOGce3aNU6cOMGECRPkDkcQBEFoZjlqNWWiU8QLlel05KjVOBoZyR2K0MJqtkTWTIksKyvDxcWFMWPGvDUXDnv27Im9vT1RUVGkpaUhSRI6nY6qqiq9rlOzZS0rK6vBhJiXlxc2NjYkJCS8UUIMqnv6Tpw4kT179mBjY0NYWFiTYhaaRpIkTE1Nm2WCpU6nazDh+eDBA9atW0evXr2YPHmywSdFFQrFCxNuKSkpuLd3J5dcNGhaODLDJyHhpHTCQSmGabwJkRATmo2Xlxf+/v4cO3aMLl26YGVlJXdIdVhaWjJs2DAOHTpEr169cHd3lzskQRAEoRmli2b6LyUBd8rLRULsLZKXl8eNGze4fPkyjx49qt0S6e/vb3AtL1qCq6srNjY2mJub4+fnR1JS0htt/3qZmmqirKwsAgMD692vUCgIDAwkJiaGUaNGvfGAKn9/fwoLC4mKisLGxoaAgIAmRi4YooYSXUVFRWzfvh1nZ+dWXyGYk5NDdnY2YWFhZBpncq3yGjrxKl6HDh3+pv5yh9FqiYSY0KxGjRrF7du3OXjwILNmzTK4H8jBwcGkpKSwf/9+3n//fYObCiMIgiDoR7lWyyO1Wu4wDJoOyFarKddqMW2j2+LedhqNhnv37nHz5k1u3rxJfn4+SqWSrl27Eh4ejre3d5vdEtkYxcXFJCcnM2TIEAYOHMjQoUOpqKjQ+zpOTk5kZ2e/8P7AwEBOnz5NSkoKwcHBb7zOoEGDKCwsZP/+/VhZWeHl5fXG5xJah5qJkgqFQu8TJeWQkpKCqakp3t7e2GHH1cqrcodkcEwlU7yNvOUOo9Vq3d8hgsEzMzNj7Nix7Ny5k6tXr+Lr6yt3SHVIksSECRNYtWoVZ86cITw8XO6QBEEQhGaQL5JhjZavVuMiptO1GSUlJdy6dYtbt26RlpZGRUUFVlZWdOnShZEjR+Lh4SGmET4TFxeHUqmsTUI11zY3Jycnbty4gVarbTABWdNcPzExsUkJMUmSGDduHE+fPmXHjh289957DW7TFNoGnU7H3r17yc3NZdGiRVhaWsodUpPodDpSUlLo0aMHKpUKRxzpoOzAY81jUSX2jIRET5Oeopl+E4iEmNDsevToQffu3Tl06BAeHh6Ym5vLHVId7du3Z9CgQZw5cwZfX99GjSMWBEEQDNuPK5JVKhVm1tbYOTriFRBAn1Gj6Dt2LEqZrp5/tmIFUdu28Yd9+/AbOPCNzrHM35/HmZnszs/XW1wS8ESjwUVvZxRamk6n49GjR9y8eZNbt25x//59oHo74IABA/Dx8cHJycngqvblVl5ezoULFwgKCmqWJNjznJ2dqaqqIj8//4WN2IOCgti2bRv379/Hzc3tjddSKBRMnz6dDRs2sGXLFhYvXoytre0bn08wXCdOnODq1avMnDmzTSQ+7927R2FhYZ2pk0GmQRwpOSJjVIalJiEmvDmREBNaxNixY/nyyy85evQoU6ZMkTucegYOHMiVK1fYt28fixcvfqu3CwiCILQlCxYsACC7ooL8wkIe3r7Nqe3bidq2DWdPTz5etQqf3r1ljtJw6IAnopqu1amqquLOnTu1SbCioiKMjY3x8vJi0qRJeHt7t/pqkeYWFxeHRqMhJCSk2ddydnYGqhvrvygh1qVLF+zs7IiPj29SQgyq+5bNmTOHNWvWsGXLFhYuXIiFhUWTzikYltjYWM6dO8eoUaPo3r273OHoRUpKCjY2NnTq1Kn2Nh8jH66prnFPfU9UiQGhZqFYKQyrT3drI+l0YtyS0DIuXbrE3r17mTt3Ll26dJE7nHoyMzNZu3YtI0eOZMCAAXKHIwiCIDRBTfWLTqdDp9NxqLCQqmdvebLu3GHLH/5AzJ49mJib87+HD+PRs2WvsOZnZ1NaVER7NzdM3rByOuvOHTRVVbj5+Og1NiNJYqyNjaggMnCFhYW1CbA7d+6gVquxs7PDx8cHHx8f3N3d9d4Qvq2qqKjgk08+oVevXowZM6ZF1vzkk0/o0aMHI0eOfOFjzp8/z/Hjx/n444/1MpwqLy+PdevWYWVlxYIFC5q9Ek5oGZcvX2b37t2EhoYyfPhwucPRC41Gw9/+9jd69+5d72sq1hazsXAjVeh3AmxrIiHhqHRkhtUMFJIo5GgK8ewJLcbf3x8vLy8OHDjQLA1Km6pjx4707duXqKgoCgoK5A5HEARB0JMyna42GQbg7OHBL9auZfg771BRWsoXP/1pi8dk7+SEm4/PGyfDoPrr0HcyDKBKp6NMXC81OFqtlszMTE6ePMnKlSv55JNPOHz4MFVVVQwdOpQVK1bw05/+lNGjR+Pp6SmSYa8hPj6eqqoqQkNDW2xNZ2fnlzbWBwgICECpVHLx4kW9rNmuXTvmz5/PkydP2Lp1K5WVlXo5ryCftLQ09u7di7+/P8OGDZM7HL25desW5eXldbZL1rBUWBJmHiZDVIZDQmKkxUiRDNMD8QwKLUaSJMaPH09ZWRknTpyQO5wGhYeHY2ZmxsGDBxHFk4IgCG3Di7YALvzjHzG1sCD98mWunj9f7/7c+/f55pe/5P2gIGY6OzPf05M/zp7N9bi4F66VeeMGX/z0pyzz92eGkxMLfHz41ejR7Pn8czTPxfHZihVMsbcnNTq6zvGFubls/P3v+Wn//szp2JF57u582KcPn37wATcTEuo8dpm/P1Ps7RuM43p8PH+aN48FXboww8mJZf7+rPrFL8jPyqr32MitW5lib8/2P/+Zx/fv84+lS+no6IiZmRnBwcHs37//hV+v0HxKSkq4ceMGJ0+eZMOGDfz5z39m7dq1JCQk4OjoyPTp0/nlL3/JggULCAkJwcHBQVT1vYGKigpiY2MJDAzE2tq6xdZ1cnIiKyvrpe83TU1NCQgIICEhAbWetjI7Ojryzjvv8OjRI7777ju9nVdoeQ8fPuS7777Dy8uLCRMmtKnv/6SkJJycnOjQoUOD9/cw7oG7yh2JtvM1v45Qs1DslHZyh9EmiISY0KJsbW0ZPnw4Fy9eJCMjQ+5w6jExMWHcuHGkpaVx+fJlucMRBEEQ9OCJRtPgW2YLa2sCn11RTz17ts591+Pj+dngwRz+9ltURkb0HjGCTt27cykykv8YP57oiIh654vZs4efDxnCyS1bMDEzo/+4cXj5+5P74AEbfvtbyktKXhpn2dOn/NuIEez+9FPKS0rwHzIE/6FDsbSxIToigsTjxxv19Z7asYP/GDeOC4cP4+LtTf/x4zEyMeHI2rX8fOhQ7t+82eBxOZmZ/L9hw7iVmEi/IUMIDAwkISGByZMnc+zYsUatLbwZjUbDw4cPiY+PJyIigs8++4y//e1vbN++naSkJExNTRk8eDCLFi3iF7/4BVOmTMHX11dsedODixcvUlFRwcA3HG7xppydnSkvL6ewsPClj+vbty8lJSVcuXJFb2u7uroyZ84c7t27x65du9BoNHo7t9Ay8vLy2LJlCx06dGD69OltqiK0sLCQW7du0fsl/T0lSWK4xXBUb1lLdAkJJ6UTASYBcofSZrxd/4IEg9CnTx9SU1PZt28f77//PkZGRnKHVIePjw9+fn4cPXoUb29v0XRUEAShlSvTal94n0fPnsTu21cnSVRaVMT/LVxI6dOnfLxqFWEzZtTedzspid9Pm8aXH39Mz8GDsXnWEPthWhqfffghWo2Gn33zDYOnT689RqfTkRwVhfErkhfn9u3jUUYGfcaM4d83baoz4KUwN5cnOTmv/Fpz79/n65/9DIBfbdlC32f9kLRaLev/8z/Zv3Iln37wAX89ebLesVHbtjFpxQoW/P73uJuaEmRhwSeffMLPfvYz/vjHP76015HweoqKirh//37tr6ysLNRqNQqFAmdnZ3x8fHBzc8PNzQ0b0c+t2VRWVnLu3DkCAwOxsbFp0bVrGus/fPjwpVMfHRwc8Pb2Ji4ujl69eunt30Lnzp2ZOXMm27dvZ+/evUyZMkX8O2sliouL2bx5M2ZmZsydOxdjY2O5Q9KrxMREjIyM6PmK3p6WCkuGmA/heGnjLha1BQoUYquknolnUmhxkiQxceJECgsLOXXqlNzhNGj06NEAHD16VOZIBEEQhKbS6l48i8q6XTsAip88qb3t5JYtFGRnM+H99+skwwC8AwOZ8YtfUF5czOkdO2pv3//111SWlzN8/vw6yTCoft0LCA/HyMTkpXEW5eUB0HPQoHrTjm0cHHDv0eOlxwMc37SJyrIyQidPrk2GASgUCub/9rfYOztzOymJaw1sEXV0d2fef/0XkkKB5tk2rp/85CfY2dlx/vx50W/oDanVajIzM4mNjWXnzp3885//5J///Cc7d+7kypUrWFtbEx4ezqJFi/jVr37FkiVLGD16NH5+ftja2ookRTO6ePEi5eXlLV4dBmBlZYWNjQ2ZmZmvfGzfvn3Jysri/v37eo2hS5cuTJ06ldTUVNEupJWoqKhgy5YtaDQa3nnnHcyb0IfSEGk0GhITE+nZsycmr3jNBOhh0oPeJm/HpGgJifGW48VWST0TFWKCLBwcHAgLCyMqKgpfX19cXFzkDqkOCwsLRo0axZ49e+jZs6dBTsUUBEEQGudlm4FqPgA+n3S4FBUFQP/x4xs8psezScS3EhNrb0s+fRqAUQsXvnGcXv7+AOz9/HNs27cneORIzF5zslxNL7TBP0rkARiZmBAycSIHVq3i6vnzdO/fv879vqGhGD2rNKh5zlQqFR4eHiQmJpKXl1db1SI0TKPRUFBQQHZ2dp3qL61Wi0qlwsXFBT8/P9zc3HB1dW3RnlVCXVVVVZw7dw5/f/+XVmg1Jzc3t0Yluby9vWnXrh1xcXF07NhRrzH4+vpSWVnJvn37MDY2ZsSIESIJa6DUajXfffcdBQUFvPfee7L9u21ON2/epLi4mODg4EYfE2oWSoWugtTK1GaMTH6jLUbT2aiz3GG0OSIhJsgmJCSEq1evsnfvXpYtW2Zwe9979epFSkoKBw4c4MMPP2zUVQpBEATB8GheUvXw9FlVlqXdD1dcc+7dA+BXz1VYvexYgLwHDwBw6tz5TcOkV1gYEz74gAMrV/KPpUtRqlR49uqF/9ChDJs3r1HnLng2ta7DCz40d+jUCaDB5vrtnrs49fxzZvUsKWeIE6LloNVqefLkCfn5+eTl5ZGXl1f758LCwtokq52dHW5ubvTq1Qs3NzccHR0N7r3O2ywhIYHS0lJZqsNqdOzYkevXr6NWq1GpXvyxTJIk+vbty5EjRygqKtJ7IjUwMJDKykqOHDmCiYkJYWFv9wQ/Q6TT6dizZw/37t1j/vz5ODo6yh1Ss0hISMDV1RUnJ6dGHyNJEkPNh1Klq+JG1Y1mjE4+w8yH4WOs/6nSgkiICTJSKpVMnDiR1atXEx0dbXAvvpIkMW7cOL7++msiIyMZ84oPRoIgCIJhelmtQ/qzASodu3atva0moTFg4kRMX9JH0rUZqocX/c//MGrhQuIPHyb51Cmux8dzKzGRPZ99xr+uXs2AiRObtsBLKj+e36b5tvfU0Ol0FBUV1Ul21fxeUFCA9llfOqVSib29Pfb29vTo0QN7e3vatWtH+/btRQ9SA6ZWq4mJiaFXr17Yv2BSa0twc3NDo9GQlZX1ysovf39/Tp48yYULFxj2bBiIPvXr14/KykoiIyMxMTGh/48qSAX56HQ6jhw5wtWrV5kxYwbu7u5yh9Qs8vPzSUtLY9KkSa99rEKq7q1lVGrUpirFJCRGmo+km0k3uUNps0RCTJCVs7MzAwcO5MyZM/j4+BjcVgw7OzuGDh3KsWPH8PPz03uZuiAIgtD8lC9IApUUFdVuj/R7rkqknYsLD27dYtrHH+MVENCoNdq5upKVlkb23bt4vKIR8Ku4dunClC5dmPLRR1SWl3No9Wo2/Pa3rPzFL16ZELNzcuLBrVs8vn+fTt2717v/8bPqN/tXvN6+6DlrS3Q6HSUlJfWqvPLz88nPz0etVgPVF8js7Oxo165d7da1msSXtbV1vX5vguFLTEykpKSEQYMGyRqHk5MTKpWK+/fvv/I9pomJSe3k18GDBzfLUKqBAwdSUVHB0aNHMTIyeumUP6HlREdHEx8fz7hx4+jewM/1tiIxMRFTU1N8fX1f6zitVkt6ejqxsbHcu3eP/iv6k6pr3Ukx6dl/4yzG4WnsKXc4bZpIiAmyCwsL4/bt23z//fcsX77c4KZO9uvXj9TUVPbv38/y5cvFdgdBEIRWRilJSFCvsf76//xPyktK8A4KolvfvrW3+w8ZwuXTpzl/8GCjE2L+YWFkpaVxbMMGlv/tb3qL3djUlMk//Sn7vv6aguxsnjx+jG379i98fI/+/Uk9e5az339P7xEj6txXVVnJub17ax/3MopWlhDT6XRUVlZSWlpKaWkpZWVl9X6v+fPzt1dVVdWew8bGhnbt2tGpUycCAwNrk162trbitb8NqakO69mzJ+2eDdWQi1KpxMXFpdHN8vv27UtcXBypqakEBgbqPR5Jkhg2bBiVlZUcOHAAQCTFZJaUlERkZCRhYWGv1VertVGr1SQlJeHv79+oz4I6nY7MzExSUlJITU2lvLwcqP43PMh8EO117TlTegYtWl48VscwSUhYKiwZbTEaF5Vh9dlui0RCTJCdUqlk6tSprFq1imPHjjFu3Di5Q6pDoVAwYcIEg93aKQiCILzcj1MZ2Xfvsvm//5uYPXswtbDgJ599Vuf+UQsXsu+rr9jz2We0d3Vl+Lvv1qkC0qjVXD59Gntn59rJj+Pff5/IrVs5vnEjviEhDJw6tfbxOp2O5FOn8A0JeemkybiDB7Ht0IGuffrUuT3t0iUKc3IwtbTEwsbmpV/r8Pnz2fPFF0RHRDBw6lSCR44Eqq+gb/nDH8jLysIrIKBeQ/06dDruZ2SQe+8eRkZGFBYWApCamkpxcTHGxsYYGRlhbGxc++ear7Pm95pfTf27TqejoqKiwQTXj3+v2cb4PKVSibm5Oebm5piZmWFubo6dnV2dP9dseXxZDyeh7bh06RJFRUWyV4fVcHNzIyUlBZ1O98pm9vb29vj4+BAXF0dAQECzNL+XJKm2TciBAwfQarX0+dHPJKFl3Lx5k/379xMUFNTmP39cv36d0tLSRiVgtVotX3/9Nbm5uSgUijo/+7t27YqxsTG96IW7yp1jpcd4qH7YnKHrjYSEDh29THoRahaKkWRYRSJtlXjlFwyCg4MDI0eO5NChQ3Tp0gUfH8NqGujk5ERISAhnzpyhR48etH/J1XlBEATBcCxcuJAijYaCqipKnz7l4e3bPLh1C51Oh7OXF//6zTe1Sa0aFjY2/GrzZv40dy5f/+u/svPvf6dT9+5Y2tpSkJNDenIyJYWF/PumTbXHunp785PPP+ezDz/k70uWsOOvf8Xd15fSoiLuXbtG7oMHbL5z56UJsdToaA6sWkU7Z2c8evXC3MqK/OxsrsbGotVqmf1v/1Y7BfJF2ru58cE//sHnK1bwpzlz6NavHw6urqRfvsyDW7ew7dCBj1eufOXzVpyTw8P0dCorKykqKgLgxIkT2NnJN+7dxMSkTmLL1tYWZ2fn2r839LuRkZGYmCfU0mg0REdH4+fnh4ODg9zhANWN9c+dO0dRURE2r0h4Q3WV2ObNm7l3716z9ZKqSYopFAoOHTqEVqulX79+zbKW0LC0tDR27NhB165dGTduXJv/OXbx4kXc3d0b9RlLoVDg5OREbm5uvQshz2+3tFHaMN1yOpcrLnO27KxBV4vVVIWNNB+Jm5Gb3OG8VURCrLXQaqEoF/IeVP96kgNVFaBRg6YKdDpQqkBpBCpjsLKDdq7QzgXsnEFl+Bnm4OBgbt26xd69e/nggw+wtLSUO6Q6wsLCuHbtGvv37+e9995r8y9MgiAIbcGGDRsAUKpUmFlZYe/kxJDZs+k7Zgx9xox54Va4rn368El0NPu//pqLx45x5dw5AOwcHfENDaXfuHH0+tEV+0HTptGxWzf2fP45qWfPcn7/fixsbXH29GT8+++/tEE/QPjcuShVKq7ExnIrMZHSoiJsO3Sg94gRjF++vN56LzJk1iycOncm4tNPq5vyJyRg5+jI6EWLmP6v/1pnmmSDJIkxAwfSbsgQAPbs2UN6ejofffQRrq6uVFVVUVlZSWVlJVVVVXW2HUqSVPtLX383MTHBzMxM9OoSmiw5OZnCwkLmzp0rdyi13NyqP/xmZmY2KiHm6emJg4MDcXFxzdpcXZIkRo0ahUKh4MiRI2i1WgYMGNBs6wk/uHPnDtu3b8fT05Np06a1+Z99jx8/JiMjg6nPVVa/ypQpU3j69CkZGRm1tykUCrr8aNiNJEn4m/rT2aizQVaLiaow+Uk63UtmkQvyKSmE7PTq5Nfj+1CQVZ38ApAUoKu/LaCO5x8jSWDtAO07VifJOnQG+8aPsm1JxcXFfP3117i6ujJnzhyDSzplZGSwfv16Ro8eLa6UCYIgtBJqnY4DT57IHUarMt7WFpWBvQYLQlNoNBq++OILXFxcmDFjhtzh1PHZZ5/h4+PD6NGjG/X4CxcucPjwYT766CNsbW2bNTadTsfJkyeJiYlh+PDhhIaGNut6b7uMjAy2bNlCp06dmD179luxlfvIkSOkpKTws5/9rNFf7/Xr19mxYwfW1ta12/q9vb2ZN2/eC4/R6XRcqbzChfILFGmLapNRcqhZ20XlwgDTAaIqTEZt/zusNdHpqpNg18/DvWuAruHk16uSYT9+jE4HhY+hKA9uJ1bfZu8C3QdA554GVT1maWnJpEmT2LZtGxcvXjS4ngXu7u706dOHEydO4OnpKbZOCoIgtAIqScJCoaCkgR5TQn0WCoVIhgltzqVLl3jy5AmzZs2SO5R63NzcGt1YH8Df35+TJ09y4cIFRvxoeIa+1TTaVygUnDhxAq1WazD919qazMxMtm7dipubG7NmzXorkmFVVVUkJycTFBTU6K/32rVr7Nq1i+7duzNlyhSOHDlCQkICPX7U/uDHJEnCz8QPX2Nf7qnvcbniMulV6S2eGFOhwtfEl54mPWmnlHewhyASYoahsgxuJ8H1WHiaX50Eq/mmbEzyq7GeP1d+FsR8D/EHwKcP+PQFa8P4hvTx8SE4OJhjx47h4eFhMD0eaowYMYL09HR2797N4sWLxeQpQRCEVsBOpaK0stJAu4cYDgmwfws+hAlvl8rKSk6dOoWfnx9OToa3S8LNzY0rV65QVVXVqAl7xsbGBAUFkZiYyJAhQ5p9QrskSYSHh6NQKIiMjESr1bb5Ju8t7cGDB2zevBlnZ2dmz57d7P9PDcWVK1coLy9v9DTTq1evsmvXLnr06MGUKVNQKpWMGzcOX1/fRm8hliQJdyN33I3ceap9yuWyy6RWpVKuK0eBAi36vXhWk3CzV9gTYBpAV+OuGEsv7wcqtJy2vSHZ0BXlQUwEfPe/cOFgdTIM9JsEe6FnHwmqKuBqDOz+BxxbB1lpLbD2q40cORJbW1siIiLQaDRyh1OHkZERU6dO5dGjR5w6dUrucARBEIRGsFUqRTKsEXRUP1eC0JbExcVRWlpKeHi43KE0qGPHjmi1WrKyshp9TJ8+faioqODSpUvNF9iPDBkyhKFDh3Lq1CmioqIQnXf0Iysri02bNuHo6MicOXMwfsXwlLYkISEBLy8v7O3tX/nYK1eusGvXLnx9fZk6dWptUYIkSXh4eLxRr7XstGxO/O0EXklejLUYSy+TXjgpnVA+N59a8RopE4kfqqtNJVPcVe70Me3DDKsZvGP9Dj1NeopkmIERlwDloNPCtfOQcKR6O2OLJMBeFs+zF7PsNMi6Dd69oc9YMDaVLaSapNO3335LVFQUw4cPly2Whri4uDBkyBAiIyPx9vZu1qamgiAIQtOJJE/j2YoKMaENKS0tJSYmhuDgYFmnpL6Mo6MjRkZGZGZm0qlTp0YdY2dnh6+vLzExMQQFBbXYjoXBgwejUCg4efIkWq2W8PBwg+v525pkZ2ezceNGHBwcmDdvHiYvmUTc1mRnZ3P//n1mzpz5ysempKSwe/du/Pz8mDx5sl4GDdRUmwFUlVfRxbgLXYyrm/JrdVqeaJ+Qo87hkeYRj9SPKNQWokGDRqdBgwYJCSVKlJISFSraKdvhqHLEUelIB1UHLCQL8b3RCoh3PC2tKA+id8Hje3JHUl9NYiwtER7cgNDp4Nrl5cc0I2dnZ4YOHcrJkyfx9vamc+fOssXSkNDQUG7fvs3u3bt5//33MTWVL4EoCIIgvJydSoVKklCLioaXMpIkkTwU2pQzZ86g0+kYPHiw3KG8kEKhwNXV9bX6iAEMHDiQlStXkpqair+/fzNF1/C6SqWSY8eOodFoGDFihPjg/wZycnLYtGkTdnZ2vPPOO29VMgyqq8MsLS3x8fF56ePi4uI4cuQIvXr1YtKkSXpJhl24cIFDhw7V/l2tVte5XyEpsFfaY6+0pxvdmryeYLjElsmWotPC1XOw91PIfb0Xuxan00FZCZxYX72ls7JctlBCQkJwd3dnz549lJfLF0dDFAoFkydPpqysjCNHjsgdjiAIgvASSknCw9gY8ZHtxSSgs7ExSvHBVmgjCgoKuHDhAqGhoVhYWMgdzku5ubmRmZn5WtsQHR0d8fHxITo6usW3Lw4YMIDRo0cTGxvLgQMH0IqhJa/l8ePHbNy4EWtra+bPn//WXVivqKjg8uXLL61u1Ol0HD9+nCNHjjBgwAC9VIbpdDqioqLqJMMAnj592qTzCq2XSIi1hKI8OPxNdZ8wrUb+LZKN8ly12J5/woNbskShUCiYMmUK5eXl9X5wGQI7OzvGjh1LcnIyV65ckTscQRAE4SU6m5iIPmIvoaP6ORKEtiIqKgpzc3P69+8vdyiv1LFjR0pKSnjy5MlrHTdw4EByc3O5fv168wT2Ev369WPSpEkkJSWxc+fOelU2QsPy8vLYuHEjFhYWzJ8/HzMzM7lDanGpqalUVVURFBTU4P1qtZqIiAjOnTvHqFGjGDlypF6qEJOSkjhz5ky920VC7O0lEmLNLfc+HPgKch/IHcmbeb5a7OYFWUKwsbFh3LhxpKSkkJKSIksML9OrVy969OjBgQMHKCoqkjscQRAE4QUslEo6qFSiSqwBEtBBpcJCbJcU2oisrCxSUlIICwtrFU3K3dzcAF5722THjh3p3LkzZ8+elaXJfUBAALNmzeL27dts3rzZ4HZ0GJr8/Hw2bNiAqakp7777Lubm5nKH1OJ0Oh0XL16kS5cu2NjY1Lu/vLycrVu3cu3aNaZPn67XhLaHhwfdu3evl1wrLi7W2xpC6yISYs0pOx2OfAvqilZSFfYiz15cY/dAav2Mekvo2bMnPXv25ODBgxQUFMgSw4tIksT48eMxMjJi7969YuKOIAiCAfM0NRVVYg3QUf3cCEJbcfLkSdq1a/fCChRDY25ujr29PZmZma997MCBA8nKyiI9Pb0ZInu1rl27Mn/+fB49esSGDRtEcuEFnjx5woYNGzA2Nubdd981+G28zeXhw4dkZ2fTu3fvevcVFRWxfv16srKyeOedd/D19dXr2nZ2dsycOZNRo0YBYGtrC0BZWZle1xFaD5EQay4PbsLxdaBV/9Csvi1IOApJJ2RZeuzYsZibmxtkSbaZmRmTJ08mPT2duLg4ucMRBEEQXsBRpcJU9Miqx0yScBTTJYU2Ij09nbS0NIYNG6aXBtwtpWPHjq9dIQbg6emJi4sLZ8+ebYaoGqdTp04sXLiQ4uJi1q5da3AXsOVWWFjIhg0bUCqVvPvuu1hZWckdkmwuXryIjY0N3t7edW5//Pgxa9asoaysjPfee69ZB6pduXIFLy8vPvroIxYvXsz06dObbS3BsLWeV4jW5NFdiNwMWm3bSobVuBwlS6WYqakpM2fOJCcnxyCb2Ht6etKvXz9OnDhBTk6O3OEIgiAIDZAkSVRCNcDT1FRMiRPaBJ1Ox4kTJ3Bzc6Nbt9Y1Hc7NzY3s7GwqKytf6zhJkhg4cCAZGRncuyffJHtHR0cWL16MJEmsWbOG7Oxs2WIxJAUFBaxfvx6ABQsWYG1tLW9AMiovLyc1NZWgoKA6yeqMjAzWrl2LqakpixcvpkOHDs0WQ05ODpmZmQQFBSFJUqv8WSHoj0iI6VveAzixoZVvkWyEhKNwM77Fl3VycmLs2LEkJCSQnJzc4uu/yvDhw7G3tyciIsLgqtgEQRCEah4mJpiI5E8tE0kSzfSFNiM1NZWsrCyGDx/e6pK8HTt2RKfT8fDhw9c+tlu3bjg4OBAdHd0MkTWera0tixYtwtramvXr13P37l1Z45Hb48ePWbt2LQqFgoULFzbYM+ttkpycjFarJTAwsPa2q1evsmnTJpycnHjvvfeaPWGYkJCAhYUFXbt2bdZ1hNZBJMT0qewpHFsHmqq2WRn2Y7F7ZZk+GRgYSEBAAAcPHjS4SiyVSsXUqVPJzc0lMjJS7nAEQRCEBhhJEkFvae+WhgRZWGDUyhIHgtAQjUZDZGQkPj4+uLu7yx3Oa2vfvj3GxsZvtG2ypkrs1q1bsldmWVhYsGDBAlxcXNi8ebMsEzANwcOHD1m3bh3m5ua89957b30yTKfTceHCBbp161a7ZTQuLo6dO3fSvXt35s2bh2kzV3BXVlaSnJxMQEAASjFERkAkxPRHp6tuOl9V/nYkwwCQIGYXVLbsNBlJkhg7dix2dnbs2LGDioqKFl3/VZycnAgPDyc2NpY7d+7IHY4gCILQAEcjIzoZG7/1EyfdjY1xNDKSOwxB0IuLFy9SWFjIsGHD5A7ljSgUCtzc3N6osT6An58ftra2sleJAZiYmDB37ly6du3Kjh07SExMlDukFpWRkcGGDRuwt7dn4cKFWFpayh2S7G7evEleXh79+/dHp9Nx/Phxjhw5woABA5g6dSqqFuhjmZycTGVlJX369Gn2tYTWQSTE9OXOZci8/hYlwwB0UF4CFw61+MpGRkbMnDmTp0+fsn//foOb7DhgwAA6d+7Mnj17xNQSQRAEA9XT3Bzjt7gyykSS8DM3lzsMQdCLiooKzpw5g7+/f7P2H2pubm5u3L9//43e2yqVSkJCQrhy5Qp5eXnNEN3rUalUTJs2jd69e7N//37OnDljcO/Zm8Pt27fZvHkzLi4uzJ8/HzMzM7lDMgjnzp2jY8eOuLi4sHv3bs6dO8eoUaMYOXJki2xv1ul0xMXF0b1797e+Wk/4gUiI6UPZUzi/V+4o5KHTwe2E6qmaLaxdu3ZMmjSJK1euEB/f8v3MXkaSJCZPnkxlZSWHDrV8wlAQBEF4tbd966TYKim0JTExMVRWVjJ06FC5Q2kSNzc3SktL33hKY2BgIBYWFsTExOg5sjejUCgYO3YsQ4YMISoqir1797bpPrtXr15l27ZteHp6Mm/ePExEf0YA7t+/z7179wgODmbLli1cvXqV6dOn079//xaLIS0tjby8PPr169diawqGTyTEmqpmq6S6Su5IZCRBzPctvnUSoEePHvTr149jx469Ub+F5mRjY8O4ceNITU0lJSVF7nAEQRCEBrytWyfFVkmhLXn69Cnnz5+nX79+rX6Cn5ubG8Abb5tUqVQMGDCA5ORkCgsL9RnaG5MkibCwMKZOnUpqaiqbNm2itLRU7rD07tKlS+zatYsePXowc+bMFtkC2FqcO3cOOzs7zp07R1ZWFu+88w6+vr4tGkNcXBzOzs507NixRdcVDJtIiDVV7VbJNj5V8qXk2zoJMGLECFxdXdm5c6fBvbj6+fnRs2dPDh48yJMnT+QORxAEQWhAT3NzzBWKtyIpJgGWCoXYKim0KSdPnkSlUhEaGip3KE1mZmZGhw4dmjSdMTg4GGNjY2JjY/UXmB707NmTBQsWkJuby7fffktubq7cIelNXFwce/fuJTAwkClTpoiG7c/Jz8/n2rVrlJeXU1ZWxnvvvUfnzp1bNIa8vDxu375N3759W930WaF5iYRYU5SXvr1bJX+sZutkVlqLL61UKpk+fTpqtZqIiAi0WsNKTo4dOxZTU1P27NljcLEJgiAI1VsnB1pZYSJJbTspptVCZSUhlpZiq6TQZmRmZpKcnEx4eHib6dXk6elJenr6G/fbMjExoV+/fiQkJFBSUqLn6JqmY8eOLFmyBJVKxZo1a0hPT5c7pCbR6XScOXOmtjn8+PHjUSjER+znHTt2DAArKysWL14sS4+/uLg4zM3N8fPza/G1BcMmvlub4nYCVFXKHYXhkCRIOS3L0tbW1kydOpW0tDTOnj0rSwwvYmpqyuTJk8nIyDCIqT+CIAhCfWYKBQOtrDBqo0kxCZC0Wq5u28b+XbuorBTvX4TWT6vVcvjwYZydnQkKCpI7HL3x9PSkqKiI/Pz8Nz5HTSVMXFycHiPTDzs7OxYtWoSrqytbtmwhISFB7pDeSM2kxKioKIYOHcqIESNE9dGPJCUlcePGDWxtbXnvvfdk2dJcXl5OcnIywcHBYhurUI9IiL0pnRauxQJtf1JKo+l01RViRfJMtfHy8mLIkCGcOnWKtLSWr1R7mc6dOzN48GBOnTrV6q+ECYIgtFWWSmWbTIpJVFfBDbW3Z+qYMaSnp7NmzRqxlV9o9RITE8nKymLMmDFtqirH3d0dhULRpPeM5ubmBAcHEx8fT3l5y/f5fRVTU1Pmzp1LUFAQBw4c4NixY61qJ4VWq+XgwYPExsYyatQoBg8eLJJhPxIXF8e+ffuQJIn33nsPU1NTWeK4dOkSarWa4OBgWdYXDFvbeeVoaQ9uQalhNKo0KJIEN+Sb+Dh48GC8vLyIiIigqKhItjgaEhYWhoeHh0HGJgiCIFSzVioJs7LCtI0kxSTAVKEgzMoKa6WSrl27snjxYqqqqli9ejUZGRlyhygIb6S0tJTIyEj8/f3bXJNsY2Nj3NzcmnwRdcCAAWg0GoPrJVajZgLl6NGjOX/+PDt27GgV1asajYbdu3eTmJjIxIkTW3RSYmug1Wo5duwYR44cQaVS0bt3b9mGXWi1WuLj4/H19cXKykqWGATDJhJib+r6+erkj1CXTge3Lsg2dVOSJKZOnYpKpWLnzp0GNdZZoVAwdepUFAoF33//PRqNRu6QBEEQhAZYKJUMtrbGsg1UnFg+S4ZZPNfguUOHDixZsoQOHTqwcePGVrtdSXi7RUVFodVqGT58uNyhNAtPT0/u3LnTpKopKysr+vbtS2xsrMH1EqshSRL9+vVj9uzZ3Llzh3Xr1hn0hWO1Ws2OHTu4evUq06ZNIzAwUO6QDEpxcTGbNm3i/Pnz9OjRA41GQ0hIiGzx3Lp1i4KCAvr27StbDIJha/3v9ORQXAAPblYnf4T6qirgbopsy5ubmzNjxgyysrI4cODAGzckbQ4WFhbMmDGD+/fvc/LkSbnDEQRBEF7ATKEgQKvFqar6Ak9rugRWE6u3iQlDrK0xbSCxZ25uzjvvvEPv3r05cOAAhw4dEhdqhFYjKyuLixcvMmTIECwtLeUOp1l4enpSUVFBVlZWk84TGhqKJEkG38fWx8eHRYsWUVpayrfffsuDBw/kDqme0tJSNm7cSHp6OrNnz8bX11fukAxKRkYGq1atIjc3l/nz55OdnU337t2xs7OTLab4+HhcXV1xc3OTLQbBsImE2Ju4ES+qw15KgmvnZI3Azc2NiRMnkpycbHBl4h07dmTEiBHExsZy7do1ucMRBEEQfiQnJ4c9e/bwxWefcWrtWgZZWWHWiqrFzBQKBltZ4WdujvIl71eUSiVjx45l3LhxJCQksHnzZkpLS1swUkF4fTqdjsOHD9O+fXv69OkjdzjNxsXFBWNj4yZvmzQ3NyckJIQLFy5QWGjY7V4cHR1ZsmQJ1tbWrFu3zqCqV/Pz81mzZg15eXksWLCALl26yB2SwdDpdMTExLBhwwYcHBxYvnw55eXl5Ofny1odlpOTQ3p6Ov369ZMtBsHwtZ53d4ZCq4WbF0R12EvpID8L8h7KGkWvXr0YOHAgx48f5+bNm7LG8mP9+vWjR48e7N27l7w8eYYQCIIgCD/Q6XSkpaWxadMmvv76a5KTkwHo1KkT7VQqhllb421iAhhmtdjzVWHDrK2xf41JWsHBwbz77rvk5OSwevVqcnJymidIQdCDy5cvk5mZyZgxY1A+txW4rVEqlXTu3Fkvw5j69++PiYkJp0/LMw3+dVhZWbFw4UICAgI4cOAA+/btk70FSmZmJmvWrEGSJBYvXiyqjZ5TXl7Od999x4kTJwgNDWX+/PlYWFhw7tw53N3dcXV1lS22+Ph4LC0t6dGjh2wxCIZPJMReV+FjqCyTO4pWQIIc+Rv1hoeH07VrV77//nuDeoMvSRITJ07E0tKSnTt3UlUlT881QRAEASoqKli5ciWbN2/mzp07de7r2rUrAEpJws/c3GCrxRpbFfYi7u7uLF26FBMTE9asWcPVq1ebIUpBaJqKigpOnDiBr68vHh4ecofT7Dw9PcnMzGzy+0QTExMGDhzIpUuXWsWFWJVKxfjx45k4cSKXL19m3bp1slW3Xb16lY0bN+Lg4MCiRYuwt7eXJQ5DlJWVxTfffENGRgZz5sxh2LBhKBQKMjMzuX//vqzVYWVlZSQnJxMcHNymE+dC0xneO7o3UFJSwj/+8Q+GDh2Ko6MjxsbG2NnZMWDAAH7zm99w7969Jp1/yJAhSJLE3bt3Ie+H/eydf/4l0sI/NTF6WH/2MtLCP/G73WeafC6DIUl1niv5wqhusm9nZ8e2bdsMqqGoiYkJM2bMIC8vj0OHDskdjiAIwlvr+TfLP+47+ePpdTXVYsEWFtg9O06WirFncdoplQRbWLx2VVhDbG1tWbRoEd7e3uzcuZODBw/KXpkhCM87ffo0FRUVjBgxQu5QWoSnpycajabJn2UA+vTpg5WVFadOnWp6YC0kMDCQRYsWUVJSwqpVq/RSLddYOp2O2NhYdu7cSbdu3Zg/fz7m5uYttr4h0+l0JCQksGbNGkxNTVm2bBk+Pj619587dw4HBwdZt5UmJiai0+kIDg6WLQahdWj1CbFz587h7e3Nz3/+c+Lj4/Hz82P69OmEhISQlpbGH/7wB3x8fDhx4oR+Fsx7CFKrf9r0Slr4Jzr//Mu6N+q08DhTnoB+xNjYmNmzZ1NZWcnOnTsNqmmwo6Mj48eP59KlSyQlJckdjiAIwltJpVKxePFiOnfuXOd2Y2Nj2rdvX+/xSknCzdiYMGtrhlpZ4W5s3KJvqCSdjtyUFDzz8wmztsbN2PiNqsIaYmxszPTp0xk3bhxJSUl8++235Obm6uXcgtAUjx8/Ji4ujkGDBmFjYyN3OC3CwcEBS0tLvSSCVCoVYWFhpKamkp2drYfoWoaLiwvLli3D2dmZzZs3Ex0d3ewDs7RaLYcPH+bYsWOEhobWTrAXoKqqir1793LgwAECAgJYtGhRnab5ubm53Lhxg5CQECSZem5rtVouXLiAn58fFhYWssQgtB6tOrNz6dIlhg0bRnZ2Nv/2b/9GTk4OJ0+eZOvWrRw8eJDs7Gy+//573NzcuH//vn4Wzc2sTvYIr1aUB1WVckcBVF/1njVrFvfv3+fgwYMGNXnS39+foKAgDh061KreoAiCILQlZWVlPH78GCsrq9rb3NzcXvmG3kalIsDCgjG2tvQyM8Pyue2U+vgo8Pw5LBUKepmZMcbWFun2bRLPntXDCg2sKUkEBwezZMkS1Go133zzTW1PNUGQg06n48iRI9ja2jJgwAC5w2kxkiTh6empt8oof39/7O3tiYyM1Mv5Woq5uTnz5s0jNDSUkydPsmPHDioqKpplrcrKSnbs2MHFixcZP348w4cPly2xY2jy8vL49ttvuXr1KlOmTGH8+PH1EoWxsbFYWlrSs2dPmaKEGzduUFhYKJrpC43SahNiOp2O+fPnU15ezu9+9zv+/Oc/18sAKxQKpk6dSkJCgn7KJbVayBcJi8bTQUHTRkXrU6dOnRg/fjxJSUnExcXJHU4dY8aMwcHBgR07dlBeXi53OIIgCG+V8vJytmzZgkqlYtmyZcyYMQOVSoW3t3ejz2EkSXiamjLcxoYxNjYMsLSkm6kpzkZGmPzow5T0gl/PM5EknI2M6GZqygBLS8bY2DDcxgZPU1OMFQpCQkLIyMjgwYPma0/g5OTEsmXL6NGjB3v27GHPnj1UVhrGhS7h7XLt2jXS09MZNWrUW1ep4+npSXZ2tl4mwCqVSoYOHcqtW7f0sg2zJSkUCoYNG8asWbO4c+cOq1ev5vHjx3pdo7i4mA0bNpCens6cOXPo3bu3Xs/fml25coVvvvkGjUbDkiVL6NWrV73HFBcXk5ycTN++fWX9Po2Li6NTp044OzvLFoPQerTaV5QjR46QmpqKm5sb//Ef//HSx9rY2NQprS4tLeXvf/873333HWlpaRgbG+Pv78+HH37I7NmzX3yip3mgfXUvjYOXbvN9wnVibz/gQcFTNFod3o52zOrbnZ+P7oeJ0Yuf9htZefx61ylOXb9HeZWagE6O/MeEEMb6N/ymPPb2ff58MJZzt+9TVFaJs40lY/29+M8JobjYWdV57Pqzl3lvzQF+O2kgcwf48puIM0Rdz+Dx01IifjKNyb27cvtRPpvPpXI09Q53Hj8hv6SMDtYWhHd35z8nhuLj1K7e+QAy8grr9FML69qJU7+aX73FtIM7mZmZ/PGPf+TIkSNkZ2djY2PDwIED+dWvflVvZPbdu3fx8PAgLCyMffv28bvf/Y7du3dz//59VqxYwSeffIJOp2Pr1q18/fXX3Lp1i8LCQtq3b0/Xrl2ZMmUKK1asaPD5CggI4PHjxxw7dox27doZzMhklUrFzJkzWbVqFXv37mXmzJniapQgCEILUKvVfPfddzx9+pRFixbVTqTy9vbGyMjojc5polDgqFDg+NzxFVotTzQaSjQaNIBGp6Om3lxB9TZMJWChVGKrVGLyisb9Xbt2xd7ennPnzjFjxow3irMxjI2NmTx5Mh4eHhw8eJD79+8zffp0nJycmm1NQXheVVUVx44dw8fHp06fordFzfCAO3fu4Ovr2+Tz+fr6Eh0dTWRkJAsWLGh17ze7devG0qVL+e677/j222+ZNGmSXqYIPn78mC1btqDVannvvfdEMuUZjUbD8ePHiYuLw9fXlwkTJmDybOLyj8XHx6NQKGTt23X//n0yMjKa9XVRaFtabYXYwYMHAWqv4jbW06dPGTx4ML/5zW/Iyclh/PjxhIaGEh8fz5w5c/iXf/mXFx9c8KhRayxee5DvL97A3sKMMb28GOTTkcz8Iv7j+9OM/cd3aLQNb7lMy3lCv/9eT9K9R4z08yDYw4nYtPuM/2QH687W36qw+Vwqg/60iX1Jt+jq1I6pvbtiYqTk68hEgn67lusPG+75cSM7nz6/X0/8nSyGdnNnhK8HRs8aA397Opn/3hdNSUUlfTycmRjYBWszYzadS6XP79dzOfOHSY3ejnYsCK0uh7UwMWJBaM/aX6N7etY21k9JSSEoKIhvvvkGMzMzpk6dSpcuXdi9ezchISHs3LmzwTjLysoICwtj/fr1BAQEMHHixNo96r/85S955513uHjxIv7+/rXnvHz5Mn/9619f+v9n2LBhdOnShe+//17vV5aaws7OjilTpnD9+nViY2PlDkcQBKHN0+l07N27l8zMTObMmVOnX5ixsbFePyiaPEuQeZqa0sXUlG5mZvR49qubmRldTE3xNDXF0cjolckwqK6WGDBgANeuXSM/P19vcb6Iv78/y5YtQ6VS8e2333LhwgWDaj8gtF3R0dEUFxczatQouUORhbW1NQ4ODnrbNilJEuHh4WRkZJCWlqaXc7a0du3asWTJErp06cLOnTs5cuRIkwaA3L17l7Vr12JiYsLixYtFMuyZwsJC1q9fz4ULFxgzZgzTpk17YTKssrKSixcvEhQUhJmZWQtH+oPo6GjatWtHt27dZItBaF1abYXYpUuXAAgKCnqt437961+TkJDA0KFD2bt3b22vkOvXrxMWFsZnn33GiBEjGD9+fP2DS4uqG+q/oofYqoVjGOnngZnxD1eGn5ZVMHflXg4k32ZL7BXeDa2/r3pzbCrvhvZkzaJxqJTVb4YPXLrF5M928ZNNxxjp54nrs6qvzLwilq2vnky491+mMzGw+oqZVqvj59tP8MmxC8xfvZ8Lv32v3jrb467yk2G9+WTeCJQ/etM9OciH5UMD8WhvW+f2dWeTWbTmIB9vPU7kv80DYKBPRwb6dGRDTAoOluasXzqh7kI6LbqiXOZ9+N/k5ubyy1/+kj//+c+1HzC+//57Zs6cyaJFixg4cGC9F5/4+HgGDBhAeno6trY/xFNeXs7nn3+OlZUVycnJdcZuq9XqVyaTarbSrlmzhm3btrFkyRKDmRrTtWtXQkNDOXHiBK6urri7u8sdkiAIQpt14sQJUlNTmTFjBp06dZI7nNfm7+9PVFQUsbGxjBs3rtnXc3BwYMmSJRw7doxDhw5x584dJk6ciKmpabOvLbydcnNziYmJISQkBHt7e7nDkY2npyc3b97U2/m6dOlCx44diYyMxMvLq9VViUH1RYtp06bh5ubG8ePHycjIYPr06bRr1+7VBz/n8uXL7N27l86dOzNjxgzx8+yZtLQ0IiIiUKlUvPfee7i5ub308UlJSZSXl9O/f/8WirC+R48ecePGDSZNmoSiEReWBAFacYVYXl4eQIPTn16kpKSENWvWoFAo+Oqrr+o0zu3WrRv/+Z//CcCnn37a8Am06kZ1yJ0U5FMnGQZgZWbCP+cOB2BvYsMvaJamxnwyd3htMgxgfEAXpgd3o7Syqk6V2LdnLlFWqWZm3+61yTAAhULizzOG4mJrycU7WcTcqj/psb2VOX+ZGV4vGQbQ39u1XjIM4L1B/oR2cePU9QwKSxvf4+pU0lVSUlLo1KkTf/zjH+u84E6bNo3JkydTXFzM2rVrGzz+s88+q5MMAygqKqKiogIvL686yTCo3no4aNCgV8ZlYmLCnDlzKC8vN7jJk+Hh4XTq1Ildu3ZRXFwsdziCIAhtUnx8POfOnWPUqFF62W4jByMjI/r27culS5coKSlpkTVVKhVjx45l5syZpKens2rVKv0NLhKE5+h0Ovbv34+NjU2j3tu1ZZ6enjx58oSCggK9nE+SJIYNG0ZWVhbXrl3TyznlIEkS/fv3Z8mSJVRVVbFq1SouXbrUqOpVnU7HmTNn2L17N7169WLu3LkiGUb1hMZTp06xefNmXFxcWL58+SuTYVqtlvPnz+Pr61vvc1tLiomJwcbGRtaG/kLr02oTYm8iISGBsrIygoKCGiyjnD9/PlD9zaRtaFvjayRNbmXn8+mxeH666SiL1hxg4er9/GFfTPV9jxre2jDS1wM7i/olpnP6V/cLOHvzh+RWzZ/n9fer93gTIxUz+nSvftyN+gmx4b6dMTd5cV+U4vJKtp2/wr/tiGTp2kMsXL2fhav3k/WkGJ2uemtnY51NvQXAzJkzG+zFUvOcn21gUpazs3ODe9A7dOiAm5sbly5d4t///d/fuITczs6OWbNmce/ePQ4fPmwwWz8UCgXTpk1Dp9Px/fffN/xvURAEQXhj165d4/Dhw/Tv31/Wq9n60KdPHyRJ4sKFCy26bvfu3Xn//fextLRk3bp1xMTEGMzrqNA2XLx4kXv37jFhwoQ37ufXVri7uyNJkt62Tdac08vLi6ioqFb/XtPZ2Zlly5bh6+vL3r17iYiIeOmQqqqqKvbu3UtUVBRDhgxh4sSJKJ+1j3mblZSUsHXrVk6fPs2QIUOYO3duo3bRXLt2jSdPnhASEtICUTYsPz+f1NRUQkJCxP9L4bW02i2TNeWwr9MD6uHDhwB07ty5wfttbW2xsbGhsLCQgoKC+iW32ip4xXs9nU7HL7af5J/H4nnR+8Kn5Q1PaHJ3sGnw9s7Pbn/45IdqoYcFT6vva//yYx48e9zzOtk3fAxA5NW7zP56D4+fvniSzdPyxo85fphXfSXrRc95ze0NTcl62faVDRs2MHv2bP7yl7/wl7/8BXd3d8LCwpg9ezZjxoxpdHzu7u6MGzeO/fv3Y2dnR2hoaKOPbU5WVlZMnz6djRs3EhUVxbBhw+QOSRAEoU3IzMwkIiICX19fRo4cKXc4TWZubk5gYCDx8fGEhIRgbGzcYmvb2tqycOFCIiMjOXHiBHfv3mXy5Mn1pn4LwusqLCzkxIkT9O7d+4XvId8mpqamuLq6kp6ertfJh+Hh4axevZrLly8TEBCgt/PKwdjYmEmTJuHl5cWBAwdYtWpV7ZbK5xUWFrJjxw5ycnKYOnWqqCZ6JjMzk127dqFWq5k/fz6enp6NOk6n03Hu3Dk8PDxk7b0WExNT+3ooCK+j1VaI1fzQTkxM1Ot5X76HXnrllsnv4q7yj6PxuNlZs2vFVB7886dUfvtv6Nb/mopv/w3ghYkyfXrZl2Fq1HDWvLi8kplf7Sa3uJTfTBrI1T8to2TV/0O77lfo1v+aOf2rt5S8Xvwvf8Je9ny/rGw5PDyc27dvs2XLFubPn49Wq2Xjxo2MHTuW6dOnv06ABAUFMXDgQE6cOMHly5df69jm1LlzZ8LDw4mOjtZr3whBEIS3VW5uLtu2bcPFxYXJkye3yr45DRkwYAAVFRUkJCS0+NpKpZIRI0Ywb948Hj58yMqVK7lz506LxyG0HTqdjoMHD2JiYsLw4cPlDsdgeHp6cufOHb1WYrq4uNCjRw9OnTrVpKb0hsTPz4/ly5djaWnJ2rVrOXv2bG0FXEZGBqtXr6akpIRFixaJZBjV32+xsbGsX78eGxsbli9f3uhkGMDt27d5+PChrEUFRUVFXLp0iQEDBrz11aTC62u1CbGa5rE7d+5s9A9wFxcXoPqHYUMKCwt58uQJZmZmtdMM61C8+hts97P+YF+/O5ppfbrhYmeFkao6AZWe8/J9/xm5hQ3fnld9u4utZe1tLs+a67/omLvPbq9pwt8YZ29mkldcxrTe3fj9lMF0d3HA3MSo9gND+mtslayN08G2Os4XPOd3796tjtPV9bXPbW1tzdy5c9m4cSP37t0jNjYWNzc3vv/+ew4dOvRa5woPDycgIIC9e/dy+/bt146luYSGhuLj48Pu3btbZIqYIAhCW1VcXMyWLVuwsLBg9uzZrzWh2tDZ2tri7+9PTEwMVVVVssTg7e3N+++/j4ODQ211c2vfhiXIIzU1lVu3bjFu3DjR0+k5np6elJWVkZ2drdfzDhkyhKKiIlkS6s3Fzs6OhQsXEhoaSmRkJJs2beLMmTNs3LiR9u3bs3TpUjFJkuqe3OvXr+fYsWP07duXBQsWYG1t3ejjdTodp06domPHjq+VRNO3c+fOYWxs3GCrHUF4lVabEBs9ejS+vr7cv3+f//mf/3npY4uKirhy5Qq9e/fGzMyMhIQEbt26Ve9xmzdvBqqTEA1OpmjEfuSCkur96m729RNROy68vGnlsSt3eFJSf7/79rirAAzs0rH2tkE+1X/edv5qvcdXqjXsvHC9+nFdO9a7/0VeFvvtR/kkZjT8AmykVKB+wZveQX5dAV7YuL7mOddHs9T+/fvX9iRLTU19rWMlSWLChAl4eXmxY8eO2u21cpMkiSlTpmBhYcG2bdte2g9BEARBaFhlZSVbt25FrVYzb948WUfCN5eBAwdSWlqq98r512FlZcX8+fMZMmQIZ8+eZePGjRQVFckWj9D6lJSUcPjwYXx9fenatavc4RgUNzc3jIyM9NpHDKoHlPn7+3P69GnKysr0em45KZVKhg0bxrx583jw4AFRUVF4e3vzzjvvvPXburVaLTExMaxcuZKnT5+yYMECRo0a9dq9t27evMnDhw8ZOnSobBXXJSUlJCYm0rdvX0xMTGSJQWjdWm1CTJIkNm/ejKmpKb/73e/41a9+VW/Ckk6nY9++fQQHB3PhwgUsLCxYtGgRWq2WFStW1Hn8zZs3+eMf/wjARx991PCiSqNX9hDzcaoeCf3NqaQ6Jc1nb9zjr4fjXnpscXkl/7r9BGrND8mlw5fT2BF/DTNjFe8N6lV7++LB/pgZq9gef5WDl36oaNJqdfx61ykeFDyld2cnQrs0PiFWE3tEwg0eF/3w3DwpKWfx2oNUaRpOernYWvGoqKTBZN6QQF969uzJ3bt3+c1vflPnOdm9ezcRERFYWlqyaNGiRsd579491q9fT2lp3T5n5eXlREVFAdCxY+O/7hoKhYLp06fToUMHtmzZUjvJVG6mpqbMmTOH4uJidu3aJa64C4IgvAaNRsPOnTvJy8tj3rx5sk7Aak729vb06tWLmJgYWbc+KRQKwsLCWLBgAfn5+axcuVJs+xca7ejRowCv1Q/2baFUKnF3d9d7Qgxg2LBhaDQaTp06pfdzy6moqIhTp06h0WhwcnLi5s2bHD16VLZKWkPw6NEj1qxZw8mTJ+nTpw8ffPDBG/Xpq6kO69y5Mx4eHvoPtJHi4qo/X/fr10+2GITWrVXvFwgICODEiRNMmzaNP//5z3z22WcMGDAAR0dHCgsLuXjxIo8ePcLU1LQ2QfK///u/nD9/nuPHj+Pp6UlYWBglJSVERkZSXl7ORx99xIQJExpe0MoOcl6ejPhoRDDroy/zVWQip67fo1fHDjwoeEr0rUx+Pqoffzvy4qTYvAG+RFy8wanr9+jn6ULWk2LO3LyHTgefzRuJm/0PJayd2tmwasEYFn57gAmf7iC0ixsd7a1JvJvNjex8HK0t2Lxs4ms9n8Eezozw9eD4lTv4/PsqhnSrbmp/6vo9HKzMmBTow96k+m9qJwZ24fMTFwn63VpCvF0xNVLR1akd/29cCJKdI1u2bGHo0KH86U9/Yvfu3QQEBHDv3j1iYmJQqVSsWbPmtcqW8/Pzee+991ixYgXBwcG4ublRUlLCuXPnePz4McHBwUydOvW1vvYaxsbGzJ07l7Vr17J582YWL16MpaXlqw9sZu3atWPmzJls3ryZo0ePijeKgiAIjaDVaomIiODOnTvMnTsXJycnuUNqVoMGDeLy5cskJSXRp08fWWNxd3fn/fffZ8+ePWzbto3+/fsTHh4u+rsIL3Tz5k1SUlJqK+OF+jw9PYmMjEStVut127elpSWDBg0iMjKS4OBg2rdvr7dzy+XevXvs3LkThULB4sWLcXZ25sKFCxw/fpy0tDQmTZr00gFebY1GoyE6OpozZ85gb2/PokWL6g0ceB3Xr18nOzubhQsX6i/I11ReXk58fDy9e/du1DRMQWhIq60QqxEaGsrt27f529/+Rp8+fbh8+TI7duwgJiaGzp0789vf/pZbt27VTumzsrLi9OnT/P73v8fBwYF9+/Zx9uxZgoOD2bp1K59++umLF7N79RtpH6d2XPzte0wI6EJucSn7km5RXFHJqgVj+Ovsl08K9O5gR+x/LaCXWweOpqYTf+ch/b1c2f/xDJaEBdR7/PzQnpz99XzG+3fh2sM8dl24TlmVmg/Cg0j4/SK6uTi8Mt4f2/sv0/mPCSG0tzLn8OU0Eu5mM7tfd87/1wJszRsuQ/3fGUP4ybDeqDVavou/xpozyRxMvg06LbRzpWfPniQmJrJ06dLaKqcbN24wefJkYmJimDlz5mvF6OXlxd///neGDBnCvXv3iIiIIDo6Gnd3d/75z39y+vTpJpXMmpub884776BWq9myZQsVFY2fqtmcPDw8GDNmDPHx8Vy4cEHucARBEAxaTZX4tWvXmD59uqz9TVpKu3bt8PPzIzo6usE2BS3N3NycOXPmMHLkSC5cuMDXX3/dLNUtQutXUVHBwYMH8fb2Fo3OX8LT0xO1Wk1mZqbez92/f39sbW05evSoXhv3y+HixYts2LABe3t7li5diouLC5Ik0bdvX5YvX465uTnr1q17a6rFHj58yDfffMPp06cJDQ1l+fLlTUqG1VSHeXp64u7ursdIX8/FixdRq9WEhITIFoPQ+km61v4TryXpdLDtj1Al+jg12oSfgn3rvCL/6NEj1q1bh4uLC/PmzXvtffXN5fDhw1y4cIF33nnnrfiAJwiC8Lp0Ol3tz8qpU6e+VR+wHz9+zFdffcX48ePp3bu33OHUys3N5cCBA2RkZODv78/IkSPFFX2h1sGDB7l8+TIffPBBm93WrA86nY6///3vBAQENMsEzuvXr/Pdd98xZ84cfHx89H7+5qbRaDh06BCJiYn06dPnhX2xtFot58+fJzIyEhsbGyZPnvxG7VYMnVqt5tSpU5w7dw5HR0cmTpyol2ECV65cYdeuXSxatEi2562qqopPPvmE7t27M378eFliENqGVl8h1qIkCRxefxriW0uhBNvWW3Lt6OjI7NmzuXfvHnv27DGYq2WjRo3C09OztieOIAiCUNfJkye5cOECEyZMeKuSYVDdINvX19dgqsRqODg4sGDBAiZMmMCNGzf48ssvuXz5ssG8tgryycjI4OLFiwwbNkwkw15BkiS8vLyabSJ6165d8fDw4NixYwb186Mxnj59yoYNG0hOTmbChAmMHTv2hRezFQoFISEhvP/++5iZmbF27VqOHTvWpqrF7t27x8qVKzl//jxDhw5lyZIlekmGabVaTp06hbe3t6xJxMTERMrKyggNDZUtBqFtEAmx1+XgBpJ42hrFzrE6KdaKde7cmalTp5KamsqxY8cM4o17TfN/S0tLtm7d2qYmAgmCIDTV2bNniYmJYdSoUQQFBckdjiwGDRrEkydPuHz5styh1CFJEkFBQaxYsQIPDw92797Nli1bKCgokDs0QSZqtZr9+/fTsWNH2fvetRZdu3bl0aNHzfJ9I0kSo0aNIj8/n/j4eL2fv7ncv3+f1atX8+TJExYuXNjon/0ODg4sWrSI4cOHEx8fz6pVq7h//34zR9u8KisrOXz4MOvWrcPMzIzly5czaNAgve10SU1NJTc3lyFDhujlfG9Co9Fw7tw5evbsiZ2dnWxxCG2DyOy8rnYu1b2xhJeTFODQNkqPe/TowZgxYzh//jyxsbFyhwP8MHmyrKyMnTt3trqreIIgCM0hLi6OyMhIhgwZQv/+/eUORzaOjo50796ds2fPGuRkYktLS6ZPn86cOXN4/PgxX3/9NefOnTPIWIXmdfr0aZ48ecLEiRORJEnucFoFLy8vlEolN27caJbzOzo60rt3b06fPk1JScmrD5BZUlIS69evx9bWlqVLl752byyFQlHbV8vU1JS1a9dy/PhxWaf1vqn09HS+/vprEhMTGTlyJO+9955eByRotVpOnz6Nj48Prq7y7Zq6fPkyRUVFojpM0AuREHtd7cSWyUbRaauTh21E3759GThwIMePHyc5OVnucACwt7dn5syZZGRkcPjwYYOoXhMEQZBLUlISR44cISQkhMGDB8sdjuwGDx5MQUEBKSkpcofyQj4+PqxYsYKgoCCOHz/O6tWrycrKkjssoYVkZWURExPD4MGDcXB4/UFQbysTExM8PDyaLSEGMHToUCRJIjIystnWaKrKykr27t3Lvn378Pf3Z8GCBVhZWb3x+dq3b8+iRYsIDw8nLi6OVatW8eDBAz1G3HzKy8vZv38/mzZtwtbWlg8++IABAwagUOj3o/7ly5fJz8+XtTpMq9USHR1Nt27d6NChg2xxCG2HSIi9LgtbsLKXO4rWwdlL7gj0Kjw8nICAAPbt29dsvRteV+fOnRk3bhwJCQli8qQgCG+t1NRU9u3bR3BwMMOHDxeVJoCTkxNdu3Y12CqxGsbGxowePZolS5ag0+lYvXo1x44do7KyUu7QhGak1WrZv38/HTp0EFUeb6Br165kZGRQWlraLOc3NzcnLCyMxMREsrOzm2WNpsjJyeHbb7/lypUrTJw4kQkTJuhlS6BCoWDgwIEsW7YMY2Nj1qxZY/A/j27evMlXX31Famoq48aN491338XeXv+fVTUaDWfOnKF79+566UX2pq5evUp+fj4DBw6ULQahbREJsdclSdBtgNxRGDZJAa5dwbJt7emWJIkJEybg5eXFjh07uHfvntwhARAUFET//v05cuQIaWlpcocjCILQom7cuMHu3bvp1asXY8eOFcmw5wwePJi8vDyuXLkidyiv5OrqytKlSwkPD+fChQt8/fXXBnPxSdC/M2fOkJ2dzcSJEw1mindr0rVrV3Q6Hbdu3Wq2Nfr06YODgwNHjhwxmF0IOp2OxMREVq9ejSRJLF26lMDAQL2v06FDBxYvXlz78+jLL7/k+vXrel+nKUpLS9m9ezfbtm3D0dGRDz/8kODg4GZ7DUxOTqagoICwsLBmOX9j6HQ6zp49i6enp6xbNoW2RSTE3oR3YKtvFt+sdFro3jZ7tygUCmbMmIGLiwtbtmwxmMabI0aMwNvbm507d/L48WO5wxEEQWgR6enp7Ny5k65duzJp0iSRDPsRFxcXunTpwpkzZwzmA+3LKJVKBg4cyAcffICdnR1btmwhIiKiVfQxEhovMzOTM2fOEBYWhotL22mv0ZKsrKxwdXVt1m2TSqWSUaNGkZGRwbVr15ptncaqqKggIiKC/fv306tXL5YsWaLX/lg/VlMt9uGHH9KhQwe+++47tm/fzpMnT5ptzca6evUqX331FTdv3mTSpEnMnTsXGxubZluvpjrM19cXR0fHZlvnVVJSUsjJyZF1y6bQ9oiE2JswNgPPADFt8kUsbMDFW+4omo2RkRFz587F0dGRzZs38/DhQ7lDQqFQMG3aNKytrdm2bVuzldALgiAYirS0NLZt24aHhwdTp07Ve6+UtmLw4MHk5uZy9epVuUNpNHt7e+bPn8+kSZO4ffs2X375JZcuXWoVST3h5SoqKti9ezeurq4MGjRI7nBata5du3L79u1mbf7u7e1Nly5dZG8yn5WVxTfffMPNmzeZNm0aEyZMwMjIqEXWtrOzY+7cucyYMYOHDx/y1VdfERMTI8tAq+LiYnbs2MHOnTvp2LEjH374IQEBAc1+MSgpKYnCwkJZq8M0Gg2nTp3Cx8eHjh3bxuA2wTCId49vqls/MW2yQc+2lLbxZKGxsTFz587FwcGBzZs3G0R/BRMTE+bMmUNFRQU7duwQkycFQWizbt26VZsMmzVrFiqVSu6QDJabmxteXl6tpkqshiRJBAQEsGLFCry9vdm7dy+bNm0iPz9f7tCEJjhy5AglJSVMmTJFJLGbqFu3blRVVZGent6s64wcOZKioiJZJq3rdDri4+NZs2YNJiYmLF++HD8/vxaPQ5IkOOiIVgABAABJREFUevTowYoVK+jduzcnT55k1apVLdY+Ra1WExMTwxdffEFGRgbTp09n5syZTRoi8Dprnz17lp49ezZrRd6rJCUlUVBQQHh4uGwxCG2TeCV6U+1cq3+J7Rl1KSTw7i13FC3C1NSUefPmYWtry6ZNm8jJyZE7JOzs7Jg1axaZmZkcOnSoVX34EQRBaIwbN26wfft2vL29RTKskQYPHkxOTo7B9cBpDAsLC6ZOncq8efMoKCjg66+/Jjo6Wlz0aYWuXbvGpUuXGD16dLM0/X7bODg4YG9v3+zf1w4ODvTt25ezZ8/y9OnTZl3reWVlZezYsYPDhw/Tu3dvFi1aJPu/GxMTE0aNGlXbdH/dunXs3bu32XZm6HQ6UlJS+OKLLzh58iS9evVixYoV+Pr6tliLgISEBJ4+fSprdVhVVRWnT5+mZ8+esm7ZFNomkRBriu4DQCQcfiApwMMfTM3ljqTFmJmZ8c4772BlZcXGjRvJzc2VOyQ6derEhAkTSExMJC4uTu5wBEEQ9Obq1avs2LGDbt26MWPGDNGMu5E6deqEh4cHp06dMuiJky/j7e3NBx98QJ8+fYiMjGT16tU8ePBA7rCERnr69Cn79++ne/fuBAQEyB1OmyBJEl27duXmzZvNfgE0LCwMIyMjTp482azr1Lh//z6rVq3i7t27zJo1izFjxhjUxQ8nJycWL17MuHHjuH79Ol988QVJSUl6/f9w9+5dVq9eTUREBM7Oznz44YeMHTsWc/OW+5xVVVVFdHQ0vXr1ol27di227o/Fx8dTWloqeocJzUIkxJqic0+wdhBVYjUkoKd8Vw/kYm5uzvz58zE3N2fjxo0GsZ0jICCAkJAQjh071qwTiARBEFpKamoqu3btokePHkybNk0kw15TeHg4OTk5pKSkyB3KGzM2NmbkyJEsWbIESZL49ttv2bNnD4WFhXKHJryETqdjz549KJVKxo8fL4Zf6FG3bt0oKSlp9iFPpqamDB06lOTk5GZNROt0OmJiYli3bh1WVlYsX76cbt26Ndt6TSFJEsHBwaxYsYIuXbqwb98+1q9fz6NHj5p03sePH7Nt2zY2bNiAQqFg4cKFzJo1CwcHBz1F3ngXL16kpKSEwYMHt/jaNcrLy4mOjiYoKEj2CkGhbRIJsaZQqmDgdFElViNwJNjIt7dcThYWFrz77rsYGxuzYcMGg5hAM2zYMHx8fNi1a5dBbOcUBEF4U5cvXyYiIoKePXuK3kNvyM3Nje7duxMVFSVrc2x9cHFxYenSpYwdO5bbt2/z+eefc+zYMTFQxkDFxcWRnp7O5MmTW7S65W3g5uaGubl5s06brBEUFISjoyOHDh1qlkrTkpIStm7dyokTJxgwYAALFy7E1tZW7+vom6WlJVOmTOHdd9+ltLSUVatWsX//foqLi1/rPMXFxRw4cICvv/6anJwcpk2bxuLFi3F3d2+myF+usrKSmJgYAgICZE1EnTt3DrVaLWtSTmjbxDvKpmrfEfze8m9QSVHdT61HqNyRyMrS0pJ3330XpVLJhg0bZL9irVAomDJlSu3o+qKiIlnjEQRBeBNJSUns3r0bf39/Jk2aJJJhTRAeHk5RUREXLlyQO5QmUygU9OnTh48++ohBgwaRkJDAZ599xtmzZ6mqqpI7POGZnJwcTpw4Qb9+/fDy8pI7nDZHoVDg4+PTIv0BFQoF48aN4+HDh3r/GXL37l1WrVrFw4cPmTdvHsOHD291VcAeHh68//77jBo1iqtXr/L555836udRVVUVZ86c4fPPP+fKlSuMGDGCFStW4OfnJ2s15YULFygrK5M1EVVcXMz58+fp169fiwwQEN5O4l2lPgSEv91bJyVg0AwQH1KwtrZmwYIFAGzcuLFFm482xMTEhLlz5yJJEps3b6asrEzWeARBEF5HQkIC+/bto3fv3kycOFEkw5rIwcGBoKAgzp49S3l5udzh6IWxsTFhYWF89NFH+Pv7c+rUKT777DMSEhJabb+0tkKtVhMREYG9vT3Dhg2TO5w2q1u3buTl5bVIH9uOHTvSu3dvIiMj9XLhV6PREBUVxcaNG2nXrh3vv/8+3t7eeohUHkqlkn79+vHRRx8RGBjIqVOn+PLLL0lNTa3XX0yr1ZKUlMTnn3/O6dOnCQoK4qOPPmLAgAGy90urqKggJiaGwMBAWav0zp49i0KhIDT07S66EJqXeGepD0qjt3vr5Fu8VbIhNjY2vPvuu6jVajZs2PDaJdP6Zm1tzTvvvENxcTHbtm0TV84FQWgV4uPjOXDgAH369GHcuHGi75CehIWFoVariY6OljsUvbKwsGDMmDH85Cc/wcPDgwMHDvDVV19x7do1MXFZJpGRkeTm5jJ16lSMjIzkDqfN8vT0RKVStci2SYDhw4djbGzM4cOHm3SenJwcvv32W6KjowkLC2P+/PltpgrIzMyM0aNH8+GHH+Lk5MT333/P2rVra3u9paWl8c0337Bv3z46derET37yE0aNGoWZmZnMkVeLj4+nsrKSQYMGyRbDkydPuHjxIqGhoQbzvAhtk6QT7xL0J+EopJ6RO4qWIynA3hnGvi+qwxqQn5/PunXrMDMzY8GCBVhYWMgaz4MHD9iwYQMeHh7MnDmz1ZWiC4Lw9oiNjeXYsWP079+fkSNHimSYnkVGRhIbG8tPf/pTrK2t5Q6nWWRlZXHy5EnS0tJwdXVl+PDhdO7cWe6w3hrp6els2rSJESNGEBISInc4bd727dspLS1l0aJFLbLe1atX2blzJzNnzqR79+6vdaxWqyU2NpaoqCjs7e2ZPHkyLi4uzRSpYbhz5w5Hjx7l0aNHWFpaUlxcTKdOnRgxYgRubm5yh1dHeXk5n376Kb169WLMmDGyxbF3715u3brFRx99hLGxsWxxCG2fyGLoU0B4dYJIegueVkmqHiogtkq+kL29PQsWLKC0tJRNmzbJ3uzX1dWVmTNncvv2bQ4cOCCumAuCYHB0Oh0nT57k2LFjhIaGimRYMwkNDcXIyIhTp07JHUqzcXZ25p133uHdd99Fp9OxYcMGtm7d2uQJcMKrlZWVsWfPHjp37syAAQPkDuet0LVrVzIzM1tsV0L37t3x8fHh8OHDVFRUNPq4/Px8NmzYwIkTJ+jbty/Lli1r88kwgHbt2uHk5PT/2TvPsKjSbG3fRc4IKiAGJCiICphRTJhbUTHnnDt3z/TMmZkzZ+I5M9+cMzPdbZttc8CIim3EhKIgokRFUJEkOaeCCvv7QVMtDShoQRH27cWFVO1696qwd+33edd6FlDVPEBLS4vu3bvTuXPLq7C5c+cOcrmckSNHaiyG7OxsIiMjGTVqlCiGiTQ5opKhTrR1YeIqMLFo46KYBCTaVc9VLJV8I506dWL58uUUFxezf/9+jXuKOTk5MXPmTCIiIrh27ZpGYxERERF5HaVSSUBAAHfu3GHixIlMmDBBFMOaCH19fUaPHk1ERATZ2dmaDqdJsbe3Z+3atcydO5fc3Fy2b9/OmTNnWkQ36LaIIAicP38emUyGr6+veAw3E71790YikRAfH98s+5NIJEydOhWpVNqg60lBEHjw4AHbt2+nqKiIlStXMmnSJI17ZTU1FRUVXL9+nc2bNxMfH88HH3zAV199hZeXF6GhoWzevJkHDx6gUCg0HSpQVaYYEhLCiBEjNFq+euPGDczMzBg0aJDGYhBpP4glk01BaSFc2A7lJSC0LUNXARCQIJmwAknXXpoOp9WQk5PDgQMH0NXVZdmyZRpvIx0SEsLly5eZNGmSuHorIiKicWQyGadOnSIhIYEZM2bg7u6u6ZDaPHK5nC1btmBjY8OCBQs0HU6zoFAoePjwIbdu3UIqlTJkyBBGjRqFkZGRpkNrM0RGRnLmzBnmzp1L3759NR1Ou2Lv3r0YGBiwaNGiZttn9fXkmjVr6i39KyoqIiAggGfPnjFw4EAmTZqEvr5+s8WoCZRKJQ8fPuTmzZtIpVI8PT0ZOXIkBgYGqm0KCwu5du0a0dHRWFhYMGbMGPr376/R5jEnT54kKSmJTz75RGOZWWlpaezevZuZM2fi4eGhkRhE2heiINZUFOXC5d1tTBSToASOZWpj0MuDGTNmiD5UjSA/P58DBw6gVCpZvnw5HTt21Gg8gYGBBAcHM2vWLNzc3DQai4iISPulvLwcPz8/0tPTmTdvHr16iYstzUVUVBT+/v6sXr2a7t27azqcZqOyspKQkBCCg4ORSCR4eXkxbNgwsTTnPcnNzWXnzp24uLgwa9YsTYfTbJQqS8lSZJElz6JQWYhCUCBHjlyQA6Ar0UUbbXQkOlhoW2ClbYWVthUGWgZvGblx3L17l+vXr/OrX/2q2T7LSqWS77//Hrlczvr162vMCwRBICYmhgsXLqCjo8OMGTPa/PldEASePn3KtWvXyMnJwc3NjXHjxmFubl7vYzIzM7l58yZxcXF06tSJsWPH4urq2uzZlSkpKezZs0fjQtTBgwcpLi5m48aNGu8sLQgCpUIpWfIsMhWZFCuLaxzfEiToSHTQRhtdiS4W2hZYa1vTWacz+pK2Lfq2JURBrCkpLYTL30NJfusXxSQS0NKB8cuJyS3D39+fnj17Mn/+/Da/yqNOioqKOHjwIOXl5Sxbtgxra2uNxSIIAufOnSMqKopFixa16jbXIiIirZOioiIOHz5McXExixcvbnHmwm0dQRDYsWMH+vr6rFy5st2Vt5WWlnL79m3CwsIwMjJizJgxDBgwQFzsewdkMhm7d+9GoVCwbt26NnttKFVKSVekV02Q5ZlkKDIoF8oBkPDT8SNQc3ol+fGf8OM/ABOJCTY6NljrWGOlbYWNjg16kncXsvLy8ti8efM7Gd2/D+np6ezatYtx48apfKfKysr44YcfePz4Mf369WPq1KltulOgQqEgOjqau3fvkp2dTc+ePZk0aRJdunRp8BhpaWncvHmTZ8+eYW1tjbe3t6oUtqkRBIHvv/8epVLJunXrNPZdkJiYyIEDB5r9M1xNmbKMDHkGmYpMMuWZZCoykQpSoPHHt5mWGTbaPx3f1jrW6ErEbrstEVEQa2qkpXB1L+RlAK30pZZogc6P/midq1aQExMTOXbsGBYWFixevLjNtEluDsrKyjh06BD5+fksWbJEoxNApVLJsWPHSExMZPny5eJkVEREpNnIycnh0KFDCILA0qVLW6S5cHvg2bNnHD58mIULF+Ls7KzpcDRCfn4+N2/eJCoqio4dO+Lt7U2fPn00np3QWhAEgbNnzxIbG8u6deuwsrLSdEhqRRAE0hXpREmjiJfFI1SZh1Td957X9q+Po4MOffT74KbvRiftTu803tatW7G1tcXX1/e94mosV65cISwsjE2bNpGdnU1AQABKpZJp06a16dJZqVRKeHg4oaGhFBcX07t3b0aMGEGPHj3eWVRKTk7m+vXrJCUl0bVrV7y9vXFwcGhSkSo6OprTp0+zYsUKjXXjrRblANasWdNsopwgCKTKU4msiOSF7IXq+H7fYxtqHt+66NJXvy9u+m5YaFu899gi6kMUxJoDhQwirkNMUFWmVWt7yW17wYhZYFwz3TczM5PDhw+jpaXFkiVLxMlMI5BKpapuV4sWLdJoK3iZTMbBgwfJyclh9erVdOr0bhdhIiIiIg0lLS2Nw4cPY2JiwtKlSzEzM9N0SO0WQRA4ePAgJSUlLaJERZNkZGRw7do1nj17hqWlJcOGDcPDw0MspXwLDx8+JCAgAF9f3zbl/1cpVPK08ikR0gjylHlqmyS/iep9dNHugruBO066TmhLGp6xeO3aNcLDw/nlL3/ZrMdyZWUlW7ZsQalUUlJSQu/evZk+fTomJibNFkNzUlRURGhoKOHh4chkMtzc3BgxYoTa5kKCIJCYmMj169dJS0vDzs4Ob29v7Ozs1DL+68hkMrZs2UKXLl006if5+PFjTpw4wbJly3BwcGjy/VUIFTypeEJERQSFysJmPb676XTDXd8dB10HtNp0I77WgSiINSfZKXDnBBTl0eKzxSRaoK0Dw6aD44AqIa8OCgsLVeUuixYtokePHs0caOulsrKSY8eOkZyczPz58zXqq1BeXs7evXuprKxk9erV4uRURESkyXj27BnHjx/HxsaGRYsWtekymtZCtYnxjBkzGDBggKbD0ThpaWncu3ePx48fo6+vz+DBgxk6dKiYDV8H6enpfP/997i7uzN9+nRNh6MWChQFRFREEFsRixy5RmKonjgbSAzor98fd313jLWM3/q46mO5uTN9EhMTOXnyJGVlZQwYMIDp06e3yRLsrKws7t27R1RUFLq6ugwaNAhPT88mOzcIgkBCQgI3btwgIyMDR0dHvL296dq1q9r2cfv2bW7evMmHH36oMX9jmUzG1q1b6dy5M4sXL27SfeUqcomQRvCk8gkKNNPds/r4NpIY4abvhpu+G4Za4rWQphAFseamtWSL1ZMVVhdSqRQ/Pz9SU1OZPXs2rq6uzRBg20Aul3Pq1Cni4+OZPXu2RtPKi4qK2LNnD3p6eqxatUqcpIqIiKidqKgozp49i6OjI/PmzUNXV/TTaCmcPHmSlJQUPv74Y/F9+ZGCggJCQ0N5+PAhcrmc/v374+npiY2NjaZDaxFIpVJ27tyJgYEBq1evRkdHR9MhvRdKQUlERQTB5cE1vIA0jQQJuujibeSNs57zG4UmQRD417/+Rd++fZkyZUqTxyaVSgkMDCQ8PJyePXuip6dHamoqH330UZvp3ioIAsnJydy9e5f4+HhMTU3x9PRk0KBBzeaVJwgCT5484caNG+Tk5ODo6MjIkSOxs7N7L+GxpKSEzZs3M3DgQCZPnqzGiBtHUFAQt27dalJRTiEoCJOGcV96H3j/cmd1IUGCvkSf8UbjcdIT/Zw1gSiIaQpVtlguIKFlZIxJqrzC3pIVVhdyuZwzZ84QGxvLlClTGDZsWBPG2bZQKBScPXuWmJgYpk+frtHV+ZycHPbs2UOnTp1YtmyZOCkSERFRC4IgcOfOHa5fv46Hhwc+Pj6icXkLIzc3l61bt+Lt7a0yxhapQiqV8ujRI0JDQyksLMTe3p7hw4fj5OTUJrNgGoIgCBw7doykpCTWr1+PhUXr9sTJV+RzufQymYpMTYfyRux17BlvPP6N2WLnz5/n2bNnfPbZZ032+awWaC5evEhlZSXjx49nyJAhlJaWsmXLFlxcXJg5c2aT7Lu5UCqVPH36lODgYNLS0ujcuTMjRoygf//+Gvv+UiqVxMbGEhwcTGZmJt26dcPLywtn5zcLpfUREBDAkydP+OSTTzS2EF5UVMR3333H4MGDmTRpUpPsI1uezeXSy+Qqc5tkfHXRW7c3Y43GitlizYwoiGkShRwSo+DJPch7VVWm2NzdKKuz1AxNwWUY9BoChu9W7y8IAlevXuXevXuMGDGCCRMmtNsLxcYiCAI//PAD4eHhGhcUU1NTOXDgAPb29ixYsKBd+8mIiIi8P3K5nPPnzxMZGcno0aMZO3as+N3QQrlw4QJRUVF8/PHHbdb7531QKpU8fvyYe/fu8erVKzp16oSnpydubm7tbgEpODiYwMDAVt+MoaVmhdVHQ7LFXr58yf79+1m1alWTWJkUFhZy4cIF4uPjcXFx4YMPPqhhtREeHs758+dZvnw59vb2at9/UyOTyYiMjOTevXvk5eVhZ2eHl5dXixLABUHg2bNn3Llzh+TkZDp16oSXl1ejxLrMzEx27NjB5MmTNTrvOH36NC9evODjjz/GwMBArWO31Kyw+hCzxTSDKIi1FHJS4WkovIgEZTPUM1eLb10cwcUTujmDlnpWO0JCQrh8+TJ9+vTB19dXNKNtIK8Lit7e3owaNUpjX7zPnj3j6NGjuLm5MWPGjBZzASAiItK6KC0t5fjx46SlpTFjxgzc3Nw0HZLIGygrK+O7777D2dm51Wd3NCWCIJCSksK9e/eIi4vDyMiIIUOGMGTIEIyN3+7z1NpJSkpi//79qsXP1kpryQqrj/qyxQRB4Ouvv6Z3795MmzZNbftTKpXcv3+f69evY2BgwAcffECfPn1qbScIAvv27aOkpIRNmza1mlLa8vJywsLCCA0NpaysDFdXV0aMGKFWv66mIDk5meDgYOLj4zEzM2P48OEMHDjwjfOv6mYqRUVFbNq0SWMZbykpKezZs4fp06czcOBAtY7dWrLC6kPMFms+REGspVFRBs8eQdxdKCmouk0dmWOvj6GjB72HgPNQMGuajoJxcXH4+/tjbm7OwoULsbS0bJL9tDUEQeD27dvcuHFD41l2UVFR+Pv74+Xl1aoveEVERDRDdnY2R44cQSaTsWDBArp3767pkEQaQFhYGBcuXGDNmjV069ZN0+G0ePLy8ggJCSEiIgKlUombmxvDhw9vs523S0pK2LFjBx07dmT58uWtNos8RZbCuZJzKFC0+KyR+pAgwUBiwGzT2XTSrnk9f/XqVR49esQvfvELtYgd6enpBAQEkJ6ezpAhQxg/fvwb/bOys7PZsWMHnp6eLf4asqCggHv37vHo0SMEQcDDw4Phw4e3urlLVlYWwcHBREdHY2BgwLBhwxgyZEidXm7x8fEcPXqURYsW0bt3bw1EWzXn2b17N4IgsHbtWrWeS15UvuCH0h9aRdZnfUiQYCwxZq7pXMy13+7pLfLuiIJYS0UQoCQfctMg91VVBlluGsgqqu6vbtH6c2P+6r+rxS8tLehgA527QceuVT8drNSWDfYmsrOz8fPzo6ysjNmzZ2u0i2JrozrLrjpDS1MrN/fu3ePKlStMnjwZT09PjcQgIiLS+nj27BknT57E3NycRYsW0aFDB02HJNJAlEolu3btQktLi7Vr14oZwg2kvLyc8PBw7t+/T3FxMU5OTgwfPhx7e/s28xoqlUoOHjxITk4OGzZsaLVltW1hslxNdQnlLNNZ2Oj81OwhIyODHTt2vLfgUVlZyc2bNwkJCaFz585Mnz69wUJ59QLvypUrW2QX+vT0dO7evUtsbCwGBgYMGTKEoUOHtvosz4KCAu7evcujR4+QSCQMGjSI4cOHq8paFQoF27Ztw8zMjGXLlmns/BQREcHZs2fVXtobVxHHlbIrrf7YhjeL3iLqQxTEWhOvi2SF2SCXVfmQKWRV92nrgo4OaOuAcYdmFb/qQyqV4u/vT3x8POPGjWPkyJFt5sKwqYmJieHMmTP06NGD+fPnq72uvqEEBgYSHByMj48PgwYN0kgMIiIirYf79+9z6dIlnJycmDNnTrN14RJRH8nJyezdu7dJyljaOgqFgpiYGO7du0dmZibW1tZ4enrSr1+/VlM6Vh/Xrl0jODiY5cuX07NnT02H8048rXzK5dLLbWKyXI0ECdpo42viS1fdqvI+QRDYtm0b1tbWzJkz553GTUhI4IcffqC0tJQxY8YwfPjwRi3QKpVK9u7dS2lpKRs3bmwRFipKpZIXL15w7949Xrx4QYcOHfD09GTAgAEtIj51UlpaSmhoKGFhYVRWVuLq6srQoUN59eoVly5dYuPGjVhbW2sktoqKCjZv3oy9vf07fz7rIroimutl19U2XkugWvSebTobax3NvF9tHVEQE2lyBEHg5s2bBAUF0adPH2bOnClOkBpIUlISfn5+mJmZsXjxYszNmz9lVhAELl68SFhYGDNmzNBoF0wREZGWi1Kp5OLFizx48ABPT08mTpzYasupRKqMjp8/f84nn3yisQWZ1owgCLx8+ZJ79+6RkJCAiYkJQ4cOZdCgQXWWMLV0qkusxo8f32q7kL6ofMH50vNtSgyrploUm2M6R5Updvv2bYKCgvjlL3/ZqOvukpISLl26RGxsLA4ODkybNu2dywfz8vLYvn07bm5u+Pj4vNMY6iAnJ4fIyEiioqIoKiqiS5cujBgxAldX1zb/PVVRUcGjR48ICwsjLy8PiURC9+7dWbp0qcaagVy9epX79+/z8ccfq21uE1cRx+Wyy2oZq6UhQYKuRJf5pvPpqN1R0+G0OURBTKTZeN1XbMGCBXTsKB7QDaHah0ehULB48WJsbGze/iA1IwgCFy5c4MGDB8ycORMPD49mj0FERKTlIpVKOXnyJImJiUydOlXMJm0DFBcX89133+Hh4cEHH3yg6XBaNdnZ2YSEhBAVFYVSqcTJyQk3NzecnZ1bRdZYQUEBO3bsoEePHixcuLBVZvqnyFI4U3IGJc3czb0Zqc4kmW9WNWkuKCjgm2++wdfXF3d397c+XhAEHj58SGBgIFpaWkyePJn+/fu/9/v94MEDfvjhBxYvXtys9ilSqZSYmBgiIyNJTU3FwMCAvn374uHhQdeuXVvl5/h9EASBY8eOER8fjyAIGBoaMnDgQIYMGdKsC+65ubls3bqV0aNHM2bMGLWM+bzyuaoMuq1SXT65wHSB6CmmZkRBTKRZyc7O5tixY5SUlDB79myNGTm2NkpKSjhy5Ai5ubnMmzcPJ6fmb8UrCALnz5/n4cOHzJo1S+wWJyIiAlRlABw9epSSkhLmz5+Pvb29pkMSURPBwcFcu3aNjRs3YmVlpelwWj1lZWXExMQQFRVFWloa+vr6uLq64ubmhp2dXYucoMvlcvbu3UtZWRnr16/H0LD1dTzLVeTiV+TXqg30G0r1pHmp2VKMtIzYu3cvurq6LF269I2Py87O5vz58yQnJ+Ph4cHEiRPVlskoCAKHDx8mMzOTTZs2NWmGZHVJZEREBHFxcSoB2t3dvdUI0E1FXl4eW7ZsYezYsfTt25f79+8TERFBZWUlzs7ODB06lJ49ezb5ecjPz4+MjAw++ugjtWSoZcgzOFF8ok2L3dVIkGCiZcISsyXoS8RqK3UhCmIizc7rvmLe3t6MGjWqRV4EtjQqKys5deoUCQkJ+Pj4aMTXRRAEzp07R2RkJLNmzaJ///7NHoOIiEjL4cWLF5w8eRJDQ0MWL14sZv62MarNl01NTVm+fLn4Xa1GcnJyiI6OJioqioKCAszNzenfvz9ubm4tpkOlIAicPXuWmJgYVq9eja2traZDajRKQYlfsR85ipw2L4ZVI0GCg64DPiY+PHjwgAsXLvDll1/W2QRBJpNx+/ZtgoODsbCwwMfHp0n84YqKiti2bRuOjo7MnTtX7eNnZ2cTERFBVFQUJSUldO7cGXd3d9zc3DA1NVX7/lojx44dIz09vYYQVVlZSWRkJGFhYWRnZ9O5c2eGDh2Km5tbk3iqPX/+nEOHDjF37lz69u373uPJBTmHig5RpCxqV8e3q54rE4xbdvfW1oQoiIloBEEQuHXrFrdu3cLFxQVfX1/RV6wBvO7RM2rUKLy9vZt9glJ9gRwVFcWcOXPU8oUmIiLSuhAEgTt37nDjxg0cHByYM2dOq8wcEXk7z5494/Dhw2qbwIjURBAEUlJSiIqKIjY2FqlUSpcuXejfvz/9+/fXaCfH4OBgAgMDmT17dqtdAAsrD+Ou9K6mw9AIHxh/QDd5N/75z38yadIkhg0bprpPEATi4uK4fPkyJSUleHl5MWrUqCbNoIqJieHUqVNq+zyVl5cTHR1NZGQkr169wtDQkH79+uHh4UGXLl1EAf81Xr58yf79++t97as9D+/fv8/Tp0/R09NjwIABDBw4UG0CvUKhYPv27RgbG7NixQq1vD93yu4QXhGuhuhaH74mvtjp2mk6jDaBKIiJaJSnT59y+vRpzMzMWLhwoZhd0AAEQeDu3bsEBgbi5ubGjBkzGtX1Rx0olUrOnj1LdHQ0c+fOxdXVtVn3LyIiojlez/Kt9gBp66bE7R0/Pz9VZkFb68TWkpDL5SQkJBAVFaXy+XF0dKR///64uLg062v/9OlT/Pz8GDlyJOPHj2+2/aqTHEUOR4uOtotSqrrQl+iz3Gw5Z4+dpbS0lLVr1wJV2VSXLl3ixYsX9O7dm8mTJ7+zaX5jOXXqFM+ePWPTpk2YmZk1+vFKpZJnz54RGRnJ06dPUSqV9OrVCw8PD3r16tWuSyLrQxAEdu3ahZaWFmvWrHmrEFVQUMCDBw94+PAh5eXldOvWDQ8PD/r16/deyQuhoaFcunSJDRs2qMUPOV2ezvHi4+89TmtEggQjiRHLzJeJpZNqQBTERDROTk4Ox44do7i4WPQVawQxMTGcOXOG7t27s2DBgmbvAqZUKvH39+fx48fMmzcPFxeXZt2/iIhI85OZmcmxY8coLy9n1qxZ4vm6nZCfn8+WLVsYMWIE48aN03Q47YLy8nJiY2OJjo4mOTkZXV1d+vTpg5ubG/b29k0qQmdmZrJnzx4cHByYP39+q8y0aY+lkj+nunSy58uenDp1ig0bNhAVFUVoaCjm5uZMmTKl2c/h5eXlbN26FWtra5YsWdLgz1ZmZiYRERFER0dTWlqKtbU17u7uGs+ibA1ERERw9uxZVq9eTffu3Rv8OLlcTnx8PI8ePeL58+doa2vj6urKgAEDGu15WFZWxubNm3F1dWX69Onv8jRqxtYOSyV/jlg6qT5EQUykRVBRUYG/vz9Pnz5l7NixjB49ulVegDU3SUlJ+Pn5YWpqypIlS5q1SwxUiWKnT5/myZMnzJ8/H2dn52bdv4iISPMRGRnJ+fPn6dixIwsWLMDCwkLTIYk0I9evX+fu3bt8+OGHzZZNIlJFfn4+UVFRREdHk5ubi4mJicpvzNraWq3XS6WlpezatQsDAwNWr17dajMC23Op5M+ZqD8R/3/7o6WlhVKpZPTo0QwfPlxj2VTVZdhTp05lyJAh9W5XVlZGdHQ0ERERZGRkYGRkRP/+/fHw8NBIx/XWSGVlJd999x09evR4L++2oqIiIiMjiYiIIC8vDwsLCzw8PHB3d2/Q3OOHH34gOjqaTz75BGNj43eOo5r2XCr5c8TSyfdHFMREWgyCIBAUFMTNmzdFX7FGkJOTw+HDh5HL5SxevJguXbo06/4VCgWnTp3i6dOnLFiwQMwYERFpYygUCi5dusSDBw9wd3dn2rRpaukMJdK6kMlkfPfdd9jY2LBo0SJNh9MuEQSBV69eERUVRUxMDGVlZVhZWeHm5kb//v3fqQTtdeRyOQcOHCAvL49169Y1+yKbushT5HG46HC7LZWsRSUU7itEV6nLpk2b6NChg6Yj4vz580RFRbFhw4YadikKhYKEhAQiIyOJj48HoHfv3nh4eODk5NTsFiGtnRs3bhAcHMzHH3+slvddEASSk5OJiIggNjYWmUyGo6MjHh4euLi41CmyZmRksHPnTiZNmoSnp+d7x5Ahz+BY8bH3HqctUF06udx8OXqS1rl40RIQBTGRFkd8fDynT5/G1NSUBQsW0KlTJ02H1OIpKSnh6NGjZGdnM2fOnGbP1FIoFJw8eZKEhAQWLlyIk5NTs+5fRESkaSgqKuL48eNkZGQwZcoUBg0aJGbvtmNiY2M5efIkixcvplevXpoOp12jUCh4/vw5UVFRPH36FLlcjp2dHb169cLJyQkrK6tGHavVXaSjo6NZsWJFo0qrWhpXS6/ypPJJuy2lqoUAtlm2PD72mHXr1rWIbqGVlZUqg/WFCxfy4sUL4uPjefbsmaqxRHVJpJGRkabDbZXk5OSwfft2vLy88Pb2Vvv4FRUVPH78mEePHpGSkoKBgQH9+/fH3d0dW1tbJBIJSqWSPXv2UFlZyYYNG9QiaAaUBJAoSxSP79fwNvLGTd9N02G0WkRBTKRFkpubi5+fH8XFxcyaNUssxWsAlZWV+Pv7ExcXp5GyU4VCwYkTJ3j27BmLFi3C0dGx2fYtIiKifhITEzl58iQ6OjrMnz+frl27ajokEQ0jCAIHDhygqKiITZs2iQbWLYTqiemTJ094+fIlMpkMExMTnJyccHR0xNHR8a1dYO/evcvVq1eZNWsWbm6td2IlVUrZXbgbBQpNh9KiMJYYU/B9Af369mPKlCkajUUQBLKysggLCyM8/Keyty5dutCrVy9cXV2xtrbWYIStn+Y+V+fk5BAREUFkZCQlJSV06NCBvn37qhqBNda/rD6KlcXsLdwrimE/w0LLgmVmy8QFy3dEFMREWiwVFRWcOXOGuLg4xowZw5gxY8QD/S1ouuxULpdz/PhxEhMTWbRoEQ4ODs22bxEREfUgCALBwcFcv34de3t75syZI67Qi6jIyspi+/bteHt7M2rUKE2HI/Iz5HI5ycnJPHv2jOfPn5OVlYVEIqFr1644Ojri5OSEra1tDVP++Ph4jh49ipeXFxMmtG6D5kfSRwSVB2k6jBaJbZwtyXeT+eKLL5q9M7BMJiMxMZH4+HgSEhIoKipCV1cXMzMz8vLyWLJkibiQqkaqjfSXLVvWrNfiSqWSpKQkYmJiePz4MVKpFAMDA4YOHUq/fv3o3Lnze41/r/weYdIwURCrg7mmc+mqIy5cvguiICbSohEEgdu3b3Pjxg169+7NjBkz1GLG2NZ5+vQpp0+fxtzcnIULFzarAbJcLufYsWO8fPmSxYsXY29v32z7FhEReT9KSko4c+YMz58/Z+TIkXh7ezf7xEmk5XP16lVCQ0PZuHGjaGvQwikqKlKJY8+fP6eiogJDQ0NV5pi5uTl+fn7Y29uzYMGCVr3wKAgC+4r2UaQs0nQoLQ4JEqwUVjzd8pSlS5c2i/hUUFBAQkICCQkJJCYmIpfLsbCwoFevXvTu3VvVqXDXrl0IgsC6devErFM1UFZWxpYtW3B0dGT27NkaiUEQBI4ePUpqaiqOjo4kJCRQUVGBlZUVffv2pV+/fnXOTcLCwigsLGTcuHG1rj0UgoLdhbuRCtLmehqtBgkSeun24gOTDzQdSqtEFMREWgUJCQmcOXMGiUTC9OnTxRLKBpCdnY2fnx9lZWXMmTOnWX295HI5R48eJSUlhSVLlmBnJ3Y/ERFp6SQkJHD27FkAfH19RS9AkXqRyWRs27YNU1NTVq5c2apFlPaEUqkkNTVVJZC9evUKAB0dHQYPHoyzszPdu3dvtcblybJk/Ev8NR1Gi0ZyRkIPix74+vqqfWylUklKSooqCyw7OxstLS169OihEsE6duxY63yRmZnJrl27GDp0KJMmTVJ7XO2Ns2fPEhcXx0cffYSJiYlGYqj2m1ywYAEuLi7I5XKeP39OTEwMT58+RSaT0aVLF/r27Uvfvn3p0KEDgiDwf//3f5SVleHq6srs2bNrnIsSKhO4UHpBI8+nNSBBwhrzNRhriYkjjUUUxERaDSUlJQQEBBAfH4+HhwdTpkwRu1C+BalUyunTp3n27Bnjx49nxIgRzTZxkclkqtWhpUuX0qNHj2bZr4iISOOQy+UEBgYSGhqKk5MTM2fO1NhFtEjrITExkQMHDjBt2jQGDx6s6XBEGolCoWDv3r3k5ORgb29PSkoKpaWl6OnpYW9vj5OTE05OTi2iI2FDEc2234wECZ2yOpF0Oolf/vKXaukWXFZWxrNnz0hISFAZ4hsbG9OrVy969eqFg4MDBgYGbx2n2sNObNjxfiQlJbFv3z58fHwYNGiQRmIoLy9ny5YtdO/enQULFtS6XyaTkZCQQExMDAkJCcjlcrp164atrS33799Xbefk5MT8+fNVn9MTxSdIl6eLx3c9SJDgaeDJUMOhmg6l1SEKYiKtCkEQiIiI4NKlSxgaGuLr60vPnj01HVaLRqlUcuPGDe7cuUO/fv2YMWOGWi6CGoJMJuPIkSO8evWKpUuXtuquVSIibZHs7GxOnTpFTk4OEydOZOjQoWK2j0iDOXfuHI8fP+bDDz/EzMxM0+GINJC6OkoKgkBGRgbPnj3j2bNnpKSkIAgCHTt2VIljdnZ2zXb90FhKlCV8X/i9psNo8egKumRvzWburLn07du30Y8XBIHMzExVKWRqaiqCIKgM8Xv37q3qMNjYcasXUTdu3CieT94BhULB9u3bMTQ0ZNWqVRr7Lg8ICCAmJoaPPvrore9jRUUF8fHxxMbGEh8fz+uyhEQioXv37ixevJhSnVIOFh1s6tBbPUYSI9aarxWv4xqJKIiJtEoKCgo4c+YMSUlJeHp6Mn78eNF34C3ExsZy9uxZOnbsyIIFC5pt1beyspIjR46Qnp4uimIiIi0EQRAIDw/n8uXLdOjQgTlz5mBjY6PpsERaGeXl5WzdupWuXbu2ev+p9sS9e/e4cuUKvr6+uLu717mNVColMTFRJZAVFRWhpaWFlZUVtra2qh8rK6sWUWL5tPIpl0ovaTqMVoH+NX06yDuwcOHCBm1fVlamatRQbYivp6eHg4ODKhPM1NT0veMqKytjx44dmJubs3LlStG/spEEBQVx69Yt1q9fr7EundUZalOnTmXIkCGNeuzWrVvJzs6udbuxsTHjNo3jduVtdYXZplluthwLbQtNh9GqEAUxkVaLIAjcu3eP69evY2lpyaxZs+jSpYumw2rRZGRkcOzYMSorK5k3b16zZddVi2KvXr1iwYIFYichERENUlZWRkBAAHFxcQwaNIjJkye32KwPkZbP48ePOXHiBHPnvlvGichPlJaWsmPHDgICAnj8+DH5+fkYGxvj4uLCxIkTWbt27XvbD8TFxXH8+HGGDx/OxIkTG/QYQRDIycnh5cuXvHr1ilevXpGdnY0gCGhra2NjY1NDJOvUqdN7iRk3b97E29ubFStWsG/fvgY95nbZbXxdfMlLyePrvK8bvK+Lf7/I5X9cZtF3ixi2eJjq9s3TN/M8+Dm/j/g9HXt0bOQzeDdehLzg26nfMvmryXzwmw8IPRLK0Y+PMmTREJZsWVLnYzLiMgjeG0zC7QQK0gqQVcgw6WhCN/duuM9wZ+Dsgejo/bRg/Cf3P5Gfkq/6W1tbGzMzM6ysrBg4cCCTJ09mypQpZGZmkpycTHJyskqksLS0VAlgdnZ29S5EJycns2XLFq5evcrLly8pKSnBwsICd3d3fH19Wb58eb1l+cnJyezbt48RI0a8c8fTP/7xj/zpT39i7969rFy58p3GaG3k5eWxbds2hg4d2uDjuj6qFzbeJBHs27ePVatW1ThG5XI527dvx8jIqNEZaoWFhXz99dcAaGlpoVQqVffp6urivtGdF5IXKFHWM0L91HeMNwX1nTeqj7vGnJvelSnGU3DWe7vX9rucZ9sqYkqNSKtFIpEwYsQInJyc8Pf3Z/fu3YwZM4aRI0eKq0r1YGNjw7p16zh58iQHDhxg8uTJzVIipaenx5IlSzhx4gRHjhxhzpw5uLq6Nuk+RUREapOYmIi/vz9yuVxldisi8j64urri4uLCxYsXcXBwwNDQUNMhtUru3r3LnDlzyMjIwMjICE9PT6ytrSksLCQsLIyQkBD+8Y9/cP78+XcWCpKSkjh58iR9+vRh/PjxDX6cRCKhc+fOdO7cWXWbTCYjIyODtLQ00tPTefHiBWFhYUDVBLZLly4qgaxr165YWFg06bVGpiKzWbyFPrf8HIvuFvwh8g9qHzv2ciwA/T7o99ZtBUHg4v9cJPDrQJQKJRbdLHAa5YSugS4FaQXEXYsj9lIsl/9xmd8//L3qcRKq3gNXV1fs7e3p2LEj2dnZPHv2jGPHjnH06FGMjY3x9fVl+PDh9OjRAy8vL+zs7BpUWbBt2za++OILVUfBESNGYGZmRkZGBnfu3OHq1av8+c9/JiYmps4OtT169GD8+PEEBgZiZ2cn+ok1AEEQuHDhAsbGxowZM0Zjcdy5c4f8/Hzmz5/f6GNdqVTSqVMnzMzMsLa2xsrKCisrKzp16oSenh6HCg/VEMnUgSZE76ZGCy2y5Fk46zm3S2H4XREFMZFWj5WVFWvXruXWrVvcvHmT+Ph4Zs2aRceObePkpm6MjIxYunQpV69e5dKlS2RkZDBt2rQmLznV1dVlwYIFnD17lpMnTzJ9+nQGDBjQpPsUERGpQqFQcPPmTe7cuUPPnj2ZNWuW6NEiojamTp3Kli1buHLlCjNnztR0OK2OiIgIxo8fj1Qq5de//jW///3vMTb+qVOYUqnkzJkz/OpXvyI1NfWd9pGVlYWfnx/du3dn1qxZ771wqKurS/fu3WvYIEilUtLT01VZZHFxcYSEhABgYGCAra0tXbp0oWvXrtja2mJmZtbgiXNZWRkPHz5k8ODBtUzaBUEgS57FR2c+QiFTvNfzqmbptqVUllXSoUsHtYzXEGIuxmDexZxu7t3euu35v5zn2tfXMLUyZdHmRbhOrLnIWFZQxo3vbnB98/Uat1eLhvPnz1eJ1+Xl5Xh6emJkZERQUBABAQEcPXqUpUuXMmXKlAbHv2PHDj788ENMTEzYuXMny5Ytq/H+lpWVsWXLFv7yl79QUlJSpyAGMGLECJKSkvD39xf9xBpAbGwsz58/Z/Hixejp6WkkhuzsbG7fvo2XlxdWVlaNfryFhQUfffRRnffJBTl5yrx3jm3UulEMnD0QMxvNfY7UeW56E0qUZCoyG7Tt0KFDefLkCebm5k0cVctHFMRE2gTa2tqMGzeO3r174+/vz/bt25k4cSJDhgwRPU3qQEtLi8mTJ2NjY0NAQADZ2dnMmzevyU+K2trazJo1C319fc6dO4dUKmX48OFNuk8RkfZOZmYmZ8+eJTMzU9VtVsyiFVEnpqamTJw4kfPnz9O/f38cHBw0HVKrQRAEli1bhlQq5Y9//CN/+EPtzCMtLS1mz57N+PHjSUlJafQ+CgsLOXToEObm5ixYsKDJFsAMDAywt7fH3t5edVtZWZlKIHv16hVRUVEEBwcDVd5Ar5da2tra1ltK9/jxY65du0ZISAi+vr44OTn99PyUhciQ0cm+boHlXbDo1rwePDmJOWTGZzJi5du7gSeFJ3H9m+voGury0dmPsHGu7f9o1MGIaf85jT4T+tQ5RmFJIQBDhgzB2dmZ7t27o6enxy9/+Uv++te/8vvf/55Vq1bx8uXLBnV0T0lJ4fPPP0cikXDu3Dm8vb1rx2RkxFdffYWPj88brzclEgm+vr7s2LGDkydPin5ib0AqlXLp0iVcXV01lk0nCAIBAQFYWFgwevRotY+fo8h5r+xPk44mmHTUbOdsdZ6b3kaWPOuN5a7VGBkZiVUCPyKeXUTaFN26dWPDhg14eHhw8eJFDh06RFFRkabDarG4u7uzevVqSkpK2L59O3FxcU2+T4lEwtSpUxk5ciRXrlzhxo0bDTpxi4iINA6FQkFQUBA7d+5ELpezevVqsaRcpMkYOHAgPXv2JCAggMrKSk2H02q4dOkSMTExdOvWjd/97ndv3Nbc3Jx+/WqW05WVlfGXv/yFfv36YWhoiLm5OaNHj8bPz091/6FDh9DW1mbJkiW4uLioBJctW7aoHmdvb88//vEP1ffxw4cPmT59OpaWlpiYmDBz5kySkpLqjOtNMRgZGeHk5MTo0aNZuHAhX375JXv27OGPf/wjAwcO5PLlyyxevJi+ffvi5OTE//7v/3Lx4kWgKqstKCiIhQsXMnHiRP7617/yr3/9i6+++oqAgAAqKiqqtlNkAVU+PZ9bfl5njDEXY/j3pH/zVdev+K3jb9mzfA9Zz7Lqfa03T9/M55afk5ucC0DokVDV2Pkp+Xxu+bnqZ/P0zcgr5PzO6Xd81fUrygrL6hwzMTSxanufzXXGB9B3ytt9+G5sqbpuGr1+dJ1i2Os4eNYtTs9ZPQd9fX309PRwdHSskVn0m9/8Bjs7OzIyMjhx4sRb4wH47rvvkEqlzJ8/v04x7HX69OmDhUVNwTElJYUNGzZgZ2eHvr4+PXv25PLly4SGhnL9+vU6xzl37hzDhw/HyMiIjh07MmfOHOLj49+477KyMv72t78xYMAATExMMDExwdPTk/3799e5fVJSEps2baJ3794YGRlhaWlJ37592bBhA0+fPn3jvpqDwMBAZDJZozL51E14eDgpKSn4+Pigo6ODXC5n8+bNDBo0SPUaDx06lG3btqFQ1M6SKikp4W9/+xvu7u6Ym5tjYmKCo6Mj8+bN4/Lly6rjG346xgVB4Nb2W/zN82/8sssv+UPfP3DqP07Veexd/PtFPrf8nNAjoQDkJufyueXnPA9+DsBfPP5S43iupjCjkGvfXmOzz2b+0PcP/ML6F/ze5ffsWb6H5IfJjXqN6jo3Vd/2pp9qBEEg/FQ4+9fs57+H/De/6vYrft3j1/xrwr+48/2dGuWkMmTY2dvxpz/9CUDl51b9c/PmTaDKQ0wikdRZTtnY93Ds2LFIJBJevnzJmTNn8PT0xNjYGEtLSxYtWvTOmc3NhZghJtLm0NPTY9q0aTg7O3Pu3Dm2bdvG1KlT6devn5gtVge2trZs2LCBc+fOcezYMYYNG8bEiRObtGuURCJh/PjxGBgYEBgYiFQqZcqUKeL7IyKiJjIzMzlz5gyZmZmMHDmS0aNHi514RZoUiUSCj48P27dv58aNG0yePFnTIbUKfvjhBwDmzZvX6GO0uLgYb29vwsPD6dy5Mz4+PpSWlnL9+nVu377NnTt3GDBgAGVlZaxevbpGJ8AvvviCHTt24O3tjb29Pbdu3eLXv/41paWlTJo0iUmTJqnM/B8+fMi5c+eIjY0lOjq6hk/c22K4d+8e33zzTY24q7/rqz2rxowZg6mpKcXFxQwdOpRbt24BVZ6HM2bMQC6X07NnT8rLy1UTrvz8fOLi4vDx8SHHLgetN6zxB+8N5sQvTiCRSHAY7oCZtRkvH7zkXxP+Rb8pb/frAujs0Jkhi4YQdjQMPWM93Gf81J3Tupc1Ovo6DFk4hJtbbxJ+IpxRa0fVGuPegXsADF9ROzM+9nIsekZ69B7d+41xKJVK4q5VLV4OmjuoQbHXRZFWEe7u7kRERODt7V3jmk9bW5t58+bxf//3f9y4cYOlS5e+dbzqz/HixYsbHUt0dDTjxo0jJycHZ2dnZs+eTXJyMpcvX0ZbW5v8/PxafmLbt29n06ZNSCQSRo0aRZcuXQgJCWHo0KFMnz69zv1kZWUxceJEoqKisLGxYcyYMQiCwN27d1m5ciUPHjxg8+afxMqUlBQGDhxIXl4evXr1YurUqSgUCpKSkti1axfDhw/H2fnt5uVNRWpqKuHh4UyZMkUtXT7fBZlMRmBgIAMGDKBnz54oFApmzpzJhQsXMDMzY+LEiQiCwPXr1/nwww+5evUqJ0+eVC3MKRQKJkyYQGhoKJ06dWLs2LEYGBiQmpqq8kVbOnIpWmjVMNQ/9etT3Nt/DycvJ7q4duH53efc3nmb58HP+fSHTzEwM6gvZPSN9RmyaAhx1+IozirGfbo7eia1S01jLsYQ8McArHpZ0cW1CwamBuS8yCHqfBSxl2NZd3QdLuPePcPKY4YHJXkltW4vziwm7nocEq2f5kTyCjkH1x3E2NIYa2drurl1ozSvlJdhLzn51UmSHibVaLwxYdYEHt54SGRkJF5eXjUyat/WUbyx7+HrbN26lX/961+MGjWKqVOnEhoaip+fH+Hh4URGRrZYj1Hx6likzeLk5MSmTZu4cOECp0+fJi4ujmnTpmFkZKTp0FochoaGzJ8/n/v373PlyhVSUlKYM2cOlpaWTbpfLy8vDAwMOH/+PFKplJkzZ4rZKyIi74FCoeDOnTsEBQXRqVMn1q5di62trabDEmkndOzYkTFjxnD9+nX69etH165dNR1SiyciIgKoyrBrLL/97W8JDw/H29ubs2fPqibFcXFxjBkzhi1btrBs2TL+9re/1fJVPX78ONHR0aquz3FxcXh4ePB///d/HDhwgH/+859s3LgRqOoU/cEHH3D9+nX8/PxYtWpVg2P49ttvmThxIj4+PrXiP336NI8eParVnbQ6Sy0uLo5x48axefNmLl26RHFxMWlpaezfv5+goCCcnZ05fvw4bp+61dt9Li8ljzO/O4O2rjZrj6ylz/iqEkKFTMGRj4/w4PiDBr3WDp4OOHg6EHY0DGNL4zq7Po5YOYJb225x78C9WoKYtEhKxNkIjDoY4T7dvcZ9ZYVlPL/3HNdJrugavLnjb+7LXKTFUnT0dbBxefPE9k0UK4sZO2gs9+/fJy4urtZ74OHhAcCTJ0/eOlZlZSWPHz8GGv85FgSBJUuWkJOTw69+9Sv+/ve/qwTTU6dOMX/+fAICAujduze/+tWvMDMzIykpiS+++AJdXV0CAgJU4rtMJmPVqlUcOnSozn2tWrWKqKgoPvvsM/7f//t/qlLQzMxMfHx8+O6775g2bZoq22r37t3k5eXx8ccf1xDKoKobpkwma9RzVScKhYLz589ja2vLkCFDNBZHWloaAwYMUHW2/Prrr7lw4QJ9+/bl2rVrWFtbA5Ceno63tzf+/v5s3bqVjz/+GICgoCBCQ0MZMmQIQUFBNfwBi4qKSEhI4IWydnfJB8ce8Pnlz+nuUeVhWFFSwe6lu0kISuDC3y4w+2+z643ZpKMJS7YsYfP0zRRnFTPjLzPqNNW3H2bPr4N/TZc+XWrc/uTaE3Yv2c3Jr07yuwe/e+fF/Jl/qe23KZPKVBmk0//rJ2FXS0eL1QdX03dSX7R1fxKvS3JK2LFgB2FHw/Bc4onjCEckSNj4Pxu58P8uEBkZydq1axtlqt/Y9/B1tmzZwu3bt1V2OGVlZUycOJG7d+9y9OhRVq9e3eA4mhNx5inSpjE0NGTOnDnMmTOHFy9esG3bNhISEjQdVotEIpEwbNgw1qxZQ3l5OTt37iQ2NrbJ9zto0CDmzJlDTEwMJ06cQC6XN/k+RUTaIhkZGezevZtbt24xcuRI1q1bJ4phIs3OiBEjsLa2JiAgoM7SCpGa5OZWleS93sGxIZSWlvL999+jpaXF1q1ba2SIODs7M2PGDACeP39epzD55z//WSWGAbi4uDB16lTKysro1q2bSgyDqsz7zz77DECVvfW2GFxcXPjP//xPgFoZYtX8+te/riXEvE71uK6urqryyG7dujFkyBAEQeDp06dMmjTpjcv7oYdCkUllDJwzUCWGAWjrajP7b7PRM1KfCbmVkxVOo5x4FfOqVklV+KlwKssqGTx/cC3R60ngE5RyZYOy1UrzSoEqjzAt7XefxilQYGVlRffu3QkPD691f7XhfX5+/lvHys/PV4mYjf0c37x5k+joaHr06MFf//rXGuLCnDlz8PX1RSqV8vDhQ06ePIlSqWTPnj1IpVIWLVpUIxNVV1eXb775ps6F74iICC5cuMCQIUP417/+VcMXzdramp07dwJVXTKryc7OBqizq2uPHj1qHD/NTUhICFlZWfj4+DTZQvLrZXY//6kWxQsKCpgyZYoq8+fbb78F4F//+pdKSAHo0qUL//u//wvUPB9Uv8bVC+SvY2ZmxqBBg5AJtYXHUetGqcQwAH0Tfeb8fQ4SiYTQw1XH/Pti62pbSwwD6DO+Dx4zPchJzCH9Sfp77+d1jn1+jOSHyQxeMJhxn45T3a6to43bNLcaYhiASScTfH5ftdgQfSEaqOokK+fd51KNfQ9f54svvqjhDW1kZMSXX34JVImfLRUxQ0ykXdCvXz/s7Ow4d+4cR44cYeDAgUyePFlj3VhaMra2tqxfv57z589z8uRJXr58yeTJk5u03Kpfv37o6+tz/Phxjhw5woIFCxpk4ioiIvKTV9idO3fo3Lkz69ato0uX2hdxIiLNgZaWFjNmzGDXrl0EBwc3icmySJVvT3l5OYMHD65ljHz9+nVVRtijR49QKpW1Js2TJk2qNWZ1M4Q33Zee/tME8E0xACxbtoxPP/2U4ODgOmOoFu3qw8PDA2dnZ+RyOTKZDIlEgqOjI5999hnBwcGkp6czfPhwjhcdr3eMFyEvABgwq3ZXa2NLY5y9nYn+IfqNcTQGr5VeJAQlcO/APXoM7KG6/U3lkjEXY5BoSeg76e3+YepCLlRNmAcPHoy/vz+5ubk1sgirBa6mtrK4ffs2UNX1Ule3dnbcsmXLOH36NGVlZaSmpqpKcQEWLlxYa/uOHTsyadIkzpw5U+P2K1euAODr61ungFTtKXb//n3VbYMGVZWk/va3v0VbW5sJEybUEm00QUFBAbdu3WLo0KFN+l2/YsWKeu+Lj4/n3r17mJmZqUTt5ORkkpOT6dy5c53nEB8fHzp06MCzZ8/IyMjAxsYGDw8PtLS02Lt3L66ursyePbtWNmv1Z/V1BsyufTzbuNhg28+WtOg0UqNSsR9qX2ubxiKvkPPk2hOSHyZTklOCXFYVS/rjqvNg9vNsbF3Vs/AY+E0gD44/wG6QHQu/rv3ZBkiNTuXpjafkp+RTWVaJgEBFcdViQfaLbNV2CuHdFqPe5T18nboe07t3VRn4698dLQ1REBNpN5iamrJ48WLCw8O5cuUKiYmJ+Pr60qNHj7c/uJ1hYGDAnDlz6NmzJ5cuXSIlJYW5c+fW2yJbHfTq1YulS5dy9OhRDh48yJIlS1psrbmISEshPT2ds2fPkp2dzahRoxg1alST+v+JiDSELl26MGLECIKCgnB1dW3S747WTvXkrzpToqG8evUKgJ49e9a4PTQ0lDt37jBjxgy2b99OYWEh+fn5tSaZdWWNVXd4fNN91Zlab4qhmg4dOmBubl5vDG+7/rKzswNAR0eH9evXY25ujqGhIYWFhTX2r6D+yV9hRtW2lt3rtoCo7/Z3pf+0/phZm/Hw9EN8/+qLvok+KZEppEam0nNIz1oZJwq5grhrcfQY2ANTq7f7QBlbGgNQVlCGUqF85yyx6gmzq6srly5dIjw8vMZkNicnB6BB1hkWFhZIJBIEQSA7O5tu3bo1OI63fYaqb8/NzWX8+PEEBgby8uVL4KfPR32PeZ3qx/zud797Y/MKqVSq+v/KlSu5cuUKx48fZ/r06RgYGDBkyBCmTJnC6tWr3+rF1BQIgsDFixcxNDR8a/OC92Xfvn313vfJJ59w7949unXrphJNq9/L+t4XiUSCnZ0dBQUFpKWlYWNjQ+/evfnHP/7Bb37zG9avX8/GjRvp168f48ePZ+XKlbi5udV5fFt2q+d47mFJWnQaRRnv31Dt1eNX7F68m7zkvHq3qSipqPe+xhB7OZYf/vIDHWw7sObQGnT0a0o08ko5Rz46wsNTDxsUy7tmiL3Le/g6dR371ZnDr393tDTEkkmRdoVEImHw4MFs3LgRY2Nj9u7dy7lz5ygtLdV0aC2O6tdq7dq1yOVydu7cSVRUVJPu087OjhUrVpCfn8++ffsoLi5u0v2JiLRW5HI5N27cYNeuXQCsW7eOsWPHimKYSIthzJgxmJubc/bs2RodsERqUu3V9PBh/ROdhhIbG8ulS5cYPnw4I0aMeGN2z5vKrNRZgvWmGBqTbWNjY9MqFsm0dbUZtmQYFSUVPDxd9Z6GHAwBYPjy2tlhz+8+p7ywvMHm/h17dsTA1AB5hZyMuIz3jldHR0dlrv+6ZcWjR4+AKsHsbejp6am2U8fn+HVe//yMGDGCXr16UVJS24j8bVSfg0aOHMmKFSvq/Vmy5CdvOG1tbY4dO8bDhw/5wx/+wJAhQwgNDeV3v/sdvXv35u7du+//BBtJXFwc8fHxTJkyRWOVFI8fPyYlJQWg0ZU2dZ0PfvGLX/D8+XO+/fZbpk2bRnJyMv/+97/x8PCotzSvqREEgX2r9pGXnMeIVSP4Kugr/p70d/6d+2++zvuaCV9MUG33vmTEZXBg3QF09HVYc2gNZtZmtba5ufUmD089pItrFzYc38Bfnv6Ff2b+k6/zvua393+rtlgawrt+r7RkWmfUIiLviaWlJatWreKDDz7gyZMnbN68mZCQENHvpA5sbGxYv349ffr0wd/fn7NnzzapkWiXLl1YtWoVUqmUvXv3Nsi/QkSkPVHth3jnzh1Gjx7NunXrNLJSLSLyJnR1dfH19SUtLY07d+5oOpwWy7Rp0wAa7aFZ7Q+YlJQEVHVk9Pf3p3///kycOJHCwkIKCgowNDTEwsJC/YHXEcPPed8Y6hu3+vbq/WtT/0JA9eQyL6XuLI/8VPVfYwxfMRyJloR7B+5RWVZJ+MlwDEwN6izbjL1U5dXaUEFMS0sLl/FV5anhJ2t7fzUUbclPr9mgQYMoLy9XGegrFApOnjwJ0OAspOrP8ZEjRxoVx9s+Q9WZXV27dkUikeDr64uZWdV7mpiYWOdj6hqrOnPF19eXffv2vfHn5wwYMIA//vGPBAUFkZ2dzRdffEFxcTGff/55o57r+1JRUcHFixfp3bt3nSXKzUFxcbHKzP/nvO29fP2+n2ehdu/enU8++YRz586RnZ3NwYMH0dbW5le/+hXSAmmtcfJS6zmeU6qOZzOb2qJSY8iMzyQrIYvuA7oz/5/z6dqvKwamBioxKPdl7nuNX01pXim7Fu+ioqSCRZsX1fBFe52o81UJCct3LafPhD6YdjZV+YnVFYvOOxYBvs972JoRBTGRdouWlhZDhw7lk08+oV+/fly+fJkdO3bw4sULTYfW4tDT08PX15cZM2YQExPDrl27yMrKarL9derUiVWrViGRSNizZ0+T7ktEpLVQXFzMyZMnOXjwIKampmzcuFHMChNp0XTv3p2RI0dy69Yt0tLSNB1Oi2TKlCn07duX1NRU/vu///uN2xYVFama3QwaNAhDQ0PCw8MJDg7Gz8+Pnj17MnPmTCQSiarTnpeXV5Ot2r8eQ10Ni943hoiIiDrH9fPzA6qyfQB0JfV3ZnTwrPI+izgTUeu+0vxS4m7ENSombV1tlPI3Zzxadrekz/g+JD9M5of//gFpkZRB8wbVaeAfezmWjnYd6eLacC+osR+ORSKRELQziIynb84SSwytWzTSkfw0Ye7UqRM9e/ZUmev/z//8D8nJyXTt2pU5c+Y0KKaPP/5Y5QV748aNN24bFxenWuwcNaqqG+eJEyfqXJSu/gxVb2dkZKQS36rNv18nLy9P5Rf2OtVdEP39/Rv0fOrDzMyMv/3tb0gkEmJiYt5rrMZy/fp1pFIpU6dObXJvt7oQBIFz586hpaWFu7t7rft79OhBjx49yM7O5tq1a7Xu/+GHH8jPz8fJyemNi3g6OjosXbqUIUOGUFlZSc6LnFrbRPhH1LotMz6TtOg09E306dr/7WKNjm7VMVDX8VxeUA5AB9sOte4rKyjj6c2nbx3/bSjkCvat2kfuy1wm/WISA2fX36G1vPDHeLrWjufRmUe1btOWaKuy9xqz0KKu97C1IQpiIu0eIyMjfHx8WL9+PQYGBhw8eJDjx49TUFCg6dBaFBKJhAEDBrB+/XoAdu3axaNHj5osRbdDhw6sWrUKY2Nj9u3bJ06mRNotSqWSkJAQvvvuO16+fImvry8rVqxodDcvERFNMGbMGGxsbPD396eyslLT4bQ4qsUrAwMD/vjHP/Kb3/ymlo1D9UR08ODBhIWFAWBsbMzq1atRKpWsWrUKU1NT5s+fj7a2NvHx8fz1r38F4NNPP22y2F+P4aOPPqoRtzpiUCqVfPLJJ5SVlaluCw8P57vvvkMikbBp0ybgzYLYsCXD0NHXIfxkeI1JrEKm4MzvzlBZ2rjPpJmNGcXZxZQVlr1xuxGrRgBwa1tVV866yiUz4jLIScyh7+TGmen3HNyTcZ+OQ1YuY6vvVh5ffVxrm/Kici7+7SLfzfyuzjF+nlU3aNAgYmJiWLt2Lf/1X/+FtrY2e/fubXBJXPfu3fn6668RBIEZM2Zw8ODBWteH5eXlfP311wwbNkzlAzd27Fj69+/Py5cv+a//+q8aj/H39+f06dOYmJiwevVq1e2ff/45enp6BAYGqmwDAGQyGV988UWdNijDhg1j4sSJBAcH89FHH1FUVNtjKjIykkuXLqn+PnjwYJ2i18WLFxEEge7d687maQpevXpFWFgYY8eOxdzcvNn2+zrh4eE8e/aMGTNm1Fuu+cknnwDw5Zdf1vBFzMjI4KuvvgJQdawFuHHjBoGBgbXK6hMTE3ny5AkSiQSrrla19hO0K4jUqFTV35VllZz69SkEQWDo4qHoGb79c2vWpSqLLOtZ7UX3Tg6dkGhJSAhKIPv5T89DJpVx/MvjlOW/+fhvCKf/4zQJtxPoP60/H/z2gzdu29mx6noveG9wjdsjzkbw4NiDGrcJCOigo8r2evq0ceJdY9/DtoBoqi8i8iPVpXoxMTFcvXqVLVu24OXlhZeXV52db9or1V3sLl68yLlz53j27BnTpk2rs831+2JiYsLKlSs5cuQIBw4cYOHChdjbv3/XGBGR1kJKSgo//PADmZmZDB48mHHjxrUKHx0RkWq0tbWZNWsWO3bs4OrVq6rsDpGf8PDwIDAwkDlz5vD3v/+db7/9luHDh2NtbU1hYSEPHjwgMzMTAwODGpPw//iP/+DcuXMkJCTw5z//maCgIEpLS1WZJJ9++inTp09v0tj/9re/ERISwtWrV3FwcGDMmDFqi8HHx4fIyEgcHR0ZPXo0hYWFXL9+HZlMxn/+538yePBgAMy1zNGqZ42/o11HZv5lJqd+dYrtc7fjOMIRUytTkh4kUVZQxqB5gwg/0fDSw34f9OP2ztv8c+w/6Tm0J7r6ulg5WTHu03E1tnOd6EqHrh0oSCug+4DudHOrbTYdc6lKbOk7pfHdJX3+ywctHS0C/x3IzgU7sehuQTe3buga6FLwqoCk8CQUlQrVRPrn7PrdLi6YXUAQBIqLi3nx4gXR0dEolUpsbGzYt2+fKquqoWzcuBGlUsmXX37J8uXL+eqrrxgyZAhmZmZkZGQQEhJCWVkZtra2qiYNEomEw4cP4+3tzf/8z//g7++Ph4cHycnJBAcHo6Ojw/fff1+jm6K9vT3//Oc/+eSTT9iwYQP79u2jR48ehISEkJ+fz5IlSzh8+HCt+A4dOsSUKVPYunUrR44cwcPDA1tbWwoLC4mKiiIlJYXPPvuMKVOmAHDq1CmWL1+Oo6Mj/fv3x9DQkMTEREJDQ9HS0lIJvk2NQqHg/PnzWFlZ4enp2Sz7/DnVmXcDBw58o3/aF198wfXr17l48SK9evVi3LhxCILAtWvXKC4uxtfXlw8//FC1fWRkJF988QWdO3dm0KBBdOzYkezsbG7dukVFRQWffPIJjl0deVL5BCU/iWaD5w/m3xP/Ta9RvTAwM+DFvRcUZRZh42LD1N9ObdBz6jelH2FHwzi47iDO3s4YmlVdWy38diGmnU3xXOrJvQP3+Mfof9BrVC90DXR5EfICpULJ0EVDuX/0/lv2UD/5qfkE76kSt7S0tDjycd2lxku2VHnajf90PHHX4jj/p/NEno2ks2Nnsl9kk/IoBe+Pvbnx3U9ZmQIC5trmTJo0CQMDA/79738TExODra0tEomEr776Cmdn53pja+x72BYQBTERkdeQSCT0798fZ2dngoKCuHPnDhEREUyaNIk+ffpoJEW5JaKrq8uMGTNwcHDgwoULbN26lRkzZqha66oTAwMDli5dyvHjxzl8+DDz5s1744lcRKQtUFZWRmBgII8ePaJLly6sXbu2Tfk1iLQvOnXqxKRJk7hw4QK9e/emV69emg6pxeHl5cWzZ8/YsWMHAQEBREVFkZ+fj4mJCc7OzmzcuJG1a9eqvJCKioo4ffo0H3/8MQUFBZw9e5Zz586hp6fH4MGD+fDDD1m0aFGTx21qasqtW7f45z//ybFjx9QaQ8eOHQkJCeHXv/41ly9fpqioCFdXVz7//HNWrlyp2s5axxplRf1ljKPWjsK8iznXvr5GUngSuvq6OIxwYPp/TVcZ3zcUn9/7gADRF6J55P8IpVyJo5djLUFMS1sLJy8nHhx/wPBltbPDoMo/zMDUACcvp0bFAFXXq9N+N42BswcSvDeYhKAE4m/FI6+QY9LJBJdxLgyYNYABvrV9ywAC/QOr4tTSwszMDGtra0aPHk3nzp35/vvvVZ3hGsuHH36Ij48P3333HVeuXOH27duUlpZiaWnJyJEjmTVrFsuWLcPY2Fj1mP79+/Pw4UP++te/cunSJU6ePIm5uTm+vr785je/YejQobX28/HHH2NjY8OvfvUrwsLCePLkCaNHj+bvf/+7qqT251hZWXH37l127dqFn58fjx494u7du1hbW+Pg4MCnn37KwoULVdt/+eWXdOvWjeDgYNXzsLW1ZcGCBfziF79QCbJNze3bt8nIyGDt2rUaMS1XKpX4+/tjYmLC5MmT37ittrY2586dY+vWrezbt4/Lly8DVc0ZVq1axYYNG2o8Bx8fH3Jzc7lx4waRkZHk5ubSuXNnRo4cyYcffsisWbOIrowmtjK2xn5m/302HXt05N7Be+Ql52FkYcTItSOZ+tupKmHrbbhPd8f3v30JORBC7OVY5BVVpYULv636DMz75zyselkReiiUhKAEDMwM6D2mN9P+cxqhh0Mb/PrVxesZcZEBkfVuVy2IOY5w5NMLn/LDf/9AWlQaWc+ysHW1ZdX+VXRz71ZDEAOw1ramg20Hzp49y5///Gfu3LmjakaxdOnSN86jGvsetgUkQnO1JBARaYXk5uZy5coV4uPjsbe3Z8qUKVhZ1U7dbc8UFxcTEBBAQkICAwYMYPLkyU3S+UYul3P69Gni4uKYMWOGqjOXiEhbQhAEIiIiuHr1KkqlkvHjxzNo0KA2d/Eh0v4QBIEjR46Qnp7Opk2bakyIRRpHSUkJ+/btQyaTsXLlyiYzzW8tFCgK2F+0X9Nh1KCyrJI/9P0DSoWSP8X+CQPTmh01S3JK+L3L73Gf4c7KPSubNTYJEj7s8GENHzGoygLavHkzvr6+dXpEtUSKiorYuXMnlpaWrFixos15ar569Yrvv/+ekSNHNrjBgboJCgri5s2brFq1qlnLRKvJkGdwrPgYAH9y/xP5Kfl8nfd1s8fRWtBFl00dNolJHI1AvMIWEXkDHTt2ZNGiRSxevJjCwkK2b9/OxYsXKS8v13RoLQZTU1MWLVqEj48PsbGxbNu2TdUVSJ3o6Ogwd+5cBgwYwNmzZ7lx40aztRgWEWkOMjMz2bt3L+fOnaNXr158/PHHDBkyRBTDRNoEEomEmTNnIggCAQEB4vn7HSktLWX//v1UVlayYsWKdi+GQVXJpC4ty9rizu47lBeWM2ThkFpiGFQZc0/65STGfji22WOz1LKsJYZBVQd2BwcHlbl+a8DMzIwFCxbw6tUrLly40KbOK3K5nDNnzqiy9zRBeno6t27dwsvLSyNiGEAn7U5IEMWdhmKlYyWKYY1ELJkUEWkAvXr1wsHBgZCQEIKCgoiJiWH8+PF4eHiIk1WqJjqDBg3CwcGBs2fPsn//fjw9PRk3bpxa/de0tLTw8fHB0tKSwMBA8vPzmTFjBjo64qlMpPVSWlrKzZs3CQ8Pp2PHjqxYsYKePXtqOiwREbVjYmLC9OnTOXbsGI8ePWLgwPq7aonUpqysjAMHDiCVSlmxYgWWlpaaDqlFIJFIsNKxIk2u2eY7pXmlBPwxgOLsYh5ffYy+iT4TPptQ57ZWTlZ88B9vNtJuCrTQwkan/u5wgwYN4sSJE2RmZmJtbd2Mkb073bt3Z9q0aZw7dw5ra+s6SyxbI9evXycvL4/169drJPNNJpPh7++PlZUVY8eObfb9V6Mj0cFSy5JcZa7GYmgtaKGFtXbrOG5bEuIsUkSkgWhra+Pl5YWbmxuBgYEEBATw4MEDPvjgA42tmrQ0LCwsWLFiBSEhIVy7do1nz54xa9YsVacTdSCRSPDy8qJDhw74+/tTVFTEggULRKNxkVaHXC4nNDSU27dvAzB+/Hg8PT3bXMmHiMjruLi44OHhwaVLl+jZs6co6jSQ8vJyDh48SElJCStXrqRTp06aDqlFYa1tTbo8vYbxdnMjLZEScigEbT1turl1Y8afZ9ChaweNxVMXSpRY6dRv/eHs7IyxsTHh4eFMndowc/KWwIABA8jIyODSpUtYWVm1+kWlpKQk7t27x4QJEzRm1XLt2jWNCnKvY6NjQ35lvkZjaA287fgWqRvRQ0xE5B1JSUnh4sWLpKen4+bmxoQJE97ZhLQtkp2djb+/PxkZGYwePZpRo0ap/Qs1JSUFPz8/DA0NWbx4sTixEmkVCIJAbGwsgYGBFBUVMXjwYMaOHdsknVpFRFoiFRUV7NixA2NjY1atWiVmWr8FqVTKgQMHKCgoYOXKlaKXaR08rXzKpdJLmg6jVbDAdMEbs8SuXbtGWFgYX375JXp6es0Y2fuhVCo5dOgQGRkZrFu3rtWWE1dUVLB9+3bMzMxYsWKFRs6PiYmJHDhwgEmTJjF8eN1NIZqCysrKOj9zURVR3Ci7UccjRH7OcrPlWGi3zs++phAFMRGR90CpVBIREcG1a9eQy+WMHj1azPB4DYVCwe3btwkKCsLGxoZZs2bRuXPdLcDflby8PI4cOUJ5eTkLFy4Us/VEWjQpKSlcuXKF1NRUnJ2dmTBhgpjpIdIuSUlJYe/evYwZM4YxY8ZoOpwWS0VFBQcPHiQ3N5cVK1ZgY1O/kNGeKVGWsKdwDwLitOZN6Ag6rDVdi75u/c2P8vPz+fbbb5kxYwYDBtTdpbKlUlZWxu7du9HV1WXNmjWtStCrJiAggOjoaDZu3KiRhV6pVMq2bduwtLRk+fLlzeZH9fTpU9Uit62tLV26dMHGxqbqnGcOh4oPNUscrRkjiRFrzdeKHmKNRBTERETUQHl5OTdv3iQsLAxLS0smTZpEr169xBPSj7x69Qp/f3/y8/MZN24cnp6eal3xKi8vx8/Pj7S0NGbNmkXfvn3VNraIiDrIz88nMDCQx48fY2Njw6RJk7C3t9d0WCIiGuX69evcuXOHNWvW0LVrV02H0+KorKzk0KFDZGVlsXz5crXaD7RFAkoCSJQliqJYfQggfShFHiqnR48eODg44ODggI2NTa3r1cOHD1NeXs7atWs1FOy7k5WVxffff4+joyPz5s1rVdfiCQkJHDlyhGnTpjF48GCNxODv78/Tp0/ZtGkT5ubmzbbfzMxMtm/frvpbIpGomiRoaWnh8pkL6Yp08fiuBwkSPA08GWrYNjz0mhNREBMRUSNZWVlcunSJxMREunXrxujRo3FycmpVX8ZNhUwm4/r164SEhGBnZ8fMmTPVms4ul8s5d+4c0dHRjB8/Hi8vL/F1F9E4UqmUoKAg7t+/j5GREePGjcPNzU0sERMRoSqLeM+ePUilUjZs2NAqszmaisrKSo4cOUJ6ejrLli2jW7dumg6pxZMsS8a/xF/TYbRoplVOI/tFNi9evCApKQmZTIahoSEODg7Y29vj4OCAhYUFcXFxHDt2jPXr19OlSxdNh91oquMfM2aMRg3hG0N5eTlbt27F2tqaJUuWaOQa9vHjx5w4cQJfX1/c3d2bbb+CIJCdnc33339PZWVlrfudnJwYOm8oF0ovNFtMrQ0JEtaYr8FYy1jTobQ6REFMRETNCILA8+fPCQoKIiUlBVtbW0aPHk3v3r1FgQZ4+fIlZ86coby8nHHjxjFkyBC1iQOCIHDz5k2CgoIYOHAgU6dOFctXRTSCQqEgPDycmzdvIpfL8fLyYvjw4eKEX0TkZ+Tk5LBjxw7c3d3x8fHRdDgtAplMxtGjR0lNTWXp0qX06NFD0yG1CgRBYF/RPoqURZoOpcUhQUJ3ne7MMp2luk2hUJCamsqLFy948eIFaWlpCIKAhYUFPXv25MmTJzg5OTF79uxWef1669Ytbt68yfz58+nTp4+mw3krp0+fJiEhgU2bNmFmZtbs+y8uLmbbtm307NmzWTLriouLefHiBYmJibx48YLi4uI6txs3bhwjR45EiZLdhbuRCtImjas1IkFCL91efGDS/J1r2wKiICYi0kQIgsDLly+5desWSUlJ2NjYMHr0aFxcXFrlhYU6qaioIDAwkAcPHmBra8v06dPV6osSERFBQEAA9vb2zJs3D339+r0yRETUiVKpJDo6mlu3bpGfn4+Hhwfjxo0TG26IiLyBsLAwLly4wMKFC3F2dtZ0OBpFLpfj5+dHcnIyS5Yswc7OTtMhtSoeSR8RVB6k6TBaJNONp+Og51Dv/VKplJcvX6pEipycHAAMDAzo1q0bXbt2Vf20hiYwgiBw8uRJEhISWLNmDdbW1poOqV6qM7NmzZqFm5tbs+9fqVRy8OBBcnJy2LRpk9rf38rKSl69ekVaWprqd2FhIQA2Njaq7MTS0lLOnDmjetz06dMZOHCg6u975fcIk4aJZZN1MNd0Ll11ROuBd0EUxEREmoGXL18SFBREYmIiVlZWjB49mj59+rT7sqmUlBTOnz9PdnY2np6ejB07Vm0ZNImJiRw7dgxzc3MWL17crD4I74YCiAPCgXig/McfKSAABoDhj7/tgUFAP0DMOGoJVHeOvHnzJrm5uTg7O+Pt7d2iL8BFRFoKgiBw7NgxkpKS2LBhAx06dNB0SBpBLpdz/PhxEhMTWbx4segz+A5IlVJ2F+5GgULTobQojCXGrDZfjZak4dedGRkZ7Ny5EycnJwRBIC0tjfLycgAsLS1rCGQ2Njbo6Og0VfjvTGVlJXv27KGiooJ169a1SCGvpKSErVu3NltmVl3cuHGD27dvs3z5cnr27PleYymVSrKyskhLS1P9ZGdnIwgCurq62Nraqj43dnZ2GBv/VOInlUr5xz/+gUQiYe7cubUy+4qVxewt3CsKYj/DQsuCZWbL2n3CxbsiCmIiIs1IcnIyQUFBPH/+nE6dOjFq1Cj69evXroUxhULB3bt3CQoKwsTEhGnTpuHk5KSWsbOzszl8+DAKhYLFixe3IB+M18WvB0AoEEWV+AWg+9q21afo17/kZD/+1qFKFBtGlUAmimTNjSAIxMXFcfPmTbKysnBycsLb21s0vxYRaSTl5eXs3LkTIyMjVq1a1SIn102JXC7nxIkTPH/+nEWLFuHo6KjpkFotV0uv8qTyiThp/hEJEoYbDGeI4ZBGP/bo0aMUFRWxfv16oKpBTFpaGqmpqaSlpZGRkYFCoUBbWxsbGxtsbW1V2WSWlpYtYoJeUFDArl27sLKyYunSpS3KSkMQBFVTqE2bNtUQh5qL58+fc+jQIby9vRk9enSjHisIAgUFBSrh69WrV7x69Qq5XI5EIsHa2rqGANa5c+e3znkePXpEp06d6u0aLzbPqI23kTdu+s2fWdhWEAUxERENkJaWRlBQEPHx8VhaWjJq1Kh2b7Sdl5fH+fPnSUxMpF+/fkyePBkTE5P3HrekpISjR4+SnZ3N3Llz6d27txqifVdeAbuBrUDmj7fp8pPA9a7oAPIf/28GrAM2AuoRFkVqIwgCCQkJ3Lhxg4yMDOzt7fH29q73Ak5EROTtvHr1ij179qg8INsLFRUV+Pn5kZqayoIFC9S2KNReyVPkcbjoMEqUmg6lRaAv0WeF2QoMtQwb/dj4+HiOHj3K2rVr6+wEK5fLyczMVAkiqamp5OXlAWBoaEjXrl1riGSaytB6+fIlBw8exN3dnenTp7cIoQ6qxJ9z586xYMECXFxcmn3/xcXFbN++nS5dujTIyL+8vLxG5ldaWhplZWUAdOjQoVbWYFP4pmbIMzhWfEzt47ZGJEgwkhix3Hw5ehJxMfxdEQUxEREN8urVK27fvk1cXBwWFhaMHDkSd3f3FrV61ZwIgkBUVBRXrlxBqVQyceJEBgwY8N4XLjKZjNOnT/P06VOmTJnC0KHN2ZJYAG4BWwD/H/9u6ot0baqy0CYAnwDTfrxN5H0RBIEXL15w48YN0tLS6NGjB97e3u9dYiAiIlJFtZ/YnDlz6Nevn6bDaXLKy8s5fPgw2dnZLF68WPQMUxNh5WHcld7VdBgtgg+MP6C33rstBiqVSr777jtsbW2ZO3dugx7zc9EkNTVVVWppYWGBtbU1lpaWWFpa0rFjRywtLTE1NW1ykSoiIoKzZ88yduxYxowZ06T7aggFBQVs27aNPn364Ovr2+z7VyqV7N+/n/z8fDZs2FAjO00mk5Gfn09eXh55eXlkZGSQlpZWp9hZLYA1Z3bbnbI7hFeEN9v+WjK+Jr7Y6YrfG++DKIiJiLQAMjIyuH37No8fP8bc3JyRI0fi4eHR7kpGqikrK+Pq1atERETQo0cPfHx86Ny583uNqVQquXr1KiEhIXh6ejJx4sQmzsgrAfYB3wIJ1Mziai6qhTFb4COqMsfe73Vsz7x8+ZIbN26QnJxM165d8fb2xsHBocWsNIuItAUEQeD06dPEx8ezbt06OnXqpOmQmoySkhIOHjxIcXExS5cuFUut1YhSUOJX7EeOIqfdllZJkOCg64CPyft1b71//z6XLl3i008/fSd/v+qyuuoyy5ycHHJzcyksLKR6Gqqjo6MSyCwsLFRCWceOHTExMVHb92xQUBA3btxgxowZDBgwQC1jvguCIHDgwAHy8vLYtGkTBgYGzR7D5cuXCQkJYezYsWhpaZGXl6cSwV7v+Kinp4eVlVWN7C8LCwuNXvvIBTmHig5RpCxq18e3q54rE4wnaDqUVo8oiImItCCysrK4ffs2MTExmJmZ4eXlxcCBA9utMJaYmMj58+cpKChg5MiRjBo16r1fi+oLO2dnZ2bPno2uru7bH9RorgIrgfQf/24Jp1ktwJSqcs1F1PQkE6mP6m6xt2/fJjExkS5dujB27Fh69eolCmEiIk1ERUUFu3btQltbm7Vr1zbReVqzFBYWcuDAASorK1m+fPl7L/qI1CZXkcuRoiPttnRSX6LPcrPlGGm9X5liZWUlX3/9NW5ubkyZMkVN0VWVWxYUFJCXl0dubq4qG6laLKtGV1dXlVH2elaZpaVlo8UyQRD44YcfePjwIYsWLaJXr15qez6NITQ0lEuXLrFs2TIcHOrv/Pm+lJeXq17X1wWv7OxspFKpajsDAwPVa2phYVHj9TY2Nm6R1zvp8nSOFx/XdBgaobpUcpn5MvQl+poOp9UjCmIiIi2QnJwcbt++TXR0NMbGxnh5eTFo0KA2OSl4G3K5nKCgIIKDg7GwsMDHx+e9y9Pi4+M5efIknTt3ZtGiRWrxKquiCPglsIsqAaqlXYRLqBLnZgA7ABvNhtOCUSqVxMXFERwczKtXr7C2tmbMmDG4uLi0yAtDEZG2RlZWFrt27aJfv37MnDlT0+GoldzcXA4cOICWlhbLly/HwsJC0yG1Wdpz6eT7lEr+nOvXrxMSEsIXX3yBoWHjvcgai1wuV4k3r4tleXl5NcQyPT29GuKYoaEhRkZGNX5X/19PTw+JRIJSqeTYsWMkJiaycuXKZs/MzM3NZfv27QwYMOCdvBKVSiUVFRWUl5erfqRSKeXl5RQXF9codXxd9DIyMlKVpyYkJNCxY0d8fHzo2LFjs7ynTUF7Lp0USyXVhyiIiYi0YHJzc7lz5w6RkZEYGRkxfPhwhgwZ0iQmlS2drKwszp8/T0pKCh4eHkycOPG9zFnT09M5evQoAAsXLlTDBVF1VlgmtPh27zqAMWK2WG3kcjmRkZHcvXuXvLw8evbsiZeXF46OjqIQJiLSzERGRnLmzBmNlzepk4yMDA4dOoShoSHLli3DzMxM0yG1adpj6aS6SiVfp6SkhK+//pqxY8cycuRItY37Lsjl8hoCWW5uLvn5+ZSUlFBeXk5ZWRlKZe0FSS0tLZVAZmBgQE5ODnK5nP79+2NpaVlDPKv+bWBgUMPX9/XrgHe5JlAqlezZs4eysjLWrFmDQqGoJWrVJXS9/v/XRa6fPz9jY+M6s7wsLS3R19dHoVCwf/9+CgsL2bBhg8aaHKiL9lg6KZZKqh9REBMRaQXk5+dz584dIiIi0NXVxc3NjcGDB2NlZaXp0JoVQRAIDw8nMDAQiUTC2LFjGTx48Ds3ISguLubYsWNkZmYyffp03Nx+almsVCqRSCQNuOBp6Vlh9SFmi72OVCrlwYMHhIaGUlJSQp8+ffDy8qqzq5aIiEjzce7cOaKjo1mzZg02Nq37PJWamsrhw4exsLBg6dKlrX4y2lrIVeTiV+SHAkWbnzRLkGAgMWCp2dL3LpX8OefOnSMhIYHPPvusRVt5CIKATCajrKxMJZBVi0qv/7+4uJjk5GQEQUBXV5eKior33nd9gln1/wVBQKlUoqWlVadoB6Cvr68S7V4X8Kr/X9/f1Rlwb6LaS3flypVtpit2hjyDE8Un2kVptAQJJlomLDFbIpZKqhFREBMRaUUUFhby4MEDHj16RGlpKd27d2fQoEG4urq2q3LK0tJSrl+/zsOHD+nUqRNTpkzB0dHxncaSy+WcP3+eyMhIhg8fzoQJE5BKpezatQtnZ+e3+GUkA95AEi0/K6w+dABzIBDw0GwoGqC4uJjQ0FAePHiAXC7Hzc2NESNGtGkjbxGR1oRMJmPPnj1UVlayfv169PVb5yTgxYsX+Pn50aVLFxYtWqQRE+32TIoshTMlZ9r0pFmCBF2JLvNN59NRu6Pax8/Ozmbr1q3MnDkTDw8PtY+vCfLy8vj++++xtLRk6dKlqoyt14UzQRB4fbpc3//fdl9hYSF3797F3t4eZ2fneoWtpmr49PTpU/z8/Jg0aRLDhw9vkn1oiueVz/mh9Ic2LXhXi90LTBdgrm2u6XDaFKIgJiLSClEoFDx9+pTw8HBevHiBgYEB7u7uDBo0qF0Z86anp3Pp0iWSk5NxdnZm0qRJWFpaNnocQRAIDQ3lypUrODg4UFlZSUpKClpaWnzxxRf1eIw9pUoMy6b5u0eqG23AELgMjNBwLM1Dbm4ud+/eJTIyEm1tbQYPHoynpyempqaaDk1ERORn5OXlsXPnThwdHZk7d26rK19++vQpJ06coGfPnixYsKBdLWBpmsLCQl6+fElYWBidPDqR7JjcJifNEiRoo81c07lY61g32X6OHj1Kfn4+mzZtanXHYX2kpaWxf/9+HB0dmTdvXpMIUnK5nN27dyMIAuvWrWv2DLuCggJ27NiBnZ0dCxYsaDPv3evEVcRxueyypsNoEiRI0JPoMc90XpOI3e0dURBrTQgCFOdB3isozAa5DBQyUMir7tPWAW3dqt8mHaCjLXSwBq13KycTaR3k5eURHh5OREQEZWVl9OjRQ5U11pJT2tWFIAg8fvyYK1euUFJSgqenJ6NHj36nLILnz59z9OhRFIqqbC+JRIKXlxfjx4//2ZaRVIlhxbR+MawaLUAPOAdM1HAsTYMgCKSkpBAaGsrjx48xNjbG09OTwYMHi9kaIiItnCdPnnD8+HGmTJnCsGHDNB1Og4mOjsbf3x8XFxdmz57dLr6XNUlZWRlPnz4lKSmJFy9eUFxcrLrPxcUFj1keXC693KZEMYkgQVuija+JL111m7bM/+XLl+zfv58lS5bg5OTUpPtqTuLj4/Hz82PQoEFMnTpV7YLRxYsXCQ8PZ+3atc1e+q1QKNi7dy+lpaWsX7++1RroN4Toimiul13XdBhqRYIEXXSZbTq7ScXu9owoiLVUXhe/ctMgJxVy0kBeWXW/ROsnH+zX38FqWyDhx5RwLa0qUaxTd+jUVRTJ2jByuZy4uDjCw8N5+fIlhoaGqqyx9lD+JZPJuHv3Lnfu3EFfX5/x48fj4eHRqIuamJgYTp06VeM2PT09vvzyy9cEtqfAcKq8w1prmWR9aAG6VJVPatY0V53IZDKio6O5f/8+mZmZdOzYkeHDh+Pu7i5OTkVEWhGXLl0iLCyMVatW0a1bN02H81YePHjADz/8gIeHB9OnT2+yUiiRnzhz5gyRkZFIJJJaJWtffPEFZmZmvKh8oSqvavXCmABCpcDQoqGM6N30Gd6CILB792709fVZvnx5k++vOQkPD+f8+fOMHz9erY0DNC3mV583V69e3S58UeMq4rhSdqX1H9v8VCY5x3SOmBnWhIiCWEujogyePYQn96C0oOo2idZPAte78voYOnrQewj0HgrmbV8oaY/k5OQQHh5OZGQk5eXl9OzZk0GDBuHi4tLmBYDCwkICAwOJiYmhS5cufPDBBw0yDi0qKuLbb79VZYe9zsSJExkxYgRVnmGetI0yyfrQoqp88jbQuru65eXlqTz3pFIpzs7ODBkyBAcHhzZZLiAi0tZRKBTs27eP4uJi1q9f36JN6YODgwkMDGTo0KFMmTJFPOc0E9nZ2ezatQuZTKa6TSKR4OLiwvz581W3pchSOFdyrlUb7VdPls1DzHl6/ymzZ8+mX79+Tb7f2NhYTp48yfr16+nSpUuT7685uXHjBkFBQcyaNatGo6V3JT8/nx07duDg4MC8efOa/TygaTFOU7QF0VuCBGOJMXNN54qeYU2MKIi1FHJSIS4UEiNBqYSmPnirBTIbB+gzHLo5i1ljbRC5XM7jx48JDw8nOTkZIyMjPDw8GDRo0Dt5bbUmkpOTuXTpEunp6fTv358JEya8sb19eXk5Fy9e5OXLl6oSi+oVZh0dHX79643o6AylShRrq2JYNdqAGfAIsNNwLI1DEASeP3/O/fv3SUhIwMDAgIEDBzJ48GAsLCw0HZ6IiMh7UlhYyI4dO+jatSuLFi1qcVlXgiBw9epV7t27x6hRo/D29hbFsGZEEAQuXrxIWFhYjdtXrlyJnV3N77N8RT6XSy+TqchszhDVhr2OPeONx2OIIWfPniU6OppZs2bRv3//Jt2vUqlk8+bNdO/endmzZzfpvpobQRA4d+4cUVFRLFmyBAcHh3ceS6FQsGfPHsrKytiwYUOzWzNoWozTNFmyLK6UXSFXmavpUN6J3rq9GWs0FkOttlvi2lIQBTFNopBDYhQ8uQt56erJBGssEklVeaahCTh7VmWOGdZlIC7S2snOzlZljUmlUhwcHBg0aBDOzs5oa7dNMVSpVBIZGcm1a9eorKzEy8uLESNGvNXQuKSkhLS0NNLS0oiLiyM/P5+vvnqKnt4R2l6ZZH3oUFU2eZ2f6rNbLlKplIiICMLCwsjLy8PGxoahQ4fSr18/0cBaRKSN8fz5cw4fPoynpyeTJk3SdDgqZDIZ/v7+PHnypN1lZLQEFAqFyqupZ8+evHz5EoDOnTvXawKvFJREVEQQXB7cKrJJqv2EvI28cdZzVj0npVJJQEAAkZGR+Pr6qiW76U2EhoZy+fJlPvvsM8zN21b2ikKhwM/Pj+TkZFatWvXOnl+XL1/m/v37GilVrKioYM+ePchkMtavX9+ufFLLysoICwsjKCgIy06WDF45mFBpKECrOL71JfpMMJqAo56jpsNpN4iCmKbIToHbJ6A4l5+MvzSNBHR0Ydh0cBxQJZaJtDlkMhmxsbGEh4eTmpqKsbExAwYMYODAgW02g6aiooKgoCBCQkIwNTVl4sSJuLq6qjLADh06RPfu3Rk7dmw9I1wGpjRjxC2J7cAGTQdRL5mZmYSFhREVFYVCocDV1ZWhQ4fSrVu3drcaKiLSnggNDeXSpUvMnDkTDw8PTYdDaWkpfn5+ZGRkMGfOHFxcXDQdUruitLSUEydOkJKSwrRp0xg4cCCXL18mJCSE6dOnM3DgwDc+vrVki1VnhRlrGde6rzq7KSIiAl9fX9zd3ZssjsrKSv79738zYMCAFiVKq4vKykr27dtHSUkJa9asabToFxcXx7Fjx5g8eTKenp5NFGXdCILAsWPHSExMZO3ate2m+3xubi4hISE8evRIZX/Sv39/Zs+eTbY8m8ull1t8tpiYFaYZREGsuVHIIOIaxNz+KTurJWLbC0bMAuO2teojUpPMzEzCw8OJioqioqICR0dH+vXrh7Ozc5vsQpObm8uVK1eIj4+nW7duTJgwgeLiYpWR/tKlS3F0/PmKTCHgAmQBzZzB2SIwBB4DPTUcx09UVFQQExNDREQEqampmJiYMHjwYAYOHIipqammwxMREWkGBEHg/PnzREZGsnz5cnr06KGxWHJzczl8+DCVlZUsWrSoXRhXtyQyMzM5evQocrmc+fPnqz4LSqWSxMRE7O3tG1Ra21KzxerLCqsLQRAICAjg0aNHTS4WX7t2jfv37/PFF1+0yQykkpISvv/+e7S1tVm5ciUmJg2roCkoKGDHjh3Y2dmxYMGCZl+cu379Ordv32bRokX07t27WfetCaRSKadPnyYhIaFWM40FCxaoFicUgoIH0gctLltMzArTPKIg1pyossLyaBkZYW9AogXaOmK2WDuhsrKS2NhYHj16REpKChKJBHt7e1xcXHBxcWlzIsOLFy8IDAwkPT0dHR0d5HI5EokEQ0NDPvroo58ZNa8B9tN+SiV/TssonRQEgZcvXxIREcHjx49RKBQ4Ojri4eGBi4tLmy37FRERqR+FQsHBgwfJyclh3bp1GindSk5Oxs/PDyMjI5YsWdJmM61bKrGxsZw9e5aOHTuycOFCtXwGChQFRFZEElMRg1xTnqECIAEDiQFu+m646bvVmRVW50N/FIsfPnzIjBkzGDCgaRrkFBcX8/XXXzN+/PgfGw+1PfLz89m7dy8GBgasXLnyrY08Xm/8sWHDhmZfXK7ulq7uTpktmdzcXLZt21ZnU6xf/vKXGBvXPG7yFHk8kj7iSeUTFBq6tpcgQUDASGKEu747/fX7i1lhGkQUxJqD1pIVVh9itli7ori4mLi4OOLi4khMTEQQBLp3746Liwt9+vRpMxf7r6+iViORSOjVqxcLFy78cUWvPZdK/hzNlE4WFBQQGRlJREQEBQUFWFpa4uHhgbu7+xubJIiIiLQPSktL2b17N/r6+qxevRo9Pb1m23dsbCz+/v5069aNBQsWtMnM6paKTCbj8uXLhIeH069fP6ZPn672975SqCS+Mp5H0kfkKfNUk9impHof8ldyxtqMxcPSA21J4xd8BEHgwoULPHjwAB8fHwYNGtQE0cLZs2d5/vw5n332WZtdmMrJyWHfvn2YmpqyYsWKN2bDXblyhdDQUFatWkW3bt2aMUpIT09nz5499OnTh1mzZrUr24j09HQOHTpEWVmZ6jZzc3M+//zzeh9TIVQQVxFHREUEBcqCZj2+u+l0w0PfA3tde7QkLasxTHtEFMSaGmkpXNkD+Zm0+Kyw+pBoVXmLTVwFnbtrOhqRZqS8vJz4+HiePHnC8+fPkcvlWFtb06dPH/r06UPnzp1b7ReuTCbjm2++obS0tNZ9VZ4ProAz7bdU8ucYAk9ojq6TMpmMuLg4Hj16RGJiInp6eri6ujJgwAC6d+/eaj9zIiIiTUNmZiZ79uzB0dGxWbqpCYLA3bt3CQwMpH///syYMQMdHZ0m3afIT2RnZ3Py5Eny8vKYMmUKAwcObNL3XBAE0hXpREmjSJAloESJ5MeM6fedQL8+jg46uOq74qrtysHNB3F2dmb69OnvFXd1x81p06YxePDg94q1LrKysti2bVuTe5ZpmszMTPbv30/Hjh1ZunQp+vr6tbaJj4/n6NGjTJw4sdkz5kpKSti1axcmJiasXLmy3TUTKikpYceOHVRUVCCXyxEEAXd3d3x9fd/6WEEQSJWnElURxXPZcwQEtYljrx/fuujST78f/fX7Y6HdNpIL2gqiINaUlBbC5e+hJL/5u0eqG4kEtHRg/DLoItY3t0cqKyt59uwZT548IT4+nsrKSiwtLenTpw8uLi507dq1VQkVsbGxnDx5st77/+M/DNHX/w9arZCtdnSAD4FvmmR0QRB49eoVjx49IiYmhoqKCuzs7PDw8MDV1bVZsz5ERERaH0+fPsXPz4/Ro0fj7e3dZPtRKpVcvHiRBw8eMHLkSMaNG9eqvvtaM4Ig8OjRIy5evIiFhQVz587FysqqWWOQKqVkKDLIkmeRIc8gU5FJmVCVlSJ5zVbg55NpyY//XvcmM5WYYqNjg5WOFdba1ljrWKMnqfquu337Nrdu3eLzzz9vsHdVXQiCwKVLl7h//z4ffPABQ4cOfeex6uPw4cOqEsG2fCy8evWKAwcOYGNjw5IlS2qIToWFhezYsYPu3bu/VmXQPMjlcvbv309BQQHr1q1rd9nzFRUV7N+/n5KSElauXElQUBCRkZENaqbxc8qUZWTIM8hSZJEpzyRDkYFUkAKNP77NtMzootMFK20rrLStsNaxRlfSvoTK1oIoiDUVRblweTeUl7R+MUyFBLQkMHYxdO+j6WBENIhcLicxMZEnT57w9OlTysrKMDU1VZVV2tnZNcjAVpPI5XLi4+ORy+UoFArV77KyMkpKipg+/QskkiREQex1jIHMH3+rh5ycHGJiYoiNjSUnJwczMzPc3d3x8PDA0tJSbfsRERFp+9y5c4dr164xZ84c+vXrp/bxKysrOXnyJM+ePWPatGlNVoYmUpuKigrOnz9PTEwMAwcOZMqUKS0mC6ZUWUqWIosseRZFyiLkghwFCmSCDAkSdCQ6VT/o0EG7g2qCbKBVf+ldeXk5//73v/H09GTcuHHvFZ8gCFy5coWQkJAmEXETExM5cOBAPY2J2hYpKSkcPHiQHj16sHDhQnR0dFAoFOzfv5/CwkI2bNjwVp8xdVLdWTQ6OpqVK1c2e5mmplEoFPj5+ZGcnMyqVauwsbGpyvhKTaVr165qmYuUKEvIkmeRpag6vhWCot7j21LbEittKzrrdEZfUjuLUKRlIgpiTUFpIVzY3sbEsNeQaMGEFWDrpOlIRFoASqWS5ORknjx5QlxcHEVFRRgaGuLs7EyfPn1wcHBohaUkgcBETQfRQtkJrHuvEfLy8oiNjSU2NpbMzEz09PRwcXGhf//+ODg4tHgxVUREpGUiCAL+/v48efKEVatWYWtrq7axi4uLOXr0KLm5ucybNw8nJ/EaqLl49eoVJ0+epLS0lOnTpzeJ2NkSuXTpEpGRkXzxxRfvnSUtCAL37t3j6tWruLu7M336dLV5fgmCwM6dOzE2Nmbp0qVqGbMlk5iYyJEjR3BwcGD+/PncuHGDu3fvsmrVKrp3b15rmZCQEC5fvtzmS1broloMjIqKYsmSJTg4OGg6JJFWiiiIqRtpaZUYVlLQNsUwoCpTTBsmrwErzbU5F2l5CIJAeno6T5484cmTJ+Tm5qKnp0evXr3o06cPTk5OdfoutDx8gR9AU92lWiwSoC8QRWM7ThYWFqpEsFevXqGrq4uzszN9+/bFycmpFYqmIiIiLRG5XM6+ffsoKipi3bp1aumSnJWVxZEjR1AqlSxevBgbGxs1RCryNgRBICQkhMDAQGxsbJgzZ067yhwuKCjg22+/ZfLkyQwbNkwtY0ZHR3PmzBns7e2ZP3++2uwIoqOjOX36NBs3bsTa2lotY7Zknj17xtGjR+nWrRvJyclMmDABLy+vZo3h+fPnHD58mOHDhzNxYvtbxL158ya3bt1ql2KgiHoRBTF1opDBhR1VBvptVgyrRlJltO/zIZh31nQwIi0QQRDIyclRZY6lp6ejra2NnZ0dPXr0wM7Ojq5du7aYkoefSAV6IJZKvom7wPC3blVcXKwSwVJTU9HR0aFXr1707duX3r17t8D3XkREpC1QXFzMrl27MDMzY8WKFe91rklMTOTYsWN06NCBxYsXtzt/Hk1RVlbGmTNnSEhIYPjw4YwfP77NdjF8E6dPnyY5OZlPP/1UbdnTL1684NixY3Ts2JHFixe/l0dZNQqFgm+//RZ7e/sGGZm3BR4+fEhAQACmpqZ8/vnnzZrdnpuby+7du+nWrRuLFi1qd5n1jx494ty5c4wbN45Ro0ZpOhyRVo4oiKmT8MsQc5t2M5GWaIFlF5i6EdrZiVik8RQUFPDkyRNevnxJcnIyUqkUbW1tunbtqhLIunfv3gIyyP4L+B9AoeE4Wio6wALgUJ33lpSU8OTJE2JjY0lKSkJLSwsnJyf69u2Ls7NzC3h/RURE2gOvXr1i79699OnTh1mzZr2TZ9KjR484f/48PXv2ZP78+eL5q5l4+fIlp0+fRqFQ4OvrS69evTQdksbIyMhgx44dzJ49m/79+6t13MOHD6Orq8uSJUvo2LHje4957949AgMD+eyzz9q8cKxUKtm/fz9ZWVlUVFQwcOBApk2b1ixm+lKplN27dyORSFizZg0GBvV70bVFnj17xpEjR5r1NRdp24iCmLrITqkqlWyPDJoC/UR1XqThCIJAVlYWSUlJqp/S0lIkEgk2NjbY2dmpMsma05y0qkSyC5DTjPtsjegA6UAnoGqlMi4ujqdPn5KSkoKWlhYODg707dsXFxeXdnexJiIi0jKIiYnh1KlTjB8/npEjRzb4cQqFgsuXLxMWFsbAgQOZOnVqu8xOam6USiVBQUEEBQVhZ2fHrFmz2ryw0hAOHjxIWVkZ69evV+vkv6CggEOHDlFeXs7ixYvp2rXre41XUVHBv//9bwYMGMDkyZPVFGXL5Nq1awQHB7NixQry8/M5e/Ysw4YNY/LkyU0q0CiVSo4ePUpqaipr165Vi5DZmkhPT2fv3r3Y29uzYMGCdpcZJ9I0iKYt6kAhgzsnQCKB9qgvProC3ZyhQ/O2vhZpvUgkEqytrbG2tmbo0KEIgkBeXp5KHHvy5AkhISEAdO7cuYZA1rQXx9GIYlhDkJOb609EhANxcXHk5OSgo6ODo6MjM2fOpHfv3s0sZIqIiIjUpl+/fmRnZ3Pt2jU6deqEi4vLWx9TUlLCiRMnSE1NZdq0aQwePLgZIhUpKipSlQeOGTOGUaNGiZPdH/Hy8uLgwYM8e/ZMrdlyHTp0YPXq1fj5+bF//37mzp1L796933k8fX19hg0bxt27d/Hy8lJLKWZL5Pnz59y5c4dx48aprk9lMhkXLlxAV1eX8ePHN9m+r127xvPnz9WW1deaKCgo4PDhw3Tu3Jk5c+aI5wcRtSFmiKmD9lYq+XPE0kmRJqCwsFAlkCUnJ5OTUyVUWVhYqC5ABgwYAFRlnDUUQRDqXb07enQd//d/u3nyBMrLwc4OXr5876fSatm3D1atgj/8Af74x59uVyq1CQ4ewb17Pjg7O+Ps7Iyjo6PoCSYiItLiEASBEydOkJCQwIoVK+jWrVu927569Ypjx46hVCqZN28ePXqIjYOag/j4eM6cOYOOjg5z5szBzs5O0yG1KARBYM+ePQCsXr1a7RlIMpmMU6dOER8fj4+PDwMHDnznscrLy/nmm2/w8PBgypQpaoyyZVBcXMz27dvp0qULS5YsqfFe3Lt3jytXruDt7c3o0aPVvu/IyEjOnDnD5MmT8fT0VPv4LZmysjL27NmDUqlkzZo1GBsbazokkTaEmCH2vmSnQEyQpqPQLIISctPgcbBYOimiNszNzXFzc8PNzQ2oWrVPTk5WCWQRERGqbU+dOqXyIevcuXO9F4uCIPDdd9/RqVMnZs6cWSOLKSwsjKVLv8fAACZNgg4doFOnpnyGmmflSti/H27cgLFjG/44iUTJ4MECXl6/FFfoREREWjQSiYRZs2Zx6NAhjhw5wurVq+lUx8k9MjKSgIAAbGxsmD9/vliq1wzI5XICAwMJDQ2ld+/etb6XRaqQSCSMGTOGw4cPk5iYiIODg1rH19XVZf78+Vy4cIGAgACKi4sZPXr0OwlvhoaGeHp6EhwcjJeXl1q6vLYUlEolp0+fRktLq05fwuHDhyOTybhx4wa6uroMH/725kMNJSkpiYCAADw8PNTWcbS1IJPJ8PPzo7y8XBTDRJoEURB7HxTy9l0q+XMeXYHuLmLXSZEmwcTEBFdXV1xdXYEqU9E//pi2VFBQwOPHj1EqlRgaGtKtWzesra2xsbHBxsYGS0tLJBIJJSUl5OXlkZeXx9atW5k7dy49e/YEICAgAKVSYPNmWL1aQ0+yhTFrFnh61hYGJRIBQ8MYQDQyFRERafno6uqycOFC9u7dy6FDh1izZo1qoq5QKLh69SqhoaF4eHgwbdo0dHTEy+OmJi8vj5MnT5KZmcnkyZMZNmyYaI79BhwdHbG1teXWrVvY29ur/bXS0tJi2rRpmJmZcePGDYqKipg2bdo7LXp5enoSGhrKnTt3+OCDD9Qapya5desWSUlJLF++vF5RZvTo0chkMq5cuYJEIlFLJldWVhZHjx6lR48e+Pj4tKvjRKlU4u/vT3p6OitWrMDS0lLTIYm0QcRv/PfhZTQU5Wo6ipaDAETfgpFzNR2JSDvgdaP2NWvWUFlZSVpaGklJSbx69YrIyEju3LkDVE2GrK2tMTQ0VD2mrKyM/fv3M3r0aMaMGUNqajIAal54bdWYm1f91E0BkAKIJUUiIiItH0NDQ5YsWcL333/P4cOHWblyJQqFgpMnT5KcnMwHH3zAkCFD2tVkU1NER0dz/vx5jI2NWbNmDba2tpoOqcVTnSV29OhRkpKSVIt56t7H6NGjMTMz49y5c5SUlDB37txG2yEYGBgwfPhwgoKC8PLyahPZli9evCAoKIixY8e+9bUfN24cSqWSy5cvI5PJGDXq3atnioqKOHz4MB06dGDBggXtqrmHIAicO3eOuLg4FixY8MZydxGR90GsdXkfntxDzJB4DUEJiZEgLdN0JCLtED09Pezt7enZsydLlizh3LlzfPTRR6Snp/Ptt9+yceNGPv30U+7cuYMgCCrfsW+++QZtbW327t0PgLd3VdKnRFLloVVNWRn85S/Qrx8YGlYJRaNHg59f3fH07PlT8ujmzeDuDkZG4OFRdf/KlVX337wJgYFVY5magpUVrFsHhYVV22VlwYYN0LUrGBjA0KFVj/k5Uil8/z3MnFkl6hkaVpV91hejRFJVLvnz5yyR/OSbtm9f1d+v+4fVfD1+Tb9+/TA0NMTc3JzRo0fjV88L0rNnT9VEc/fu3bi5uWFoaIiNjQ0bNmygoKCg7hdSRERERE2Ym5uzdOlSCgsLOXjwIDt37iQ7O5vly5czdOhQUQxrYsrLyzl79iynT5/G2dmZDRs2iGJYI+jVqxc2NjbcunWrSffj4eHBokWLSExM5MCBA5SVNf66ftiwYejp6XH79u0miLB5yc/P5+TJkzg4ODRI3JJIJEyYMIGxY8dy/fp1rl+/3iiv22qkUimHDx9GIpGwZMkS9PX13yX8VokgCFy8eJHIyEhmzZqFs7OzpkMSacOIGWLvSm5a1Y9ITZQCPAsXvcRENE5lZSWzZs3i8ePHjB07ltLSUm7cuEFgYCAVFRWqLkCWlpa4u7uTn59EcnIBkyeDjU3VGE5OVb+Li6tEo/Bw6NwZfHygtBSuX4fbt+HePfjmm7rj2LgR9u6FMWOgTx+orKx5v78/bNkCw4fDlCkQEgK7d0NCApw8WXW7QgGjRlUJVaGhVduFhUH//j+N8/IlrF0Ltrbg7FwlnGVkwN27VTHGxdUUtlasgDt34PlzajxngLc1hvrp9fCjc+fO+Pj4UFpayvXr17l9+zb37t3jm3pekF/96ld88803jB07FicnJ4KDg9m5cydPnjzh1q1b4oRURESkSbGysmLo0KEEBQVhYGDAhg0b6NChg6bDatMIgkBsbCyXLl1CLpczY8YMPDw8xPN9I6nOEjt27BhJSUlN2nygV69erFixgiNHjvx/9u48Lqr7XPz4Z9gRRUQ2QQVFQFEQ3FDAXVEU3PclGjUxiWnaJrltf017m9zb271Nmz2aGGPcRUFFREVcEVRUNkVAUED2HZRtlvP7YwIRAQUFBvD7zosX5sxZnhlg5pznPN/ny/bt21m9ejV9+vRp8fb6+vpMmDCB8+fP4+3tTe/my807tdraWvbt24eBgQFLlixp8RDSup+Vrq4up0+fRi6X4+Pj0+LfeYVCwb59+ygvL2fDhg3dqhdbS5w5c4Zr167h5+eHy+Mnu4LQDkSF2PO6c0U9u6LwBAnuRKqrxQRBgyIjI9HW1ubevXscOnSI0NBQ3n//fWQyGVFRUcjlcuzt7Xnrrbe4cOECU6faAPCb36gro3bsAG9v9b5++1t1MmzqVHUC6eBBCAmBmBh1Rdcnn0BwcNNxHD4MN2/C6dPqSq3Dhxs+/tlncOSIOml18CDcvq2uQjt/Xp1E8/RUJ8f27VMny373O6ipgX/8o+F+zM3Vx3jwQJ2o27dPXUmWlKSuVvvf/204Y+bjz+/x57xjx7MnE/jp9TAnNTWVgwcPEhISQkxMDBYWFnzyyScEN/OC/PDDD8TFxXHy5EkOHz7MrVu3GDJkCBcvXuTs2bNPP7AgCMILUKlUnDp1igsXLmBra0t1dTVRUVHPVb0htExJSQl79uzh0KFD2NrasmXLFtzd3UUy7Dk5OTlhaWnJhQvtP6GXjY0NGzduRKVSsX37dnJyclq1/bhx49DX1++yVWKSJBEYGEhpaSkrVqxo0HajpTw9PZkzZw5RUVEcP368Re81dcfNyspi5cqVmJu/XL2ZL168SEREBD4+PowePVrT4QgvAZHReR61VZAWI5I+zXlUBtl3NR2F8JLT0tLi66+/btC7Yvr06YwePRq5XM7kyZNZs2YNY8aM+XEdRZP7efRIPRRRSwu++EI9rLHO0KHqBBU0XyH261/D8OHNx7lqFcyd+9P/9+qlHjIJ6uTWJ5/A4+073n9fPYzxyRETffvCjBnqxx43aBB88AGoVHDsWPNxtFTD18OpwV3LoUOH8rsfX5DmKsT+93//t0Hpu5mZGW+88QZAh5zgC4LwcqqsrGT37t1ERUUxa9Ys1q1bx5w5c7hy5QqXL1/WdHjdjkqlIiIigi+++IL8/HxWrFjB0qVLX7pKl7ZW1+crLS2NzMzMdj+eqakpGzduxNjYmB07dpCamtribfX19fH09OTmzZtdsi3ChQsXuHPnDgsXLsTCwuK59zN27FjmzZvHjRs3OHLkCCpV89ePkiRx8uRJEhMTWbx4MQMHvlx9Wq9cuUJ4eDhTpkxp01k6BeFpRELsedy9CSqlpqPovGRakBil6SiEl5ytrW2jngPTpk1j0qRJABQWFj6xRdN/09evQ1UVjBqlToA9ae1a9feICHXS6Unz5j09Th+fxsvqGvuPGQNPjlDo3RtMTaG5G7WXLsEf/whvvgmvvqruVXbwoPqxlJSnx9ISDV+Pxh8ha398QSIiIpo86fNp4gk7OjoCtPrusyAIQkvk5eWxbds2cnJyWLt2LePHj0cmkzF27FgmTpxIWFgYsbGxmg6z28jKymLbtm2cOXOG0aNH89Zbb4keQG1o2LBhmJubd9hNJCMjI9atW8fAgQPZs2cPcXFxLd527NixGBgYdLkbXomJiZw7d44pU6YwtKmTv1Zyd3dn0aJFxMXFcejQIZTKps85IyMjuXLlCr6+vm1y3K7k5s2bhIaGMmHChPpzdUHoCKKHWGtJPw4JFJonqSArCR6WQM+W9xsQhLbU3Gw0dXena2pqnnik6ZOT7Gz19+YmFTIxUSepysqgpERdqfW4Z93cs7FpvKyuh1dTj9U9XvTEBLdlZbBokXq4ZHMqKp4eS0s0fD0aN9o1MTGhd+/elJWVUVJSQt8nXpCmfi7N/0wEQRBeTExMDCEhIfTt25d169Y16hc2depUKioqOHr0KEZGRgypax4ptFpNTQ3h4eFcu3YNS0tLNm3aJJrmt4O6KrFDhw6RlZWFTXMnC21IT0+PFStWEBwcTGBgIBUVFXh6ej5z6Kuenh5eXl6cOXOGiRMntqoPmabk5eURGBiIs7NzmyZmRowYgY6ODgEBARw4cIClS5eio/PTpXh8fDynT5/G29ubsWPHttlxu4KEhASOHj3K6NGjmTlzphhSLXQoUSHWWo9KoaJY01F0DTktL6sWhLbW0sanP3n+HjJP+9w2MHj6tk8LszVP4de/VifDJk9W9w4rLASFQp3DP3lSvU7bt8lpOon4tBOZ1v9cBEEQWq+2tpagoCCOHDnC8OHD2bBhQ5PN82UyGf7+/tjb23PgwAGy67L+QqskJSXxxRdfcPPmTWbMmMFrr70mkmHtyNnZmb59+3Zo5ZW2tjbz5s1j0qRJhIWFceLEiWYrnR43duxYDA0Nu0SVWGVlJfv27cPU1JT58+e3eWJm6NChrFixgrS0NPbu3UvtjzMtpaWlERQUxMiRI5k2bVqbHrOzS0pKIjAwEFdXV+bOnSuSYUKH65RXJjKZrMGXrq4uZmZmuLi4sH79eg4dOoRC0XS/n7rt7Zor53hRTcwsOeXPu5Ct/xP3C0rb55hdkUyLD//6z0Y/S319fWxtbVmzZk2zwxPu37+PTCZjypQpz334Dz/8EJlMxo4dO557H8LLRrvJpXXn8+npTW9VVgalpWBo2Hh4Y0cKDARtbTh6VJ0U69tX/f8AaWltd5yGr4dRo8fLysooLS3F0NCwS9wJFgSh+8nLy2Pr1q3cvn2bhQsXMn/+fHQfb8b4BC0tLZYsWYKFhQW7d++muFjc+GypiooKDhw4wL59+7CwsOCtt97C09NT3PxoZ1paWkyaNInk5OQObTcgk8mYOnUqfn5+XL9+nZ07d1LxjPJzXV1dvL29iY2N7dR/WyqVioCAAGpqalixYgV6enrtcpwhQ4awevVqHjx4wO7du8nIyGD//v0MGjQIf3//lyohlJaWxsGDB3F0dGyXBKQgtESn/rRat24d69atY+XKlXh5eaFQKNi5cydLlixh2LBhXL16teODKsoWs0u2hKSCyjIARo4cWf+znDNnDiqVit27dzN27FhOnTql4UAFoU7TI8hHj1Ynu65fb7oH165d6u9eXq2r6GprJSVgbKz+etKBA01vU3eu95T7C408+/VQvyBeXl7igkgQhA4lSRLR0dFs27YNHR0dXn/9dVxdXVu0rZ6eHqtWrcLQ0JBdu3bx6NGjdo62a5MkiWvXrvH555+TkZHB4sWLWbVqVZNVeEL7GDFiBKamphqZxXH06NGsX7+ekpISvv76a+4/Po11M+sbGRl16iqxU6dOkZ6ezrJly9r999jOzo61a9eSl5fH999/T58+fVi6dCna2k3fnO2OMjMz2bdvH4MGDWLx4sXinFHQmE79m7djxw527NjBzp07OXLkCImJiaSkpLBs2TLu3r3L1KlTiYmJabRdYmIiZ86caZ+gCh+I2SVbqkp9MrlgwYL6n2VgYCB3795lxYoVyOVy3nrrrUab2djYkJiYyM6dOzs6YuGl1vRJiJERbNigbpi/ZYt6lsU6ycnqBvYA77zTASE+haOjOim2f3/D5R9/DGfPNr1NXbVXUlLLj9Pw9UhqcNGYnJzMH398Qd7R9AsiCMJLpbq6moCAAI4fP467uzubNm3CzMysVfvo0aMHq1evRi6Xs3v3btHXsBn5+fls376dkJAQhg8fzpYtWxgxYoSo7uhgWlpaeHt7k5iYSF5eXocff8CAAWzevBkLCwt27tzJpUuXkJrpzaCrq8vEiROJi4uj6MkmqJ3AzZs3uXLlCrNnz26/UUZP6Nu3L4aGhkiShEqleurop+4mIyODXbt2YW1tzbJlyxr0UhOEjtapE2JNsbe3Z//+/WzcuJHKyko2bNjQaJ2hQ4dib2/f9geXJChsPGRSaEYziUN9fX0+/vhjAFJTUxtN4ayrq8vQoUNfuqmGBU3r2ewjf/6zujLq9Gn1DJDLlsHcuTByJOTmqpNh/v4dGGoT/t//U39fsQImTYJVq2D4cHj/ffjlL5vext9f3f/s/fdhwQLYtEn99axzVfXrIeP06QIGDx7MsmXLmDt3LiNHjiQ3N5d33nkHf02/IIIgvDSysrLYunUrqampLF26lLlz5z73BVafPn1YvXo1JSUl7N69u77HjwByuZwzZ87w9ddfU11dzfr16/H398fQ0FDTob20XF1dMTEx0UiVGKhnoFyzZg3e3t6cOXOG/fv3U11d3eS6o0aNomfPnpw/f76Do3y6zMxMjh8/zqhRoxgzZkyHHFMul9f3EFu5ciVVVVXs2LGD8vLyDjm+JqWnp7Nr1y769evHqlWrnjqcXRA6QpdLiNX55z//iZGRETdv3uTSpUsNHmuuh9jly5dZsGABtra26OvrY2Vlxbhx4/jNb37Dw4cPG61/5coVVqxYgY2NDfr6+vTr14/pf/yWbedutjjO21kFrP7qCP1+/h/0Nv4Fm198witbj5KU0/QV5+WUByz4TwC2732G/qa/YvXOfxj30Xf85sBZHlb/dFL2YeAFZOv/xI6LTU99bPfe58jW/6nBsnOJ6cjW/4n1246RW/qQTduP0/+Xn6Kz4c/8++RPw08zi8p5+4eT2P/XFxhs+iumW/6F38cHuJzyoMXP+1msrKzqZ5/Lz89v8NjTeoiFhIQwc+bM+p+JtbU13t7efPTRRy06riRJ/OIXv0Amk+Ht7U1paemLPhWh2+jb7CO9esH58/DRR2Bmpu7TdfEijBkDe/bAf/7TgWE2Y/VqOH4cxo+HmBg4cUJdARYeDvPmNb3N6NHqIZ/OznDqFHz7rfrrWbNRql8PiY8+WoyZmRlHjx7l4sWLjBkzhj179vCfzvCCCILQ7UmSRGRkJNu3b8fQ0JDNmzfj7Oz8wvu1srJizZo15OXlsXfvXuRyeRtE27WlpaXx1VdfERkZycSJE9m8eTO2traaDuulp62tjbe3N7du3aKgoEAjMWhpaTFt2jRWrlxJeno6W7duJTc3t9F6Ojo6TJw4kYSEBI3F+qTy8nIOHDiAtbU1c+bM6ZAqR5VKxeHDh8nJyWHlypU4ODiwfv16amtr2bFjR7e+Nrl37x67d++mf//+rFq1qt36tAlCa8ik5mpbNajuzehZoS1dupSAgAD+53/+h9///vcNtre1tW0wnv3YsWMsWLAASZIYN24cgwYNorS0lJSUFFJTU7l3716DJNp//vMf3n33XVQqFaNHj8bBwYHCB/eJi4ujRq6k9Mv36ted8uddnE/K4N7f38LO3KR++Znb9/D/90GqahW421riZNWXOzlFxGTk0dNAj5BfLmOi009VUMduprDgkwAkJMYNsmaQuQmlldWk5JWQml/SYP8fBl7goyOX+G6jH+snNu6PYffe56QXlSHt+G39snOJ6Uz9627muNoT9yAfhVKFt8MAquUK/N0deH2KO5F3HzD34wOUPKrGycqU4TbmFFRUEpmahSRJ7N48n+UeLTvZ/DDoIh8FXeQPf/gDH374YYPHJEmiR48eVFdXc/fu3QYVfffv32fQoEFMnjyZc+fO1S///PPPefvtt9HW1sbLywsbGxsKCwtJTEzkwYMHDX5fPvzwQz766CO+++471q9fD4BCoWDDhg388MMP+Pr6EhAQQI8ePVr0XISXwSPAGBBDolsuERiq6SAEQXgJVVZWcuTIEZKTkxk/fjwzZsxo8/47dcN6BgwYwMqVK1/KYT2VlZWcOnWK2NhYbG1t8fPza/VQVKF9KZVKPv30U/r378+SJUs0GktJSQkHDx6koKCAOXPm4O7u3uBxhULBp59+ysCBA1m8eLGGolSTy+Xs2LGDhw8f8tprr9GzZ/MjBdqKJEkcPXqU2NhYVqxYgaOjY/1jpaWl7Ny5E4VCwerVq7G0tGz3eDpSamoq+/btw9bWluXLl4vKMKHT6NKf7G5ubgQEBJCYmPjMdf/xj3/Uzx7y5BvwtWvX6quVAC5cuMAvf/lLevbsSWBgINOnT1c/EHcOxfXTnIq/+8zjPaqpZfVXR6mqVfDZGh+2zPipBPfjk1d5d28Yq74+Qspf3sRAT/1j+EdoFCpJImDLIhaPbXiReS0tm74926YkPSQulYWjHdmzeUH9sQHKq2pY/Nlhyqtq2PX6PFZ7jqh/LPpeDj7/2Mum70KYNswWc+PGs8s18pSE5rlz56iursbR0ZHBgwe3KO6//e1vyGQyoqKiGpQ0S5L0zPLrqqoqli1bRnBwMCtXruT7778Xb8TCE4yAIUCypgPpIgwBx2euJQiC0NYyMjI4dOgQcrmclStXNriobEsDBw5k1apV7N69mwMHDrxUvW4kSSI2NpZTp04hSRL+/v64u7uLPmGdkLa2NpMnT+bo0aN4enpiXdcgVAP69OnDhg0bOHHiBEePHiUjI4M5c+bUn3Pr6OgwadIkgoODmThxIhYWFhqJU5IkgoODyc/P59VXX+2wZFhISAgxMTEsXLiw0fuWiYkJr776Knv27OG7775j+fLlDBo0qN3j6ggpKSns37+/vs3Gy/I+KnQNXXbIJFB/h6qkpOSZ69aV5s6YMaPRY2PHjqVXr171//+Xv/wFSZL44IMPfkqGASjk6OhoMWfkkGce78DVRPLKHzFhiE2DZBjAL2eNY7SdFQ+KKzgUfeenGCsq1TEOt2sc42BrehnqP/O4LaGvo82na2Y1SIYBbL8QS07pQ37hM65BMgxgzKB+/H6eNw+ra9kVeeu5j11WVkZwcDDr16+nR48ebN26tcUnVwUFBZiYmDQa39/c8MrHjzlr1iyCg4N566232L17t0iGCc0YTxe/T9CB3OniHyGCIHQxkiRx8eJFduzYgYmJCZs3b263ZFgdOzs7VqxYQVpaGgEBASiVynY9nqZJkkRycjJff/01R44cwd7eni1btjBq1CiRDOvERo4cibm5OWFhYc8cYdPedHR08Pf3Z/78+SQkJLB9+/YG12pubm707t1bozNORkZGEhcXx7x58zokgShJEidPniQ6Ohp/f/9mZ7/t1asX69evp3///uzatYv4+Ph2j6293blzh3379uHg4MDy5ctFMkzodLr01UzdG35LPqBHjx4NwNq1a7l27RoqVdPDohQKRf0wvddff73hg8qWz/5xMTkTgNXjhzf5+JoJIxqsBzDatp86xq3HuJaWjUrVPh9oo+yssOnTq9HyU7fuAbBotFOT2010HADA1bTsVh3vo48+QiaTIZPJMDExwd/fn4qKCqKiopg8eXKL9zN69GhKSkrYuHEjt261LCmXn5/PlClTuHjxIr/73e/4/PPPxQmd8BSjEUMmW0IXGKfpIARBeIk8fPiQXbt2ER4ejre3N+vWraN3794dcmx7e3uWL19OSkoKhw8fbvYcsqvLyMhgx44d7N27FwMDAzZs2MDixYs7pHpGeDFaWlpMnz6de/fuNZqsSlPc3NzYuHEjNTU1fP311yT9OKW1trY2kyZN4tatWxqZHfPu3buEhYXh5eWFi4tLux9PkiTOnDnDlStXmDNnDqNGjXrq+vr6+qxcuRJXV1cOHz781Nk7O7vbt29z8OBBhg4dypIlS9p8WLsgtIUunaItLCwEwNTU9Jnr/ulPfyI+Pp5jx45x7Ngx+vTpg7e3N/PmzWPNmjUYGBgAUFRURFVVFaampvTp06fhTpQtb6qaXaJu0m9nZtLk43Zm6pO4rJKfulf/ackU4h/kcywmhWMxKfQxMsDbYQDz3B1YM2FEo4qu5zXQ1LjJ5fcLSwHw+r+dT92+8GFlq443cuRI3NzckCSJ/Px8zp07R0lJCatWrSIyMrLFJ1qff/45CxYsYPv27Wzfvh1LS0smT57MokWLmn2T/eCDD1AoFLz55pv87//+b6viFl5GIiHWMnKgY2ZiEgRBSE1NJSgoCEmSWLNmTfvMJP4MDg4OLF26lIMHDxIUFMSCBQvQ0urS95Xr5efnc+bMGZKTk7G0tGT16tXY29uLG4hdjKOjIwMHDiQsLKzT/PysrKx4/fXXCQoKYt++fXh7ezN16lRGjhzJpUuXOH/+PMuWLeuweIqKijh06BBDhgxh2rRpHXLMCxcuEBERgY+PD2PHjm3RNtra2sybNw9jY2POnDlDeXk5s2fP7lLvOQkJCRw+fJjhw4ezcOHCLhW78HLp0gmxmzfVsz22ZEahAQMGEB0dTXh4OMHBwZw/f74+Ofa3v/2NyMjIBn3EmiZBGyXom/qQGtDXmOgPNxCeeJ/gmLucT8qoT479LSSKyN+/Qt+eLWsCr3rKnQQD3aZ/7HUVaUvGDMVIv/khhUP7Pet1amjBggUNmupnZWUxdepUEhIS+M1vfsNnn33Wov24urpy+/ZtQkNDCQkJ4dy5cxw4cIADBw4wYcIEzp0712i2kkWLFhEUFMQPP/zAqlWr8Pb2blXswsvGHXVvrCpNB9IFeGk6AEEQurna2lpOnz5NdHQ0gwcPZuHChRqtVho6dCiLFi3i0KFD9ResnSHp8LxKS0s5d+4csbGx9OnTh0WLFjFixIgu/ZxeZjKZjBkzZrB9+3bi4+ObHZbX0QwMDFi+fDmXL1/mzJkzPHjwgMWLFzNp0iSOHDlCbm4uVlZW7R5HTU0N+/btw8jIiEWLFnVIgiYiIoJz584xbdo0JkyY0KptZTIZU6dOxdjYmOPHj1NRUcGiRYu6RNuXuLg4goKCcHFxYf78+SIZJnRqXTYhVlZWxsmTJwGYOnVqi7bR0dHBx8cHHx8fANLT09mwYQPh4eH89a9/5W9/+xtmZmYYGhpSXFxMaWkpJiYmP+1AWxdktCgpZt1HfcKWXlTW5ON11VhPDl3U0dbCZ8RgfEaoG82nF5ax4dtgwhPT+evxKP62XH03Q09HXQ31sKa20b6VKhW5ZQ+fHeQT+psak5RbzG/8JjDarl+rt28pGxsbduzYgZeXF19//TXvvvtuixvrGxgYsGDBAhYsWADArVu36ivNvvnmG956660G6/v6+rJ69WqWLFmCr68vJ0+exNPTs62fktDFSJKEQqFo4qSiB7Ae2Aa0fIj0y0UbmAbYaTgOQRC6s4yMDIKCgqioqMDX15exY8d2ikTN8OHDUSqVBAYGoq2tzdy5cztFXK3x6NEjLl68SHR0NAYGBvXDuMRwpq5vwIABDB06lLNnz+Ls7Nxp+jXJZLL6GeIDAgLYunUrixYtwtTUlLNnz7Jy5cp2Pb5KpeLw4cNUVFSwadOm+pFB7enKlSuEhYUxceJEJk6c+Nz7GT16NL169SIgIICdO3eycuVKevRoWYGEJty8eZOjR4/i7u6On5+fSIYJnV6X/Q197733ePToEWPHjm11xr2Ora0tv/71rwF1WSeoS1TrGrRv3bq14QbaLf9Qqeu3tfdK072u6hrT163XbIxmvfn1XPXzS8gqqF/ez0SdcEvOLW60zdnEdOTK1g/7mjlcPZNJ4PWkVm/bWp6ensyfPx+FQsFf/vKX597P8OHD2bJlC/DTz/BJ8+bN48CBA9TU1DB79myioqKe+3hC93DmzBn+9Kc/8fe//53t27dz9OhRLl26RGxsLMXFyxHJsKdRAj/TdBCCIHRTCoWC06dPs2PHDoyMjHjjjTcYN25cp0o6ubq6Mm/ePK5fv05oaGiX6e9TU1PDuXPn+OSTT4iJiWHSpEm88847jB07ViTDupFp06ZRVlZGdHS0pkNpxM7Ojs2bN9OnTx9++OEH+vfvT3JyMvfv32/X4549e5bk5GQWL15cPylbe6p7b5gwYUKLCzeextHRkXXr1lFcXNxokoLOJDIykqNHjzJ69Gj8/f1FMkzoErrcb2laWhrLly/n22+/xcjIiG+//bZF23388cfk5uY2Wh4SEgKo76jU+fWvf41MJuP//u//OHv27E8ra+ugUKgIib37zOMtGzcMS2MjLiU/YOu5mw0e++T0NaLv5WDTpxeLxwz9KcaTV8ktbVzZFRKrbo45wPSnarJJTgMB2BWZwP2C0vrl9wpKeWf3qWfG15TNU9yxMO7B30Ki2HruZqOm/gqlipPxaSQ8yH+u/T/pww8/RCaT8f3335OVlfXUdSsrK/nkk08oLS1tsFylUhEaGgo0/Bk+acGCBezbt4+qqipmz57N1atXXzh+oeuq6w9YWVlJZmYmMTExnDlzhqCgILZtiwI8UVdCCY1ZA3M0HYQgCN1Qbm4u27ZtIyoqimnTpvHqq6+2oJ2FZri7uzN37lyuXr3aKWb2exqFQsGVK1f45JNPuHTpEqNHj+add95h0qRJjVpNCF2fubk5bm5uXLhwgerqak2H00ivXr145ZVX8PDwIC4uDkNDw3ZNLCckJHDp0iVmzJiBg4NDuxzjcbGxsQQHBzN27FhmzpzZZsl8GxsbNm7ciCRJfPvtt2Rnt26Ss/YkSRKnT5/m1KlTeHt7d8nKWeHl1TnqaJuxfv16QJ30KC8vJzk5mTt37iBJEg4ODuzZs6fFs4N89NFHvP/++4wcORIHBwckSSI2Npbk5GRMTU15//3369edPHkyf/vb3/jVr37FtGnTGDNmDA4ODhRmpBEbH0+NXEnpl+899XhG+nrsfmMe/v8+yOYdJ9h67iaOVqbcySniZnoePQ302PvG/AaN8j8Kusj7+84wcqAFDpam6hgz80nOLcbUyJD3Z4+vX9feog+veLmwMyIet//+lklOA6mslROVmsUcV3sqaxTNDtdsjomRAUfeWYr/fw6weccJ/ng0ghH9zenTw4DcsofcSM+jtLKawJ8tZkR/i2fv8BlvhG5ubixYsIDAwED+8Y9/8PHHHze7bm1tLT//+c95//33GT16NHZ2dtTW1nLt2jUyMzOxs7NrPCvoExYtWsTevXtZuXIls2bN4vTp04wZIxqDv4wsLBr+/tadhGlra7No0SLAFrjc8YF1elrA24hkoSAIbUmlUtU32DY3N+f111/H0tJS02E905gxY1AqlYSGhqKtrd1hTbpbSqVSER8fz9mzZykvL2fkyJFMmTKlw2bnFDRnypQpxMfHc/ny5U73ewnq8y0fHx8GDBjA4cOHycvL4+LFi0yaNKlNj5OZmcmRI0dwcXHpkJYpCQkJHDlyBHd3d3x9fds8KWRqasqGDRvYu3cvO3bsYOnSpR2S5HsapVLJsWPHiI2NZfbs2Xh4eGg0HkForU6dEPv+++8Bde8vY2NjrK2teeWVV5g/fz7z5s1rVXn3p59+SmhoKNevX+fEiROAuqLo3Xff5d1338XGxqbB+u+//z4eHh58/PHHREREEBsbi1lfU1z6W7DS49lN/AGmOw/i2h9e5f+ORRB+O524zHzMevVgzYQR/G6eF05PNKf/dI0PofFpXL+fw4m4uqowY96dNY53Z3s06je27dU5WJv0ZHfkLU4mpDHA1Jj/N9eT3/hNwP6/vmzxa/O48UNsiP/f1/j41FWOx97l/J0MQD1Ec7LTQBaOdmTGj0Mrn6kFN3o+/PBDgoKC2Lp1Kx988EGzZcw9e/bk888/58yZM8TGxhIXF4eenh4DBw5k06ZNvP322y2abXTJkiWoVCpWrVqFj48PYWFhz5z+WOj6JEkiOzubO3fucOfOnfoZauvIZDJ0dXV55ZVXfnwvsAVMgcZDkl9uWsBGTQchCF1T1UMoyoKKYvWs1UqF+gvULRm0ddS9So37Ql8bMDDSbLwdpLCwkKCgILKzs/Hy8mLKlCldavieh4cHCoWCsLAwtLW1mTx5sqZDQpIkkpOTCQ8PJz8/n2HDhrF69WrMzc01HZrQQYyNjfHw8CAqKoqxY8fSq1evZ2+kAcOGDeONN95g27ZtnD17lp49e7bZeXlRURF79+7F2tq6QybASExM5PDhw7i4uODn59duxzMyMmLdunUcOnSIvXv34ufnp7FrmdraWgICAkhNTWXx4sWMGDFCI3EIwouQSZ25xruzUalg90egEv2FWsz3dbCw1XQUwkuovLyce/fuce/ePdLS0qioqMDQ0BAnJyecnJwoLy/nxIkTTSTD6vwO+AvqnlmC+v7JUmCPpgMRhM6vLvlVlK3+XpipXlZH9mPHirrrpbozMemx/p+GPcFsgDo51tda/d1QczMstjVJkuqHGxobG7Nw4UL69++v6bCe24ULFzh79iwTJ05k6tSpGhsulJGRQVhYWH31/PTp07v06yo8v+rqaj755BOcnZ3x8/PTdDhPVVBQwJdffokkSTg7OzNnzhyMjJ7/psDDhw/59ttv0dHRYcOGDRgaGrZhtI2lpKSwb98+hg4dyuLFizukd5ZKpeLEiRNER0czadIkpkyZ0qHvO5WVlezdu5e8vDyWL1+Ovb19hx1bENqSSIi11vEvofCBpqPoImSw+r9BR/SnENpfZWUl9+/fJy0tjfv371NUVASApaUlgwYNwsnJiYEDB9afpDx69Ih//vOfzSTDALIAB6CqQ59H5yUDogFRUSkITaqthtSbcCcKyn+sQq27OHneU60ntzc2g6Hjwd4d9Np/lrT2UlpaypEjR7h//z7jxo1jxowZTcz62/VEREQQFhaGh4cHs2bN6tCL07y8PMLDw0lOTsbKyooZM2YwePBg0cfnJRcZGcnp06d56623OqSZ/Is4deoUV69eRVdXF5lMhq+vLyNGjGj173BtbS07duygoqKCjRs3YmJi0j4B/ygtLY09e/YwZMgQli5d2qEVrpIkERERwZkzZ3Bzc8PPz69Djl9WVsauXbuorKxk9erVWFtbt/sxBaG9iIRYa10JhqQrDe/iCk0zNoOFv9R0FEI3VVNTQ3p6en0VWF5eHgB9+/bFzs6OwYMHY2dn99SpqRMSEjA3N39Kr5qvgTfaPvguRpJkFBdvwtT0a3FxJQhPKs5Rnxek3vxpCGR709ZRJ8WcPMC0X8ccsw1IkkRMTAyhoaEYGBgwf/58Bg8erOmw2lR0dDTHjx/H3d0dPz+/dq8Uyc7OJjIykoSEBExNTZk6dSrDhw8X79UCoJ5Q4bPPPsPa2pply5ZpOpynqq6u5tNPP2Xw4MFIksStW7dwcnJi7ty5LR7yqVKp2Lt3LxkZGbz66qtYWVm1a8zp6ens2rULOzs7li9fjo6OZroRxcXFceTIEQYNGsSSJUswMGi/GyYFBQXs2rULLS0t1qxZ02knPhGElhIJsda6ewMiDmk6is5PpgWDR4L3Ek1HInQTcrmcBw8e1FeAZWVlIUkSxsbGDBo0qP7L2Ni4DY8qAdOAS8DLOVRakrSpqDDnk082YmVlx7Rp07rdBawgtJpSAem3IDFSPRxSptXxN8rqjmk2AIZNANvh6kRZJ/Xw4UOOHTtGcnIybm5uzJo1q10v2jQpLi6OoKAgnJ2dWbhwYZtXbKhUKpKSkoiKiiIjIwMTExO8vLxwd3fvUv3XhI4RGxtLUFAQGzdu7PTDZ69du0ZISAibN2+mpKSE48ePo1QqmT17Nq6urk9N9EqSVN/cfdWqVe0+hC8jI4Pdu3djY2PDypUrNV7lmpaWxsGDBzEyMmLFihXtUhGYmZnJnj17MDY2Zs2aNZ22N50gtIZIiLVWSR4c/UTTUXR6EnBdy4pHA13p378/NjY23fbEV2gfSqWS7Ozs+gqwzMxMlEolPXr0aJAA69OnTzvfCU8HhvHyDp2UAVGkpZkRHh5OVlYWgwYNYtq0aZ3+xFoQ2kV+Olw8CA9L1EMaNX0aVRdDzz4wcWmn69spSRLx8fGEhoaipaWFn58fQ4cO1XRY7S4xMZGAgID6YVRtUTlSU1PDzZs3uXLlCqWlpQwcOJDx48fj5OTUIT2LhK5JpVLx9ddfY2hoyLp16zp19aBKpeLLL7+kV69erF27lqqqKkJDQ4mPj8fBwQE/P79mb3yeO3eO8+fPs2DBAkaOHNmucaamprJv3z769+/PypUr0dPrHO1hiouL2bt3LxUVFSxevLhNZ6BMTk7m4MGDWFtbs3LlSnFdJ3QbIiHWWioV7P8T1L6sF8ctF6I9mPisQqqrqwEwNzenf//+9V9mZmbiBE6oJ5fLycvLIzMzk3v37pGenk5tbS36+vrY2trWJ8AsLCw0cDL3sg6d1AL+C/XkAuoL26SkJM6ePUt+fj6Ojo5MmzbtKUNOBaEbUcjh5mm4HdE5EmFPqovJ2RvcZ4CO5ntyFRcXExISQmpqKsOHD8fX1/eFGmV3NXfv3mX//v0MGDCAFStWPPdFc2lpKVeuXOHmzZvI5XKGDx/O+PHjRd8eocVSUlLYs2cPq1atatMkSXtITk5m7969rFixAicnJwCSkpIIDg5GLpfj4+ODu7t7g3PBmzdvcvToUaZNm8bEiRPbNb6kpCQOHjzI4MGDWbp0qcYrw55UU1PD4cOHSU5OZsaMGXh6er7wefONGzcIDg7GycmJRYsWdbrnLAgvQiTEnsf1k3DrYuc7Ge40ZGBqBf5vI0kSRUVFPHjwoP4rPz8fSZLQ09Orrx6zsrLC3NwcU1NTUe7fzUmSxMOHD8nNzSU3N5e8vDxyc3Prm+Dr6OgwcODA+gRYv379OkHi9GUcOqkNDAbigIZ3AVUqFbdu3eLs2bOUlJQwYsQIpkyZIvpICN1XfVVYKT9NCdlZyaCniUarxZRKJZGRkZw/fx4jIyPmzJmDo6OjRmLRtPT0dPbs2YOFhQWrVq1q8Wx3kiSRmZlJVFQUd+7cQV9fn9GjRzNu3Lg2bg0gvAwkSeL777/n0aNHvPHGG536XFuSJH744QfKy8t5880362Otqqri1KlTxMTEYG9vj7+/P7179yYlJYW9e/cyatQo5s6d2643TRMSEggMDMTJyYnFixd32tdRkiTCw8O5dOkSLi4u+Pv7P1cSS6VSERYWRmRkJGPGjMHX17cTnJMLQtsSCbHn8bAEDv1D01F0bl6LYUjTs9HV1taSnZ3dIEn26NEjALS0tDAzM8Pc3Bxzc3MsLCzqE2XiDbjrUSqVFBUVNUp+VVZWAqCvr4+VlRWWlpb13y0sLDTWlPTp0gEX4BHQ3SfVkKFOiEUA45pdS6lUEhMTw/nz53n48CFubm5MmjSp3Wd0EoQO09mrwpqjwWqxBw8eEBwcTH5+Ph4eHkydOrXTDCfSlKysLHbv3k3v3r1Zs2bNU6vklEoliYmJREZGkp2dTd++ffHw8GDkyJEv/esovJicnBy2bt2Kj48PEyZM0HQ4T5Wbm8vXX3+Nr68v48Y1PA9JSUkhODiY6upqxo4dy5UrVxg8eDDLly9v12uFuio0V1dX5s+f3yWuSxISEjhy5AgWFhYsX768Vcn0ukqzlJQUZs2axbhx4zr1cFtBeF4iIfa8wr6H7JSuc3LckXT1Ydn/a9UJ+KNHj8jPz6egoKD+e0FBAVVV6qGp2traTSbK+vTp0yU+kF4G1dXVDZJeeXl55Ofno1QqATAxMWmQ/LKysqJ3795d7MM1EnWlWC3dOykmAwKARS1aW6FQcO3aNS5dukRVVRUuLi54enqKoZRC11ZZDqe2Q1khnb8qrDky6G0GPhugR/tWFdXU1HDmzBmuXbtGv3798PPzE0P6HpOfn8/OnTsxNDRk7dq1jS5Mq6qquHHjBlevXqW8vJxBgwYxfvx4HBwcutjnpNCZBQcHk5CQwNtvv03Pnj01Hc5THTlyhKSkJN55551G/aqqq6sJDg7m1q1b6OnpsWnTJszNzdstlqtXr3LixAlGjx7d7lVobS0nJ4d9+/ahUqlYtmwZAwYMeOY2paWl7Nu3j5KSEpYsWdLph9kKwosQCbHn9SAJzuzUdBSdj0wGw7xgrO8L70qSpGYTZXV9yXR0dJpNlHWlD6uuQpIkqqqqKCsro7S0tD75lZubS1lZGaBOXlpYWDRIfFlaWnaj5pungTmAkq57kfws24FXW71VbW0tN2/eJDIykrKyMoYMGYKnpyd2dnbi71HoWiqKIfQbqKro+Nkj25pMC3r0glmboJdpuxzizp07hISEUF1dzdSpU/Hw8BA3q5pQVFTEDz/8gEwm45VXXqFPnz4UFRVx5coVYmJiUKlUuLi4MH78eHFDQWgXlZWVfPbZZzg5OTF//nxNh/NUFRUVfPrpp4wZMwYfH58Gj1VWVrJ9+3Zqa2uRyWRUVVUxY8YMxo4d2+bnG5cuXeLMmTNMmDCBmTNndsnzmUePHnHgwAGysrKYO3cu7u7uza774MED9u3bh66uLitXrsTCwqIDIxWEjicSYs9LUkHAP6CyTNORdD4L3wXj9uslVNeDqqlEWU1NDaBOlNUlxnr27EmvXr3qv9f929DQsEt+qLWnmpoaysrKKCsro7y8vP774/9WKH7qodWjR49GVV99+/bttD0V2k4gsAx1lVgXv1hu5BPgZy+0B6VSye3bt4mIiCAvL49+/frh5eXFsGHDxEWy0PmV5MGpb6Gmqusnw+rItEDfUJ0UM2m7i5vy8nJOnDjBnTt3cHBwYM6cOWLI9DOUlZWxc+dOqqqqsLCwID09nR49ejBmzBjGjh3b6at2hK7v2rVrhISEsHHjxk4/W/T58+e5ePEiW7ZsoU+fPoB6EqadO3dSXFzMxo0bMTIyIiwsjOjoaAYOHMi8efPapKepJEmcPXuWixcvMnnyZCZPntylrxuUSiUhISHcuHEDDw8PfHx8Gp2TJSQkEBQUhLW1NcuXL3+pJkERXl4iIfYiEi6qG+x32yqRVpLJwGqwemiGBkiSREVFRYNEWVlZGQ8fPqSioqK+qqyOtrZ2oyTZk//fq1cvevTo0aU/AOvI5fIGia2mkl11CUUAmUxGz5496d27N8bGxhgbG9f/u3fv3vTu3RsjI6Nu8do8n1BgASCn6yfF6n6G3wBt9/crSRJpaWlERERw7949+vTpw4QJE3BzcxMzFAmdU3kRhHwFtdXdJxlWRyYDPUOY88YL37RSqVRcu3aN8PBw9PT0mD17Ns7Ozi/x50HLKBQKEhISuHz5MgUFBchkMry9vZk0aVIn7Z0pdEcqlYpt27ahpaXFpk2bOvXfbW1tLZ999hkDBgxg6dKlqFQqDh48SGpqKuvWrcPGxqZ+3Xv37nHs2DEqKiqYNm3aC1WqSpLEyZMnuXLlCjNnzsTT07OtnpJGSZJEdHQ0oaGh2NnZsWTJEgwNDZEkifPnz3P+/HlcXV3x9/cX70nCS0MkxF5EdSUc/gfIa5697svCZwP0s9d0FE2Sy+U8fPiwPkFWUVHR5P/XNXyvo6Wl1aDKrK66TFtbGx0dHXR0dF7o302diCiVSuRyObW1tcjl8gb/bmrZs/5dUVFR34+tTo8ePRolux5PePXs2fMlqPR6PpWVlVy8eJEePW4wceL/AdWoh1B2RdqoE2L7gMXtdpScnBwuX77MrVu3MDQ0ZOzYsYwbN44ePXq02zEFoVUelamTYVUV3bc/qEwLDHuqk2JGvZ9rF3l5eRw7doysrCxGjx7NjBkzutGQ+PaRn59PXFwcsbGxPHz4kCFDhuDu7k5ERARFRUWsWrWKgQMHajpM4SWSkZHBd999h7+/P6NGNT0JVmcRGxtLUFAQ69ev59atW0RHR7NixYomZ66tra0lPDycK1eu0L9/f+bPn4+ZmVmrjqdSqQgODubmzZvMmTOHsWPHttVT6TTu37/PgQMHMDAwYMmSJfXnZ9OmTcPb27tTJ0kFoa2JhNiLSouFiwc0HYXmyWRgPwq8WtaEuzNTKpWNkmRPfq+urkapVKJQKFAoFCiVSlSq56sm0NLSqk+SSZJEbW1ti/elq6uLnp5eg+9P/ltXV7dBpVfdd3Hnp3UUCgUpKSnExMSQkpKCJEkYGhryq1/NB9YA0ZoO8TloAXbAbmB8hxyxpKSEyMhIbt68CYC7uzsTJkyoHwohCBpRWw3Hv4CKku5XGfYkmZa6l9jcN0Gv5YksuVzO+fPnuXz5MmZmZvj5+YkkzlOUlZWRkJBAfHw8eXl5GBgYMGLECMaNG1ff/LumpoZ9+/aRmZnJokWLcHZ21nDUwsvk8OHDpKam8rOf/axTJ7UlSWLbtm08evSI8vJy/Pz8GD169FO3ycjI4MiRI5SVlTF16lQmTJjQomoxlUpFUFAQCQkJzJs3Dzc3tzZ6Fp1PSUkJe/bsoaioCJlMxuLFi8V7kPBSEgmxFyVJcHYXPEju/ifRzZKBoREs+GWrTq67G5VK1ShJ1tJ/132XyWTPTHDV/bu56jKhbdXW1nL69Gni4uLqm7fWvW1OnDiRadOmoa4O+xfwAeoh1Irmd9gpaKMe5vke8D+AYYdHUFlZydWrV7l69SrV1dUMHz4cT09P+vXr1+GxCAIRhyH1RvetDHtSK29i3b17l+PHj1NRUcGkSZPw8vISFcRNqK6u5vbt28THx3P//n10dHRwdHTE1dWVIUOGNPmaKRQKjhw5QkJCAj4+PowfP158tgsdoqKigs8++ww3Nzd8fV98Mqz2FB4ezsWLFxk6dCjLly9v0TZyuZyzZ88SFRVFv379mD179lNnWFQoFBw6dIjk5GQWLVrE8OHD2yr8Tik7O5t9+/ZRWVmJUqlk6tSpTJw4Ubz/CC8dkRBrC1UVEPjxyz10csZ6sBFT8grdT0FBAV9++SVNvVW+/vrrTyRwEoFX6NzVYnVVYbuACZoNBfUJa0xMDJcvX6a0tJTBgwfj6enJ4MGDxUmZ0DGykiHse01HoRnP+OwuKSnh1KlT3LlzBzs7O/z8/NqkWXV3Ulc9HB8fT3JyMkqlkkGDBuHq6sqwYcPQ19d/5j4kSeLMmTNEREQwbtw4Zs2aJSYgETpEREQEZ86c4Y033ui0swmmpaWxe/duevbsiUwmY8uWLa3qQ/rgwQOCg4PJy8tj+PDhTJ8+vVFVulwuZ//+/dy/f59ly5Y1ORyzO7lx4wYhISFYWlqybNkyYmJiOHfuHEOHDmX+/PmdumJQENqaSIi1lZd16GQ3GiopCM1JSkriwIEDDYayGhkZ8d577zWRtOms1WI6qGPTXFXY06hUKhITE4mIiCAnJwdLS0u8vLwYPny4uDAU2k9tNQR9DFWPeOkmyJHJwKDp6m65XE5ERAQREREYGhri4+PD8OHDRZL6R5IkkZ6eTlxcHImJiVRXV2NlZYWrqysjRoygV69ez7Xf6OhoQkJCcHJyYtGiRWLyEaHdKZVKvvzyS3r16sUrr7zS6f7G8/Ly+O677+jfvz8+Pj58/fXXTJ06FW9v71btR6VSERcXR3h4OJWVlYwbN45JkyZhYGBATU0Ne/fuJTs7m5UrVzJo0KB2ejaap1AoCAkJ4ebNm4waNQpfX9/6FipJSUkEBQVhaGjIkiVLsLa21nC0gtAxREKsrdQPnUx6eYZciKGSwksiLy+P7du31w+ZlMlkuLu74+fn95StkoC/oe7PVfvjMk28N2ihbpq/EPgvYJwGYmg5SZK4f/8+ERERpKam0rt3b8aNG4erqys9e/bUdHhCd/OyDZV80hM3tSRJIikpiZMnT1JeXs6ECROYNGkSenp6Gg60c8jLyyMuLo6EhATKy8sxMTFhxIgRuLq61vcFe1HJyckEBARgYWHBypUrMTIyapP9CkJz7t69y+7du1myZEmnGiZYVlbGt99+S8+ePVm3bh36+vqcOHGCmJgYfvaznz3XOUFtbS2RkZFERESgo6PD+PHjuXPnDsXFxaxevfqpQyq7utLSUg4cOEBBQQFz5szB3d290TolJSUEBASQl5eHj48PY8eO7XRJUkFoayIh1paqHkLQv0Fe/fKcXIuhkkI3l5+fz/fff0/v3r2ZPn06Bw4coLa2llWrVuHg0JLf/RLge+AT4B7qSq32rhrTRl0NZgFsATYBXe9OX25uLpGRkdy6dQtJknBwcMDNzQ0HBwfRv0h4cS/zUMknzVhPoX4fQkNDSU1NZciQIcyePVsMj0R9UR4fH098fDz5+fkYGhri7OyMq6srAwYMaJeLxezsbPbs2YOenh6rV68WPweh3e3bt4+cnBy2bNnSKRLgVVVVfPfdd8jlcjZu3Fif/KqsrOTTTz9l+PDhz7gp+XQVFRWcOHGCxMREZDIZM2fO7Nb9++7evcvhw4fR19dn2bJlT+3XqlQqOX36NFeuXMHZ2Rl/f38xhFLo1kRCrK0VZUPoNlDKu39SbMICcOx+UxELQp3CwkJ27NhRf3fS0NCQvLw8bt68yYwZM1o0U6dcLmfHjh0oFLW8+aYT8BlwFHW1mC4gb6NoH9/XFOBngP+Py7u2qqoq4uPjiYmJIScnByMjI1xcXHB3d++0PU+ETu5lHir5BEkmo1amy3/SZej36s3s2bNxdHTstheGLVHXHD8uLo709HR0dHRwcnLCxcWl2eb4ba20tJTdu3fz6NEjVq5c2a0rVwTNKykp4fPPP8fT0/PHyYI0p6amhh9++IHi4mI2bNiAmZlZg8cjIyM5ffo0mzZteu5hfZmZmezduxd9fX2MjY3JyMjA1tYWHx+fbjVUUJIkLly4wLlz53BwcGDhwoUYGrasZUZiYiJHjhyhR48eLF26VEx6JHRbIiHWHvLuw6ntoFLRbU+0R8+GERM1HYUgtJvi4mJ27NiBgYEB69ate65hK+Xl5ezevZv8/HwMDAz49a9//eMjD4DzwHXgCnATqPrxsZYkyR5fRw9wATyA0cBEoPtWbdYlJOPj46msrMTa2ho3NzdcXFzEHUyh5eIvwI1TdNvP6FaSJLhn6sDAOWtalOjvjqqqqkhNTeXWrVukpKSgUqkYNGgQLi4uLW6O3x4x7d+/nwcPHrBo0SKcnZ07PAbh5REeHs7ly5d56623MDU11UgMcrmc3bt3k5ubyyuvvNJkckqpVLJ161Z0dHTYuHFjq/uMJiYmcvjwYWxsbFi+fDkGBgbcvXuX06dPU1BQgKurK9OmTaN3795t9bQ0oqqqisDAQFJSUpgyZQqTJk1q9Y2OkpISDh48SH5+PrNmzWLMmDEv9c0SoXsSCbH2kpUC4T+ApOp+lWKuU8F9hqajEIR2U1JSwo4dO9DV1WX9+vXP1afiwYMH7N27l6qqKiRJwsjIiPfff7+ZtVVAMuoE2XXgDvAIqESdKFMBPR77sked/BoNONMdqsBaS6lUkpycTExMDCkpKWhpaTFs2DDc3NwYNGiQaMQvNE+lgkN/h8pyTUfSufToDYvfh5fkb0elUpGVlUVqaiqpqalkZWUhSRL9+vXDxcXlhZrjtyWFQsGRI0dISEjAx8enWw/rEjRLLpfz2WefYWVlxcqVKzv8+AqFgr1795KZmcnatWufWhWZmZnJ9u3b8fX1Zdy4lvdGjYqK4uTJk4wYMYL58+c3uAGgUqm4ceMG586do6amhvHjx+Pt7a2RZPiLysnJ4cCBA1RXV7N48WKGDBny3PtSKBScOnWKa9euMXz4cPz9/bvkayIIzREJsfaUe0/dn0Sl6D5JMVEZJnRzxcXF/PDDD2hpabF+/frnuiCKiYnh2LFjSJJE3Vusvr4+v/nNb9o6XAF1L5C4uDhiYmIoLCzE2NiYkSNH4ubmprG73EIn9uAOnPlB01F0TtNfgf5Omo6i3ZSVldUnwNLS0qiursbAwIDBgwdjb2+Pvb19p6wKkSSJM2fOEBERwbhx45g1a5ZI+gvt4tatWwQEBLBy5UocHR077LhKpZIDBw6QlpbGqlWrWjTT47Fjx0hISODtt99+5rmaJEmcOnWKqKgoPD09mTFjRrOJ5ZqaGiIiIoiMjERfX58pU6YwatSoLvM3FxMTw/HjxzE3N2fZsmWYmJi0yX5v3brF0aNH6dmzJ0uXLsXKyqpN9isImiYSYu2t8AGc+g4Utepqsa5IJlMn9ETPMKGby83NZdeuXejr6/PKK68814VReno6O3bsaLRcW1ub3/3ud20QpdAcSZLIysri5s2b3Lp1i5qaGmxtbXFzc8PZ2blTNAoWOoHTOyAntet+JrcXmQysh6gny+km5HI56enp3L17l9TUVAoLC5HJZNjY2NQnwGxsbLrMhW50dDQhISE4OTmxaNEidHVfvupgoX1JksSuXbsoLCzkrbfe6pBKIJVKxeHDh0lMTGTlypUtrmaqqqris88+Y9CgQSxZsqTZ9RQKBYGBgdy+fbtVFWVlZWWEh4cTFxeHubk5M2fOZMiQIZ22QrOmpobQ0FBiYmJwd3dnzpw5bT4Evri4mIMHD1JQUMDs2bMZPXp0p309BKGlREKsI5QXwaUAKMjQdCStJ5OBgRF4LRGzSQrdWkZGBnv27MHU1JTVq1c/91T3crmcc+fOER0dTW1tbYPHfv/733eZC6+uTi6Xk5iYSExMDPfu3UNPTw9nZ2fc3d3bbWY4oQuoKIbD/9R0FJ3bovegV9esrJQkiYKCgvoEWHp6OkqlEmNj4/oE2ODBg1vcVLozSk5OJiAgAAsLC1auXPncn1WC0JySkhK+/PJL3N3d8fX1bddjSZLEkSNHiIuLY9myZQwdOrRV28fGxhIUFMTq1aubTKRVVVWxb98+srOzWbx4cav3D+pZX0+dOkV6ejqDBw/Gx8cHS0vLVu+nPWVlZXH48GEePnyIr68vbm5u7XYshULByZMniY6OZsSIEfj5+YkhlEKXJhJiHUVSQWIUXA9VV1t19jvTdVVhQ0bD2DmgJ5pVC91XcnIyBw8epH///qxYsaJNPtjrhh306NGDyspKAH7zm9+IkwYNKC0tJSYmhtjYWEpLSzE1NWXkyJEMGzYMMzMzkRx7mVwPhVuXuk8bg7Ymk8HwiTB6lqYjabHKykrS0tLqh0JWVFSgo6ODra0t9vb2DBkypNv9nWdnZ7Nnzx50dHRYsWKFGLoktLnIyEhOnTrFhg0b2m2GU0mSOH78ONevX2fRokW4uLg81z527txJWVkZb775ZoOqybqZWisrK1m5ciX9+/d/oViTkpIICwujqKgId3d3pk6dqvE+g5IkcfnyZcLDw7GysmLx4sUd1ioiISGBY8eO0atXL5YuXdrpkoSC0FIiIdbRukK1mEwGBj3Ba7GoChO6vdjYWI4cOYKTkxOLFy9us/LyHTt2oFAoePXVV0lKSiIvL48pU6Z0q4uyrkaSJO7fv09MTAyJiYnI5XL69OmDo6MjTk5ODBw4EG1tbU2HKbQXpQL2/xnk1ZqOpHPTM4Bl/w+0O+dsk3XN8OuqwLKysgAwNzevT4ANHDiw2w8nLCsrY//+/RQUFDB//nxGjBih6ZCEbkSlUvHtt99SW1vL5s2b23zo3eM9vebNm4e7u/tz76uwsJCvvvoKT09Ppk2bBvyUNNbT02P16tX07du3TeJWKpVER0dz/vx5FAoFnp6eeHp6aqQlQ0VFBYGBgdy7dw8vLy+mTp3a4ecwRUVFHDx4kKKiInx9fXF3dxfnuUKXIxJimiCp4E4URHeyajFRFSa8ZOpmG3Jzc8Pf37/NhjNmZWXxzTffsGzZMoYNG9Ym+xTallwu5969eyQnJ5OcnExFRQX6+voMGTIER0dHHBwcuvSwKqEJefchdJumo+gaZr8GlnaajgJQD3nKyckhOzubrKws7t27R01NDQYGBvXDIO3t7TE2NtZ0qB1OLpdz7Ngx4uPj8fLyYtq0aWJYvtBm8vLy2Lp1KxMnTmTKlCltuu+zZ89y4cKFVs8S+bT9Xbp0iTfeeIPS0lIOHjzYrsOKq6uruXDhAlevXsXQ0JDx48czZsyYDhsFkJSUxJEjR9DR0WHBggUMHjy4Q47bFLlcTmhoKDdu3MDFxYU5c+ZgYND1ryFVkooSVQn5inzylfnkKnIpV5WjRIlSUqJEiQwZ2mijLdNGBx36avfFUscSC20LLHQs6CnrKRKEXYBIiGlSeREkXIDUGPVMlJpSlwizHgIjJkE/e83FIggdQJIkzp49y8WLF58529DzOHDgAHl5eWzZskVcnHQBkiSRk5NTnxzLyclBJpMxcODA+uqxtrq7LGjQ7Qi4dgIQpz1PJ1PfFHP27PAj19TU1Ce/6r5KSkoA0NPTo1+/ftjZ2TFkyBCsra3F+yvq96/IyEjCwsKwt7dn8eLF3eJiVOgcwsPDiYiIYPPmzVhYWLTJPi9evEh4eDgzZszAy8urTfapUCj48ssvkclkFBUV1Vf9t3elaElJCRcuXCAuLg5dXV3GjBmDh4dHuw2llMvlnDp1iujoaJycnJg3bx49evRol2O1Vnx8PMHBwRgaGrJgwQLs7Ow0HVKrKCUlafI0shXZ5CpyKVAWoEQJgBZaqGhZAYsMGdKP5xn6Mn2stK2w1LFkoO5ArLWtRYKsExIJsc6gtgpSb0JipLrhr0yrA6rGZIAEuvrgOE49e6SxuOATuj+VSkVISAjXr19v05OxOnl5eXz11VcvPARA0Jzy8vL65Ni9e/dQKBT07dsXR0dHHB0dGThwoLgQ7wKaOunU0dbCvFcPJtjb8N5sDzwdnr+nTEc5l5jO1L/uZp2XCzte869fvuNiHK9+G8wf5nvz4cJJbXdAmRYMcoWJS9tun02ora2tT37VfS8qKgJAV1eXfv360a9fP6ytrbG2tqZv377iQuIpUlNT6/tWrlixAnNzc02HJHQDCoWCr7/+Gn19fTZs2PDCn311lfmTJ09u06ozSZIIDAwkPj4eOzs71q5d26Gf0xUVFURFRREdHY1SqWTkyJF4enq26c20vLw8Dh06RElJCT4+PowZM6bTvSeWlpYSFBREeno6EyZMYNq0aW0+3LatlavKSahJIL4mnmqpulXJr5aqS5KZapky0mAkQ/WGoicTM593FiIh1plIEuSmqYdTZiQCEmhpgaqN/igfT7T1tYFhE8B2BOh07z4bglCnburtxMRE/P392yVhFRAQQFZWFm+//bboR9UNyOVy0tLSSEpKIiUlhYcPH2JgYICDgwOOjo4MGTJEVGN0UnUXCuvWrVMvSL9FRUUFsZn5pOaXIJPBrtfns2rCcA1G+WwdnhAD9SyTi95rs93J5XJyc3MbJL8KCgoA0NHRwcrKqkHyy8zMTCSdn0NxcTH79++ntLSUhQsXPteMeoLwpIyMDL777jtmz56Nh4fHc+/n+vXrBAcHt3llvkKhIDg4mNjYWCwtLamoqGDLli0aqZyqrq4mOjqaqKgoHj16xLBhw/Dy8sLGxua59ylJEteuXePUqVP07duXxYsXt1m1XntQqVRERUURHh5O3759WbhwYaeb+EOSJDIUGcRWx3JPca9BVVdH0EGH4frDcdF3oa+2KEjRNJEQ66welamTY0XZUJgJxTnqhsDQsiTZ48kvmQyMzcB8IPS1Bgs7MO1cb0yC0N5qa2vZv38/6enpLFmypF0uFAoKCvjiiy/w8/Nj9OjRbb5/QbMkSSI7O7u+eiw3NxctLa0GQys7anYn4dnqLrYkSQJ5Dez5HwBUKonfBpzjryGR9O1pSM6/30FXp/Mmr5tLiJVVVpNT+hCzXj0w69UOF36r/ltdRd5KCoWCvLy8+iGPOTk55OfnI0kS2traWFpaNkh+mZubi5sHbai2tpagoCASExOZMmUKkyZN6nRVJELXc/z4cWJjY3nrrbcwMTFp9fZxcXEEBgYyduxYfH192+x3sqKiggMHDpCTk8P8+fMZNGgQn332Gc7OzsybN69NjvE8FAoFsbGxXL58meLiYuzs7PDy8sLe3r5Vz728vJxjx45x9+5dxo0bx8yZMzt9xVWdvLw8AgMDKSgoYOrUqXh6emr8RockSSTUJhBdHU25qrzDE2GPqzu2tY41Ewwm0F+381esd1ciIdZVqFRQXghFWeokWWkeKGpBIVcnyiQVaOuqq720ddV3d/taqyvB+liJKjDhpVZZWcmePXsoKChgxYoVDBo0qF2Oc/jwYdLT03nnnXfEBd5LoKysrMHQSqVSiampKQMGDGDAgAH0798fc3NzjZ8AvqwaJMSeaKhfq1BitPnvKJQqbn60ETfbzjtdfHMJsXb3jMb6SqWSkpISioqKKCoqorCwkNzcXPLy8lCpVGhpaWFhYVGf+LK2tsbCwkK8N3YASZK4ePEiZ8+eZejQoSxYsKDDmn0L3VNNTQ1ffPEF5ubmrF69ulVJndu3bxMQEMDIkSOZN29emyXDsrKy2L9/PwDLly+vr8K6du0aISEhvPrqqwwcOLBNjvW8VCoVd+7cISIiguzsbCwtLfH09GTEiBFPPTeQJImYmBhOnjyJrq4u/v7+ODo6dmDkbUOhUHD27FkuX77MwIEDWbBgAX369NFILGXKMk5VniJbka2R4zenLjE2Un8kXoZe6MrENXtHEwkxQRC6tfLycn744QcqKytZs2YN/fr1a5fjFBYW8sUXX+Dr68vYsWPb5RhC51VbW0taWhppaWk8ePCA3NxcJElCX18fGxub+gRZ//79xRDLDtIgIXYrAqIbNtQ3e/tjih5Wce0PrzJm0E/vCzHpeeyJusWZ2/fJKC6jvKoWmz69mO0ymN/5e2Hdp3Gz5IQH+fzleCSX72aRXVJBL0M9bEx6MWWoLb+eO4F+Jj0brJ+YXchfj0dyJvE++eWVmPTQZ+pQW34/35vhNg17P7V2yOT6bcf4PiKes79ejZaWjA+DLnLtXg4yYKLjAP6+fBrONk33lwqNS+XTsGiu3suhvFqOTf/+zJkzh40bN6JUKuuTX0VFRZSUlFB3Cqmrq0vfvn2xsrKqT35ZWlp2mUqG7iopKYnDhw/Tu3dvVqxYISpYhReSnJzM3r17WbhwIa6uri3eZv/+/Tg7O7Nw4cI2u0EUGxvLsWPH6NevH8uWLWvQxF6lUrF9+3Zqa2vZvHlzp0jCS5LE/fv3uXz5Mnfv3qV3795MmDABd3d39PQa9pIqKyvj2LFjpKam4ubmho+PT5ef9To9PZ2goCAqKyuZPXs2bm5uHVa5KkkScTVxXKy6iAqVxirCnkWGjJ5aPfHp4SOqxTqYSIgJgtBtFRYWsmvXLgDWrl3brjMFBgYGcu/ePd555x1xEShQW1tLdnY2mZmZPHjwgMzMTKqqqgAwNzevT5ANGDBANAtvJw0SYpcD4e6N+lYC9wpKGfxfX6CrrUX+J7/AxOinJOWKLwI5dD0J1/4WDOxrDEBMRh73C8voZ9KT6D+82iApdv1+Dt7/9wPVcgWuAywY2q8vlTVy0gpKuZ1dyNlfr2bKMNv69YOuJ7HiyyBqFErcBloyxKIPmcXlXL2XjaGuLifeW84kp5+qGp43IfburHH85/Q1xtj1w9asNzEZeSTnFtO3pyEJf3wNqyeSdL85cJa/hkSip6PN2EH9MDI24fr9HIqKiujTpw+bNm2q/3198qtXr17id7iTKiwsZN++fTx69IjFixczZMgQTYckdGGHDh0iNTWVLVu2YGRk9NR109LS2LNnDw4ODixZsqRNElMqlYrTp08TFRWFm5sbc+fObfKcKzc3l61btzJt2jS8vb1f+LhtKTc3l8uXL5OQkICBgQHjxo1j3LhxGBoacvPmTU6ePIm+vj7+/v44ODhoOtw2U1NTQ2hoKDExMTg5OeHv7//M36EX1VmrwpojqsU0Q1y1CYLQLWVnZ7N7926MjIxYs2YNxsbG7Xas4uJi4uPjmTVrlkiGCQDo6elhZ2dXP+24JEkUFxeTmZlZnyS7ceMGAIaGhvXVYwMGDMDGxqbRHWPhBSnkgMTD6lpiMvL45d4wAN6cNqpBMgxg81R3/rN6Jpa9f0oYqVQSfzx2iT8EXuR3h8+zfaNf/WOfnI6mWq7gH8un855vw4bTd7IL6d3jp/3fLyhlzdaj6OpoE/zLZcwY/tPw7dC4VOb95yBrvj7K3b+9id4L9jX796lrHHp7EQtGOwGgVKlY/kUgh6KT+CL8Ov+zaHL9ugevJvLXkEhG9Dcn8GeLsbc0JUuvL+kDPdizZw9ffPEF6enp/O1vf3uhmISOZ2ZmxqZNmzh8+DB79uxh+vTpeHp6igSm8Fxmz57N559/TmhoKIsXL252vfT0dPbt28egQYNYvHhxmyTDqqqqCAgI4N69e8yePZtx48Y1+3tsZWWFh4cH58+fZ/jw4RobptcUKysrFi1axLRp04iMjCQiIoKIiAh69OhBeXk5bm5uzJo1q9tVk+vr6zN//nycnJw4duwYX375Jf7+/jg5ObX5sSRJIr42nguVF9p8xsj2VFe9FlcTR5o8jdlGs7HWsdZwVN2fuHITBKHbuXfvHvv27cPc3JxVq1a1+0xDFy9exMjIiFGjRrXrcYSuSyaT1VfTuLm5AerZqLKysuoTZJcvX6ampgaZTIalpWWDKjITExNxAfucmnrdehno8ekaH7ZMbzz5xdRhdo2WaWnJ+O/5E9l6LoajN1MaPFZQUQnAjOGNtxtqbdbg//996hqPauR8usanQTIMYLarPW9OG8Unp6M5HnuXhaNf7CJh5Xjn+mQYgLaWFv/Pz5ND0UlcSMpssO7/HYsAYO8b8xliqR5W17+fFf29vPD09OTy5cscOnSIwsJCzMwaPieh8zMwMGDFihWcPXuWsLAwcnNz8ff3F4l3odWMjIyYNWsWQUFBuLi4NNnXKisriz179mBjY8OyZcva5EZhfn4++/bto7q6mrVr17aoF+yUKVO4ffs2J06cYOXKlZ3uM9TExITZs2djYmJCWFgYFRUVyGQylEolZWVl3S4hVmfo0KH079+fY8eOsW/fPtzd3Zk1a1ab9TmUJImIqgiu11xvk/1pgoTEQ9VDDlUcYo7RHOz17DUdUrcmEmKCIHQriYmJHDp0CDs7O5YtW9buJ/wlJSXExsbi4+ODrq4obRZazsDAAHt7e+zt1Sc6kiRRUFBQnyBLS0vj2rVrgLqKzMzMrNFQNVNTU1GV+Azr1q2D7LtQWU6NQkl6URlXUrP5nyOXsLfog69r4xPNooeVHL2ZQsKDAkora1D+OLOzXKmk6GEVxQ+rMO2p7uky2taKE3GpbPnhJH9cNBlvxwHoaDfdJ+fUrTQAFjWT7JroOIBPTkdzNS37hRNiPiMGN1rm+GOyK6fsYf2y/PJHxGbm42Bpyoj+Fj+trJAD6oSil5cXMTExXL9+nVmzZr1QXIJmaGlpMX36dKysrDhy5Ah5eXksWbIECwuLZ28sCI9xdXUlPj6e48ePY2tr2yCRkZuby65du7C0tGTlypVtcl50584dAgMDMTExYe3atS2u9tLX12f27NkcOHCAxMREnJ2dXziWtlRaWsqxY8dIS0vD3d2dKVOmkJiYSGRkJPHx8QwZMgQvLy9sbW07XTLvRfXs2ZMVK1Zw8+ZNQkNDuX//PgsWLHjhSRBUkorwynBu1d5qo0g1R/rxv+OPjuMj+TBUf6imQ+q2xFm0IAjdxo0bNwgODq5v3toRjVQvXbpEjx49GD26caWJILSGTCbDwsICCwuL+t+nysrK+ib9RUVFFBQUkJiYSE1NTf02vXv3xszMDFNT0wZJM2Nj4253Ev08duzYAae2Q05q/bKb6blM/vMu5v3nIAl/fA2nfj/1F9wbdYvXd5zgYXVts/usqK6tT4j915zxXErJ5NydDKb+dTc9DfSYYG/D3JH2rPd2bThksrAMAJtffvrUmAsrqp7nqTbQv4nm/70M1ReuNXJlo5hS8oqRrf/TE1usbxhXYeELxyVo1vDhw7G0tOTgwYNs27YNX19f3N3dxXuF0GIymQw/Pz+++OILTp8+jZ+fegh5QUEBP/zwA3369GHVqlUvfENSkiQuXLjAuXPnGDZsGAsWLGj1PocOHYqjoyOhoaHY29t3itlWJUni+vXrnD59GgMDA1avXl3f28/Dw4MxY8Zw69YtIiIi+P777+nXrx/u7u6MGDGiyzfXf5xMJmPUqFHY2dkRGBjIjh078PLyYsqUKc91/q6SVJx6dIokeVI7RKs5EhInK0+iQMEI/RGaDqdbEgkxQRC6hYiICMLCwhgzZgy+vr5tNpPR05SWlhITE8P06dNFdZjQLnr06IGjo2ODYSmSJFFZWUlhYWGDWf/S0tKIjo5G9WM1k66uLqampg0qyuoSZt1xKMbdu3cpLS3F1dW18UWTTsO/T3dbKzZPcecfoVf4MvwG/149E4D0wjLWfxMMwL9XzWDuyCHY9OmFoZ56e88/fk/k3Swen4/I2FCf8F+vJiLlAcdiUjh3J4PwxPucvnWPPwdHcvG3a3GwUldmqVTq7dZ5uTz1uXjYv3jPEK0WJjjqYrLqbcSsx6vKjHpDv4bVc7a2tghdX11fsdDQUI4dO8b9+/eZO3dup0gWCF2DiYkJM2fOJCQkBCcnJ3r37s3OnTvp2bMna9aseeHPmNraWoKCgkhMTGTKlClMmjTpuZK2MpkMX19fvvjiC86ePcvs2bNfKK4XlZeXR0hICBkZGYwaNQofH59Gf3fa2tq4urri4uLC3bt3iY6O5sSJE5w8eZKhQ4fi5ubG4MGDO+Q8tyOYmpry6quvEhERwblz50hJSWH+/Pn1s8LXJRCdnJwazCb6OEmSOFt5ttslwx53pvIMejI9HPUaD1MWXoxIiAmC0KVJksTp06eJjIxk0qRJTJkypcPudF+6dAkDAwPGjBnTIccTBFCf4BsZGWFkZNQoQaFSqSgtLaWoqKhBwiwzM5OKior69YyMjOqHXPbs2ZMePXo0+aWnp9dlKkciIiK4f/8+p06datzPT1sXkMFj060PMjcB1JVRdULi7lKrUPL+bA9+7jOu0THS8kubPLZMJsPbcQDejgMA9TDEX+w5zd6o23xw6BwHtiwCoL+pMan5Jfxz5XT69mzf3oYt1d9UfYFh1qvHT7NYymRg6wKTl2swMqE96erq4u/vj52dHcHBwWRnZ7NkyRKsrKw0HZrQRYwZM4bk5GQCAwORJInevXuzdu3aF+7bWlJSwr59+ygtLWX58uUMHfpiQ8VMTEyYPHkyZ86cYeTIkfWJlo5UW1vLuXPniIqKwtTUlFdeeeWZfdBkMhkODg44ODjw8OFD4uLiiImJYffu3fTq1QtXV1fc3Ny6RV9HLS0tJk6cyJAhQzhy5Ajbtm3Dy8uLyZMn1w/PTUxMZM2aNU2ek0RURZBQm6CByDtW6KNQdGW6DNJ9dg89oeVEQkwQhC6rurqawMBAkpOTmT17Nh4eHs/eqI2UlZVx8+ZNpk6dKhoTC52GlpYWpqammJqaNpquvba2tj5BVlhYSHFxMQUFBdy/f5/KykpqaxsPEdTS0mo2Wdbcl6aqJesqEuRyOVevXq1fHhsby0htHXWS57HKrrSCUgB6Gvz091vyqBr4KUn0uAtJGeSVP2pRLBbGRny4YCJ7o26TkFVQv3zmcDtS80sIvJ7MpsluLX5u7am/qTFD+/XldlYhyblFOFr1BWSgLU4RXwYuLi5YW1sTEBDAN998w6xZsxgzZkyXSYQLmiOTyRg7dix3797FwMCAV1555YWTYffu3ePgwYMYGBiwcePGNutxN378eOLi4ggODmbjxo0dVl0lSRKJiYmEhoZSVVXF1KlT8fT0bPWQwJ49e+Lp6cmECRPIzs6u7+kYERFB//79cXNzY/jw4V2++rtfv3689tprXLp0iQsXLnD79u36m3lpaWkkJSU1SpDerrndpRvot4aExPGHx1ltvJo+2p1n5tSuTpztCILQJeXn57N//34qKytZtWpVo4v/9hYREYG+vj5jx47t0OMKwvPS09OjX79+zd4dVygUVFVVUVlZ+dSv4uLi+n8rFIpG+9HR0aFHjx7o6+sjk8na5UulUiGXy6mtra3/Xl5eXh/D40Mag4KCsPKwx/KxGG+m57L13E0A5jzWVN/xx6GNuyJvsWmyG0b66mRZVkkFb3x/osnX7avwG8xyGVxfcVYnJFbds2yAqXH9svdme/B9RDzv7zuDqZEBi8Y0PLGvkSs4FpPCeHsb+j+2XXv7/TxvVn99hMWfHeaH1+bhZtcPjH46flFREYcPH+a1117rsJiEjtO3b182btzIqVOnCAkJ4f79+/j7+3f5i2uhfd2/f59Dhw5hZmZGYWEhd+7cee7ZtiVJ4urVq5w8eZJBgwaxZMmSNu2Xpa2tjZ+fH9u3bycqKgpPT88223dziouLOXHiBHfv3sXR0RFfX19MTExeaJ8ymQwbGxtsbGyYNWsWSUlJxMTEcPz4cUJDQxk2bBhubm4MGjSoyya1tbW1mTx5MsOGDeO7775DLpfXP3bixAns7e3rb7xVqCo4V3lOQ5Fqhgp1r7SlvZaiJesew2Y1TSTEBEHocm7fvk1QUBB9+vThtddew9TUtEOPX1FRwY0bN5g0aZLouSJ0Gzo6OvTq1avZHh1NkcvlzSbOampqkCTphb9UKlWjZVpaWujq6tZXpOnp6ZGRkUF2dnaDZBiohzanxd9AlnuPWqWS9MJyolKzUEkS/m4OrPX8qZ/XPHdHhtuYEX0vhyG/+hIvh/5Uy5WcTUzHbaAlnkP6c/nugwb7/+rsDd7cGYqztRnDrPuio6XFnZwiYjPzMdDV4b/ne9evO8TSlL1vLGDVV+rk0xDLPgzrZ4aRvi5ZJRXcSM/lUY2cmx9t7NCE2KoJw7mVVcCfgi8z+sPtuA20xH7ENSTDraSmphIXF0fPnj1FQqwb09HRYc6cOdjZ2XH06FG2bt3KkiVLsLZ+8X52QveTmprKvn37GDBgACtWrODEiROEhoZiZ2fX6nMyuVxOSEgIMTExjB8/npkzZ7ZLBdeAAQMYP3484eHhODg4YG5u3ubHAPXNpUuXLnHp0qX62RSdnF5s1uCm6OjoMHz4cIYPH055eXn9kMr4+HiMjY0ZOXIkbm5uHX6O3FZKSkqorq5usKy8vJxLly4xdepUJEki7FEYChrfmOvOJCRylbnE1MQwyuD5EtBCQyIhJghCl6FSqQgPDyciIoIRI0bg7++vkeGKERER6OrqMm5c4x5DgvAy0dXVpXfv3vTu3VvToXD+/Hmys7ORyWQNkmJhYWH1/9aSyTDpYcAkpwGs9XRhvbcrWlo/3UXX09Hm4m/X8sGh85yISyU45i42fXrxsxlj+O/53sz51/5Gx/3fRZMJupHMlbQsztxOp1ahpL9pLzZNcuN9X48GM1gCzB/lSNwfN/Gv0CucvqVuvq+rrYW1SU/83RxYNNoJZ5uO7wnzf0umMMtlMJ+FRROR8oD4U+EYGxtjY2PDm2++ydKlSzs8JqHjOTs7069fPwICAvj222+ZOXMmHh4eXbbaRGh7SUlJHDx4kMGDB7Ns2TJ0dHSYPXs26enpBAYG8uqrr7Y4oVVYWMjBgwcpLi5mwYIFjBw5sl1jnzZtGikpKQQFBbXL0MnU1FRCQkIoLS3F09OTiRMndsh5qrGxMd7e3nh5efHgwQNiYmK4evUqFy9eZODAgbi5ueHs7NylbuKeOnWqyeUXL15k2LBhFPUpIkOR0cFRdR4RVREM0h0khk62AZn05K1UQRCETqiyspJDhw5x7949ZsyYwYQJEzRygl5RUcEnn3xSPzW0IAidQ3R0NMePH8fW1hZfX18sLR8bJClJsO+PUFvd/A6En+gZwooP1H3XhJeSUqkkLCyMqKgonJycmD9/fpsOYRO6plu3bnH48GGcnJxYvHhxg15YmZmZfPfdd0yePJnJkyc/c191Pb169+7N0qVL26xf2LNkZWXx7bff1s9e2RbKy8s5efIkt2/fxs7Ojjlz5rRbBVpLyeVy7ty5Q0xMDGlpaejq6uLs7Iybmxu2tradPskdExNTPyFQaWkpFRUV9RVjjm6OlEwqQY78GXvpvmTIsNS2FEMn24BIiAmC0Onl5ORw4MABamtrWbJkyTNn5mlPwcHB3L59m3feeUf0VxGETkQul5Ofn4+1tXXTJ/qnv4Psux0fWFdk7QAz12s6CqETSEpKIigoCH19fZYsWUL//v01HZKgIbGxsRw5coQRI0awYMGCJqurwsPDuXTpEhs3bsTGxqbJ/cjlck6cOMHNmzcZOXIkc+bM6fBq/7rRBq+99toLzayqUCiIiori4sWL6Orq4uPjg4uLS6dLNpWVlREbG0tMTAwlJSWYmJjUD6l80b5mHUmhUFBaVsoF3Qs8UD5AQqQxJhpOFEMnX5BIiAmC0KnFxcVx7NgxzM3NWbZsmUY/uAsLC/niiy+YOXMmEyZM0FgcgiA8hxunIeECSCpNR9K5ybTAZRK4z9R0JEInUVZWRkBAANnZ2UybNg1PT89Od8EvtK+6Clx3d3f8/PyaHWqoVCrZvn07NTU1vP76640SXY8PkZw7dy5ubm4dEH3TcW7btg1JknjttdfQ0WldFyFJkrh16xZhYWFUVFQwZswYpk6d2ulvlEqSREZGBjExMdy+fZva2lrs7OxwcXHBwcGhVT1ENSWpNonQR6GaDqPT0EKL9b3X00ur8//sOiuREBMEoVNSKpWcPn2aK1euMHLkSObOnVs/q4ymHDhwgOzsbN5+++1WnzwJgqBh6bfg3B5NR9E1TF0NA501HYXQiSiVSsLDw7l8+TKDBw9m3rx5naJ3oND+oqKiOHnyJOPGjWP27NnPTIYWFhby9ddfM3LkSPz8/OqXa2qIZHNyc3PZtm0bnp6eTJ8+vcXbZWZmcvLkSbKysnBycmLGjBmYmXV838cXVVtbS2JiIjExMaSnpyNJEv369cPR0REHB4fmq601bG/5XgqUBaI67EcyZIwxGIOnYfvPnNpdiYSYIAidzsOHDwkICCAzM5NZs2YxduxYjX8oZ2Zmsn379g5p+ioIQjuoLIeDfwNxEv0MMlj2azAUd5uFxlJTUzly5Ai1tbX4+vri6uqq8c9nof1cvHiR8PBwPD09mTFjRot/1teuXSMkJISVK1cyaNCg+iGSrq6uzJ07VyMTIjXl4sWLnD17lg0bNjxzOHBJSQlhYWHcvn0bKysrfHx8NNrCoy1VVlZy9+5dkpOTuXv3LjU1NRgZGeHg4ICjoyODBw/uFA358xR57KvYp+kwOh0DmQGbem9CW6b97JWFRkRCTBCETiUrK4v9+/ejUqlYunQptra2mg4JSZLYsWNH/RCA9pgOXBCEDhC2E7JTxLDJ5si0wMYBpr+i6UiETqyqqorQ0FDi4uIYNmwYc+fOxcjISNNhCW1IkiTOnj3LxYsX65vktybxKUkSe/fu5cGDBxgZGVFaWsqcOXNwc3PrVAlUlUrF9u3bqa6uZvPmzU2ORKiurubChQtcvXqVHj16MG3aNEaOHNmpnkdbUiqVZGZmkpycTEpKCoWFhWhpaWFnZ1dfPWZqaqqR2E4/Ok1ibaKoDmvCbKPZOOk5aTqMLkkkxARB6DRu3LhBSEgI/fr1Y+nSpRgbG2s6JEDdVHjfvn2sXr2aIUOGaDocQRCeV1YyhH2v6Sg6txnr1UkxQXiG27dvExwcjJaWFn5+fgwdOlTTIQltQJIkTp8+TWRkJDNmzMDLy+u59nP16lVOnDiBnp4er7766gs1r29PdUM8R48ezezZs+uXK5VKrl+/zrlz51AoFHh5eeHp6anx9h0drbi4mJSUFFJSUrh//z5KpRIzM7P66rEBAwY0mG20vVSrqtlWtg0V4obWk2TIsNK2YpnxMk2H0iWJJjiCIGicQqEgNDSU69ev15+QdJYeXSqVijNnzmBnZ4e9vb2mwxEE4UVYDwGj3vCoTNORdE5GJmAt3ueElnF2dmbgwIEcO3aM/fv34+bmxqxZszp9Y3GheZIkERISQnR0NL6+vowbN67V+5DL5YSGhnLjxg1sbW1JT08nOzu70ybEzMzMmD59OidPnsTJyQk7OzuSk5M5ffo0RUVFuLu7M3Xq1C7RcL49mJqa4uHhgYeHBzU1NaSlpZGSkkJ8fDyRkZEYGBhgb2+Po6MjQ4YMoUePHu0Sx+3a2yIZ1gwJiRxlDoXKQsy0u14/O00TFWKCIGhURUUFBw4cICcnhzlz5jBqVOeaOvjmzZscPXqUTZs2NTuFuCAIXUjCRbh+EtFL7EkyGDMbhntrOhChi5EkiZiYGEJDQzE0NGT+/PndprfSy0SlUnHs2DFiYmLw9/d/rvOxx2eR9PX1xd3dnWPHjpGQkMDmzZvp27dvO0T+4iRJ4vvvv6ewsBBTU1MyMzMZPHgwM2fO7LSJPE2TJImcnJz6oZXZ2dnIZDL69+9fXz1mYWHRJkNLJUliR/kOylXlbRB59yRDxgj9EUzrMU3ToXQ5IiEmCILGZGRkcODAAbS0tFi2bNkzG5p2NLlczqeffsrAgQNZsmSJpsMRBKEtVFfCwT+DStxpbkBLG5b+Bgza5+6+0P2VlpYSFBREeno6Hh4eTJ8+/eUZXqZUQEkuPCxR/1spV39HBto6oK0LOjpgbAa9zdV/b52IUqkkKCiIW7dusWDBAlxdXVu9j/j4eIKDg+nVqxdLly7F0tISUM9m+PXXX6Onp8fGjRs7zQiAxz148IBTp06RmZmJoaEhCxcuZMiQId22T1h7qKioqB9amZqailwup3fv3vXJMTs7u6e+H6SkpFBcXMy4ceMave5Z8iwCHga091Po8nTQ4Q2TN0Rz/VbqfO9IgiB0e5Ikce3aNU6ePMmAAQNYsmQJPXv21HRYjVy5coVHjx4xbZq42yII3YZBDxg0EtJiRXP9OjItGOQqkmHCCzExMWHdunVcuXKFsLAwUlNTWbBgQferrq5LfhVlQ1EWFD6A0vwm3k/qLuqfqD3Q0gbTfmDWH/raQF9rjSbJFAoFhw4dIjk5mSVLluDs7Nyq7R8fIuni4oKfn1+DWST19PRYunQp3377LSdOnMDf37+tn8Jzy8nJ4ezZs6SkpGBubs7o0aO5fv06gEiGtVKvXr0YNWoUo0aNQqFQkJ6eTnJyMsnJyURHR6Ojo8OAAQMYOHAgtra29O/fv0GC7Ny5c2RnZ5OWlsaiRYsazGqZo8xBhkw0038GBQqKlEVY6FhoOpQuRVSICYLQoeRyOcePHyc2NhYPDw9mzpzZIc04W6uqqor//Oc/uLq6MmfOHE2HIwhCWyrOhmOfazqKzsV/C5haazoKoZsoKCggKCiInJwcJk6cyKRJkzrlZ32LKRWQfgvuRKkTYHXJL5nW8yfWH99WSxusBsPQ8WDjCB00m7VcLufAgQPcu3ePZcuW4ejo2Krts7KyCAwMpKysrH6IZHOJpBs3bnDs2DEWLlz4XBVobSkvL49z585x584d+vbty+TJkxk+fDgymYzdu3eTl5fHW2+9haGhoUbj7KyKi4v55JNPCA4OJjU1lerqaqysrJg0aRJvvPEGEyZMqF9XkiQKCwtJSUkhPT2djIwMqqur0dLSwtramoEDB2JjY8OhQ4dQqVTIZDJMTU1ZtWpV/WyWIQ9DuCu/22kTYru37Oba3mtPXef3Mb+n78DWDxn+1P9TUiNSG23/0ciPKMks4d/F/26w/vQe0xmhP6LVx3mZiQoxQRA6TGFhIYcPH6agoKBTnBA9zcWLF5EkicmTJ2s6FEEQ2pqpNYyYCAmXeNl7iUnAo0Gj6CmSYUIbMjc3Z8OGDVy8eJELFy6QkpLCggULsLDoYpULD0sg+RokXYXaKpDJ4PFaghepMn18W5UScu5Cdgr0MFYnxhzGgIHR8+//GWpra9m7dy8PHjxg1apVDB48uMXbKpXK+p+tlZUVmzdvxszs6c283d3dycjIIDg4GCsrK438LhQWFnLu3Dlu3bpFnz59mD9/Pq6urmg9loCcN28eX375JSdOnGDRokUdHmNnd+bMGZYuXUpJSQl9+/Zl4sSJ9OjRg8TERHbu3MnOnTv5+c9/zr/+9S+0tLSQyWSYm5tjbm6Op6cnkiRRUFBQnxyLj4/n8uXL9fuXJIni4mK++uorli9fjr29PbmK3E6bDHvcII9BmA1u+u9A30i/yeVtSQst8hR5IiHWSqJCTBCEdidJEleuXOHMmTMYGxuzZMkS+vXrp+mwmlVaWspnn32Gt7c3U6ZM0XQ4giC0B6UcjnwKD4sbXuC+RCSZjFKFFp8/0GLYcBemTJnSaZteC11XdnY2gYGBlJSUMG3aNMaPH98gAdHpSCrIvguJUZCV1DgJ1iFk6uPajVAnx8wHqv+/jVRXV7Nnzx7y8vJYtWoVtra2Ld62sLCQwMDA56r+k8vlfPPNN6hUKl577bUGQyvbU3FxMefPnyc+Pp5evXoxadIk3Nzcmo07Li6OwMBAli5d2uohpN3ZtWvX8Pb2Ri6X89FHH/Gb3/ymwbDHS5cusXLlSh48eMC7777LP//5z2fuU5Ikzp07x4ULF5p83HuaNwkjEtrsObSHugqxlZ+txGOVR5vuu+RBCbWVtZgNMkNb96ff1+YqxMy1zVllvKpNY+juRIWYIAjtqqSkhCNHjpCens64ceOYMWNGp2+ye+7cOQwMDPD09NR0KIIgtBdtXZi4FEK+0nQkGiOTJIznbsT3QSHnz5/n888/x83NjcmTJ9O7d29NhzyUF9cAAKx3SURBVCd0E9bW1rz++uuEh4dz+vRpbt26hb+/f+ecva84By4ehNI89ZBG0FDCXFIf934C3ItTD6f0WgQ9+7zwnisqKti1axfl5eWsXbu2xRMa1fV/PX36NMbGxmzYsKHVkyHp6uqydOlStm3bRnBwMAsXLmzXXl3FxcVcunSJmJgYjIyMmD17NqNGjXpmY38XFxcSExM5fvw4tra2GBm1X6VeVyFJEuvWraO2tpYPP/yQ3//+943W8fb25tSpU4waNYqPP/6YpUuXMn78+KfuVyaTUVRU1OD/JUlCJpPRs2dPtM278FDrNtCnf+v+5ouURSglpWis3wqd+PaMIAhdmSRJXL9+nS+//JLS0lJeeeUVfH19O30yLC8vj9jYWCZPntxhdy4FQdAQ8wHqoZO8pM2TR0xC29KW0aNH88477+Dj40NSUhKffvopoaGhPHz4UNMRCt2Erq4us2bNYsOGDcjlcrZu3crp06eRy+WaDk1NpYSYMxD8OZTlq5d1hkk36mLIuw9B/1EP3XyBBF1RURHffvst1dXVrUpolZeXs3v3bk6cOIGbmxubN29+7pnBzczM8Pf3Jz4+vr6BfVvLyckhICCAzz77jOTkZGbOnMk777zDuHHjWjTLpUwmw8/PD4Dg4GDEgCo4ceIEiYmJWFtb89vf/rbZ9YYNG8aWLVuQJIl//etfDR6bMmUKMpmM+/fvs2fPHsaPH0+vXr145ZVX0NLSYsCAAYwdO5bc3Fy2b9/Ob3/7W9bOXcupv59CKVfy0ciP+IXpLxrsU5Ikrh+6zvcbv+f/xv4fv+r/K3498Nf8a8a/uPTtJVRNzCh94i8n+IXpL7iy5wrZt7PZtmob/2/Q/+NX/X/Fp36fcu/KvTZ5zZ5UllvGmU/O8Knfp/xh+B94z/I9fj/092x/ZTsZNzKa3OZT/0/5hekvKMooavLxx6VcSuEd03dYvW51k4+vX78emUzGuXPnGiyXyWTY2dlRW1vL//zP/zB06FD09fVZsGBB/TqVlZX8+c9/xt3dnZ49e9KzZ0/Gjx/P999/3+Ln31mJCjFBENpceXk5R48eJTU1lVGjRuHj49NgtpjOLCwsDFNTU0aNGqXpUARB6Ahu0yH99ss1dFImg16m4PbTDLo6OjqMHz8ed3d3rly5wuXLl7lx4wYeHh54enqK5tJCmxgwYACbN2/m8uXLnD9/ntu3bzN37lyGDBmiuaAerwrrrCQVKFUQdQTux4HX4lZXi2VlZbFnzx569OjBmjVrWlwFmpCQwPHjx9HR0WH16tVt8rMaMWIEGRkZhIaGYm1tjbX1i/cwlCSJe/fuERERQVpaGn369MHX1xc3N7fnuhlrZGSEn58fBw4cID4+vlP3ve0Ix48fB2Dp0qXPfD1Xr17NP//5T06dOoVKpWo0RPrPf/4z33zzDV5eXvj5+ZGRkcFvfvMbVCoVU6ZMISoqClNTU/z8/Mh8lEnYf8LIjMts8liKGgU/vPYDRqZGWDpZ0t+1P4+KH3H/2n0C/iuA9BvprP686QRRZkwmh351iL52fRk6bSh5KXmkXk7li4Vf8G7Yu/Rzbtv2LgknEjj24TEsHCzo59wPg14GFKYVEhccx62Tt3ht72sMnTb0hY9TJVW1ehuVSsWCBQu4cOECkydPxtXVtb6FQn5+PjNnziQuLg4rKysmT56MJElcvnyZ9evXEx0dzaeffvrCcWuKSIgJgtBmJEkiPj6eEydOoKOjw6pVq3BwcNB0WC2WlpbG3bt3WbJkSdeeDUsQhJarGzp54mtNR9KxvJeqn/sT9PX1mTRpEmPHjiUiIoKoqCiio6Px9PTEw8NDVM4KL0xbW5uJEyfi7OzM8ePH2b17Ny4uLsyaNatjh6aplBB3DuLOdtwx20JeurpabOwccBzbot5iqamp7N+/H0tLS1atWtWiBHdVVRUhISEkJCTg7OzM3Llz6dGjR1s8AwB8fHzIysri4MGDvP7668+ddFepVNy5c4dLly6Rk5ODlZUVixcvxtnZ+YV71Q0bNgwXFxdCQkKws7PD2Nj4hfbXlcXGxgIwZsyYZ67r4uKCnp4eZWVl3Lt3D3t7+waP79y5k/Dw8EYTV/3xj38kKiqKcePGcfLkSUxMTDhQfoCEewl8OvdTSrNKGx1LS0eLDT9sYLjP8AY9th4WPuTr5V9zbe81xq8ej72nfaNtL31ziYV/XsjkzT/FEfjbQM5/dZ4zn55hzZdrnvlcW2OQxyB+HfFr+g1rmGhLPJPIN6u/IeC/Avgg+oMXHkasQNHqbTIzM9HX1ycpKQkbG5sGj7366qvExcXx85//nL/+9a/1RQ55eXn4+fnx2WefMXfuXGbPnv1CcWuKGDIpCEKbePToEQcOHCAwMBAHBwfeeuutLpUMUyqVnDhxgoEDB4oGqoLwsjEfoE4QvSwmLlM/56cwNDRkxowZvPPOO7i4uHDu3Dk+/vhjwsPDefToUQcFKnRnffv2Ze3atcyfP5+7d+/y2WefcfPmzY4Znlb1EI5/CbHh6srQrlQdKqnUk4JEHYEz34Oi9qmrx8fHs2fPHuzs7HjllVdalHhKS0vjyy+/JCUlhYULF7JkyZI2TYaBuip1yZIlVFdXc+TIkVb/3BUKBdevX+fzzz/n4MGDGBgYsGbNGl5//XVGjBjRZhM3+Pr6oqenx9GjR1/qoZN1fb7Mzc2fua6Ojg59+qgrGAsLCxs9vnHjxiZncf/qK3VPz3/+85+YmJgAIEdO34F9mfVfs5o8lraONq5zXRskwwB6mvXE7/fqYa/xIfFNbjvIY1CDZBiAz/s+AKReTm3u6TVr79t7+YXpLxp9nfjLCQCsna0bJcMAhk0fhtt8NwrvFZKTmNPq4z7peWfk/POf/9woGRYTE0NISAhjx47lX//6V4MRP5aWlmzduhWAL7/88vkD1jBRISYIwgtLTEwkODgYoMvOyHPlyhWKiopYvHhxuzZ4FQShkxo8EuQ16ovM7mzCfBjU8qE/vXr1Ys6cOXh5eREZGUlUVBSXL1/Gzc0NT09PTE1N2zFYobuTyWS4ubnh4ODAqVOnOHr0KHFxcfj5+bXfjKcPS+Hkt/CotH3235Gy78Kp7TBjHeg1TnRFRUVx8uRJRo4cib+//zOr3+VyOWFhYVy9epVBgwYxf/78dp1go0+fPixYsIB9+/YRGRnZosmMqquriY6O5sqVKzx8+JBhw4axaNGiRhfybcXQ0BB/f3/27NlDdHQ0Y8eObZfjvEzmzZvXaFl6ejpZWVlYWVnh7e1dv1whqaud3Be6s/8X+5vd54P4BySdTaIkUz0ro4RETUUNAAVpBU1u4zTVqdEyI1MjevTpQXleeaueE6gTbGaDzRott3H56XdTUaMg8UwiGTcyeFj4EIVc/fxybqsTYQWpBVg7v9gQ4udJ3MpkMvz9/RstP3XqFAALFixoMslc11Ps6tWrrQ+0kxAJMUEQnltVVRUnTpwgPj6eoUOH4ufn1yVn4qmoqOD8+fOMGTOmc856JQhCx3Aap06KXQ/VdCTtY4wvOI57rk179+7N7NmzmTx5MteuXePq1atcv34dZ2dnPD092+1iVHg5GBkZsXDhQlxdXTl+/DhffvklkyZNwsvLq21bGJQVwslvoPpR52ia/6IkCQofwIlt4LMBDHv+uFjizJkzRERE4OnpyYwZM555sy87O5vAwEBKS0uZNWsWHh4eHXKD0MnJCU9PT8LCwujfvz8DBw5scr2ysrL69x2FQsHIkSPx9PRsv8TpYxwcHBgzZgwnT55kwIABL+W5Yt3rXFDQdHLpcQqFgpKSEkA9icKTmvoZ5+SoE0IDBjSsXlaiBMCglwGGvQ2pKmvYH0tRq2DPlj3cOHSj2XhqHtY0udzE2qTJ5fo99aksqWx2f80Zv3Y8Hqs8mn08+3Y236z6huKM4mbXaS7W1lDR+vc2CwuLJvs9379/H4APPviADz74oNntq6urW33MzkIkxARBeC4pKSkcO3aM2tpaFi5ciIuLS5etrAoLC0NHR4epU6dqOhRBEDRtxETQ0YUrxzQdSdvymAdDmz9RbylDQ0MmTZrEhAkTiI2NJTIykm+++QZbW1u8vLwYMmRIl/0sEDTP3t6eN998k/Pnz3P+/HkSEhLw8/NrNknSKhXFELoVaqq6RzKsjiRBWYG66s33dVS6+hw7doyYmBh8fHyYMGHCUzdXqVRcvHiRCxcuYGlpyeuvv96iYXFtafr06Tx48ICAgAA2b95cf3NVkiTu37/PtWvXuHPnDnp6eowePbp+dsKONGvWLDIzMwkICOD1119/6fopjhw5koiICKKjo1mz5um9tRISEqitraV3794MGjSo0eMGBgYtPq7WMzo8nfviHDcO3aCfcz/mfTiP/iP708OkB9q62uTfzedP4/7UbMWUTKvjPqskSWLHqzsozijG81VPvF71oq9tX/R76iOTyQj+32DCPg5rk2G5smZmzm5qxs06zf1M6rbx9vZu1AuuuxAJMUEQWqWmpoaTJ09y8+ZN7O3tmTdvXpduMpqRkUFcXBz+/v5iFjVBENSGjgc9A7gYADK6Vn+hx8lkIKGeNGDwyDbdta6uLmPGjGHUqFEkJSURERHBnj17sLCwwNPTkxEjRojJSYTnoqury4wZM3BxceHYsWN89913jB49mhkzZrTqQrqBynJ1wqi7JcPqSCooL0B1+jsCynuTlJpWX3H3NIWFhQQFBZGdnY23tzeTJ0/WyN+tlpYWS5Ys4euvv+bw4cMsXbqU+Ph4rl27RkFBAebm5vj6+uLq6qqxWct1dHRYunQpX3/9NcePH2fBggUvVfJ/zpw5fPHFFwQEBPD3v//9qTNN7tmzB1BPnNDSXm79+ql7a2VmNpxNUhv172N1RXWj6jCAuOA4AF7Z9kqj/lxF94tadOyOkJecR35KPgPcB7Dsn8saPd4WseroqlM71Y+artZ68rVtif79+wPqIZPvvffe8wfXiYmm+oIgtNj9+/f56quvuHXrFn5+fqxevbpLJ8NUKhUnTpzA2toad3d3TYcjCEJnMtgNfF4Fg54tmsWt05HJ1LH7vNrmybDHaWlpMWzYMDZu3Mj69evp3bs3QUFBfPLJJ0RGRlJT8+LDP4SXk6WlJRs2bMDX15f4+Hg+//xzbt261aiCIj8//6mVD9RWq/tsVZZ3z2RYHUlCVpTF2Io7rFyx/KnJMJVKxaVLl/jqq6+oqqri1VdfZdq0aRpNYvfq1Yvp06eTlpbGP/7xD06cOIGZmRmvvPIKb775JmPHjtVYMqxO37598fPzIy4ujpiYGI3G0tF8fX0ZOnQoWVlZ/OUvf2l2vaSkJD777DNkMhnvvvtui/dva2uLjY0Nubm5XL58uX65rkydeIs5EtPkdnVJMhMbk0aP3Qy62eLjt7eq0h/jbGKYZmVpJUnnkl74GMZW6muyB3cfNHqsuLiYGzeaH1banJkzZwIQGBj4YsF1YiIhJgjCM8nlck6cOMH3339P7969eeONNxg9enSXvzN2/fp1cnNz8fX17fLPRRCEdtDPHhb8AoaMVv9/V3ifqIvRYQws/KX6OXTIYWXY2tqyatUq3nzzTQYPHkxYWBgff/wxYWFhVFRUdEgcQveipaXFuHHj2LJlC/379ycgIIA9e/bUz3iXnp7Ol19+yenTp5vfybXjUF7YvZNhP5IBdgYqhlRlN7tObm4u33zzDeHh4Xh4ePDGG2806tvUkVQqFUlJSezatYujR4+iq6uLUqlkzpw5LFu2jEGDBnWqczRXV1fc3d0JCQlpUT+t7kJLS4udO3eip6fHH/7wB/70pz+hUCgarHP58mVmzpxJVVUVv/jFLxg/fnyrjvHGG28A8N5771FWVgaAnkyP4sxiTv79ZJPbmNurh/dGfBfRYHnMkRii90e36vjtyWywGTItGSkXUihI/en3Rl4t58C7B56rZ9mT+tr2pU//PqQmpHLkyE8TBD169IjXX3+d8vLWTxTg4eHBzJkziYiIYMuWLU3uIzY2ltDQrtt7VQyZFAThqR48eEBQUBBlZWUd2mS1vVVWVnL27Fnc3Nzqy4EFQRAa0TMAz4Vg5wKXAqD6YecdQllXFea9BKyHaCwMCwsL5s+fz9SpU4mKiuLatWtERUXh6uqKp6dnk02WBeFpjI2NWb58OXfu3OHkyZN88cUXjB8/npSUFEA9m+Lw4cMbf54/SIK7ra+K6MpkADFnYMAw6GNZv1yhUHDhwgUiIiIwMzNj48aNGp0Mo7Kykps3bxIdHU1paSk2NjYsWLAAZ2dnjh49yqlTp7CxsakfSteZ+Pr68uDBAw4ePMhrr7321OGD3cnYsWM5fvw4y5Yt44MPPuDjjz/G09MTQ0ND7ty5Q2xsLAA/+9nP+Mc//tHq/f/Xf/0Xx48fJyoqCnt7e6ZOnUp2ZTbR56NxnOQIEo1mf5z+znTunLlD8EfBxB6JxdzenIK0AjJvZjL17amc/exsmzz3F9XLvBfj14wncmckf5v0NxwmOqBroEtaVBoqpYpxK8dxde+Lz9Q461ez2PfOPhYvXsykSZPqZ4A0NjZm/vz5DRJlLbVr1y5mz57NF198wZ49e3Bzc8Pa2pqysjLi4uLIzMzk5z//ObNnz37h+DVBVIgJgtAkhULBmTNn2L59OwYGBmzevJnx48d3i2QYQHh4OCqVihkzZmg6FEEQugLrIZ23WuzJqjANJsMeZ2xsjI+PD7/85S+ZMmUKKSkpfP755+zfv/+5epkIwtChQ3nrrbeYNGkSUVFR9RU6MpmMwMDAhhUrtdUQcRiaaTDdvUlw8SCo1DP0PXjwgK1btxIREcHEiRN5/fXXNZIMkySJe/fuERgYyMcff8zZs2extbVl06ZNbNq0iZEjR6Krq8u8efMwNzdn3759PHz4sMPjfBZdXV2WLl1KSUkJJ06c0HQ4HWrGjBmkpKTw3//93wwYMIBz584RFBRESUkJa9eu5fLly3zyySct7h32OH19fU6fPs2vfvUrjIyMOHr0KJmJmUx9ayrrvl1HRUEFRqYNZ7O397TnnZB3cJjkQNH9Im6dvIWOrg6vfv8q3pu82+ppt4ml/1zK/P+dT9+BfUm5kEJaVBqOkx15L/w9+gzo0ybHGL9mPF99+xXDhg0jIiKCq1ev4u/vT2RkJCYmJs+1TwsLi/qfq7OzMzdv3iQgIIC4uDgGDx7M3//+d95///02iV8TZFJbTGUgCEK3kp6eTkhICIWFhUyZMgUvL6/n+mDrrHJycti6dSuzZ8/Gw+PFZ10TBOElk5MKcWch9x7ItDQ3FKvu2FaDwHVqhw2PfF4KhYK4uDgiIyMpLCxk4MCBeHh44OTkJBrwC61SXV3Nv//970Y96ry9vZk+fbr6fyIOQerNzlvR2QGUI6cRlqcgKioKa2tr5s2bh6Wl5bM3bGOl/5+9uw6L60z/P/4e3F0DBEiAEBIIxIm7uwtptLLV7Va2v+63u9u1bmXbbrvd7jZNGndX4u5GHAiWEDwQXIc5vz9YpqEQBwa5X3vNteGcM+fczFCG+czz3E92NpcvXyYiIoLs7Gzs7OwIDg6mY8eO2hUlfyk3N5eFCxdiY2PD7NmzMTBoeBObLl26xLZt255oAQPxbLLKs1ieu5yEcwl8PfRr/Af688r6V3RdVoNlqjLlJZuXdF1Go9LwfrMIIXQmOzubffv2cePGDdzc3HjppZd08odTXVIUhV27duHk5ESXLl10XY4QojFybV1xy8mAqDNw6wKoS/nfkpR1fPH/XcPAqGJEWJuuYO1Yx9esHQYGBnTs2JGQkBCio6M5ceIE69evx9TUlMDAQEJCQnBxcdF1maIROHLkSI0LNhw/fpzWrVvjZVDS7KZK1kQVcZDbaSYMGjSI0NDQev1ws6ysjMjISCIiIoiLi8PQ0JB27doREhKCh4fHY2ccWFlZMW3aNH766Sd27NjB2LFjG9wsheDgYBISEtixYwdubm7Y29vruqRG79KlS3To0EH7s2qrZ0t2QjbrfrMOgM5TOuuyvAZNhQoXfXkNfVoyQkwIQWlpKcePH+fkyZOYmZkxcOBAgoKCGtwfHrXh8uXLbNmyhdmzZ+Pl5aXrcoQQTUFZKcRfhpunIDvt5ymMtfUn1oPns3GGtqHg3QEMjWrn/DqUkZHBpUuXuHLlCgUFBbi4uBAcHExgYCBmZma6Lk80ULt37+bKlSuUlJRUW3XSxc6Gl50KobiAug+oGzYFFeVWDhiMfQP06n4UpqIoJCcnc+nSJa5du0ZJSQmenp4EBwcTEBCAkdHT/866evUqmzZtYvDgwfTo0aMOqn4+paWl/PDDDxgYGLBgwYIGOZKtMfH39ycnJ4fAwEDs7e25c+cO5y6co6ykjPbD2zN/xfwm+f6kNqhQ0c2kG91MZfbL05BATIhmTFEUrly5woEDBygqKiI0NJRevXo90x8sjUFxcTH/+te/8Pb2ZuLEibouRwjR1CgK3LsLqXGQmQQZiVD4vwbATxqS/fI4Mytw9AB7N3BpBQ7uDat/WS0pLy8nJiaGiIgIoqOjUalUtGnThuDgYFq3bt2kpu2L2qMoCmVlZRQXF1NSUlLRnD0zGrPoU816qmQ1vSdDq+A6O31+fj5XrlwhIiKCjIwMLC0tCQ4OJjg4GDs7u+c+/4EDBzh+/DjTp0/Hz8+vFiquXWlpaSxcuJCQkBBGjhyp63Iate+++45169YRFRVFVlYWJiYmePh7EDApgNC5oegbyPT6RxljMQZvQ29dl9GoSCAmRDOVmJjInj17SEpKIiAggMGDBz9zs8XGYs+ePVy4cIHXX38dKysrXZcjhGgOSgohM7kiIMtMqphmqVZDeRmU/68BuL4B6BuCgUHF9Ed7d7BvUXEzbn6jpAoKCrRvrtPT07G0tCQoKIiQkBCZkiQeTVMO6z+rWA1WVFCpKn6njKzdvkulpaVERUVx7do1bt26hZ6eHv7+/gQHB9OqVataDbEVRWHt2rXEx8czf/58nJycau3cteX8+fPs3LmTSZMm0a5dO12X06RElkSyp3CPrstoFBZYL8Bcr+a+fKJmEogJ0czk5uayf/9+rl69iouLC8OGDcPT01PXZdW59PR0/vOf/zBgwAB69WpYq84IIYSoTlEUUlJSiIiI4OrVqxQXF+Ph4UFwcDDt2rXD2NhY1yWKhub2dTi8StdVNEyjXwc71+c6RVlZGbdu3eL69etER0ejVqtxc3MjKCiIwMBATE1Na6nY6kpKSli8eDFlZWUsWLCgwU2pVhSFjRs3EhMTw0svvVQrI+NEhUJNIYtyFqFBRwvYNAIqVDjqOzLdarquS2l0JBATopkoKyvj5MmTnDhxAiMjIwYMGEBwcHCzmIaiKArLli0jNzeXX/3qV9LfQQghGhm1Wq1t0B0bG4uhoSEBAQEEBwfj6ekpPWVEhT0/QlqCTJf8JZUe+HaC0HFPfVe1Wk1MTAzXr18nKiqKsrIyXFxcaNeuHe3atcPW1rb2632I7OxsFi5ciJOTE2FhYQ1uddqSkhL++9//YmJiwrx58+TvzVoUnh9OdFk0SjPvC/gog80GE2AcoOsyGh0JxIRo4hRF4fr16+zbt4/8/Hy6d+9Onz59mtUn65XLYoeFhdG6dWtdlyOEEOI55ObmcvnyZSIiIsjKysLGxobg4GA6dOjQ5Kf+i0fIyYAtX+u6ioZLzwCm/j8wMnnsoeXl5cTFxXH9+nUiIyMpKSnByclJG4Lpcury7du3WbZsmbZfV0MLw1NSUli0aBGdO3dm2LBhui6nyUhWJ7M+b72uy2iwjDDiRZsXMVBJCPu05BEToglLTk4mPDycxMRE2rRpw5AhQ5rdEO68vDz27NlDhw4dJAwTQogmwMrKit69e9OrVy/u3LlDREQEJ06c4PDhw3h7exMcHIyfnx8mJo9/4y+akKizFSOhFJlWVSONGmIvVaxSW9NujYb4+HiuX7/OzZs3KS4uxt7enu7du9OuXTscHR3rueCaeXp6MnLkSLZv346TkxNdu3bVdUlVuLq6MnjwYMLDw/Hy8sLf31/XJTUJrvqu2OnZkaXJ0nUpDY4KFe2N20sY9ozkUROiCcrPz+fAgQNERETg5OTErFmzaNWqla7L0ondu3djYGDA0KFDdV2KEEKIWqRSqfD09MTT05Phw4dz48YNLl26xObNm9HT06Nly5b4+fnRpk2bZvdhULNTVgq3zksY9jg3T4J/d+1KtWVlZcTGxhIVFUV0dDSFhYXY2trSuXNn2rVrh7Ozc4MbgQXQsWNH0tPTCQ8Px8HBocH9jdu1a1cSEhLYunUrLi4uMnL1KURERJCcnIyZmRlmZmaYmppiZmaGkZERgXaBHCk9ousSGxwFhUDjQF2X0WjJlEkhmhC1Ws3p06c5duwY+vr69O/fn06dOjWLPmE1uXHjBuvXr5cVf4QQohnJyckhOjqa6Oho4uPjKS8vx8HBAT8/P/z8/PDw8Gi2r4tN1t0oOLBM11U0CkXDXiEqJZOoqChiYmJQq9U4ODjQpk0bAgICcHV1bZAh2C9pNBpWrVpFUlISCxYsaHAr0BYVFfHDDz9gYWHBnDlzGly/s4Zq+fLlxMXFoaenh0ZTNeB2cHWAyaBGraPqGh4VKjwMPBhvOV7XpTRaEogJ0QQoikJkZCR79+4lNzeXLl260Ldv3zpd7aehKyoq4rvvvsPDw4MpU6Y0ij/uhBBC1K7S0lLi4uKIiori1q1bFBQUYGpqiq+vL35+fvj4+DSrnppN1uVDcPmgjBB7AhszDLhWoIe7uzv+/v60adMGBwcHXZf1TIqLi/nxxx/RaDTMnz8fc3NzXZdUxd27d/npp5/o3r07gwcP1nU5jcL169fZsGFDte16enrMmjWLBKcErpRckeb6DxhtPppWRg1rlGRjIlMmhWjkUlNT2bNnDwkJCfj4+DBz5sxG+4dNbdq7dy9qtZoRI0ZIGCaEEM2UkZER/v7++Pv7oygKSUlJ2ulhV65cQU9PDy8vL+3osfpcMe9hzp49S7du3QD4+OOP+f3vf/9M55kzZw5Lly7l0KFD9OvXrxYrbIAyk554Zck5C7ez9MTVxx6nLPnweatqcDQqFT39vRnabxIbNmygV69eAPj5+REVFfXQ+40YMYLdu3cD8Ic//IE//vGPdVrn4cOH6d+/P7Nnz2bJkiUPPc7ExISZM2eyePFiVq1axezZszEyMqrT2p6Gu7s7AwcOZN++fXh5eeHr66vrkhosRVG0Czn8kkqlIiwsDC8vLxw0DtwouUEZZTqosmFRocJF3wVvQ29dl9KoSSAmRCOVm5vL0aNHuXjxInZ2dsyYMUNeaP8nNjaWiIgIRo8ejaWlpa7LEUII0QCoVCrc3d21b1Kzs7O1Uyv37t1LeHg4jo6O2r5jbm5uOplauXz5cu2/V65c+cyBWLNyLxGecsRIT193fJx0H4A+j8M3b9P/05XM7hnIkhdHP/Z4PUXBRb8ULCyqbI+Ojub8+fN07ty52n3S09PZt29frdVc22xtbZkxYwZLlixh3bp1TJ8+vUFNTwwNDSUhIYHNmzfzyiuvYGVlpeuSGpScnBwuXbpEREQEOTk5ODo60qpVK+Lj46mcyDZ27Fi8vStCHws9C/qb9Wdv4V5dlt0g6KHHEPMh8sH/c5JATIhGJisrixMnThAREYGRkRFDhgyhS5cuDerFX5dKS0vZsWMHXl5ehISE6LocIYQQDZSNjQ1du3ala9eulJSUEBsbS3R0NJcuXeLEiROYmZlpp1a2bt26XqZWlpWVsWbNGgBcXFyIjo7mzJkz2hFjogZF+RW3p7SgTzBzegfVQUENXGZylamlISEhXLp0iRUrVtQYiK1Zswa1Wk3Hjh25ePFifVb6xFxdXZk6dSorV65k27ZtjBs3rsGEBCqVinHjxvHf//6XDRs2MHv27Gb/N3tubi43btzgxo0bJCYmYmRkRLt27ejYsSNubm7k5OTwz3/+E4D+/fvToUOHKvf3N/InujSa2+rbzXrqZC/TXtjo2+i6jEZPArFGRlEU1Go1JSUlaDQaFEXRNhzU09NDpVKhUqkwMjLCyMiowbwYiOeXnp7O8ePHuXbtGmZmZgwYMIDOnTtL75NfOHjwIPn5+cyaNUt+/oUQQjwRY2NjAgICCAgIQKPRVJlaefnyZfT19fHw8NDe3N3d66RPZ3h4OPfu3aNnz54MHTqU3//+9yxfvlwCsUfJTNJ1BY1LeRnkZmm/7NixI8XFxaxZs4Z//OMf1cKaFStWYG1tzejRoxtsIAbQqlUrxo0bx6ZNm7C0tGTQoEG6LknLzMyMyZMns2TJEnbv3s2oUaN0XVK9y8nJ4ebNm9oQTE9Pj9atWzN27FgCAgKqTHW1sbGhS5cuGBgY0Lt372rnUqlUDDQfyLKcZc1y6mTlVMkOxh0ef7B4LFlipwFTFIWysjJyc3NJS0sjISGByMhIoqKiSEhI4M6dOyQmJpKUlERSUhKJiYncuXOH27dvc+vWLW7cuEFsbCwpKSlkZ2dTUlKCrKHQ+CQnJ7N27Vq+//57bt++zbBhw3jrrbfo2bOnhGG/cPfuXc6cOUP//v2xs7PTdTlCCCEaIT09PTw8PBg0aBCvvvoqb775JoMHD8bY2JgLFy6watUqPvvsM7777ju2bt3KxYsXycjIqJW/sVasWAFAWFgYYWFhAKxdu5aysoe/6Vu8eDHBwcGYmpri4uLCnDlzSE1NrXZceno6BgYGtGjRotrqbZW2b9+OSqViwoQJVbYrisLq1asZMGAAtra2mJiY0LZtW/74xz9SWFhY7Tz9+vVDpVKRkJDAqlWr6N69O5aWltjY2GiPuXbtGmFhYbRq1QoTExMcHR0JDg7m17/+NSkpKdXOefPmTebMmYOHhwfGxsY4Ozszbdo0rp85Aaq6e0sz5uv1qOb8jd1XYmvcX67R4Pzm1xjN/zuZ+VUfi5vJ95izcDsev/kW4wWf4vzm10z792auJ2VUO8+SY1dQzfkbf9x8lDuZOcz4zxYc3/gK0xc/o/MfF7P90q0qx89ZuJ3+n64EYOmJq6jm/E17++Pmo4/+pn4RIs6cOZO0tDT2799fZXt0dDTnzp1j4sSJmJiY1HiqlJQUPvvsM/r27YubmxtGRka4uLgwYcIEzp07V+N9vLy8UKlUKIrCt99+S4cOHTAzMyM4OPjRdVMxYs3IyAhXV1euXLmi3Z6VlcWqVatYsmQJw4cPx8LCggEDBrBjx45q50hISEClUtGvXz9yc3P5zW9+g7e3N4aGhvz6178GKn7mV65cSa9evXB2dsbExET7e+G77757bJ2/5O7uzsiRI7lw4QLnz59/6vs3Rjk5OZw6dYpFixbx9ddfs3//fkxNTRk3bhzvvfceM2bMIDg4uMa+byNGjGDIkIdPB6ycOtkcyVTJ2iUjxBoYRVEoKioiKyuLvLw8ysvLn/tcRUVF2m0qlQozMzPs7OywsrKS/5AaKEVRuH37NsePHyc2NhY7OzvGjBlDUFBQsx9m/TBqtZpt27bRokULunfvrutyhBBCNBG2trZ069aNbt26oSgK9+/fJzExkbt375KYmMjly5dRFAUTExNtjzIPDw/c3Nye6oOrnJwctm3bhpGREVOmTMHOzo4ePXpw8uRJwsPDGT26eo+oDz74gE8//RRDQ0P69++PtbU1u3fv5tChQ9WmGTk5OTF48GDCw8M5dOgQAwcOrHa+lSsrApbKMA5Ao9EQFhbG6tWrsbCwoHPnztja2nL+/Hk+/vhjdu/ezeHDh2scMffJJ5/w448/0rNnT0aNGkViYiIAFy5coFevXhQXFxMUFMTYsWMpLCwkLi6Of/7zn4wbNw5XV1ftebZs2cK0adMoKSkhODiY7t27k5iYyLp169i+dQu7355CnzYeT/xYP42Zoe3YHnGLVaeuMzyodbX9+67Fk55byOhgX+wtzH6u+UIU077fQom6nOCWznRv5UZiVi7rzt1ke0QMu9+ZSp82LaudL+FeDl0+/glLE2MGtvXiTlYup2KSGPfNBna/M5Uh7StWk+vl50FqTgF7rsXR2smWXr7u2nMEt3R++Dek0oPstCqbZsyYwUcffcTKlSsZOnSodnvlz8PMmTM5e/ZsjafbunUrv/3tb2nTpg1BQUFYWVlx69YtNm/ezI4dO9ixYwdDhgyp8b6vvPIKP/30E3379qVt27aUlpY+vG7g+++/5/XXX8fLy4u9e/fSunXF8xEdHc2gQYNITEzEy8uLLl26kJqayunTpxk9ejSff/457777brXzFRUV0bdvX27fvk3fvn3p2LGjdmGN999/ny+++AJjY2P69OmDg4MDqampXLlyhZiYGF577bVH1lqTkJAQUlNT2b17N46Ojnh6ej71ORq67Oxs7XTIpKQk9PX18fHxYfz48fj5+T00WH0WzXXqpEyVrF0SiDUQGo2GnJwcMjMzKS4urrPrKIpCQUEBBQUFGBgYYGdnh62tLYaGhnV2TfHkFEUhJiaGY8eOkZiYiLOzMxMnTiQgIEAnjX0bk+PHj5OZmclLL70kj5UQQog6oVKpsLOzw87OThs4lZSUkJSUpA3ITp8+zeHDhwFwdnbWBmTu7u7Y2dk99MPIDRs2UFxczNixY7WjnMPCwjh58iTLly+vFoidPn2azz77DGtraw4dOqTtm5mfn8/YsWPZvn17tWvMnDmT8PBwVq1aVS0Qy8vLY9u2bVhbWzNy5Ejt9n/84x+sXr2afv36sXr1alxcXICKnp2vvvoqixYt4uOPP+bvf/97testW7aMgwcP0rdv3yrbv/nmG4qLi/niiy945513quyLjIzE2tpa+3VCQgJhYWEYGhqyY8eOKlPhwsPDGTN6FGH/3UrMZ7/CyKD2PzQcE+KLpYkRWy5FU1hShplx1b+ZV56qWBVvZmi7n2vOyCbsh20YGuiz4+0pDGr38ypw4VdiGfPP9YT9d1uNNS89cZV3hnXjsykD0NOr+Fn5es9Z3l69n79sO6ENxBb0DcbHyZY91+Lo5ev+RE31tcqqBk/e3t706NGDzZs3U1hYiJlZRbC3cuVK3N3d6dev30MDsZ49e3Lt2jXatWtXZfuePXsYM2YMr776Krdu3arx537Tpk1cunSp2n1r8pe//IWPPvqIwMBA9uzZow1My8vLmTRpEomJiXz22We88847qFQqNm/ezLFjx9i4cSMffPABw4YNo3379lXOefbsWUJDQ4mLi6syerG4uJhvv/0WS0tLLl++rG3oDhUfwJ46deqx9T7MkCFDSE9PZ926dbz00ktVftYbq/v372tDsOTkZPT19fH19WXChAn4+fnV2YwWlUrFIPNBrM5dTaFS2ORDMRUqPA08ZapkLZNATMdKSkrIysri/v37Dx2+XlfUajXp6emkp6djZWWFnZ0d5ubmMmpMBxRF4ebNmxw/fpyUlBTc3NyYNm0afn5+8nw8gfT0dI4dO0bPnj1xdn7Ep6JCCCFELTM2NqZVq1a0alURVCiKwr1797QB2Z07d7hw4QJQ0UvowYDMzc1N+6Fk5eqSD47OmjJlCm+99Rbbt28nJyenypvn77//HkVReOutt6osImNhYcG3335L+/btq03jHD9+PObm5mzcuJF///vfVd6obt68maKiImbMmKHdrlar+eyzzzA3N2fNmjVVXmONjIz49ttv2blzJz/88AN/+9vfqn0gNX/+/GphGEBGRsWUwZr6PPn7+1f5+uuvv6agoIBvv/222vHDhg3jVyP78s3Wg+y8HMP4Tm2qne9h5i7awdxF1afTAYwN8WPLW5MAMDUyZEKnNiw9cZVtl6KZ1v3n8KawpIwtl6KxNDFiTMjPK31/vfccBSVlfBs2pEoYBjAsqDW/GtCRb/adr7Fmb0cb/japnzYMA3h9UGf+tO04p2OTKFWXP3/wV159Cu7MmTM5ceIEW7duZfr06Zw6dYrY2Fjee++9R37QGBgYWOP2oUOHMnnyZFauXMm1a9dqPO63v/3tY8MwRVH4zW9+w9dff02PHj3YsWOHdhQXVEzzvXr1KhMnTuS9997Tbh87diwFBQXcu3ePFStWsHDhQm2j9gd98803VcIwqGj6XlJSQtu2bauEYcBD+1o9KX19fSZPnszChQtZs2YN8+bNa5QDE+7fv8/169e5ceMGKSkpGBgY4OPjQ/fu3es0BPslcz1zJllOYm3eWkqUkiYbiqlQ4WrgykiLkfLesJZJIKYjarWalJQUcnJydF0KUPGLPzc3VzvcvzaHs4qHKy8v59q1axw/fpx79+7h7e3NCy+8oO2tIB5Po9Gwbds27Ozs6NOnj67LEUII0cypVCocHR1xdHTUBlVFRUXafq93797l2LFjlJaWolKpcHJyQlEUjh49iqWlJSEhIRQXF2NiYoK9vT0jRoxg69atrF+/ngULFmivc+zYMQCmTZtWrYaAgAA6dOhAREREle3m5uaMHTuWVatWsXPnziq9wmqaLnnx4kXu3bvH4MGDa/zAydTUlE6dOrFz505u3bpFmzZVw50xY8bU+Bh16tSJ3bt389prr/GXv/yFXr16YWBQ89uSvXv3AlTra1apd1tvvtkKZ+OSnyoQ6+nrjo+TbY37Onq5VPl6Zmh7lp64yqrTN6oEYlsvRZNfXMrsnoGYGv0cauy9HldR80Pq6e3nwTf7ztdYcz//ltUCLwN9PbwdbLh4O5XM/CJcbSye+PusToFydbWtleHrihUrmD59epV+do9TUlJCeHg4Z8+eJSMjQzv18erVqwDcunWrxkDsYT8fldRqNbNnz2b58uUMHTqUTZs2aUevVXrYz4e+vj5TpkwhPT2dFStW1Diqy9XVtcaVNZ2cnHB3dyciIoIPPviAl156SRt41wYzMzOmTZvGokWL2LZtGxMmTGgUf/dnZWVpR4JVhmC+vr706NEDPz+/GnuB1QcbfRsmWExgfd561KibXCimQoWDvgNjLcZioJL4prbJI6oDubm5JCUlPVd/sLpSXFxMTEwMTk5OODo6Nopfzo2RWq0mIiKCEydOkJ2djZ+fH2PHjsXd3f3xdxZVnD17lqSkJObNm/fQP6aFEEIIXTI1NcXHxwcfHx+g4sOcjIwMEhMTSU1NZenSpSiKgq+vrzaIMDMzw8HBQRsy/fDDD4wdOxZbW1sMDAxITk4GeGgfIi8vr2qBGFSMBFq1ahUrV67UhghpaWkcOHAAd3f3Kh8uJSQkALBv377H/k147969aoFYy5bVe2QBvPfeexw/fpzDhw/Tv39/LCwsCA0NZeTIkcyZM6falEkANze3R18/r+iR+39pQZ9g5vQOeqJjBwR44mpjQfjVWLLyi7CzqOiX9vN0yapT8RLuVXzg7fb2t09ds7utZY3HWppUhA0lZdXDrKemqf4exN7enuHDh7Nr1y6Sk5NZt24dgYGBBAU9+jG6evUqY8aM0T5PNcnLy6tx+8N+PiqtXbsWtVpNhw4d2L59e40jqSqvO3PmTGbOnPnQcyUkJFSZDvq46y9dupRp06bx6aef8umnn+Lp6Unfvn2ZNm0aw4cPf2TdT8LZ2Zlx48axfv16nJ2d6dWr13Ofs7bl5+eTkJBAfHw8CQkJZGVlYWBggJ+fHz179sTX11dnIdgvORo4MtFyIpvyN1GmlDWZUEyFCkd9R8ZbjMdI1TAe66ZG3j3Wo4Y2KuxR0tPTyc3NldFitay0tJQLFy5w8uRJ8vPzadeuHVOnTtX24xBPJzMzk4MHD9K1a1c8POqmma4QQghR2/T09HB2dtaOunr//feBisb6O3fuRK1WU1ZWhlqt1vaWPXfuHH/729+wtbXFxsZG22rjwoULuLu7Y29vj6Wl5WODqyFDhuDo6MjOnTu10zDXrFlDeXk506dPrzI9rvIaPj4+9OzZ85Hntbe3r7btYX9DWllZcfDgQU6cOMH27ds5fPgwBw8eZN++fXzyySccO3YMX1/fKjWMHz8eKyur6ie7GwXFBXRr3eKR9T0PfT09pnUL4Ks9Z1l/7iYv9+/IvbxC9lyLw9XGggEBVUNJjabizfjsnjVPJ6xUU816df5htAr0a34LOHPmTLZt28b8+fO5d+9elSmINVEUhSlTppCQkMArr7zCK6+8QqtWrbCwsEClUvHhhx/yySefPHQF1se9x+jVqxcxMTFcvnyZ7777TrsC5IMqfz6GDRv20LYZJSUlJCcns3r1al544YUnuv6AAQOIiYlhx44dhIeHc/jwYZYtW8ayZcuYOHEiGzZseGTtTyIgIIDevXtz4MABnJ2dtT/zulJUVFQlAKuc2uzg4ECrVq0YOHAgPj4+DSYE+yVnA2emWE5hY95GipXiRh+KqVDRwqAFYyzGSBhWhyQQqycNeVTYw8hosdpTXFzMmTNnOHPmDCUlJQQFBdGrV68a/3gUT6a8vJxNmzZhaWlZ40pZQgghRGNw4cIFbt68CUBsbCyxsbEPPdbAwICRI0eSmZmJjY0NGRkZrFu3DgcHBwAMDQ2xt7fH3t6ea9euARAXF4eHhwdmZmba29SpU/nXv/7Fxo0bmTdvXo3TJQHtyHV/f3+WLFlSq9+3SqWiV69e2pEx6enp/PrXv2b16tX87ne/Y926ddoaYmNj8fX1xdXVle7duxMcHPxzmLF3MaQ8/DGrLTND2/HVnrOsPHWdl/t3ZN3Zm6jLNUzrFoD+L3psudtZEZt+n39MH1hl5ckGQ7/mnlVjxozBysqK8PBw9PT0mDFjxiNPExkZSWRkJJ07d+b777+vtj8uLu65yvT09GThwoX069ePt99+G319fd54440qx1T+jC5YsICJEyc+9FxJSUksXbqUDRs20K1btye6vpWVFTNmzNA+DqdPn2by5Mls3LiRXbt2MWLEiGf8zn7Wv39/0tLS2LhxIwsWLND+t1wfSkpKuH37tjYAS01NBSpW1vXy8qJ37954eXlhaVnzqMWGyF7fnqmWU9mUv4k8TV6jDsW8Db0Zbj5cpknWMXl065iiKCQnJ3P//n1dl/LMKkeLeXl5yZS0p1RQUMCpU6c4d+4cGo2GkJAQevbs2SRWlNG1o0ePkpKSwvz58xvsJ1VCCCHE41ROkXz33Xf5/PPPazzmyJEj9OvXj507d2qPGTZsGMuXL8fOzo7XX3+de/fukZmZSWZmJteuXdMGa0ePHiUxMbHK+crKKpqqf/7552RlZXHu3Dk8PT25f/8+586d0wZnLVu2xNramiNHjpCVlaVd/bIuODk58cc//pHVq1drwzyAwYMHExsby82bNzEzM2PPnj0cOHCADh060KlTJ1wfEu7Utk5ervi72nP8ViJ3MnNqXF1SW3M7L2LT77P5QjQL+gbXWU2VvcbUT7Mwl4qHjhAzMTEhLCyMtWvX0qNHj8e28qh8f1PTcffv32ffvn1PXtdD+Pj4cOjQIfr168ebb76Jvr4+r776qnb/4MGDWbRoEZs3b35kIObm5sbkyZNZvXo1+fn5z1RL9+7dmTVrFp988gnXrl2rlUBMpVIxYcIEfvzxR9asWcOCBQvqbHZOaWkpiYmJ2gAsOTkZRVGwsrLC29ubbt264eXlVW2RgcbGWt+aMKswThadJKIkAhWqRhOMqVChjz59zfrSzqidDEipB5Ju1CGNRkNiYuJD5803JsXFxcTGxuLt7S3hw2MoisLdu3e5ePEi165dQ09Pj86dOxMaGoqFxfM0QRWVEhMTOXbsGH379n1sTxEhhBCioSovL2f16tUATJ8+/aHH9e7dGzc3N27evMmFCxfo1KkTr7zyCsuXL+ebb75hwoQJdOjQAaj4MO6bb77RTlObOXMmXbp0obCwsMpt+/btREdHEx4eDkBwcDDnzp2jsLCwyhS3Tp06cfDgQTp37kxYWBgtW7bEyMgIlUqFSqXi/v373Lx5kz59+mi3VU612r17N87OztrtlW/uwsPD6dixI66urlX2bdmyBahYuXP9+vWUlZXh5eWFoaEhe/fuxdTUlICAANRqNRcuXODChQu82tGDI+ej6N7KFXe7GqZU1qKZoe34aNNRPtlxkpMxd/F3taeTl2u1494Z1o2lJ67y7poD2JmbMKFz1ZUzS8rUbI+4RffWbs9Vc4v/NdePSs168jspCphaAhk17v7uu+/47rvvnuhUPj4+6OnpcfDgQW7duqWd8ldcXMwrr7xCVtZT1PUIvr6+2lDs9ddfR09Pj1deeQWAiRMnEhAQwMqVK2nTpg3vv/9+lRUOFUXh5MmTAPTs2ZMxY8Y8drTjnTt3OHjwIFOmTKnSc6y4uJhDhw4B1GqrDmNjY6ZNm8aPP/7Ipk2bmDZt2iNX9nxSarWau3fvagOwu3fvotFoMDc3x9vbm5CQELy9vbG1tW1ywYuhypC+Zn3xMfRhT+Ee8jX5jSIU8zDwYJD5ICz1Gs+ovMZOArE6otFouH37NgUFBboupdaUlZURFxeHt7d3vS2l25gUFhZy+fJlLl26REZGBjY2NvTp04fOnTtjamqq6/KajJKSEjZt2oS7u/tzLXsthBBC6NrevXtJS0vDz8+Pjh07PvQ4PT09pk6dypdffsny5cvp1KkTPXr04N133+WLL76gS5cuDBgwQDuay9jYmNGjR2sbkdvY2FQb9bFgwQL+9Kc/ceDAAVQqFd988w0tW7ZEURSKi4u1wdmUKVN477332LlzJ3//+9/x9vbG0dGRsrIykpOTSUpKomXLlvTu3RuNRoOiKNq+ToWFheTl5aEoSpXbjh07+M9//oOrqysuLi7o6emRlpbG3bt3MTQ0ZNiwYRQXF2NkZISvry+zZ89m6dKlrFu3Djs7OxwdHTEyMkKtVvP5ZwkUFBZx6eP5TxUu/Xg0gsORtx+6/08T+tDSvuqI/hndKwKx/xy6BNQ8OgzAx9mO1a+MY8Z/tjLxX5vwcbalrasD5saGJN3P4+LtVApKyp665l/ycrQhyMOJ8/EpdP34J9q5OaKvp2JMiC9jQvxqvpOigH0L4PmmM0LFqL758+ezcOFCOnTowIABAzA1NeXYsWOUl5czZ86cWptq6+fnx8GDB+nXrx+vvvoq+vr6vPjiixgYGLBlyxaGDh3K73//e/71r38RFBSEk5MT9+7dIyIigvT0dL766it69uxJcHAw/fv355///Cf3799HUZRqYVBWVhZz587ltddeo3Pnzri7u1NQUMDJkyfJyMigc+fOD1319FnZ29szceJEVq1axaFDh566HYiiKNy/f5+0tDRSU1NJTEzkzp07lJeXY2pqipeXF0OHDsXb2xsHB4cmF4A9jJuhG7OsZjXo0WIyKky3JBCrA00xDKukVquJi4ujdevWMlKMihef+Ph4Ll68SGRkJFDRZ2PYsGF4e3vLL7Q6EB4eTmFhIS+88EKtfHomhBBC6Mry5cuBR48OqzR9+nS+/PJLVq9ezRdffIGBgQGff/45bdq04dtvv+Xw4cNYW1szZMgQPv30Uz788MNHnm/mzJn86U9/AipGoFWuuKdSqTA1NcXU1FTb63THjh1s27aNH374gXPnzhEfH4+trS0eHh7MmDGDqVOnVgn0Fi5cSGRkJBMnTsTLy6vatZ2cnNiyZQtnzpwhPj6e0tJS3N3dWbBgAe+++2611SpNTU0xNzfn5MmTxMbGEh8fj7GxMS1atGD00CFMcNUjwO3pei+duHWXE7fuPnT/r4d0rRaItXKyJdTHjVMxSUBFQPYwYzv6ceUvC/gy/Az7riew73o8hvp6tLCxYHSwLxM6tXnqmmuy8fUJvLf2IMeiE7mQkIpGUXC3tXx4IAb/C8Rqx/fff4+/vz+LFi3iwIEDWFtbM2jQIP7617/y008/1dp1oOJv7IMHD9K/f39efvll9PX1mTdvHr6+vly6dIl//etfbNq0idOnT6NWq3FxcSEkJIQxY8YwZcoU7XkqR1Pm5ORoVzp9UOvWrfnHP/7BgQMHuHHjBmfPntWOqvrwww956aWX6mRwgI+PD4MGDWLfvn04OzvTvn37Go8rKSkhLS2tyi09PZ3S0lKgYoVad3d3Bg4ciLe3t3aUZnP1y9FieZq8BhGMVdbgbuDOYPPBMipMR1TKw5b9EM9EURTu3LnTJKZJPoqhoSGtWrWqcfnj5iA3N5eIiAguXbpEdnY2Dg4OdOzYkQ4dOlQZWi1q140bN1i/fj1jx44lODhY1+UIIYQQoh4cOXKEw4cP4+LiwogRI6pOVytXw8qPQXmKPlrNmMbUCtXk95t1QFLp+PHjHDhwgAEDBjSYWQeKorB582Zu3rzJvHnzMDY21o76Sk9PJzU1lezsbKBi5KiDg4N2xdrKW+Uqn6K6cqWc2LJYIoojSClP0Ukwpvrf/3wNfQkyCcJV31WeLx2SQKwWKYpCUlKS9pdUU2dkZETr1q3R19fXdSn1QqPRcOvWLS5evMitW7cwMDCgXbt2dOzYEXd3d/lFVsdyc3P5/vvvadWqFZMmTZLHWwghhGgmCgoKSEpKwtfXt+bX/23fwv3U+i+skVGAGwUqduRZ4uDgoF2R1N7eHgcHB+zs7JrdAlqVYevgwYPp0aOHzup4cNRXSkoK165d0y5+ARWjvlxcXKoEXw4ODs3u+apN98rvcbXkKjdKbqBGXafXqgzezFXmdDDpQDujdpjpySCKhkACsVp0//59kpKSdF1GvbK2tq7VppINUVZWFpcuXSIiIoL8/HxatGhBSEgIgYGB0kutniiKwooVK8jIyOCVV16RUXhCCCGE+NnJzRBzUUaJPYaiUpHu1oEoQ2eysrK0K5MWFxdrj7GxsdGGY/b29lhZWWFpaYmlpSXm5uZN7oNwRVE4ePAgx48fZ9iwYXTr1q1OrlNeXk5+fj65ublVbpV9vx4c9eXo6IitrS1xcXHY2NgwY8YMWaG+DpUqpUSWRnKl+AqZmkygIsACnnn0mB56aNBo/+1u4E4H4w54GXqhp5KWLw2JRMq1pKysjJSUFF2XUe9ycnKwtrbGyqpuV/Wpb2q1msjISC5evKjtUxEUFETHjh1xcXHRdXnNzpkzZ4iLiyMsLEzCMCGEEEJU5eAGt87ruooGT6UoOLcNwbmFj3aboigUFhaSmZmpDcgyMzOJi4vj/Pnz2gUSKpmbm2sDMgsLC+2/H7yZm5s3mj6vKpWKAQMGUF5eTnh4OAYGBnTq1OmpzqFWq6sFXXl5eVW+zs/Pr3IfQ0NDrKyssLGxoW3btjg7O+Pi4oKDg4M2dLxz5w5Lly7lxIkTjBgxota+Z1GVkcqIIOMggoyDKFVKyVBnkFaeRnp5OqnqVHI0OVWOrwzLoHpgpoce9vr2uBi44KTvhLO+M3b6duirmlaQ3JRIIFYLKqdK/vIFo7lISkrCzMysSQzZTU9P5+LFi1y5coWioiI8PT0ZN24cAQEBzbZfmq6lpaWxf/9+unfvTuvWrXVdjhBCCCEaGoeWuq6gcVCpwN7tF5tUmJubY25url1YoVJlWJaXl1fllp+fT15eHmlpacTExJCfn8+Dk44qz/lgSPbL8MzU1BQDAwPtTV9fX2ftMFQqFYMHD6a8vJwdO3ZQXl5O27ZtKSsr095KSkqqhVyVt6KioirnMzEx0Y6sc3Z2xtfXFysrK+3N0tISExOTx36/LVu2ZMSIEezYsQNnZ+enDurE0zNSGeFm6Iab4c//nVSGZLmaXMopR62oUaNGDz300UdfpY+hyhA7PTsJvxohmTJZC5rjVMlfasxTJ0tLS7l27RqXLl3i7t27mJmZERwcTEhICA4Oz7/6j3h2arWahQsXAmiX1hZCCCGEqEJRYPu/4H4a6HjluAZLpQct20K/GbV+ao1GU2Nw9mB4VvnvR3kwIKu8GRoa1rj9YceoVCrUarU2yHrYv2v6+sGeXQ9jZmZWJdyqDLge/NrIyKi2HloAdu7cycWLF5k9e3a10FII8XwkEHtOZWVl3Lp1q9mODntQy5YtG83USUVRSE5O5uLFi1y7do3S0lJ8fHzo2LEjfn5+Ta4/QmO1Z88ezp07x4svvoizs7OuyxFCCCFEQ3XrfEUvMfFwQ+eDSyudXV6j0WgDspKSEtRqtTaUqvz3g7fK7eXl5Q895pf312g0GBoaakOyyn//ctvD9hkYGHD58mVu375Nnz598PHxwdDQECMjIywtLXXy4Wx5eTnLly/n3r17vPTSS43m/ZYQjYEEYs9BURRu37792E87mgt9fX18fX0b7CgejUbD3bt3iYyMJCoqiqysLKysrAgJCSEkJESaVTYwcXFxLF++nCFDhhAaGqrrcoQQQgjRkKlLYe0nFf8vqrO0h/FvV0ybFI+k0WjYsmUL169fZ/Lkyfj7++u6JAoKCvjhhx8wNzdnzpw5tT4KTYjmSgKx55Cfn09CQoKuy2hQHBwcGlTT+bKyMuLj44mMjCQ6OpqCggLMzc1p06YNbdu2pVWrVo2m6WdzUlRUxPfff4+joyNhYWE66ykhhBBCiEbk7E6IPC2rTdak6yhoKx8wPimNRsPGjRuJjIxk2rRp+Pr66rokUlJS+Omnn/D29mbq1KnyHkaIWiCB2HO4ffs2eXl5ui6jQdHT08Pf31+nv6CLioqIjo4mKiqKmJgYysrKsLe3p02bNvj7++Pu7i4BSwOmKArr168nPj6eX/3qVzIsXAghhBBPJicDtnyt6yoaHn0DmPL/wMhE15U0KuXl5axfv56YmBhmzJhBq1a6m25aKSYmhlWrVtGxY0dGjhwp72mEeE4SiD2jsrIyoqKidF1Gg+Tu7o6NjU29XjM7O5uoqCiioqJISEhAURTc3Nzw9/fH399fmuM3ImfOnCE8PJwpU6bQtm1bXZcjhBBCiMZkzyJIi69otC8qmun7doLQcbqupFFSq9WsXbuWhIQEpk6dio+Pj65L4tKlS2zbto0BAwbQu3dvXZcjRKPWMJs9NQJZWVm6LqHByszMrPNATFEU0tLSiIqKIjIyktTUVPT19fH29mbEiBG0adMGS0vLOq1B1L7ExET27t1L9+7dJQwTQgghxNNr1xNS43RdRcOhKOAvUyWflYGBAVOnTmX9+vWsXr2aiRMnEhAQoNOaQkJCyMnJ4eDBg1hZWdGhQwed1iNEYyaB2DPQaDQSiD1CUVERRUVFmJqa1up5NRoNd+7c0TbFz87OxtjYGF9fX3r16oWPjw/Gxsa1ek1RfwoLC9mwYQNubm4MGjRI1+UIIYQQojFy9wfPdnDnhowSA2jfG2xlpe7nYWBgwJQpU9i8eTMbNmxg7NixOg+h+vbtS05ODtu2bcPS0rJBTOcUojGSQOwZ5OXlUV5erusyGrSsrCzc3Nye+zxlZWXExsZqm+IXFRVhaWmp7Qfm5eWFvr5+LVQsdEmj0bBp0ybUajWTJk2S51QIIYQQz67bGEiJhdJiXVeiOypVxcqSwQN0XUmToK+vz4QJEzAyMmLLli2UlpbSpUsXndWjUqkYNWoU+fn5rF27lrlz5zaohc2EaCykh9gziIuLo7CwUNdlNGgqlQp/f/9nCjYKCgq0TfFjY2NRq9U4OjpqQ7AWLVpIA8km5siRIxw+fJhZs2bJJ1xCCCGEeH4JV+HIGl1XoVsjXgFHD11X0aQoisKePXs4c+YMgwYNomfPnjqtp7S0lCVLlpCfn8/8+fOxtrbWaT1CNDYSiD0ltVpNZGSkrstoFDw8PJ7ol3JZWRmJiYnEx8eTkJBAUlISiqLg4eGBv78/bdq0wd7evh4qFroQGxvLihUr6NevH3379tV1OUIIIYRoKg6var5TJ9v3gU5DdV1Fk6QoCocPH+bo0aP07t2b/v376/TD+vz8fBYtWoShoSHz5s3DxERWExXiScmUyadUVFSk6xIajaKiohoDMbVaTVJSkjYAu3v3LuXl5ZiZmeHt7U1ISAh+fn5YWFjooGpRn3Jycti4cSOtW7emT58+ui5HCCGEEE1Jc5w6KVMl65xKpaJ///4YGRmxf/9+SktLGTp0qM5CMQsLC2bOnMmiRYtYu3YtM2fOxMBA3uYL8SR0MkKs8pfFoy69ZMkS5s6dy+zZs1myZEk9VfZ46enppKenV9n273//m++//54///nPjBs3rk6vP3fuXM6fP094ePgT9eg6d+4c8+bNq7JNX18fa2tr2rZty5QpUxgwoG5eMM3NzfH29qa8vJzk5GQSEhKIj48nMTERtVqNiYkJXl5eeHl54e3tjaOjY52+kHh5eXH79u1H/tyJ+lNeXs6SJUvIzc3l5ZdfxszMTNclCSGEEKKpSbgGR1bruop6pIIRL8tUyXpy/vx5du7cSUhICKNGjUJPT09ntdy5c4dly5bRtm1bJkyYIC1mhHgCEh0/pacZIfa04VVdsre3185xLy0tJSYmhhMnTnDixAl+9atf8eqrr9b6NfPz81m5ciV37tyhtLQUIyMjPD09GTBgAF5eXjg7O+v0RUPo1r59+0hOTmbu3LkShgkhhBCibni1h5yBEHFA15XUj14TJQyrR507d67SaH/8+PE6WxyqZcuWTJgwgfXr12NlZcXgwYN1UocQjYkEYk+ppkBs+vTpDBs2DEdHRx1U9GS8vb3561//WmXbihUr+PTTT/nhhx8YO3ZsrYd2KpUKQ0NDevfujbe3N66urhKACQBu3LjBmTNnGDZsGO7u7rouRwghhBBNWVB/KCmCmyd1XUmdOlhgTlszF1x1XUgzExQUhKGhIRs2bKCsrIzJkyfrbMpiQEAAQ4cOZc+ePVhbW9O1a1ed1CFEYyHpxFNQq9Wo1epq221tbWnVqhWWlpY6qOrZhYWFaac0njlzpk6uMXToUHr16oWbm5uEYQKAzMxMtm7dSrt27eRFWgghhBB1T6WCLsPBp5OuK6kzxQG9iTFwYPHixVy/fl3X5TQ7bdu2Zfr06cTFxbFq1SpKS0t1Vkv37t3p3r07u3fv5ubNmzqrQ4jGoFEmFGq1mm+//ZZOnTphYWGBhYUFXbt25fvvv6e8vLza8fn5+XzyySd06NABa2trLCwsaN26NZMnT2bPnj1VjvXy8kKlUqEoCv/85z8JCAjAxMQENzc3Xn/9dXJzc6ud/9///jeBgYFs2bIFgKSkJAIDAzl//jwAw4YNIzAwUHurlJGRweLFi5kzZw4DBw4kJCSEfv368etf/5pr167V4iP2cD4+PgBkZWVV21dUVMSPP/7I5MmT6dq1K127dmXmzJls3br1oefLzs7mm2++Yfz48XTt2hV3d3cCAwN5//33SUlJqXLs0z6P/fr1Q6VSkZCQwKpVq+jevTuWlpbY2NhUqfl3v/sd3t7emJiY0Lp1a/7whz888kXp5MmTjBs3Dk9PT4yNjXFxcaFr16588MEH5OfnP+4hFE+hrKyMdevWYWlpyejRo6W3gRBCCCHqh0oPeowD/1BdV1L7Og/HpMsw5s6di7+/Pxs2bODQoUPSN7ee+fj4EBYWRlJSEsuXL9fpYmxDhgyhXbt2bNq0icTERJ3VIURD1+imTJaXlzN27Fh27dqlnRutKAoHDx7k1VdfZd++fWzYsEE7Gqm8vJxBgwZx5swZHBwc6NevHyYmJty9e5ddu3Zhbm7O0KHVlyR+4403+OGHH+jXrx+BgYEcOXKE//73vxw6dIilS5c+cgVEMzMzxowZw4kTJ8jMzGTw4MGYmppWO+7QoUN89dVXeHl54evri4WFBXfu3OHAgQMcOXKE7777jh49etTeg1eDgoICAOzs7Kpsz8zM5KWXXiI6OhoHBwc6d+6MoihcvnyZ//u//+P69et8+OGHVe4TFxfHSy+9RFpaGg4ODvTo0QN9fX2SkpL4/PPP6dGjh3bRgad9Hh/0ySef8OOPP9KzZ09GjRql/SVfucLLsWPHsLW1ZeTIkZSUlPD5559z6dKlGv8o2L59O+PGjUNRFLp27UqPHj3Izs7m1q1bfPrpp7zyyiuy2mUtURSFnTt3cv/+fRYsWICxsbGuSxJCCCFEc6LSg64jwcgErhzSdTW1o8d48O0MgKGhIRMmTMDJyYmDBw+Snp7O+PHjMTIy0nGRzYenpycvvPACK1euZNmyZYSFhWFubl7vdahUKsaNG8fy5ctZvXo18+fPx97evt7rEKKha3SB2Ndff82uXbto164dBw4cwNnZGYCUlBT69+/P5s2b+fe//83rr78OwNGjRzlz5gxdunTh6NGjmJiYaM+Vm5vLrVu3arzO8uXLOXXqFJ06VQytzs/PZ/jw4Rw/fpzvvvuO3/72tw+t0dbWlr/+9a/MnTuXzMxM3nnnnRr7cwUHB7N582btKK1KJ06c4I033uAvf/kLO3furLNRNDk5OVy9ehV9fX26d+9eZd9HH31EdHQ0YWFhvP3229oX0nv37vH666+zevVq+vTpQ69evYCK0V5vvfUWaWlphIWF8Zvf/AZDQ0NMTU1p3bo1169fr/LYP+3z+KBly5Zx8OBB+vbtW2X7V199xbFjxwgJCWHfvn3aX/oxMTH07duX5OTkauf64osv0Gg0bNiwgYkTJ1bZd+7cOXnhqEWXLl3i8uXLjBs3DicnJ12XI4QQQojmSKWCkEFgYQNndoCmHBSNrqt6OioVGJlWNNB39//FLhW9e/fGycmJTZs2sWjRIqZPn15lRoWoW25ubsyZM4fly5ezaNEiZs6cqZP3FAYGBkybNo3FixezYsUK5s+fLx/0C/ELOp0yqVKpHnqbO3dujff55ptvAPjyyy+1IQqAq6srn3/+OQD//Oc/tdszMjIA6NmzZ5VABsDKykobeP3S66+/XmWfhYUFf/nLX1CpVGzatImSkpJn+I6r8vPzqxaGVdY6ZMgQEhMTHxrYPY+SkhKuX7/OW2+9RV5eHm+99RYtWrTQ7o+MjOTYsWO0b9+e9957r8qnSg4ODvzhD38AYO3atdrt+/fvJyEhAR8fH959910MDQ0B0Ggq/sBo164drVu31h7/tM/jg+bPn18tDIOKqasA//jHP6q86Pj4+PDRRx/VeK7Kn49BgwZV29elS5dG1xeuoUpKSmLXrl106tSJDh066LocIYQQQjR3vp1h3Fvg7KnrSp6eZyCMe7taGPagNm3aMH/+fMrKyli4cCEJCQn1V5/AycmJ+fPno6+vz6JFi3Q2bdHU1JSZM2eiVqtZvXq1TnubCdEQ6XSE2OzZsx+6LyYmhhMnTlTZdufOHe7cuYOjoyNDhgypdp9Ro0ZhY2NDTEwMqampuLi4EBwcjJ6eHj/99BMBAQFMmDDhiRL6adOmVdvm6+tLmzZtiIyM5ObNmwQHBz/+m3yM0tJSjh8/zrVr18jKyqKsrAxAG4TduXMHPz+/577O+fPnq/Qvg4pA8m9/+xujR4+usv3kyYoVeAYMGFDjlMW2bdtiZmZWpc/Z6dOnAZgwYUKVpYZrmqb4LM/jg8aMGfPQczo5OdG/f/9q+6dPn86vfvWrats7derEzZs3mTVrFh999BGdOnWS5v+1LDc3lzVr1uDq6sqwYcN0XY4QQgghRAULWxgyH6LPwbldDXu0WOWosB7joWXAE93FycmJBQsWsH79epYvX87w4cPp3LlzHRcqKtnY2DBv3jzWrl3L0qVLmTBhAgEBT/bc1XYdM2bMYMmSJWzYsIFp06bJ+x0h/kengdiSJUseue+XgVjllDdPz5o/yVGpVHh6epKdnU1SUhIuLi74+fnx2Wef8f/+3//jpZde4pVXXqF9+/YMHDiQOXPmEBQUVOO5arqGoii0aNGCyMhI7cii5xEdHc2bb75JUlLSQ4+p7PH1vOzt7enZsydQMf3z8uXLZGZm8re//Q0/Pz/atGmjPbbycf7mm2+0I7lq8uAnDKmpqQB4eHhUOaamQOxZnscHtWzZ8qnPaW1tjY2NDdnZ2VW2/+1vf+Pq1ats376d7du3Y2trS69evRgzZgxhYWHVRhWKp1NWVsaaNWvQ09Nj6tSpOluCWgghhBCiRioVtOkKbr5wYiOkxuu6ol9QAUrFqLBuo8HE7KnubWZmRlhYGHv27GHnzp2kpaUxbNiwKh9gi7pjampKWFgYW7duZf369QwZMoTu3bvX+8JSrq6uTJkyhVWrVrFz505GjRoli1sJQSPsIfY4Nf2H/c477zBlyhS2bNnCvn37OHbsGF999RVff/01X331FW+99dYTnbs2k3RFUXj33XdJSkpiypQpTJkyBXd3d8zMzFCpVPzzn//kxx9/rLXVYby9vfnrX/+q/bq0tJT333+fAwcO8OGHH7J+/Xrt91c5zbFjx464u7s/13Wf9Rfto+5XmyGVh4cH58+f5+DBg+zYsYMjR45ow7HPPvuMU6dOSR+xZ6QoClu2bOHevXvMmzdPehYIIYQQouGqHC126zxcOQwF2RVhma5WalTpVYxWs3Gq6Hn2hKPCaqKvr8+IESNwcnJi9+7dpKamMnHiROkrVk8MDAyYMGEC1tbW7N27l+zsbIYOHVrvo7Rat27N6NGj2bp1K9bW1vTp06dery9EQ9SoArHKPle3b99+6DGV+37ZxN7Dw4M33niDN954A7VazZo1a5g7dy7vv/8+L7zwAra2ttXOU9MUw5SUFAAcHR2f63uJj48nPj6edu3a1djf6u7du891/scxMjLiz3/+M5cuXSI6OpodO3ZopyJW9vQaMGDAI6e1PqhyFNcv58fX9Iv+eZ7Hh3F1dX3kOXNzc6uNDqtkYGDAkCFDtNM3b9++zbx58zh48CCffvopn3322RPVIKo6cuQIN27cYMqUKdVG+QkhhBBCNDgqFfh1Ad9OkBwLkafhbtT/BmnVVzCmAj0VeAWBf3dwcK+oqxZ07twZFxcXNmzYwH//+1/GjBlD27Zta+Xc4tFUKhWDBg3CxsaGXbt2kZuby4QJE7R9l+tLcHAwOTk5HDp0CHNz84f20xaiuWhUk4dbtmxJy5YtycjI4MCBA9X279y5k/v37+Pj4/PIN+AGBgaEhYXRpUsXSktLa2xcv27dumrbYmNjiYyMxMzMDH//hzexrFT5C668vLzavtzcXIAqDeUr5eTkcOrUqcee/3lZWlqyYMECAH788UftyLDQ0FCAGh/jh6lcpXLTpk3a80DNI71q63l8kKenJx4eHqSnp3PkyJFq+9esWfOk3wqenp7aVUQf7JMmntz169c5cuQI/fv3lz+0hBBCCNG4qPQqplAOnAUT34X2fSv6d1Xuq4vrAZhZQ6ehMPkD6D0ZHD1qLQyr5O7uzssvv4yXlxfr1q1j165dqNXqWr2GeLjOnTszbdo0YmNjWbp0aa21x3kaffr0oUuXLuzYsYMrV67U+/WFaEgaVSAG8MYbbwDwm9/8pkofr9TUVN577z2AKlMgDx06xP79+6uENFAxQuvmzZuoVKoapwV+++23XLp0Sft1YWEhv/vd71AUhXHjxj3RtL3KUWQ1reri4eGBnp4eZ8+erTKqqaSkhD//+c/k5OQ89vy1YfLkyTg6OhIfH8++ffsACAoKIjQ0lEuXLvGXv/yF/Pz8aveLiori+PHj2q8HDRqEl5cXMTExfPnll9rFASpDwevXrxMXF6c9/mmfxydR2TT/nXfeISsrS7s9Li6OP/3pTzXe56uvvtL2P3vQrl27gOo90cTjJScns2XLFgIDA+ndu7euyxFCCCGEeHYWNtBxMEz5APpOq+g3Zu8Oeg/04HqakOzBY/UNwckT2vaAgS/ApHehfW8wMa+18mtiamrKlClTGD58OBcvXmTRokVkZmbW6TXFz/z8/JgzZw7Z2dk6eexVKhXDhw8nODiYLVu2cOPGjXq9vhANSaOaMgnw9ttvc/DgQXbv3o2vry8DBgxAURQOHDhAXl4e48aN49VXX9Uef/nyZd5++20cHR3p1KkT9vb2ZGRkcOTIEUpKSnjjjTe0U/geFBYWRrdu3RgwYADW1tYcPXqU1NRUfHx8eP3115+o1v79+7Nt2zZ++9vfEhoaiqWlJQAff/wx9vb2jB8/no0bNzJp0iS6du2KsbExFy9eRKPRMHbsWLZu3Vo7D9ojmJiYMH/+fP7+97+zaNEihg4dCsAnn3zCr371K9auXcuuXbvw9/fH0dGR/Px8oqOjSU1NJSwsjF69egEVo+6+/PJLXnrpJZYuXcquXbvo0KEDRkZG3Llzh2vXrrF582ZatWoFPP3z+CTeeecddu7cyYkTJ/Dx8WHAgAGUlJRw4MABBg4ciL6+Pnfu3Klyn48//ph3332XDh064Ovri6IoXL58mejoaOzs7Hj33Xdr4VFuPipXlHR2dmbMmDHSrFMIIYQQTYO+AXgFVtygYkXKnAzITIZ7dytu+VlQXg7l6p9Xq9TTr7jpG4C1Y8UUSHu3ipuVXd2MOHsCKpWKrl270rJlS+0UylGjRj10wTFRu1q0aMH8+fNZtWoVixYtYvr06fX6QbxKpWL06NGo1Wo2btyIoaEhvr6+9XZ9IRqKRheI6evrs23bNv7973+zZMkS9uzZA0BAQABz587l5ZdfrtK3atSoUWRmZnLo0CHtyoqOjo706tWLV199lfHjx9d4nW+++QZvb29+/PFH4uPjsbOz49VXX2XGjBnaYOtxBg0axPvvv8/GjRs5cuSIdlXGjz/+GICPPvoIb29vNm/ezJkzZ7CwsKB79+68+eabbNmy5TkepaczadIkFi9ezM2bNzl69Ch9+vTB3t6e5cuXs2HDBsLDw4mMjCQiIgJ7e3vc3d2ZOXMmw4YNq3IeX19fNmzYwJIlSzh8+DDHjh3DxMSEli1b8tvf/lY7rRKe/nl8EkZGRuzdu5e//OUvrFy5ku3bt9OiRQvefvtt/vCHP+Dn51ftPt9++y3h4eFcuHCB3bt3AxWjwn7zm9/wm9/85ol7mImKFSXXrl2LSqVi2rRpsqKkEEIIIZouPX2wdam4+XSsvr8yENNR4PWkXFxcePHFF9m1axebN28mPj6e4cOHY2RkpOvSmjxbW1vmzZvH2rVrWbp0KRMmTCAg4NkXT3haenp6jBs3Tvs3/MyZM/H29q636wvREKiU2lrGsInw8vLi9u3bD13d8datW5SUlNRzVY2Xv7+/BCPNgKIobNy4kejoaObOnatd5EAIIYQQQjQOERER7Nq1C2trayZNmlRjr2NR+9RqNVu3buXatWsMGTKE7t271+ssi8oF5+7cuUNYWBgtW7ast2sLoWsN+yOLBsjU1FTXJTQaBgYGEoY1E0eOHOH69euMHz9ewjAhhBBCiEYoODiYl156CX19fRYuXMj58+cfOkhA1B4DAwMmTJhAz5492bt3L+Hh4dX6X9f19adOnUqLFi1YtWoVycnJ9XZtIXRNArGnJIHYkzMzM9N1CaIeyIqSQgghhBBNg4ODA/PnzyckJISdO3eyYcMGiouLdV1Wk6dSqRg0aBAjRozg3LlzrF27tl4fd0NDQ6ZPn46joyMrVqwgLS2t3q4thC5JIPaUJBB7cvJYNX2VK0q2b99eVpQUQgghhGgCDA0NGTlyJJMnTyY2Npb//ve/JCUl6bqsZqFLly5Mnz6d27dv8+OPP3Lv3r16u7axsTEzZ87E2tqa5cuX1+u1hdAV6SH2lDQajSxN+4S8vLywsLDQdRmijuTl5bFw4UIsLS2ZM2cOhoaGui5JCCGEEELUovv377Nx40ZSUlIYOHAgoaGhsop4PcjMzGTNmjXk5eUxYcKEGhcHqysFBQUsXbqU4uJi5s6di62tbb1dW4j6JoHYM7h79y7Z2dm6LqNBMzAwoE2bNvKC2USVlpaydOlS8vLyePHFF5945VUhhBBCCNG4lJeXc+DAAU6dOoWvry/jxo2T1ij1oKSkhM2bNxMVFcWAAQPo1atXvb23ysvLY8mSJWg0GubOnYuVlVW9XFeI+iaB2DMoLCwkLi5O12U0aM7Ozjg6Ouq6DFEHysvLWbt2LQkJCbKipBBCCCFEM3Hr1i22bNmCvr4+EyZMwMvLS9clNXmKonD48GGOHj1KQEAAY8eOxcjIqF6unZOTw08//YSBgQFz5syRmT+iSZJA7BkoikJsbKw0mHwEf39/WWGyCVIUha1bt3L16lVmzJhB69atdV2SEEIIIYSoJ7m5uWzevJnbt2/Tp08f+vTpg56etKWuazdv3mTz5s3Y2toybdq0epvGmJWVxU8//YSZmRmzZ8+WkYGiyZFA7Bndv39fmks+hLW1NR4eHrouQ9SB/fv3c+LECcaPH09QUJCuyxFCCCGEEPVMo9Fw9OhRjh49iqenJxMmTJD2GfUgPT2dNWvWUFxczKRJk2jVqlW9XDcjI4MlS5ZgY2PDrFmzMDExqZfrClEfJBB7RhqNhsjISDQaja5LaXC8vb0xNzfXdRmilp05c4bw8HCGDBlCaGiorssRQgghhBA6lJCQwKZNm1Cr1QwZMoQOHTpI/+A6VlRUxMaNG4mLi2Pw4MF07969Xh7zlJQUli1bhqOjI2FhYfU2bVOIuiaB2HNISUkhMzNT12U0KMbGxvj4+MiLYRNz7do1Nm7cSGhoKEOGDNF1OUIIIYQQogEoLCwkPDycq1ev4u3tzahRo7Czs9N1WU2aRqNh//79nDp1iqCgIEaNGlUvq73fvXuX5cuX4+bmxowZM6Q9jmgSJBB7DiUlJdy6dUvXZTQoLVq0kBfBJiYuLo6VK1fSvn17xo0bJ2GnEEIIIYSoIiYmhp07d5Kfn0/fvn0JDQ1FX19f12U1aVevXmXbtm04OTkxZcoUrK2t6/yaCQkJrFy5Em9vb6ZOnSrPsWj0JBB7TmlpaWRkZOi6jAbB1NSUVq1aSWDShKSkpLBkyRJatmzJtGnT5EVPCCGEEELUqLS0lMOHD3P69GmcnJwYPXo0bm5uui6rSUtJSWHt2rWo1WqmTJlCy5Yt6/yaMTExrFmzBj8/PyZNmiSLKohGTQKx56TRaIiNjaWkpETXpeiUSqXCx8cHY2NjXZciaklWVhaLFy/G2tqa2bNnS68AIYQQQgjxWCkpKWzbto20tDS6du1K//795T1CHSooKGD9+vUkJiYyfPhwOnXqVOcDFCIjI1m3bh2BgYEyg0Q0ahKI1YKioiJiY2N1XYZOubi44ODgoOsyRC3Jz89n8eLFqFQq5s2bJ4skCCGEEEKIJ6bRaDh9+jSHDx/G1NSUkSNH4ufnp+uymqzy8nL27NnDuXPnCAoKYuTIkXX+YXZlj+GOHTsyatQoCcVEoySBWC1pzlMnZapk01JSUsLSpUvJy8tj3rx52Nra6rokIYQQQgjRCN2/f5+dO3cSGxtLu3btGDZsGBYWFrouq8m6cuUKO3bswMrKismTJ+Ps7Fyn17t06RLbtm2jS5cuDB8+XN4PikZHArFa0lynTspUyaalvLycVatWkZSUxJw5c3BxcdF1SUIIIYQQohFTFIWrV6+yZ88eNBoNgwcPJiQkRMKTOnLv3j02bNjAvXv3GDZsWJ1PoTx//jw7d+4kJCSEUaNGSU8x0ahIIFaLmuPUSZkq2XQoisKmTZu4efMmYWFheHl56bokIYQQQgjRRBQWFrJ3714uX76Mp6cno0ePxt7eXtdlNUllZWXs2bOHCxcu0K5dO0aPHl2nAxgiIiLYtm0bgYGBjB07VkIx0WhIIFbLsrOzuXv3rq7LqBc2Nja4ubnJpztNgKIo7N27l9OnTzN58mQCAgJ0XZIQQgghhGiC4uLi2LFjB7m5ufTp04eePXvKSuZ15Pr162zfvh0zMzMmT56Mq6trnV3r2rVrbNq0CX9/fyZOnCjPqWgUJBCrA5mZmaSkpOi6jDplZWWFh4eHhGFNxLFjxzh48CAjRoygS5cuui5HCCGEEEI0YWVlZRw5coSTJ0/i6OjI6NGjcXd313VZTVJWVhYbNmwgPT2dwYMH07Vr1zp7DxcZGcmGDRto3bo1kydPxsDAoE6uI0RtkUCsjmRkZJCWlqbrMuqEhYUFLVu2lKGwTcTJkyfZt28f/fr1o2/fvrouRwghhBBCNBOpqals376d5ORkunTpwsCBA6U3cR1Qq9Xs37+fM2fO4O/vz5gxYzA1Na2Ta8XExLB27VpatmzJtGnTMDQ0rJPrCFEbJBCrQ/fu3SM1NVXXZdQqS0tLPDw8JAxrIs6cOUN4eDi9e/emf//+MuJPCCGEEELUK41Gw9mzZzl48CAmJiaMHDmSNm3a6LqsJikyMpKtW7diYmLCxIkT62xUXnx8PKtXr6ZFixZMnz5dQk7RYEkgVsfu379PUlKSrsuoFdIzrGk5d+4cu3btokePHgwaNEieVyGEEEIIoTPZ2dns2rWLW7du0bZtWwYPHoytra2uy2pysrOz2bhxI8nJyQwcOJDQ0NA6eR+QmJjIypUrcXBwICwsDBMTk1q/hhDPSwKxepCbm8vdu3fRaDS6LuWZOTk54ejoKKFJE3Hx4kW2b99Ot27dGDp0qDyvQgghhBBC5xRF4fr16+zdu5eCggI6d+5Mnz59MDc313VpTUp5eTkHDx7k5MmT+Pn5MXbsWMzMzGr9OsnJyaxYsQJra2tmzZpVJ9cQ4nlIIFZP1Go1ycnJ5Obm6rqUp2JsbIy7u3udzTEX9S8iIoKtW7fSpUsXhg8fLmGYEEIIIYRoUMrKyjhz5gzHjx9HURRCQ0MJDQ2VqXe1LDo6mi1btmBoaMjEiRNp2bJlrV8jLS2N5cuXY2ZmxgsvvICFhUWtX0OIZyWBWD3LyckhKSmpUYwWc3R0xNHRUfqFNSFXrlxh8+bNdOzYkVGjRkkYJoQQQgghGqyioiKOHTvG2bNnMTExoU+fPnTq1Al9fX1dl9Zk5ObmsnHjRhITE+nTpw+9e/eu9cf33r17LFu2DCMjI1544QWsrKxq9fxCPCsJxHSgoY8Wk1FhTdP169fZuHEjHTp0YMyYMRKGCSGEEEKIRiEnJ4fDhw8TERGBra0tAwYMoF27dvL3bC3RaDQcPXqUo0eP4urqyrhx43B0dKzVa2RlZbFs2TJUKhUvvPCC9IcTDYIEYjqUk5NDWloapaWlui4FAD09PRwcHHBwcJBRYU3MzZs3Wb9+PYGBgYwdO1aeXyGEEEII0eikp6dz4MABoqOjcXV1ZdCgQbRq1UrXZTUZSUlJbNmyhfv37zNw4EC6d+9eq6FjTk4OS5cupby8nBdeeAF7e/taO7cQz0ICMR1TFIXCwkIyMzN1NmLM1NQUe3t7rKysJChpgqKioli3bh0BAQGMHz9enmMhhBBCCNGo3b59m/3793P37l1atWrFoEGDcHV11XVZTUJZWRkHDhzgzJkzeHl5MXbsWGxsbGrt/Hl5eSxbtoyioiJeeOEFnJycau3cQjwtCcQakLKyMu7fv09WVhZqtbpOr6VSqbCxscHOzk6mRjZht27dYu3atfj5+TFp0iQJw4QQQgghRJOgKApRUVEcOHCAe/fu0b59e/r374+dnZ2uS2sS4uPj2bp1K0VFRQwbNozg4OBaGy1WUFDA8uXLyc3NZdasWRJmCp2RQKwBUhSFvLw88vLyKCoqori4uFbOa2hoiJmZGWZmZtjY2EgzyiYuNjaW1atX4+Pjw+TJk+X5FkIIIYQQTY5GoyEiIoLDhw9TUFBAp06d6NOnj6xmWAuKi4vZs2cPERER+Pn5MXr06Fp7XIuKilixYgVZWVnMnDkTd3f3WjmvEE9DArFGQKPRUFJSQlFRkfZWUlLCo566yvDL1NQUU1NTTExMJBBpRuLj41m1ahXe3t5MmTIFAwMDXZckhBBCCCFEnSkrK+PMmTMcP34cjUZDjx49CA0NxdjYWNelNXpRUVFs374djUbDqFGjCAgIqJXzlpSUsGrVKlJTU5kxYwaenp61ct5apy6DwlwoV0N5WcX/q1SgbwD6hmBgCGbWILNxGh0JxBoxRVG0N6iYBll5E81XQkICq1atomXLlkybNk3CMCGEEEII0WwUFRVx7Ngxzp49i7GxMX369KFz584yOOA5FRQUsHPnTm7evElgYCDDhw+vldY7paWlrFmzhsTERKZPn677RRLUpZCVCplJkJkM9xIh9x48LjbRMwA7F3D0AHs3sGsB1o4SkjVwEogJ0YTcunWLdevWacMwQ0NDXZckhBBCCCFEvcvJyeHw4cNcvnwZGxsb+vfvT/v27WXwwHNQFIWrV6+ya9cujIyMGDt2LK1bt37u85aVlbF+/Xri4uKYMmUKfn5+tVDtU8hMhlvnITUWcjN/Dr9UeqBonu5cD96nMiRzbwO+ncHMqnbrFs9NAjEhmojr16+zadMmfH19mTRpkowME0IIIYQQzV56ejoHDhwgOjoaZ2dnevToQbt27WTE2HPIyclh27ZtxMXF0blzZwYPHoyRkdFznVOtVrNx40aio6OZOHFirU3LfKjyMki4DjdPVowGe5bw60lVhrAtA8C/Ozh7/7xN6JQEYkI0AZcuXWL79u20b9+esWPHygu8EEIIIYQQD7h9+zZHjx4lLi4OS0tLunXrRqdOnTAxMdF1aY2SoiicO3eOffv2YWVlxbhx4/Dw8Hiuc5aXl7NlyxauX7/OyJEj6dSpUy1V+4C8LIg+B9FnobS4Ipiqr0ikMnSztIe2odA6BIzk50+XJBATopE7ffo0e/bsoVOnTowcOVKGgQshhBBCCPEQaWlpnD59mqtXr6Knp0dISAjdu3fH1tZW16U1SpmZmWzZsoW7d+/StWtXBgwY8FwLGSiKwu7duzl37hz9+/end+/etfP+pigfzmyH29fqNwR7FH0DaN8HAvtW/FvUOwnEhGikFEXh6NGjHD58mB49ejBo0CAJw4QQQgghhHgC+fn5nD17lvPnz1NcXIy/vz+hoaHPPcqpOdJoNJw5c4ZDhw5hamrKiBEjaNOmzTOfT1EUjh07xqFDh+jSpQvDhg1D71mb0ysKxF+B01srGuY3xPjDxgl6T65oxC/qlQRiQjRCiqKwb98+Tp06xYABA+jVq5eEYUIIIYQQQjylsrIyLl++zOnTp8nMzMTd3Z3Q0FD8/f2fPYRpprKzs9m5cycxMTG0bduW4cOHY2lp+cznu3DhAjt37qRt27aMHz8eAwMDcnJyuHnzJt26dXv8+5+ifDi1BRJvPnMN9UKlBygQ1F9Gi9UzCcSEaGQ0Gg07d+7k4sWLDB8+nK5du+q6JCGEEEIIIRo1RVGIjo7m9OnTJCQkYGNjQ7du3QgJCXmuKYDNjaIoXL9+nfDwcNRqNYMGDaJTp07P/OF9ZGQkGzZsoGXLlowZM4Zly5Zx//59Zs6ciY+Pz8OKaPijwh5GRovVKwnEhGhEHmw0OWbMGIKDg3VdkhBCCCGEEE1KcnIyp0+f5vr16xgaGtKpUye6du2KtbW1rktrNIqKiti3bx+XLl3Cw8ODUaNG4eTk9Eznun37NqtWrUJRFNRqNQBt2rRh6tSp1Q9Wl8Kx9XDnxvOUrzuVo8U6DoV2vWQ1yjomgZgQjURZWRkbNmwgJiamfpYiFkIIIYQQohnLycnh7NmzXLhwgbKyMtq1a0f37t1p0UJG7zyp27dvs337du7fv0/Pnj3p06cPBgZPNyVQo9GwbNkybt++rd2mUql4++23q07JLC2G/Uvg3t3GNSrsYQJ6QedhEorVIQnEhGgESkpKWLNmDXfv3mXq1KkPHx4shBBCCCGEqFUlJSVERERw+vRpsrOz8fT0JDQ0FD8/P+nj+wTUajXHjx/n+PHjWFtbM2rUKLy9vZ/4/rt37+bs2bPVtg8YMIDevXtXfFGUD3sXQ0560wjDKvl0gtBxIP3s6oQEYkI0cEVFRaxcuZJ79+4xY8YMWrZsqeuShBBCCCGEaHY0Gg2RkZGcOnWKu3fvYmdnR/fu3QkODsbQ0FDX5TV4GRkZ7Nixgzt37hAcHMzgwYMxMzN77P2+//570tPTUalUPBhfmJmZ8e6776IqKYLd/4W8LFA0dfkt6EarYOg18X/TKUVtkkBMiAYsPz+f5cuXk5+fT1hYGK6urrouSQghhBBCiGYvMTGR06dPc/PmTUxMTAgODiYoKAhnZ2cZNfYIiqJw6dIl9u3bh56eHkOHDiUwMPCRj5miKKSmphIbG0tMTAyJiYloNBXB14TRIwlMOgP3U5rWyLBf8g+FriNl+mQtk0BMiAbq/v37rFixgrKyMmbNmoWjo6OuSxJCCCGEEEI84P79+5w9e5YrV65QWFiIk5MTQUFBBAYGYmVlpevyGqz8/HzCw8O5fv06rVu3ZuTIkdja2lY5Rq1W19hvrKysjPj4eC6eO8sEq1yM7ic37TCsUof+EDxI11U0KRKICdEA3b17l9WrV2NiYkJYWFi1FwchhBBCCCFEw1FeXk5sbCxXrlwhKioKtVqNl5cXQUFBBAQEYGxsrOsSG6Rbt26xc+dOCgoK6N27Nz169MDAwIDk5GR++uknxowZQ2BgYM13PrcLbpwEmlGkMfAFcG+j6yqaDAnEhGhgbt68yaZNm3B1dWXatGlPNK9eCCGEEEII0TCUlJRw48YNrl69Snx8PAYGBrRp04agoCBat26Nvr6+rktsUEpLSzly5AinT5/G2tqaoUOHcuzYMZKSkjA2Nub111/HwsKi6p3Sb8PuH3RTsM6owMQcxr8NRia6LqZJkEBMiAbk9OnT7Nmzh4CAAMaPH//USxILIYQQQgghGo6cnByuXbvGlStXSE9Px8zMjPbt2xMUFESLFi2k39gD7t27x+7du4mLi9NuU6lU+Pv7M2XKlJ8PVJfB1n9CQXbzmCr5IJUKWodAz4m6rqRJkEBMiAZAo9GwZ88ezp49S48ePRg0aJC8OAohhBBCCNFEKIpCWloaV65c4erVq+Tn52Nvb09gYCBBQUHSIuV/SkpK+OqrrygpKamyffLkyQQEBFR80RynSv6STJ2sFRKICaFjZWVlbNq0iaioKIYPH06XLl10XZIQQgghhBCijmg0GuLj47l69So3btygrKwMDw8PgoKCaNeuHaamprouUWcOHjzIsWPHqm03MjLizTffxLzgXjOcKvlLMnWytkggJoQOFRQUsHr1atLT05k0aRJ+fn66LkkIIYQQQghRT0pLS4mKiuLKlSvExsaip6eHr68vQUFB+Pr6NrsWKosXLyYxMbHGfd4t3XnB6n7znCr5SzJ1slZIICaEjty7d4+VK1eiVquZPn06LVq00HVJQgghhBBCCB3Jz8/X9htLSUnBxMSEgIAAAgMD8fDwaBbN+NVqNQUFBRQXF1e5JScn09mkEMc7l2jWUyV/aeSvwMFd11U0WhKICaEDt2/fZs2aNVhaWjJjxgxsbGx0XZIQQgghhBCigcjIyND2G8vJycHIyIhWrVrRunVrfHx8mt/7B40GNnwGRXm6rqThUOlBqw7Qa5KuK2m0JBATop5dvXqVrVu34uHhwdSpUzExkXnfQgghhBBCiOoURSElJYWYmBhiY2NJTExEURQcHBy04ZinpyeGhoa6LrVu3bkJh1bouoqGR08fJn8AJma6rqRRkkBMiHqiKArHjx/n4MGDBAUFMWbMmGYx7FkIIYQQQghRO4qLi4mLi9MGZLm5uRgYGODl5aUNyOzt7ZveivV7F0NqnPQOq0YFnYdBu166LqRRkkBMiHqg0WjYuXMnFy9epE+fPvTr16/pvUgJIYQQQggh6o2iKGRkZGjDsdu3b1NeXo6NjY02HPP29sbY2FjXpT6f3EzY/KWuq2i4zG1g4jsVUyjFU5FATIg6VlJSwoYNG4iLi2PUqFGEhITouiQhhBBCCCFEE1NaWkpCQgKxsbHExMSQlZWFnp4eLVu21AZkzs7Oje+D+XO74eYJGR32KIPmgJuvrqtodCQQE6IOZWZmsmbNGvLy8pgyZQqtWrXSdUlCCCGEEEKIZiArK0sbjsXHx1NWVoaFhQU+Pj60bt2aVq1aYWbWwHtPqctg3SdQVqLrShoulV5FGDbwBV1X0uhIICZEHYmOjmbTpk1YWloydepUHBwcdF2SEEIIIYQQohlSq9UkJiYSExNDTEwM6enpqFQqWrRogbe3N25ubrRo0QIrKytdl1qVNNN/QiqY/n9gJAu2PQ0JxISoZYqicOzYMQ4dOkSbNm0YP35845+3L4QQQgghhGgycnNztaPHbt++TUFBAQAWFha0aNGiys3c3Fx3hV7aB1ePgqLRXQ2NxdAF4OKt6yoaFQnEhKhFpaWlbNmyhZs3b9K3b1/69u3b+OboCyGEEEIIIZoNRVHIy8sjKSmJ5ORk7e2DDz7QHvPnP/+Zfv36aUMyE5OfRyKtW7eOqVOnAuDp6UlCQkLtFbdvCSTfqr3zPYLXO99xOzMHZcmHVbar5vwNT3trEv7xWr3UURPVnL9V/VoFlibGtHW1Z1q3AF4b2BnD7iNltcmnZKDrAoRoKrKyslizZg05OTlMnToVf39/XZckhBBCCCGEEI+kUqmwsrLCysqKtm3bAhUh2YOB2KFDh9DX16e0tBQAOzs73NzccHV1ZeHChc98bUVRUBQFPb0aVkhUFLh3t8b7PSy8qi+Hb96m/6crmd0zkCUvjq63687uGQhAuUYhITObk7eSOBOXzI7LMYR/G4RBu+c7/x//+Ec+/vhjfvrpJ+bMmfP8BTdwEogJUQtiYmLYuHEjZmZmLFiwAEdHR12XJIQQQgghhBDPpHKWi76+PgEBAVy5coXw8HCys7OrjCK7cOECBw8exNXVlZSUFAoLCzl79ixubm44OztjYPDoyOHmzZts3ryZQYMG0bVr16qzawpzoLSoLr/NJ3Lzby9haKCv6zIAqoVvZ2KT6Pf3lRy4kcCardsIGzBdR5U1ThKICfEcFEXhxIkTHDhwAF9fXyZMmFBl+LAQQgghhBBCNGYzZ87kgw8+YO/evYwcORJHR0c6dOgAwHfffYdGo2H69Ol8+eWXaDQa9uzZg0ajQU9PDycnJ1q0aIGzszP29vbY29tjbW2tDb6SkpJQq9WEh4dz8+ZNxo0bh42NTcWFM5N19B1X5d+i4S6O1q21G3N6BfKfQ5fYc+4aYaXF0lj/KUgPMSGeUWlpKdu2beP69ev07t2bfv361TzUVwghhBBCCCEaGZVKhb6+PvHx8Xh6ejJ16lRWr15d5ZgePXpw9epVLl++TOvWrfH09CQmJoa0tLQqI8lOnTrFiRMnSE5ORq1WY2dnR2hoKD169KCoqKjK9e7cucMPP/zAT398lwBNJn/aeoxTMUlkFRTx1fRBvL16f431PtjnKyYtixUnr7HnWjzxGdlkFRThZGXOgLae/N+Ynvi52Fe7/5P2EJuzcDtLT1ytsYY/jO3FqGBfunz8E6E+bpz8v9k1Hve37Sf43cYj/H5sLz4e3+cRz8LPNQA1ThH91/7zvLFiL0Pae7Nn3wFtY31FUVizZg1bt27l4sWLJCUloaenR9u2bZkzZw6vvPJKlfevXl5e3L59u8brHzp0iH79+mm/PnPmDF988QXHjx8nMzMTJycnhg0bxu9//3tatmz52O+noZARYkI8g/v377N27VqysrKYPHkyAQEBui5JCCGEEEIIIWqdh4cHffr0Ydu2beTn52NhYQFAXFwcp06dYtasWZiZmWmPNzAwwM3NDTc3NwA++eQTli9fjoGBAV26dMHc3JyIiAi2bt3K8ePHmTt3LhYWFiiKglqtJioqCoAjp87w0v4T+LnYMaS9N8nZeQwI8GJ2z0A2nI+koKRM21MLwMHy5xp+PHKZz3afor2bI128XTE21OdG8j2Wn7zG1ku3OPbhLII8nJ7p8ejl50FqTgF7rsXR2smWXr7u2n3BLZ3p7O1KR08XTsUkcT0pg3ZuVdvpKIrCoqOX0VOpmN+nwzPV8KC84oq+bk6W5pCVog3ESkpKmDFjBvb29gQEBNCxY0cyMzM5efIkr732GmfPnmXJkiXa80yaNIn9+/dz+fJlevbsiY+Pj3afi4uL9t///ve/eeONNwDo0qULvXv3JioqikWLFrFt2zaOHDmi7UXX0EkgJsRTiouLY8OGDZiYmLBgwQKcnJ7tF6kQQgghhBBCNAZhYWEcOXKETZs28cILLwCwcuVK7b6HOXfuHP/3f/+HhYUF+/fvp1u3bkBFWDNr1izWr1/Pzp07tatUPmjJnmN8OqU/748Irbr9xdEcjrxDQUnOQxvaj+vox8v9Q/B2tKmy/adjl5m3aCe/XrWPg7+d+cTf/4MW9A3Gx8mWPdfi6OXrXmMNr/QP4aUlu1l4OIKvZw6usu/AjQTiMrIZHtSalvbWz1TDg8KvxgIwLKh1lZ5rBgYGbN68mZEjR2JoaKjdnpGRwYgRI1i6dCnz5s2jT5+KEWpffPEFf/zjH7l8+TILFiyosan+6dOnefPNN3F1dWXr1q106tRJu2/RokUsWLCAuXPncvr06ef+vuqDzO8S4gkpisLJkydZsWIFLVq04MUXX5QwTAghhBBCCNHkTZo0CWNjY20IBhWBmKurKwMHDnzo/f71r3+h0Wh44403tGEYgLGxMZ9//jkGBgZERkaSk5ODg4MDAwYM0B4X6OnKe8O7P1O93X3cqoVhAHN7d6CnrzuHI2+TU1j8TOd+EjNC22Flaszyk9coKVNX2ffjkQgAXuwb/Mzn12gUYtPv86uluzkalcjYED+mdm8P5T9fy8DAgHHjxlUJwwAcHR355JNPANi6detTXffvf/875eXl/Oc//6kShgHMnz+fMWPGcObMGS5duvSM31n9khFiQjyB0tJSduzYwdWrV+nZsycDBgyQfmFCCCGEEEKIZsHGxoaRI0eydetWUlNTSUxMJCoqirfffht9/YevwHjs2DGgojH/L7m5uREcHMz58+fx9/fnpZdeAuDAgQMAjOoUUHXVyaeUX1zK9ohbRNxJIyu/mLLycgBSsvNRFIhNz6ajl8tjzvJszI2NCAttx78PXmTj+ShmhLYD4F5eIZsvRuNibc7oYN+nPm9lL7EHvdg3mP/OGY5KX1UlEKsUERHB3r17uX37NoWFhSiKQl5eHgC3bt164mtrNBoOHDiAmZkZQ4cOrfGY3r17s23bNs6ePUtISMgTn1tXJBAT4jFSU1PZsGEDubm5TJw4kfbt2+u6JCGEEEIIIYSoV2FhYWzatIk1a9YQHx+v3fYoyckVK0V6eXlV22dgYEDPnj05f/68NqB5UEt7q2eu9eCNBKZ9v4WMvMKHHpNXXPLM538Sr/TvyL8PXmThkUvaQGzZiauUqsuZ27sDBvpPP8CismdacZmay4npRKZksvBIBD183JnTJ7hKIFZaWsqcOXOqLYTwoJoe94e5d+8e+fn5ABgZGT322MZAAjEhHkJRFC5cuEB4eDgODg689NJLODg03CV3hRBCCCGEEKKujBgxAhsbG5YtW0ZycjJt27alY8eOz3XOR40AM3lM6PIw+cWlTPn3ZrIKivj92F5M6xaAp701pkYGqFQqZvxnC6tP30BRnrXqJxPo4UQPH3cOR97hVmoWvi52LDp6GZUKFjxjM/1f9iv7fNdp3l93kNeW76F/Oy88/X+OeL788ktWr15NYGAgn332GR07dsTW1hZDQ0Oio6Np06YNylM8CBqNBgALCwsmTpz4yGPbtWv3FN+V7kggJkQNiouL2b59Ozdu3KBz584MHToUAwP5z0UIIYQQQgjRPBkbGzN58mQWLlwIwJtvvvnY+7Ro0YL4+Hhu375NQEBAtf0JCQkA2hUpq9B7+FTMRzkWnUhmfhGTOvvz8fg+1fbHpWc/03mfxSv9QzgZc5cfj0YwJsSXG8n3GNTOi1ZOtrVy/vdGdGf/jXj2Xovn483HWNxnlHbf5s2bAVi9enW1gCouLu6pr+Xg4ICJiQl6enr89NNPzzWdtaGQJkhC/EJSUhI//PADsbGxTJ48mZEjR0oYJoQQQgghhGj2Zs2ahb29PQ4ODjX2Bful3r17A9Q4bS8jI4M9e/agUqno2bNn9Ts/ojeZkUHFPnW5ptq++wUVzfLd7Syr7YtJy+Li7dTH1v042utrql//QZO7tMXewpQlx6/w7wMXgedrpl+Tv0/uD8Dyk1e5nZap3X7//n0A3N3dq91n3bp1NZ6rciqkWl29F5mBgQH9+vUjNzdX2+etsZNATIj/URSF06dPs3jxYkxNTXn55Zdr/BRDCCGEEEIIIZqj3r17c+/ePTIyMvD09Hzs8a+99hp6enp88803nD9/Xru9tLSUN954g6KiIiZMmICHh0f1OxsaAzWPQmphYwFAVGpmtX1+LnYAbLoQRUZugXZ7dkEx8xfvpKyGEO1p/Xz9rEceZ2JkwOyegaTnFrLq9HUcLc0Y17HNc1//QSGeLozr6Ie6XMNnKzZqt/v5+QHwn//8p8rxGzZsYNmyZTWeq0WLFgBERUXVuP93v/sdenp6zJ07l8OHD1fbn5+fz+LFiykqKnqWb6XeybAXIYDCwkK2bdtGVFQU3bt3Z9CgQY9cLUUIIYQQQgghxKN17dqVP//5z/zud78jNDSUfv364eDgwIkTJ0hMTMTX15fvvvuu5jtb2IBKRU3NvsaE+HIk6g4DP11F/7aemBsb4mBhxt+n9KeztyuD23mz73o8fh/8l37+LQE4HHkHB0tTxob4sfVS9HN9X16ONgR5OHE+PoWuH/9EOzdH9PVUjAnxZUyIX5VjX+4fwld7z6IoFU3xK0eX1aY/juvN1kvRLN68k49SU3FxceH9998nPDycDz74gPXr1+Pn58etW7c4f/487777Ll988UW18wwZMgQTExO++uorrl27RosWLVCpVLz33nu0adOGXr168d133/H666/Tv39/2rdvj5+fH4aGhiQkJBAREUFJSQkTJkzA1NS01r/P2iYjxESzd+fOHf773/9y584dpk+fztChQyUME0IIIYQQQoha8OGHH7Jjxw769u3LuXPn2LRpE8bGxrz//vucOXMGZ2fnmu9obgtKzaO53hzchf8b3RMLEyM2no9k0dHLrDlzQ7t/61uT+N3oHjhamrH7SiwXElKZ1q0tpz+ajY2Zca18Xxtfn8C4jn7EZWSz7MRVFh29zMWE6tMx/VzscbetWDFzQS1Pl6zUoaUz4zu2obi4hC+//BKAPn36cPz4cQYMGEBcXBw7duzAyMiIjRs38tprr9V4nhYtWrB161a6d+/O8ePHWbx4MYsWLSIlJUV7zCuvvML58+eZPXs2eXl57Nixgz179pCfn8/MmTPZsWMH1tbWdfJ91jaV8jTLCgjRhCiKwvHjxzl06BAeHh5MmDCh0fyHK4QQQgghhBBNWkEObPhM11U8t1Mxd+nxl2X0bdOSw/8vrO4uZGkHE96pu/M3QTJlUjRL+fn5bNmyhdjYWHr37k2/fv3Q05MBk0IIIYQQQgjRIJhZgbEplDSOflQP89ftJwF4fVCnuruISgWONfRhE48kgZhoduLj49m0aROKohAWFkbr1q11XZIQQgghhBBCiAepVODgAUm3gMY1se3krbssOnqZa0kZnI1LpqOnCxM6+dfdBRXA3q3uzt9ESSAmmg2NRsORI0c4evQo3t7eTJgwAQsLC12XJYQQQgghhBCiJg5ukBxTY2P9hiw6NYvFxy5jaWLEyA4+fDdrKHp6Na+YWTsUCcSegfQQE81CZmYmW7ZsISkpiX79+tGrVy+ZIimEEEIIIYQQDVliJBxcrusqGj6VCqZ/BIa1s2BAcyEjxESTpigKZ8+eZf/+/VhZWTF37lw8PGRutRBCCCGEEEI0eC1ag5EJlBbrupKGS6UHHv4Shj0DCcREk5WTk8PWrVuJj4+nS5cuDBo0CCMjI12XJYQQQgghhBDiSegbgl9XuH6s0U2brDeKBvy767qKRkkCMdHkKIrC5cuXCQ8Px9jYmFmzZtGqVStdlyWEEEIIIYQQ4mn5dYFrR3VdRcNlaQcu8n73WUggJpqU/Px8duzYQVRUFB06dGDYsGGYmJjouiwhhBBCCCGEEM/C0g7c/CD5lowSq4l/aEUPMfHUJBBrpDQaDRqNBkVRtDc9PT1UKpX2/1XN7D+KGzdusHPnTgCmTp2Kv38dLmsrhBBCCCGEEKJ++HeHpGhdV9Hw6OmDT4iuq2i0JBBrBNRqNcXFxRQVFVFUVERhYSFqtfqR99HT08PU1LTKzdDQsEmGZEVFRezevZurV6/i7+/PqFGjMDc313VZQgghhBBCCCFqQwtfMLOGwhxdV9JwqPSgVTAYmeq6kkZLArEGSKPRkJ2dTX5+/hOFXw87R0FBAQUFBdptlSGZubk5tra2GBoa1mbZOhETE8O2bdsoLS1l/PjxBAYGNsnQTwghhBBCCCGaLT09aBsKF/YAMm0SkGb6tUClKDIJt6EoKSkhMzOT+/fvUx9Pi6WlJfb29pibmze6EKm0tJS9e/dy4cIFWrVqxZgxY7C2ttZ1WUIIIYQQQggh6kK5GrZ9C3mZ0ktMpQLfLhA6VteVNGoSiOmYoijk5uaSmZlJYWGhTmowMjLCzs4OW1tb9PX1dVLD07hz5w5btmwhPz+fwYMH07lz50YX6AkhhBBCCCGEeEr37sLO73VdhW6pVGBqCeN+DYbGuq6mUZNATEcUReH+/fukpaVRXl6u63IAUKlU2Nra4uzs3CCDsbKyMg4fPszJkyfx8PBg3Lhx2NnZ6bosIYQQQgghhBD15cIeuHZU11Xo1pB54Npa11U0ehKI6UBpaSl3797V2YiwxzE0NMTNzQ0LCwtdl6IVHx/Pjh07yMnJoV+/fvTo0QM9PT1dlyWEEEIIIYQQoj4156mTMlWyVkkgVo8qR4WlpKTUS4+w52Vra4uLi4tOR4sVFhayd+9eLl++jKenJ6NGjcLBwUFn9QghhBBCCCGE0LHmOHVSpkrWOgnE6klDHxX2MLoaLaYoCleuXGHPnj0oisLgwYMJCQmRXmFCCCGEEEIIIf43dfIYzWrVSZkqWaskEKsH9+/fJzk5uVGMCnsYOzs7XF1d6yWQysrKYseOHcTHx9O+fXuGDh3aoKZvCiGEEEIIIYTQsXI1HFgOqbHNY+pkxyEQ2FfXVTQpEojVsYyMDNLS0nRdRq2wtLTEw8Ojznp3lZeXc/LkSY4ePYqFhQUjR47Ex8enTq4lhBBCCCGEEKKRU5fC3sUVUyibcrTRvg90GqrrKpocCcTqiKIopKenk5GRoetSapWZmRmenp613lcsMTGRHTt2kJGRQWhoKH379sXIyKhWryGEEEIIIYQQookpLYbdP0BOetMMxfy6QPexFT3ERK2SQKwOKIpCWloa9+7d03UpdcLU1BRvb+9aGSlWXFzMgQMHOH/+PC1atGD06NG4uLjUQpVCCCGEEEIIIZqFkkLYtwSykptWKObfHbqOBFXdzNJq7iQQqwPp6emkp6fruow6ZW5ujqen5zOHYoqicPPmTXbv3k1paSkDBgygS5cudTYdUwghhBBCCCFEE1ZWAgeXQ2oCTaLRflB/CB4oI8PqkARitSwzM5OUlBRdl1EvrKys8PDweOpG+zk5OezevZuoqCjatGnD8OHDsba2rqMqhRBCCCGEEEI0C+VlcHILxEUAKhpdMKbSqyi78whoG6rrapo8CcRqUUFBAfHx8bouo145OTnh5OT0RMdqNBrOnj3LoUOHMDY2Zvjw4fj7+9fLypVCCCGEEEIIIZqJOzfg5GYoLWpcUyjtW0CvyWDzZO+xxfORQKyWaDQabt26RVlZma5LqXc+Pj6YmJg88pjExER2795NSkoKXbp0YcCAAY+9jxBCCCGEEEII8UxKCuHMdoi/QoMeLVY5KixkMAT0BL3aXcBOPJwEYrUkJSWFzMxMXZehE8bGxvj4+NQ40is/P5/9+/dz+fJlXF1dGTFiBO7u7jqoUgghhBBCCCFEs9PQR4vJqDCdkUCsFjTHqZK/9Mupk+Xl5Zw9e5bDhw+jr6/PwIEDCQkJkab5QgghhBBCCCHqV0khnNv1v95i6DgY+99oNQMj6NBfRoXpkARiz6k5T5X8pcqpk3FxcYSHh3Pv3j06derEgAEDMDU11XV5QgghhBBCCCGas8JcuHUeIk9DcUHFCo71FYmo9EDRgK1LRcN876CKUEzojARiz6k5T5X8JUNDQ65cucKNGzfw8PBgxIgRuLi46LosIYQQQgghhBDiZ5pySIyEm6cgLf7nsKpOqEBPBd4doE03cHCvCOKEzkkg9hyKi4uJiYnRdRkNhqIoREZG0qZNGwIDA2X1SCGEEEIIIYQQDVtOBkSfh9Q4yE6rCMvg2UKyB+9jaAz2buDmBz6dwMSsdusWz00CseeQnJxMVlaWrstoUAwMDGjTpo2EYUIIIYQQQgghGhdNOWSnQ2YSZCZDRiJkp4LmMcFYZfjl4F7x//YtwMJWRoI1cBKIPaPy8nIiIyORh686Ly8vLCwsdF2GEEIIIYQQQgjxfDTlFf3GytWgLoPysoqRYPoGYGAI+oZgYi7hVyNkoOsCGqvs7GwJwx4iMzNTAjEhhBBCCCGEEI2fnj6YWem6ClEH9HRdQGOkKIo00n+EvLw8WXVTCCGEEEIIIYQQDZYEYs+gsLCQ0tJSXZfRoElvNSGEEEIIIYQQQjRUEog9Axkd9nhZWVkypVQIIYQQQgghhBANkgRiT0mj0ZCbm6vrMhq88vJy8vPzdV2GEEIIIYQQQgghRDUSiD2loqIiXZfQaMhjJYQQQgghhBBCiIbomQIxlUpV5aanp4eNjQ29e/fmxx9/rPOpcn/84x9RqVQsWbKkTq9Tk+Li4lo7V0ZGBsHBwQQGBvLRRx/V2nkbiucJxE6cOIFKpeIPf/hDtX03btzgjTfeoH379lhbW2NsbIybmxtjxoxh2bJl0t9NCCGEEEIIIYQQj/RcI8Rmz57N7NmzmTlzJgEBAZw4cYIXX3yRGTNmPFdR/fr1Q6VSkZCQ8FznqQtFRUXMnTuXwMBAkpKSnutcu3btory8HID9+/dTUlJSGyU2GIWFhc983+3btwMwZswY7TZFUfjoo48ICgriX//6F3l5efTv358JEybg7e1NeHg4s2fPpm3bts9duxBCCCGEEEIIIZoug+e58y9HaO3bt48RI0awZs0aZs6cyahRo57n9A/1+uuvM23aNFxdXevk/I/yPCHPL1WGPo6OjmRkZHDo0CGGDRtWa+fXtfLyctRqNQYGT/9jtm3bNtzc3OjYsaN224cffsjf//53nJ2dWbx4MSNGjKhyn/v37/PFF1/w+eefP3ftQgghhBBCCCGEaLpqtYfY4MGDmTVrFgBbtmypzVNX4eDggL+/P9bW1nV2jZpoNJpam45369YtoqKicHFx4a233gJ+DsiakmeZNhkbG8vNmzcZNWoUKpUKgLNnz/Lpp59iamrKoUOHqoVhALa2tvz1r3/l0KFDz123EEIIIYQQQgghmq5ab6ofEhICQGJiIgDZ2dl8++23DB06FE9PT4yNjbG3t2fYsGHs27evyn0TEhJQqVQcOXIEAG9v7yq9yio9qoeYWq3m+++/JzQ0FCsrK0xNTQkODubrr79GrVZXO97Ly0t77h9//JGgoCBMTU1xcXHh5ZdfJjs7W3tsZGQkgYGBnD9/HoBhw4YRGBiovT2NyvBrxIgRDB48GFNTU06ePElWVtZD75Oamsonn3zCqFGj6Ny5Mz179mTq1Kl8//331VZ0VBSFXbt28eKLL9KrVy86derE0KFDeeeddzh9+nSN5/7rX//K8OHD6dSpEz179uS1114jIiKixloiIiJ48803GTJkCB07dqRfv35Mnz6dr776qsoouqKiInbt2sXgwYNxc3PD2NiYFi1a0KtXLz7++OMaz71t2zYARo8erd32j3/8A0VRePPNNx87JbJnz55Vvj527Bivv/46QUFB2NraYmpqir+/Px988EGV57fS4cOHUalUzJkzh9TUVBYsWIC7uzsGBgZ8/fXX2uMSExN5/fXXad26NSYmJtjZ2TFq1ChOnjz5yPqEEEIIIYQQQgihW881ZbImeXl5ABgbGwNw+vRp3nzzTby8vGjTpg2hoaHcuXOHvXv3snfvXn788UfmzZsHgIWFBbNnzyY8PJy0tDQmTpyIhYXFE1+7qKiIkSNHcujQIezs7OjevTsmJiacOXOGt99+m0OHDrF582b09KrngO+//z7//Oc/6devHz4+Ppw4cYIffviBmzdvcuTIEVQqFQYGBvz/9u49Kso6j+P4Z2AA5X5ZhUANa42OmlpJibURpKYLta6a7bp73LQ29izHanEX2/aEq9mx9aS1tZdCxShqN68buEjuorBE3i1SUbsgpaaIIDIRcpHZPzjz5DiDioJDzft1Dkdn5nnm+c4z89fnfH/f3/3336/S0lLV1NQYQVZntbW16d///rckKTk5Wb6+vkpISFB+fr42bNign/3sZw7n7Nq1S7NmzZLFYlFUVJTi4+PV1NSkQ4cO6W9/+5sSEhJ04403Smpfqpienq6NGzfKy8tLN998s8LCwnT8+HGVlJSopaVFo0aNMt77ww8/VGpqqurr6xUdHa277rpLtbW1ev/991VaWqrnnnvObilnUVGRHn/8cVmtVt10000aMWKE6uvr9cUXXygrK0tTp06Vr6+vJOnVV19VRkaGPD09dccddyg+Pl4nT57U/v379cc//tHp0Py8vDz5+vrqnnvuMe5XQUGBJF3WfLrf/e53Kisr07Bhw3TPPffozJkz2r17t/70pz9p/fr12rp1q9PfWXV1tWJjY9Xa2qo777xTZ86cMT7Xli1blJSUpFOnTikmJkZJSUmqrq7Wu+++q4KCAr355pt68MEHO10rAAAAAADofl0aiFmtVq1fv16SNGzYMElSTEyMtmzZYhfASNIHH3ygxMRE/eY3v9HUqVPl7++v733ve3rttdd09913q6qqSs8//7yio6Mv+fq//e1vtXnzZj344IN69dVXjSWVFotFP/nJT5Sbm6vMzEz96le/cjj3jTfe0EcffaSYmBhJ0smTJxUXF6eSkhJt3rxZiYmJCgoK0rPPPqsZM2aopqZGs2fPVlRUVKfv0/bt23XixAnFxMRo0KBBktqDsfz8fK1fv94hEDt9+rTS0tJksVg0e/ZsTZ8+3S7U+/DDD9WnTx/j8bJly7Rx40Zdf/31+stf/qJ+/foZr1ksFh04cMB4/NVXXyktLU0NDQ1G95nNvn379Oijj2ru3Lm67bbbFBoaKql9dlxbW5uWLFmisWPH2tW6d+9eBQcHG49feeUVmUwmbd26VSNHjjSet1qtRifguerq6lRSUqKkpCT16tVLklRRUaH6+nr5+PhoyJAhF7/B55k7d65Gjx5tt8S2qalJjz32mDIzM7VkyRJlZGQ4nJefn68f//jHeuutt4xaJKm+vl6TJ09WfX29cnJy7L6vnTt3aty4cXrkkUeUmJho970AAAAAAICeoUuWTJ49e1affPKJZs6cqS1btsjHx0czZsyQ1L7s8fwwTGpfWmnrSuqKmU8nTpzQ0qVL1b9/f61YscIu/AgICNDy5cvl7e2tv//9707Pf+aZZ4wwTGqfU2YLzv73v/9Jag9xuoJtueS54VNcXJxCQ0O1d+9eHTp0yO74NWvWqLa2VnfccYceeughhw63ESNGKCwsTJLU0tKi7OxsSdL8+fPtwjCp/V7ExsYaj9etW6fq6mr9/Oc/d9gEYciQIUpJSdHXX39tBJ1S+/B6SU6/16FDh8rPz894XFtbq+DgYLswTJJMJpPuvvtuh/M3bNig1tZWu90la2pqJLXPCPP09HQ452ImTJjgMG/Ox8dHL774osxms9555x2n5/n4+Ojll1+2C8MkKSsrS8eOHdMTTzzhEF6OHDlSTz/9tL766ivl5OR0ulYAAAAAAND9rqhD7Ny5XjYBAQHKzs7W9ddfbzx39uxZFRYW6v3339exY8fU1NQkqX2w/Ln/XomioiK1tLRo/PjxTpcxRkREaNCgQdqzZ48aGxsdjhk3bpzDOTfccIMk6dixY5K6JhA7c+aMCgsL5eHhYTcY3mw264c//KFycnKUl5enxx57zHjNNvPrgQceuOj779u3TxaLRTExMUaX3oXY5l2NGTPG6eu33nqrpPbOL5vBgweroqJCTz31lFJSUjR48GCny1Cl9lBt165devjhh5WWlnbRDq/c3Fx5eHgoKSnporV3xtGjR5WXl6cDBw6ovr5ebW1tkiRvb+8Of3+33HKL0w7AjRs3SpImTZrk9Lwf/OAHkto7AQEAAAAAQM9zRYHYL37xC0mSh4eHAgMDddNNN2nSpEkKCQkxjjly5IiSk5NVVlbW4fvY5o5dicrKSknS0qVLtXTp0gseW1tb6xB0nN9JJbWHe5KMAM8WolyJTZs2qaGhQaNGjVLfvn3tXktOTlZOTo7y8/M1a9YsI3A8fvy4JKl///4Xff/OHCtJX375pSQZu4N2xNYVJkmPP/64PvnkExUVFamoqEiBgYHGYP3k5GRjfpwkZWRk6IknnlBWVpaysrIUHh6u+Ph4TZo0SVOmTLHr+GptbVVBQYFuu+02hYeHG8/but9OnTqls2fPdrpLbMmSJXryySfV0tLSqfMGDBjg9Hnbb+384f3nO3nyZKeuBwAAAAAAro4rCsSc7fJ4vkceeURlZWWaPHmy0tPTFRMTo4CAAHl4eCgzM1MpKSld0nllC6tGjBih4cOHX/DYcwMbm446nM7lrCOus2zLJSsrKzV9+nSn1zh69Kh2795tdGd1J9t9u9gGAQMHDjT+HxERoX/+85/avn27iouLtXPnTiMcW7FihXJycow5YjfeeKPKy8tVUFCg/Px8FRUVaeXKlVq5cqXi4uJUVFQkb29vSe1LU+vq6ux2l5Sk6667ToGBgaqvr9e+ffsuqfPNZuvWrZo9e7aCgoKMTRMiIiKM30BkZKTRAXi+85dK2tju2ZQpU+yWh57PtskBAAAAAADoWbp8l8lzNTQ06D//+Y/Cw8P19ttvO3T2VFRUdNm1bB1ed955p15++eUue99zeXh4XFEoVlNTYyx/PH78uNHN5UxeXp4RiEVEROjQoUM6fPiwsYyzIxEREZKkw4cPX1JN4eHhqqys1MMPP9ypgfVms1mjR4/W6NGjJbV3mmVkZGjbtm3KyspSWlqapPaAr1evXpo4caImTpwoqX1Z57Rp07RlyxYtW7ZMv/71r43PLMlufpjUft/Hjx+vlStX6q233upUILZu3TpJ0rPPPmt0NNo0NjZe8DvoSL9+/XTw4EE9+eSTVyW0BAAAAAAAXatLhup35PTp02pra9M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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Define the neural network fractal\n", "def define_layers():\n", " return {\n", " 'Suis': ['Patient Access/Care', 'Hospital Records', 'Disclosure Risk', 'Collaborators', 'Databases', 'Analytic Scripts', ], # Static\n", " 'Voir': ['Information'], \n", " 'Choisis': ['Baseline', 'Decision'], \n", " 'Deviens': ['Adverse Event Markers', 'Comorbidity/ICD Codes', 'Temporal Changes'], \n", " \"M'èléve\": ['Mortality Rate', 'Organ Failure', 'Hospitalization', 'Dependency', 'Physical Frailty'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = { # Dynamic\n", " 'yellow': ['Information'], \n", " 'paleturquoise': ['Analytic Scripts', 'Decision', 'Temporal Changes', 'Physical Frailty'], \n", " 'lightgreen': ['Databases', 'Comorbidity/ICD Codes', 'Organ Failure', 'Dependency', 'Hospitalization'], \n", " 'lightsalmon': [\n", " 'Disclosure Risk', 'Collaborators', 'Baseline', \n", " 'Adverse Event Markers', 'Mortality Rate'\n", " ],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Calculate positions for nodes\n", "def calculate_positions(layer, x_offset):\n", " y_positions = np.linspace(-len(layer) / 2, len(layer) / 2, len(layer))\n", " return [(x_offset, y) for y in y_positions]\n", "\n", "# Create and visualize the neural network graph\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", "\n", " # Add nodes and assign positions\n", " for i, (layer_name, nodes) in enumerate(layers.items()):\n", " positions = calculate_positions(nodes, x_offset=i * 2)\n", " for node, position in zip(nodes, positions):\n", " G.add_node(node, layer=layer_name)\n", " pos[node] = position\n", " node_colors.append(colors.get(node, 'lightgray')) \n", "\n", " # Add edges (automated for consecutive layers)\n", " layer_names = list(layers.keys())\n", " for i in range(len(layer_names) - 1):\n", " source_layer, target_layer = layer_names[i], layer_names[i + 1]\n", " for source in layers[source_layer]:\n", " for target in layers[target_layer]:\n", " G.add_edge(source, target)\n", "\n", " # Draw the graph\n", " plt.figure(figsize=(12, 8))\n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color='gray',\n", " node_size=3000, font_size=15, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " plt.title(\"Ecosystem Integration\", fontsize=23)\n", " plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_The Scientific Enterprise: Ecosystem, Navigation, Decisions, Tracking, Outcomes_. The **Ecosystem** encapsulates the intricate flow of information, decision-making, and outcomes within clinical medicine and public health. It functions as a **multi-layered neural network**, where patients, students, researchers, and clinicians navigate a complex landscape filled with both opportunities and inefficiencies. At its **front-end (yellow node)**, the web app serves as a transparent, personalized tool, guiding prospective kidney donors through risks, benefits, and post-donation considerations. But beyond this immediate utility lies a **deeper infrastructure**—a structured backend where information, data, and decision-making processes interconnect dynamically. Students exploring this system may uncover the technical mechanics of data flow, decision nodes, and analytical scripts that underpin clinical research. Meanwhile, **principal investigators and research labs act as key agents**, shaping the ecosystem through their decisions on disclosure risks, collaboration, and methodological rigor. As stakeholders engage with the platform, they are not merely passive participants but active contributors to the **evolution of an adaptive, decentralized, and highly efficient medical knowledge network**. This ecosystem is not just a digital tool—it is an **epistemic revolution**, inviting users at every level to move beyond static knowledge and actively shape the future of patient care, research, and public health decision-making.\n", "```\n", "\n", "\n", "\n", "
\n", " + Expand\n", "\n", "Consider how inefficiencies in data-sharing, organizational silos, and static risk models create barriers\n", "\n", "
\n", "\n", "" ] } ], "metadata": { "kernelspec": { "display_name": "myenv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }