{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "image/png": 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UZfXs2ZPjxo1jaGjoe9f4gwcPGBsbm6vG/fz8aGtrm+uqmhMmTFBpShkVpaen\nt+1zMoiKwhgC0BLADQBRAMZrOF4eQDiAZACjs+wvCeAvAFcBXAEwvCiuKc8Jzc3No+zt7blnz54c\nYhRFkf7+/ixXrhzXrl3LgIAAAmDDhg01iiW/7N+/nw4ODqo485s3b7JHjx7ctm1bkeT/vhFFkS4u\nLnR3d+eRI0dyjIo/fPiQAOjg4FBkZW658CjHRmZ0WEeOHMmFCxdy4MCBrF+/PrW1tblixYq3zgO4\nceMGy5YtSz8/PwYFBeX7g4FZR0p69+6t0SjavXs37ezsOGbMGI0jTkuXLqWlpSVbtmypyktPT+8H\nFt1LNNLa2po7duzQ2OBu3LiRLi4uXL16tUrjSk9OYQkJCaGtra0qpObu3bvs1avXJ7OcvCiKrFKl\nCuvXr8/Dhw/nePE/efKEAGhhYVFkZSpfoFk3MuNlPm7cOPr4+HDIkCF0c3Ojjo4OlyxZovEjkUru\n3LnDcuXKcenSpQwKCsr3d7yUoRFAxtfLHzx4kCNNUFAQ7e3tOWzYMI1zw1auXElLS0u2bt1alZe+\nvv4EFpHGFQpFuKWlJTdv3qxR4zt37qSjoyNXrVql0ri9vX2+7kNuhIaG0srKSvXsP3r0iH369Pno\nwmHehvKbaocOHcoxN/Cff/4hkLHsdFHxbOEItU1pFImiyEmTJnHu3Ln84Ycf2KhRI+rq6nL+/Plv\nDa9+9OgRy5cvz4ULFzIoKOid4cnZcXFxUemyXbt2GkfIjxw5QicnJw4aNEjjvJuAgABaWlqyVatW\nqrwMDAxmseja8RAzMzOuX79e4wBVYGAgS5QoQX9/f/7222/U09OjsbFxkXSyIyIiqFAoVO/H6Oho\nent7c9myZYXO+0PRrFkzVqpUiUFBQTnayxcvXlBbW5s6OjpFNoDxLCZeYztOkjNmzOCsWbM4YsQI\nfvnll9TT0+OMGTPeGkXy7Nkz1feyDh48+M5Va7OTdQn5Zs2aaXxGQkND6erqSm9vb42rDm7bto0K\nhUI1HzizXVjyuRhEhTWGAGgDuA3ABYAegIsAKmZLYw2gNoBZ2YwhOwA1Mv8vB3Az+7kF2fKc0Nzc\nPGratGk8d+4cDx48yNDQUPbs2ZPu7u6sXbs2XV1d1TwM7u7urFChwls7H3nh4cOH1NHR4ebNmwuV\nT3EyceJEmpiYcPbs2RqPp6WlUU9PjyYmJvzuu+8KPXKuyRDKbhSRzOHO/eabb3LNc9OmTQTATp06\nsWnTprQTh0P/AAAgAElEQVS2tmZ4eHie66T8WKwyBKFEiRLs1asXFyxYwBUrVnDt2rWMjo6mr68v\nPTw8+NVXX2lsbC9fvsxOnTrR2NiYFhYWBEBtbW1fFs1LNHLMmDGMjIzk/v37efLkSfbt25cNGzZk\ngwYN6OTkpHbNbdq0YalSpQo9t+v58+fU1dX9pDqF2ZkxYwbNzc35888/55pG+f2dwYMH57sTlp1n\nMfGqLTejiMyp8bctZLBr1y5VmmbNmtHKyipfS1Bn9fBWr16dNjY27NmzJ+fPn8+VK1dy1apVfPLk\nCZctW8YWLVrQw8NDYyjVjRs32K1bN8rlclpaWiq9oCtZBBpXKBThQ4YM4ZUrV7h7926ePXuW/fv3\nZ/369fnll1/SwcFBLSyle/futLW1LfSk/ZiYGOrr63P+/PmFyqc48fX1pUKh4I8//phrGmtraxoZ\nGXHgwIGF9g5lN4Syb0p0dXXVNN6iRYtc81R+u06pcYVCweDg4DzXafr06apyKlSoQGtra/bo0YNz\n587lqlWr6O/vz4cPH9Lf359t27alm5ubRqP/9u3b7NWrF01MTLJqfAuLph0P6du3L2/cuME//viD\nFy9e5KBBg1i3bl16eHjQzs5OzVvUv39/mpqaFjoqIzExkYaGhpw8eXKh8ilOfvnlF9rY2HDAgAG5\nGofOzs40MjLigAED3vnpgHeRtR1/m1FkY2OjpvH69evnWr/Q0FDVgJSyHc/PiqNZva7Ozs5UKBTs\n1q0bZ8+ezdWrV9PPz4/37t3junXr2KFDB9aqVUuj0X///n16e3vTzMyMCoVC6QXd+zkYREVgDNUH\ncDDL3xMAaBz0AzA1qzGk4fhuAM0Ke015Tmhubh6lpaVFR0dHWlpa0sHBgR4eHrSysuLu3btzdFxf\nv35NGxubAsfdKqlXrx7Lli1bqDzInCFjH4pr164RAG1sbGhgYEBBEAiArq6uqjSvXr2itbU1V61a\nRQ8PD44cObLA5b3LEMpuFJ0/f55mZmYcMWIEHRwc+Ndff2nM98WLFzQyMlIt8bp//34qFIq3xodn\nJT4+nn379lWFlxw4cIAA6OnpyWrVqqlWCwRAmUzGypUrq0LQckP5XaZMg2g5C/8SjdTS0qKDgwOt\nrKxoZ2fHFi1a0MTEhDt27MgxlysuLo4lS5ZUfSS3oHh4eBRJOFz6rXCm38q7gVpU3L17V6VxQ0ND\namlpEQDNzc1VaWJjY+ng4EA/Pz+2atVKFZZSELK/QN9lFF25coVWVlb87rvv6OzszP3792vMNyYm\nhmZmZgwICCCZ4a1TKBR5/hZGYmKiKgxo586dPHz4sMpDXqNGDVavXp3m5uZExnwgVqtWjWPHjn1r\nnqIoqj5UrK2t/RsLqXGFQhEuCALt7OxobW1NGxsbtmnThoaGhty6dWsOr3ViYiLLlCnDiRMn5uke\n5Ebbtm1pa2tb6FDSxEB/tZCxD4XSs2ltbU2ZTEYdHR1V26MkISGBrq6uXLJkCb28vNi3b98Cl/cu\nQyi7p+jmzZssUaIE+/fvz/Lly+e6FHd8fDytra1VH3c+ceIEFQoFL1++nKd6JScnc/jw4QTATZs2\n8cSJEwQyPrRZq1YtVqtWTTVIBYC1atXi0KFD35lvltDnP1j4djxEEARaW1vT1taWCoWCHTp0oLa2\nNjds2JBjACI5OZmVK1fmiBEjWBh69OhBCwuLQmv84uPXvPj4w6+2+PLlSwKgQqGgTCZTM7KVJCcn\ns2LFivTx8WHXrl3ZuXPnApenbKPz0paTGZ57Jycn9u7dm1988YWqnc5OUlISHRwcVNM0Tp8+TWtr\n6xzTE3IjNTVVNbC1atUqnjp1ikDGh+/r1KnDL774QmXcABmLSPTr1++d+TZs2FCp8UOfukGUR2Po\nHoCILNtA5fkAOgNYneXvPgA09uHeZgwBKAXgAQCTwl5Tvoyh1atXMy0tjefPn3/nKErnzp0JZHx4\nLigoSOOyzrGxsezduzfj4uKYkpLC9evXq8Vp/vXXX7S3t89zh1sTb/OMfAgWLlxIb29vxsfHq8Xb\n+vn5kcx4iQGgu7s7r127RktLS16/fr1AZeXHEMq6PX78mKmpqdy2bRvr1KmjccTl7t271NfX56VL\nl1T7Ro4cmS/DTRRFbt68mXZ2dvz6668ZEBDALVu28NWrVzxx4gSjoqJ4+/Ztnjx5ks7OztTR0eGv\nv/6qsT7R0dGqDrjynmppaW1g4V6ikcuWLWNqaiojIyNzjRlW8u233xIAR44cyQMHDmgcPU9ISGCf\nPn346tUrpqamMiAggPfv31cdDw8Pp42NzVsnZL4LpRGUdfuQrFixgl27dmViYiLXr1+vMviVAyH3\n7t1TeUuioqJoZWWVY8J+XsnNEHqXUfT06VOmpKRw3759rFy5ssYOy+PHj2loaKi2ItbPP//MQYMG\n5auOO3bsoIODA3v27MnffvuNmzdv5r///svQ0FDeunWLUVFRPH/+PMuUKUMdHR0uXLhQo8aVy7mW\nKVMmq9G/i4XQuEKhCPfx8WFKSgqvXr2qpkVNjB49mgA4dOhQ7tu3j8+ePcuRJikpid7e3nz27Jlq\nYYasIYbnz5+nlZVVgds18v8aVxpDH9ogCggIYJs2bZiUlMRNmzZRW1ubAFTefqWx5Orqynv37tHG\nxqbAC3jk1RDKbhRFR0czKSmJR44cYenSpTUuxPPixQvK5XK1Qa/Zs2ezT58++arj3r17WapUKXbp\n0oXr1q3j5s2b+eLFC4aFhfHmzZuMiorilStXWLFiRero6HDGjBkan7nk5GQCGUsWZ2nHD7Nw7XjI\njBkzmJyczBs3bryzbVXOZxwwYAD37NmjsW+TkpLCb7/9lo8fP6Yoity6dava4lFXr16lpaWl2vsx\nvyiNoKzbh2THjh1s0qQJU1JSuH37dpUxpPR0KT8ToFAo+OjRI9rb2xd4cYOsbXN+2vJnz54xISGB\n4eHhLFmypEbPekxMDC0sLNQGvZYsWcJOnTrlq44HDx6kq6srvby8uHbtWm7evJnPnj1jeHg4r1+/\nzlu3bvHWrVuqzwVMmDBBo8bT09NV3qws7fipT9kgKmso45Fqdd66vcMzVGhjCIAxgLMAOhbFNeXL\nGMqrZU1mjKquWbOG48ePp7u7O62trRkUFKR66T979oyNGzcmALVv63h7e5PMePBcXFy4b9++PJeZ\nlbyGihU16enpPHbsmKpRvHTpEi0sLFShC1OmTCEAbty4keT/G5iOHTuyUqVK9Pcv2EteU0N68fHr\nPBlDyrTp6emsUKFCjrCJN2/e0NjYmKampmqhXA8fPqS5uXm+v1/0+vVrzp49mw0aNFD97sbGxrS0\ntFR5g0RRZOfOnWliYqLRi5CQkKB0O3PQoEGqL0ZraWltZ8Ffohq/M5Qbx48f56pVqzhx4kR6eHjQ\nwsKCe/fuVWn85cuXqpjhZs2a0cDAgADYtm1bkhkT0suXL59jkmpeUXYKNRlD79MgEkWRoaGhPH/+\nPMkMg97S0pKenp5MSUmhr6+vmsGv/A5J8+bNWbt2bS5atKhA5ebl5fkuo0gURdaoUSPH5Nfk5GSa\nmprSxMSES5YsUe1/9uwZzc3N+fTp0+zVeStv3rzhvHnzVJPEkTEvggqFQrWAgCiK/PrrrymXy9m3\nb98cBlFKSopau+jt7a3UeDALqPHcvjOUG3///TdXrVrFSZMmsWnTpjQzM6NypS4y41lu27YtgYzP\nJijnTbm5uZHM6Jh88cUXBV4VUZOuP4RBJIoiw8PDVaPJ9+/fp0KhoLu7O+Pj47ly5UoC4Ny5c0lm\n/N5aWlp0c3Nj48aNOWvWrAKVWxBDKLtRJIoiGzZsmCO0XBRFKhQKmpiYcM6cOar9r169ooWFxTsN\n4+zEx8fT19dX7f2tra1NKysr1QICJDlkyBDK5XJ27tw5h8bT09NVK7j16NFD5XXS0tI6yYK34xq/\nM5QbZ86c4cqVKzl16lRVJMCWLVtUHdvY2FjV4G6dOnVoa2urChNUHq9bt66qvSsIub2/37dBdObM\nGZXRHh0dTSsrKzZq1IivX7/mli1bCGSszElm/N5GRkasXr06W7VqpdqfXzS1y/lty8mM7/OtXr06\nR/6Ojo40NjZWC1eMi4ujlZVVjtWP30ViYiIXL16s6l8oN2traw4cOFCl59GjR9PY2FhjeL8oiqpB\n206dOqlW9dXS0rr8qRpERWAMFSpMDoAugIMARhbVNWnhPeHp6YlvvvkGc+bMwV9//YVVq1ZhxIgR\n6N69OyIiIlC9enU0aNAAr1+/xqRJk9C2bVs4ODhg7dq1mDRpEqysrHDnzh189dVX+S5768XHRZIm\nr1y7dg2CIODbb7/Fy5cv0bhxY1SpUgXffvstBg4ciK5du+LgwYNISUlBTEwMAKBMmTIAAIVCgWPH\njuHcuXOwt7fHjBkzUKNGDQiCgDZt2qjKIInk5OQcZUc+iUHkk5hc61bRyhgVrYzzdB2Xo2PRrl07\nnDp1KscxLS0tTJkyBWvXrkVgYCBiY2Nha2sLW1tbhIWF5Sl/JaamppgwYQLCwsLw559/ws3NDW5u\nbggICICPjw+SkpIgCAJ+++03iKKIkJAQbN26VS0PQ0NDXLlyBaampvD398fz589RoUIFiKLYRUdH\nZ0m+KlRAGjVqhG+//RazZs3C4cOHsWnTJkyYMAFt27ZFZGQkqlevjsqVK+P169eYNWsW2rZtCzMz\nM+zevRvz5s2DhYUFrl+/ji5duuS77KSgle9MI0adLMhlaeT27dsQBAHdunVDXFwcGjZsiOrVq6Nv\n377w9vZGjx49cPjwYaSlpak0XqlSJQCAubk5zpw5gwsXLsDe3h4+Pj6oXbs2BEFAgwYNVGWQRFJS\nUo6yU15FI+VVtOpv0/Q3eapzjLYJYrRN1Palvv4HbVt44uTJnPdGEARMnjwZW7duxa5duxAbGwsL\nCws4Ozvj+PHjeSpTiVwux9ixYxESEoLAwEC4ubnhyy+/xObNm+Hj44OEhAQIgoBVq1ZBS0sLp0+f\nxrp169Ty0NXVxa1bt2BjY4P169cjIiICderUgSiKzXR1ddflUnSRUr9+fXz77beYPn06Dh06hJ07\nd2LmzJnw9PTEtWvXUKNGDZQsWRKvX7/GggUL0K5dO+jq6uLEiRP45ZdfYGpqiosXL6Jv3775Ljsv\n+s3Lc5BXHjx4AEEQ0KpVK6SmpqJ+/fqoVasWunfvjp49e6JXr144evSomsarV68OIOP3vnTpEiIj\nI1GiRAksXboUdevWhSAIKFeunKqM3DT+fNGPeL7oxyK5juSDq9C+YXWNGieJSZMmYe/evdi6dSti\nY2NhYmKCChUq4MiRI/kqRyaTYeTIkdi3bx/++usvNGzYEE2aNEFAQACWL1+ON28yntPly5fDwMAA\nN2/exPLly9Xy0NLSwpUrV+Dg4IAtW7bgjz/+gKenJ0RRrKurq7uj4Hch79SqVQsDBgzAlClTEBQU\nhH379mHhwoVwc3PDrVu3ULNmTZiamuLVq1fw8/NDu3btAABXrlzB+vXrIZfLcerUKQwaNCjfZb/r\n/a1MU1RER0dDEAS4ublBFEXUrl0b9erVg5eXF7p27YrevXvjxIkTSE1NVWm8Vq1aADJ+70uXLuHa\ntWuws7PDypUr0aBBAwiCACsrK7Vy8tKO54fsbXnKq2i0ae6hUePp6emYOHEijhw5gvXr1yM2NhYy\nmQzVqlVDSEhIvso1MDDA8OHD8eeffyI8PBxubm7w8PDA2rVrsWnTJkRHZ1zP/PnzYW5ujujoaCxY\nsEAtD0EQcO7cOTg7O2Pnzp1YvHgxOnToAFEUK+no6AQV4HZ8DpwBUEYQBGdBEPQAdAewJy8nCoIg\nAFgD4BrJhUVVISHTynonFhYWUYcOHXKtWbNmgQu7cuUKKleuDIVCgZUrV6JDhw4AAFEU8fXXXyM2\nNha7du1CnTp1YGhoiFevXiEyMlItjzdv3sDAwAB6enoAgISEBKSmpsLU1LTABk73L+zzlT45ORl7\n9+6Fjo4OqlWrhmHDhiE4OBg9e/aEn58fDA0Nc5zj7u6Os2fPIi0tDYmJiaprkcvlmDhxItLS0jBv\n3jxERUXB3d0dr169wp07d6Cnp4dly5ZhzZo1ePr0KWxtbdGuXTv0Hj4BRsbyfNX76vM4jfuzGkuT\nRgxB5Wo1MWviKLU0f//9N7y9vVG+fHmcOHECsbGxcHd3h56eHnbv3g1dXd181SUrZcqUgZmZGe7e\nvQtHR0ckJiaie/fuGDJkCH744QcYGRlh3759iIiIgKOjo9q5oaGh+Oqrr/DmzRvIZDKYm5vj8ePH\nICnktx4KhSLyzz//rNKoUaMCX8vdu3fh4uICKysrLF68GD179gSQ0QkZNGgQ7t69i0OHDsHT0xNJ\nSUn4559/EBUVpZZHbGws9PT0oK+vDwBITExEcnIyzMzMcu386ZWu+tZ6aZWul6/rSE1Nxd69e6Gt\nrY2qVati/Pjx2L17N9q3b4/NmzdDR0cnxzmenp44deoU0tPTVRp/+fIlLCwsMHPmTERHR2PZsmW4\nc+cOWrZsiTt37uD+/fuQy+VYvnw5Vq9ejUePHsHa2hqtW7fG7J/HwNTEJEc5Wclu7ORGVgNq2JgJ\ncCpZEhOmTFdLExERgV69eqFixYr466+/EBcXBw8PD6SlpSEwMFD1exSEmjVrIi0tDU+ePEGpUqXw\n+vVr9OjRA0OHDsXYsWMhiiKCgoIQHh6O0qVL56iXp6enqnNZsWJFXL16FQAMSebsdbwFKyur8A0b\nNtRr2bJlga/l2bNnsLGxga2tLWbOnIn+/furjg0fPhwREREICwuDl5cXoqOj8eDBAzx58kQtj7i4\nOOjo6MDAwABAhsaTkpJgbm6eJyMoJSoyxz6DlgPzdR1paWnYt28fBEFA5cqVMW3aNPz+++9o1qwZ\ndu/eDS2tnGOFzZs3R1hYGEgiISEBQEYH08bGBgsXLsTly5exZs0a3L9/H+3atcOlS5dw584dKBQK\nrFixAv7+/rh37x6sra3RrFkzLBzWC0bP7wEAYq9dy1f9NSGvUAEA8POOYzA2kmHqklVqxyMjI9Gt\nWzdUrFgRISEhiIuLg6enJ+Li4nD48GGN76680qRJE0RHR+Ply5dwcXHBP//8g549e+KHH37AlClT\nEBMTg8OHD+Po0aOqgRIlly5dQqNGjVQd8Lp16yoH5cxJvs5PPRQKRcjKlSs9O3bsWOBrURqJJUqU\nwIQJE/D999+rjk2YMAFBQUE4f/48+vbti+vXr+PWrVt4+fKlmmaU+pDJZAAyDISEhARYWFjg+ZuM\nY0/jUvNVr6olTPOVPj09Hfv37wdJVKxYEQsWLEBAQADc3Nxw6NAhjRpv1aoVjh49CgCqdvzhw4dw\ncHCAv78/jhw5gm3btuHBgwfo1q0bTp48ievXr8PBwQErV67EihUrcPv2bSgUCjRp0gS+M36GLWIB\nAGmWpXKta37b8ulzfJCUnIwFS9QNbOUAY7ly5RAcHIyEhAR4enrixYsXOHbsGIyN8zY4rIl27drh\n8uXLiI+Ph6urKx49eoSePXti+PDhmDt3Lh48eICwsDAEBQWhRo0aaufeuHED9evXx6tXrwAATZs2\nVRpn9iSf5Czt46WczIgrylV+axqPC6fPkqyV23FBEFoDWIyMleXWkpwlCMJgACC5QhAEW2TMNTIB\nIAKIA1ARQFUAJwBcytwPABNJHijMNb03z5AmbG1tMXr0aBw5ckRlCAHA+fPnER4ejoCAADx8+BCn\nT59Gs2bN4OLionb+tGnTYGtri/r162POnDmoX78+LC0t4ejoiJKly2PJ2CE4vGMjbl48m696bb34\nOM+GVHBwMCpXroylS5eiQ4cOCAoKwvHjx5GcnIyWLVvCwMAAqamp+OOPP+Di4oJu3boBAI4ePYqw\nsDBlJwYAVCNxoaGh8PHxwZUrV1CmTBn8/vvvqFevHqpVq4YyZcrgwYMHOHDgAJKSkjDW/3fcfhQN\nj2rlMGZwPzx+eD/P15kXD9GVyAtwdHHNMWLVoEED3Lx5E76+vli0aBG2bNkCExMT7Nixo1CGEACs\nX78e9+7dw4oVK6BQKBAXF4d9+/bBxsYG27dvx7p16/D8+XN07NgRoiiqnduwYUP4+/vD3t4elpaW\nePy46Dx+BcHS0hKjRo1CUFCQyhACMhrowMBA7NixAw8ePMDhw4fRqVOnHBqfP38+bG1tUbt2bcyZ\nMweNGjWCubk5HB0dUd7WEt1nrsDawBMIvXRT7TxNncOsiFEn8+wpOnr0KKpUqQJfX194eXlhz549\nOHz4MJKTk9G6dWtoa2urOpKurq7o1asXAKg6OlmNu6CgjIGvsLAw/PLLLzh79ixcXV2xefNmNG3a\nFDVq1EDp0qVx48YN/Pnnn0hKSkLo5uVIevEIzhWroVu37rh37kSudc2rlygrZ89fQGlX5xwjlbVq\n1cKNGzewaNEi+Pr6YufOndDX18fu3bsLZQgBgL+/P548eYJffvkFNjY2iI+Px6FDh2Bra4uAgABs\n3LgRb968QatWrXJovFatWtiwYQOsrKzg6uqatQ35oO23ErlcjlGjRmHXrl1qhtD9+/exZcsW7Nu3\nD/fv38euXbvg7e2dQ+PLli2DnZ0dqlWrhrlz58LDwwPm5uZwcnJCxdLO6DBkHFZu3YUj4RG51kGT\n8Z8UtDLPnqK///4b1atXx9y5c+Hl5YUdO3YgODgYSUlJaNWqFQRBQFpaGoKDg1GmTBmVZys4OBjB\nwcG4e/euKq89ezIGNMPDw7Fu3TqEhYWhVKlSCAgIwFdffYXatWvD1dUV586dw9atW5GcnIzAw8eg\nwzSUatwBneb9hhsPoyGvUEFtKwynT0egtJMDxKiTahqvWrUqrl27hqVLl8LHxwf79u2DtrY2Dhw4\nUChDCACWLl2Kly9fYunSpbCzs0NiYiKOHz+u8iJs27YNgiDA3d0d6enpaudWqVIF27dvh6WlJcqW\nLZs1OiHnqMsHwMDAAKNHj8b27dvVDKFnz57Bz88PwcHBuH//PgICAvDDDz/A2dkZGQPWGaxevRq2\ntraoUqUK5s6dixYtWsDU1BSlSpVC2XLl0btbZ/y2dg2unTyar3rlxZOk5MyZM6hduzamT58OLy8v\nbNy4EYGBgUhKSkLr1q0hCALS09Nx9OhRlCtXDl9//TUAIDAwEIGBgXjw4IEqr99//x0AcPLkSWzf\nvh2HDh2Co6MjVq1aBS8vLzRo0AAuLi4ICwvDb7/9huTkZIQfDoSZsSHKV6uDlv1G4PLN29B5eQ86\nL+9prG9+2/KI8xdQ2iVnO16+fHlcunQJfn5+mDdvHoKCgiCKIg4ePFgoQwgAfHx8EB8fD19fXzg4\nOCAxMREnT55UeYN37doFMzMz1KtXD6mp6oZuuXLlsGvXLpibm6sGIzIpXAfqE4XkAZJlSbqSnJW5\nbwXJFZn/jybpQNKEpFnm/9+QDCUpkKxKslrmVihDCPjAnqHc6NOnD+7fv4/Y2FjcuHEDQ4cOxbp1\n63D27Fk4OTkByBhZL1euHDZt2oTTp0/jwYMHqF27NlJc6iAlOQn/PLyPkB0b8ep5NF49+wezNu8v\ncH1y8xTNnz8f48aNQ79+/fDvv//i9OnTiIiIQFpaGvbv348aNWqgbt26qvSpqam4du0aGjZsCDMz\nM4wYMQIxMTFYtmwZDh06BAMDAwQHByMmJgbTpk1DVFQUXF1dVedHRUVBV1cXTk5OOYy1UkYCAvyX\nY/PqFejU2xvfDB0BuUneRo2ye4iyGknbA9bij82/Yd2fgTA0lMHOOOM5tTKR5SnvgrJ+/XrMmTMH\np0+fxtq1a+Hj4wMzMzNcyxwt7dOnDy5fvgwbGxsEBgbmOL98+fJYvXo1lF6d4vIM5cbgwYNx4cIF\niKKIyMhIfP/991i/fj3+/vtvlC1bVllnVK9eHUuXLsX169dx+/ZtVK9eHY0fhSM5LR33X8Zg48nL\neCYCtx79g3P+U9XKeJd3KCu5eYp+/fVXfPfdd/D29kZcXByOHTuGU6dOQVdXF/v370elSpXQsGFD\nVfq0tDTcuXMHderUgZGREUaOHImEhAT4+vriwIEDsLS0RFBQEGJjYzFp0iRcuXIFFStWVJ2v7FQ6\nOzvnMNYSk5Kw9Lft8F2zGX07tMbEIV/DwsxU4+jiu0YVs75oN27dDt+lfjh+cB/k8v9rX8/c9q15\nFJbt27dj3LhxiIiIwO+//46pU6fC2toaly5dAgD06NEDUVFRMDAw0BiWV6NGDcyfPx/NmjVT7jIi\nmZCfOhSFZyg3Ro0ahaNHj8LAwABnzpzB999/jw0bNuDIkSOoUqWKKl2DBg0wefJkPH36FNevX0eV\nKlXQ3iwWaenpuPP0OX4LDsPjF69x9uY9XF8/+5261jQQoDxHk843btyIPn36oG/fvkhOTsahQ4cQ\nFhYGU1NT7N+/H66urmjSpIkqfVpaGh49eoSaNWtCV1cXo0aNQlpaGubMmYNdu3bB0dERBw4cQEJC\nAiZMmICzZ8+qjQrfv38fqampKF26NCKfxKjaVNP0N0hOTsavq9fBZ+ESdG/TDJO+/wYm/z5Qq29+\nPEZKI+qPE2cxZdMBnPpjLYyd/3/v37fG9+3bhyFDhiAiIgJBQUEYPXo0HBwccOHCBQBA586d8fjx\nY6SkpODMmTNqBgSQMbg1duxY9OrVC3FxcQBgRfJFfupQFJ6h3Jg8eTL+/PNPWFpaIjQ0FN999x22\nb9+OvXv3onbt2qp0TZs2xZAhQ5CYmIhLly6hQoUKaNbGC6Io4v69u9i6aSOePnmM48eO4mrUPQD5\n9xIp3+Oa+iu7du1Chw4dVANygYGBOHLkCOzs7LB//344ODigefPmqvRpaWn4559/UK1aNQiCgFGj\nRkEQBMyYMQPbtm1DhQoVsG/fvowB2bFjERYWphbi/OjRI8THx6NcuXI5QuEYHQX/LX9i5i/r0KF5\nY055IxcAACAASURBVEwZ9i1srSwzys3WlufHOxR46DCGjx6PsMOBsFIoVMfet8ZDQkLQp08fnDlz\nBn///TeGDh0KR0dHnDt3DgDg5eWFly9f4tWrV7hw4QK0tbXVzm/RogX69++PH3/8UekxL0Uy76Pa\nHwFF4Rn62CiWkcXslC5dGk+fPsWECRNw4sQJyGQyTJ8+HXL5/8PAtm3bBplMhlq1amHo0KGYN28e\n0srUh5a2NgxkRnAqVxH9f5oNl0pf4M7Vi3h8N+otJb4dpacouwEiiiJ0dXVx7949PHz4EDKZDNWr\nV0dAQAC+++47DBgwAImJiUhMTMT48eNRokQJfPHFFyCJhw8fYvny5fD19YWOjg4aN26MFi1a4K+/\n/sKePXswYcIENUMIACLiDRH+Wkej1+pePPFl76H4PSQM/754jrZuNbBxlV+eru9tHqIuffrBuUw5\nTB87Qm2/0q3/vvD29kbTpk1Rr1491fwre3t73L59GwCwYcMGbNiwAdevX9d4/sCBAzF9+nS8fp2v\niIoPhouLC54/f45hw4bh1KlTMDIywuTJk2FhYaFKs3fvXiQmJsLNzQ0DBw7EvHnz4Pn0FHS0tWCk\nr4uKJRSY3dEddaxNce3BU1y+q66Ld3mHsqL0FGU3QNLS0qClpYW7d+/i4cOHMDY2Rt26dbFhwwYM\nHjwYffv2RUJCAlJSUvDTTz+hZMmSKFeuHERRRHR0NBYvXoz58+dDX18fLVu2hLu7O44cOYI///wT\nP/74IypkG/F2Sv8HTun/aPRaGRoYYNygvojcvwnxCYko37wb5vkHaBxdfNeoYtaXbK9uXVCvdk30\nHzoMWQeDChrPnle6du2KLl26oF69eoiLi8OwYcNgbGyMhw8fAgC2bNmCzZs348aNGxrPHzhwIKZN\nm4Y3b94gc8W+jwpnZ2e8fPkS/fv3x/nz52FiYoKJEyfCxsZGlSYkJASPHz+Gh4cH+vXrh3nz5qHF\n87NIunUTaXduwzHxDeYP7IpmNSvi/j8vcfbmvXfqWq901Rybktw0DmTMg3v06BHkcjkaNWqEgIAA\nDBgwQDUvLj09HVOmTIGzszOcnZ2RlpaGly9fYsGCBZg7dy5kMhm8vLzg5uaGkJAQ7NixA0OGDFHN\nI1IiM7eCqXUJ1Yi+stMbo22CJJkV+g0biwunTkA0NEGFlj0x58BptWvIj6dIaTh1bFQTrRo3QM8f\nJ6t5Gp+/SXivbXmbNm3Qv39/1KtXD0+fPsX48eMhCIIqTHLHjh3Ytm3bWzU+ffp0PH36FNra2qLG\nRMWIk5MTYmJi0L17d1y+fFkVCZA1fDssLAxXrlxB69at0bt3b8z7H3vvHddz+/7/31/tPRVJyUiy\nt5QQUbJllb33SsjeMkNE9sreLpsQmSkjosgs7b3rNX5/dJXSEO+Lru/ndz1ut/7peb6ez/N1Ps/X\ncZ6P8ziOx7F6NY49bJGTk0NBQQGT2qYsWrYCW7uuxMbE8OjhA4B8klwWFDzQLG6vkjfH379/z9ev\nX1FRUcHa2poDBw4wcuRIevToQWpqKhKJhOXLl2NsbEyVKlUQCoUkJyezatUqVq9ejYqKCg4ODjRv\n3pwbN25w/Phxhg8fTqtWrQo9T1dZhmq66sXaUFlZGSYN6UvQ1SOoKCtS386ROWu3IpFIftqO5yFJ\nWo3OHTvQv08vBo4Ym/994X/LTSoLrK2tmT59Oubm5rx9+5bFixeTkZFBVFQUkEtET5w4kZ9L/j3G\njBnDsmXLCA4ORk5OTlikwX8oF5S7Z8jZ2ZmYmBj279+f/7/FixezY8cO0tLSMDAwoH///mzevJkL\nFy7QokWLUkPasjIyGN2uHq3tejFm0boS2/0Knocl4dqlDjNnzsTHxwdvb28ePHhA9+7dC4kbBAYG\nUr9+fTw9PQkODkZGRoaMjAyOHDmCubk5T58+pV27dgQFBZGVlYWVlRWXL1+mRdf+dB8+4Zf6ppwS\nxdCeNuw8do7MzExqmNRGSUm5xPYFjen35CgzIwPblvW5cfsuBt/l6MDv8xKJxWJ8fHzw8PDg9evX\nREVFcfDgQTQ1NWnVqhUBAQHY2tpy69YtHjx4QHx8PE2aNMHKygqRSESzZs0YNmwYTk5O/yrP0JIl\nS3j+/DmnT5/O/9/atWtZv349mZmZ6Onp0bdv3/ykzLZt25aaTJ2RLaThkp10bNGAAy6jilz/GQ9R\ncZCqacaiRYs4e/YsPj4+BAYGYmNjkx8/Drlhf7Vr12bjxo3ExsbmbdDx8vKidevW+Pn50aFDB4KD\ng0lOTqZDhw7cuHGD/p1as2hK0T6XBR/DImjdfwxnPdcgFoupU7MaCoZ1CrUp7WSx4EKblZVFnabm\nXDh1BFOTWkXa/q7TRYlEgq+vL9u2bcPf35/ExEQ8PDyoWbMmjRvnJr3b29tz/vx5AgMD809rO3To\nAICFhQXdunVjyZIlwpycHPV/i2fIzc2NS5cuFUpQ9vDwYOnSpWRnZ6Ojo0OvXr04c+YMmzZtonPn\nzrwe3r3QPSo0+HYYlCUU0mK1F02Nq3Ji0Teb+L/O7TxI1TRj9erV7N27F19fXz58+ICVlRVpaWn5\nbd69e0fNmjVZtWpV7on+p08oKytz8OBBLCwsePDgAZ06dSI0NJTo6Gg6duzI3bt36WTVBtclC4Ci\n87Gk0/+8jXB4WBg9bNqzb4cHiumx1K5uhEJUaH67sniJ8oiToGod6nV24ODeXTRp1LBIf36XHZdI\nJDx8+JDt27fj6+tLRkYGrq6uNGvWjLp163Lnzh2GDRvG/v37+fz5M58/f6ZRo0ZYW1sjLS2NlZUV\n5ubmuLu7Z6alpRn8WzxDO3fuZPfu3YWS9vfu3Zuf86epqUm3bt3w9vZm0aJF2NvbF9mUFxIByM6m\ndYumGFatyomzf+VvnH/kISop9/d7DGioz+bNm9mwYQP3798nOjoaS0vL/NxDyCVL1atXZ9GiRWhq\navL06VMqVqzIwYMHadmyJffu3cPGxobPnz/z5csXbGxsePToEY2aNsdzzZIy9QMoRHq+RsXQftBE\nNi9yRl1VGZPqVVE2KuxlKIuHSF2UjEgkonkbazatXYmleasibX6nl8jPz48dO3Zw/fp1AFxcXLC2\ntsbY2Jhr164xffp03NzcSEpKIjQ0lAYNGmBtbY2srCxdunTBxMSEgwcPpsXFxdX9zzNU/ih3z9D6\n9es5cOBAvvrIhw8f8PDwwMfHh/j4eIRCIQsXLkRDQ+OHRAhAXlGRaWu389j7Mn43/3ehjqtH9+Lc\nuz0uQ+x5c+8as88HEpiuRNDb96ipqWFjY0OF6qYoqWuxceNGdHV10dHRoUmTJhw6dIioqCju3LnD\nyZMnUVFRoXPnzrSb4opKraa0GzSeWbvPolrXHJNW7Xl+79Yv9zNNtSLDJ0ylj7UFw3t3ppWxPg31\nNbh55cIPP/u9cVVQVKRpS3Pu+RavoPW7ThelpKSwsrLixIkT2NvbExcXh5+fH2ZmZojFYho3bsyS\nJUswNzdn+fLlhIeHM23aNHr27ElaWhpnzpxh+/bt/3i//lcsXryYM2fO5HutwsLCWLduHdeuXSM+\nPh5VVVWWLVuGUCj8IRECUJSTYccQO7yfBHL01uMi13/GQwSw+8R56tk60GHQRI5euE72G18MFUVE\nR4SjqalJmzZtaFS7BjpammzcuBEtLS20tbVp0aIFXl5eRERE4Ofnx7Fjx1BRUcHS0pKTm5ZiVa8q\nzoN78tD7El2t29KzXQuu+Dwoc7+y370o9Fc5MwaXvp1o2XsEbR3Go96oA/JaepzY9y1PpLSTxYIL\nrLy8PG0tzfHxvV/8s3/T6aJAIMDS0pLDhw8zbNgwoqOjczcXjRohFotp2bIly5cvx9ramnnz5hER\nEcHs2bOxs7MjMTGR48ePc+zYMUQikfSPn/bn4Orqire3NxEREQBERUWxcuVKzp8/T1xcHAYGBqxZ\ns4awsDBsbW2LECGA2BehxL7I3fjLy8iw3aEjD1+GsPeKb36bvLnwszh8/ip1bQbQYdBE9p++SNZr\nX6rIZZGSGIeOjg4tWrSgvnE1dLQ02bBhAxoaGqirq2Nubs7BgweJiIjgxYsXHD58GEVFRZo0acKZ\nw/toa9aMiSOH4n/nOj1tO9DTzoYr173zn1vWk+6I1BwiUnOQ0qiI87yFtLfrSRuH8Wg2sUax81j2\n+uWOS1k8RHmESfIpiPatmnH3avFrwO+y4wKBgFatWrFv3z4mT57M169fuX//PnXq1EEsFmNpacmK\nFSvo0aMHTk5OxMTEMH/+fKytrYmOjubIkSNcu3aNrKwsuX+8c/8D1q5dy6NHj/KjFeLj4/NFN2Jj\nY6lbty4bN24kMDCQHj16FGs/Cs4HOTk5PHfv5c3rIHZt35b//9I8RKURIb+bl5ljb8X68QMIunoS\n/48xCJU0ycjKQU9Pj4YNG1K1Ri20Kuiwbt06NDQ0UFFRoV27dhw8eJCvX78SEhLCgQMHkJaWxsTE\nhC1epzBpas7AoSO4/cAP22496dKjF97XrpY5pO17VK6owzKnsdgOn0rr/mPRatIReS29IkIIP0KS\ntBrS0tJ0aNeGO77Fryu/00vUvHlzdu7cydy5c/n06RN3796lZs2aiMViOnbsyPLly3F0dGT8+PHE\nxsaydOlS2rVrx9evX9m/fz+PHj0iJSVF4bd07j/8NMrdM5R3GpLXj/nz55OcnIy7uzuQe+I4Y8YM\nTp8+TVb1FmW+b8Adbw6sXciCnSfQrlT5l/omkUhYPHE4GpUMqFitNk/OHyQh4jPmA8bRrNtA1vTI\nPW1TUFGjskkD5JVUqdehBzWaWZIcG8nJpRP//o5S5GRlkJ2eRk5mOqoVKqJRyQAlaQmhL5+hX90Y\nNS1tOvYfRlpSIlJSApq07Yis3M8lbUskEtQz4oiKCGeEfRd6DhjEgOGjGWDTlsuPXlC5SmEvT2ne\nobEDejJ69Gi69ehZ6jN/Zy7Rvn37sLKyys8by8PLly/Jzs6mSZMmZGdn4+zszOXLlzl9+jSGhoZo\naGj8qzxDWlpaJCQkIBaLEQgEuLq6Ehoayq5duwDw9PRk/PjxeHl50Sm65KTx73H37RemHr3GtfWz\nqaanU+R6WU7RJRIJQ5yXoKmuSqvG9dnqdZKgdx9xHuWIy7ihyNTKjQtXV1XBrHE91FSUGdC1Iz07\ntiU6Lp6uo2aQIxSirKhIUkoqEdGxSIBKFbSoaWRAjlDI4xdvMK5RHV3dCkzqZ0dCcgoSCXTv0BpF\nhZLXgpI2vZ+iYolOTKHNtFUM6mnLjJEDadxtMC/97mFcIzdZvyweIvuBw+jVzY5BA/qVOka/83Tx\n0KFDtGjRIl9qPw9v3rwhOTmZFi1aIBQKmTt3LsePH+fUqVOYmJigpqYmkUgkKv8Wz5CJiQkhISHk\n5OQgIyPDpk2bePToEYcPHwZg//79DB8+HE9PT4y37S7xPpUafQupq9CgBv6fIhi29wJX183CxKDw\neyirl0gikTBuwWokEgnWFs3Z5nWK52/eMXlIX5ZMG4O0ce6JsoqyEq0a10dDTYXeNu3oZ2dNQlIy\nXUY6kZqegY6WBjHxiYR+CUdZQQFNbW1q1ayBSCTiScBTqhlVRVdHh3Ejh5GamoZQJKSrrQ3KykqF\n5mPBk/+S8je/hn1GQZiOlYUZA/r0YvbQ3jTuNhh/z0XUqVr5hx6iPNI0bMtJ2rRoxKjJTkDJv4vf\nacdPnDhB3bp1C+UKQq7nLTo6GnNzc0QiEUuWLGHv3r0cP36cRo0aoaqqKhaJRBX/LZ4hMzOzvA0s\nKioq7Ny5k4sXL3L27FkgN5Tf0dGR9evXM2HogFLvVfA9vHoZSN+e3Th57gJ16uaetpfmHSppzqxZ\n6EJiQjwd7LpxZM8Ogl48o+/g4Uyfv5SmVSsgFApRUFSiUfOWqKmp07ZTZ7ra9yctNYWJg/uRlBBP\nxcr6REV85cPbYDS1K6CsokJ1YxOkJSJePHuKfhUDdCtWZNio0WSmZ5Cdk03fjpaFci9LwvchcV8i\nosjIzMK0U3/6dG7P3PHDaNJ9CI9uX6NRg/rFelW/J4rqomTGTnbCtHYtpk0cV+rzf6cdP3fuHFWr\nVqVRo0aF/p+XUmFpaYlYLGbVqlVs2bKFI0eOYGZmhrq6ujArK6vmf56h8ke5k6Hbt28TFxeHvb09\nkBtvOWnSJK5fv56fX7Dh/F30qlYv7TZFIJFI2L5xPQEXjmDefyyN7frTsErZZSnFIhGrZk8j7kso\nfRZuRUldE4D48I/sndqHUVvPk54YR3ZmOlVMGyMtW/QQKyU2ChVtXTJTk/E97MHbR7eQV1RGy6A6\nxi2tiP4QTOznUJp1c+TSpgUIpKQRZmehbVCdsFf+OK7aj2G9wnOpLN/BtIIyLhNHkZqSTLtOdix3\nmY5htRocu+qDkvI3o1WSUZVIJHRsasqB89doWrtwHlNJ+N0CCz+Cl5cX06dP5+DBg3Tu3PlfRYZ8\nfX0JDw/PVxa8evUqw4YN4/Lly/nG89HcYVSroFFsjHFp2HnnKRu9/Zg9sBsTe7Qvtk1Jm0aJRMLk\nJet4+PQlF3a55Se1fgyLoFHXQTw8tZv0zCwSkpJp3bQh8vJF5/jXqBgq6WiTkprG0i17OH/jDooK\nCphUN6RHx7a8+BzLy6DXTB43mnFTZiAlLUVSUjKNG9bn9t17XNqzARvLkmW/S/MCjHXbz+foOAZ2\naMVot31U1a/EY9/baKirl4kMmTZtxelD+zCtbVJi24L43Ym5P0JeTsrOnTvp16/fvypM7uHDh4SG\nhuLo6IhAIODOnTv07duXv/76ixYtcg+xLtu3Rz40tdAcf/vx77prRt/s2veEyOvhS5Zf9MV5QBem\n2Xcs9Pni5nZeUrZM3EckEgmzV2/hyp2HXNzthoFe7r3DI6Np0GUg3gc9EAgExMQn0LpZQxSKUQ3M\nm+Opaems8jzAyau5dty4RnW6dbEl5O07nr14yZTxY5g0YzZIJMTGxdOyeVO8b9/h+IHd9OhqVywh\n+lG5A9f5M3n/+iWTRw5h8Ojx6FfU4cHG2ehoqJaJEDUfv5Tdbsto1K5z/v9L+22Utx2/cOECI0aM\nwN3dnVGjRv2rwuSePHlCUFAQgwcPRiAQ4Ofnh52dHadPn84X7gnyf0B1o6rFSlZ/j4Lv4eTxo8xx\nnsHEKdOY4jQDKSmpMgsqSCQStq5bydXzZ9h66CRVDI0AiIuJxr6DOZv2HEZJWZmY6CgatzBDUbHo\nO46JikSrgg6ZGens27aZK+dOISMrQ9VqNWjb0ZavYV949/IZYydMYs7MGX8LLkRi0dqSmzeus3+H\nBwP6/Hi8i1OSc1njwa2H/swZPxT7CS5UqqjLfe8r6FfWK/Y38z0h6trekpVL5hcbJlccytuOX7t2\njSFDhuDq6srMmTP/C5P7l6DcyVAevn79ioaGRn5S6rlz5zAxMWHxMe8ff7gYPA9LQiKR8PbRLa5t\nXYr9gi3oGRf/8goSjOdhSYhFIi5vXkRSVBh9F21DVkGR7Iw0Hpzcjf95L4TZmegY1aL/0p0oqWv+\n/ZybnFvtjJKaJoPWevE58DGX3RchkJJClJONvLIqvee5k5WWwgW3OdRr34Ow1wFEv3+DrLwiXZxW\nctdrM0mR4YglYsTCHKo2aoVF/7EY1GtWZJP8I1JkrCHP+qXzePLAF4fhY/G+/Be23XvTvZ9joXbF\neYeys7JoU686Z24/pIlJ2UloeS+k9+/fp0ePHsTGxv6ryFAeIiMjUVFRQUVFhcGDB+Pl5YWenh6h\nuxeRWoIwxI8gkUi4HvQBl9O32OMyBssGRfNfCiJv8ygWi5mydD3PgkK4tHsjaqrKpGdk4rbnMBt2\nHyEtI5PqhvrcPrwVXW0tJBIJV+48pO+kOaipKHPnqCcBr4IZ4rwEGWlpMjKzUFVW4tTWVQhFIuwn\nuDDe0Z4bj5/z4uUrZGRk2L/dgzWbNhMc/BaxWEx2Tg6WFq1YMMaB9q2KznEonQyJRGLm7TmNd0AQ\nw2xbc+99FB3MmzN6Sumn4ABqwiR0jUy4532ZWjXLRvih/BdSf39/bG1tSUxMFAmFQrV/CxnKQ1RU\nFIqKiqipqTFhwgS2bduGmpoa93q2IeZFdJH2eWQoDyWRohey0sw5cxvXXu3o0btzoc+URvZnrd7M\n7YcBXNvvjqa6GplZWbjvP87anV6kpKajp1uBe8d3ULlirmf11oMn9JowGzlZWW4f2sa7z2H0nzwP\nGRlp0jMyUVVR4fDeHSgoyNPF3oFpE8dy4fI1Qt6FIhQK2b/Dg6079vA88CUScnPTzFo0Y95MJ6yt\n2pIiq5Hfvx8RIoDa2kp4rFnB/VtXGWjfg6A3wTSqpsektrlrWWmESNXUlGqOM7m4bzON6tTKJ4k/\nCm8qbzv+8uVL2rdvT2pqanZGRob+v4UM5SEmJgY5OTnU1dWZNWsWa9euRVpamoSw0J+S4P/+Pdy5\nfYt5s2cye94CunbvAfw4fyiPCN28cpGdx8+jpV2B7Kwsju3fxe4tG0hJTkJDUwuvCzfQ0zcA4PmT\nR0weNgCRUMSuk3+RGB/P1OEOCARSZGako6Kqygr3HWhoajGyb1dGTprOlXOnifwaRlZmJu7btnP0\nkBf+fo8RCARkZmbSuElTFs6ahq11+x8Swe8JkUQiYfmWPZy55kPPTm0JT86icqVKzJvlVGLOXUFC\n1LJhHfZsdcfcrOyRQ+Vtx0NCQmjTpg0ZGRmZycnJtf8jQ+WPciVD4eHheHl54ePjw507dxCJRDg5\nOWFubk7Xrl2xHzsd+3FOP31aDrmkJg9BPpfwObCRwesOoaJZNJzoe7x9dJMLbnMZv+c6CsqqRL1/\nw4nF48lIScTEoiPSMrIE3jiLtKwcNZq34e3DW0jJyCDOyUEiETNo7SGOzh9JtcbmVG3QkntHPVFU\n1WDI+sOcXT0DrcpVeX33MsM3neTq1mUkR39lpMdZcrIy2TGuK2kJMVgNd0aYnUmg9zmUNbRR1dZF\nu0p1zPqOQlrmmyEojRQVDH0b2acLDiPGYm1XNFa/OELksXYFAY/u47bTi9oGuj8cs4Ioz8V0zpw5\nrFq16l9DhiIjI/Pn+O3bt0lPT8fFxYU2bdpga2vLJKumrHYeRVoJ6kplxeWXobicuoXP5nkY6Gj9\nsP3Np6/pu2QrH+6co4KWBkFvP9BllBNRsXF062CJrrYmW71OIS8nh107cy7euodILEIiySVSd454\n0nP8LBqZGtO/aydmr96CqrISLy8fxmHaAnS1NfG+/4SLZ0+y1HUt/s+e8ybgYW54o4UVHz59Zsl8\nFwQI8Dp6HBVlZWoZ6GKkr8fc8cMKeaHKmiPSc8FmHAfYM6iHbZk2fjvWr+CvS1c5eWgfujoVSmxX\nHMpzMV2+fDmLFi0Si8Vi1X8DGYqJicmf47du3SI5OZm5c+fmK2Y61jZiuLwO0sXY8e/JEJRMiALl\nZZh8+CoXpvSnfutv3sSSyNCDp4G0HziR0FunqFxRh7cfv9BlpBNhkVHYtDGjZlUD3HYfRk5WFrt2\n5ty470dqWjrS0lKIRGJuH97GwOkLqVyxApOH9GfCwtXIycvz/mUAw8ZOQkZGhsBXQRzYuZWtO/Zw\n1fsmn14/Jycnh1btbXgd/JZ5M6ejpKTEoWMnkZIS0LBePdR0K+PsMhdFRcViCVHBtSvPvtfRUUFP\nRZaxg/phbdWWcd0s838XpRGiAyERHLrxgPP7tlC5ok6ZCRGUrx13c3Nj9uzZIqFQWOnfQIbi4+Pz\n57i3tzdJSUnMnz8fS0tLbGxsGDbQAfd1rj9dj+z79/Dgni8jhw7i3KWrGNfK9ViXRoiCXwUywLYt\nf90LoIqhEeFfPjFxcF/CP32iRes21K7XgF3u65GWlqZNR1uePPAlJSkJaWlpRCIRO46dY7mLE9LS\n0kyZs5DZE0YiEEhx99UHFjtPJjUlmZioSGYtXcWVc6e5dPoYoV8iEIlE2HVsz8sXz5k0dTraFSpw\n4ugRsrIyad7CDCUVZVzmLaSygqjYfpdUawhg6MwlNGzeiinjxxQZo4JjkUeIvPbvY/e2zZw9dhDD\nKlVKH/DvUJ523NPTk2nTpv0/GSZXr4KG5ES3NqW2qbPvr/+nyFC5CShcu3aN+vXr8/HjR4YPH05o\naCgDBgzg6tWrDBw6nKlrPOkzfsYvEaHvUaetHSYWnbh7cDMAopxscjIzirQT5mQDUKNZW/SM6/H0\n4lGi3r/m8NzhZGem0XueO92d12A7cRHTjt6n7+JtSElJIxGLEGVn0bSbI4YNWhD59iXCrExUtXUx\ntbRFS9+I5NgIbu1Zh6y8Im2HTCUzNRlV7Yp0n7kWu6nLAJCVV8Bq2HS6O6+heY/BtOo7mtFbz6NR\nyQDVCpX4GvyCDf3N2Dq8AyeXTiTi7UuehyUVWjxLQo9+A9m/bTPFkd+CpClvUR47fTam9RsxtKcN\nqSkpPzXev1uGuzSYmZUccvWncffuXUxNTQkODmbgwIG8f/+eYcOG4e3tzaA+vdjiaMPCbpb/MxEC\n6FyvBgNb1sVl4z4AcoQi0jKzirTLys5dTNo1NKFdQxM2bNzMy5BQrAaOJzE5hUMblnLMfQVuc6cR\n/fgK1w+4I5FI8jeIs8cMxqxxPV6//0R8YjKVdCrQ07oNjevUIiEpGWdXd0RiMe4LZxARE4thFX12\nbN7A/u0eQG7S8PKFc9m5ZQMzJk9gxpQJBNy7RaOG9dHSMyTwUyTazTph1KYnXUY58eBpYJlzQwZ3\nMsdt6x5EIlH+YltaArvT5AlYtW1NG5uuxP9dFbys+N0y3KWhZcuWv0T2fwf8/PwwMTHhxYsX9OvX\nj9DQUEaNGoWPjw8DBw5kiXkDRinoFkuESsLbj0n5JCnyWRSRz3Ila+tnCRlcqyoLz/mQ8vo1QpGI\n1IzMImQ5KyvXjps1qkePjm3YsPcIr999pP3ACcQmJOI5dTDHZgxiSa/WfDm6npvrnBGmJKKm08ko\n7wAAIABJREFUkrv5XzJtNA1NjfkSEUV4VAwVK2jTxcocC/NWCEUiZsxdSEJiIp6b1hMZFY1BFX3c\n17lydF9uDqCsrCxL5s/Bw20Nc5ynM23iOB77XKeNhTlKykpEfgrFxKgKjerUYupge5488C2x3EGe\nbQ+KSSUiNYc+g0ewYdsuMtT0838XpYkqjO/Wjh7mjbHoN4bouPj8/5dF2KE87XjLli0Ri8XlLvAE\nueqwNWvWxM/Pj169evHu3TvGjRvHnTt3cHBwYL3rMrZvdvufCzMDtLJozYxZLsyd5QyASCQiLbXo\n+pv9t3ptrTr16NpnAPu3bebju7eM7teDuOho5qxYi8fBE0xwnsutF+84dvUOwhwhun/nTzsvWkm1\nmrVIT0vl84dQtHV0aNm6LRZW1sjLy7N64WzCP39i5eYdxEZHoadfhZmLVuC+7ygA0tLSuMxbwMo1\n63GZv5Ax4ydy7fZdbDp3QSAlRUJ8PKbVDTGq1xTrngPwvl1YjKm4WnF5GGbflS3bd+WLahWcq8WJ\nSwwcMpS+A4fQ1qYb4V8jfmK0y9eO/12Y9V8lhPP/Z/xRz1BAQEB+PPDEiROZO3cuDg4Ohdr8SC2u\nLCiOHCREfObADAcqVjclLCgAWQUlDOo2JSIkkPSkeCpUrUlU6GsmHbyNiqYOgd5nubhxPlr6RlRv\n2pon5w4C0GnCAprYFU6O9BjWgZTYSBxd93Hn4Cb6Lt7OX+tnk5mSRJ+FHjy7coJnV0+SEhuJef8x\nmPcfx46xXeg+c02JoXslISs9jYyURD4E3OPuoS1YDBhHky4OCASCYr1EeYusWCzGoXM7jGoY4zR/\nKRUrFy3UlkeECi7MS2dNRSCQYqvHzym9QPmcLL59+5ZatWqVm2coKCgIBwcHNm7ciLOzM+PHj2fU\nqMJS0j9Si/tVRCal0mbNQZrXqcHdwLcoycth2aAWT4I/EpuUQm0DPZ6//0LwflcMdbU4ddefQSt3\nYGxkQKfWLfDwOgXAqpkTmTlmUKF7N+k2hOdv3vLw1G7GL1iNzxFPRrgs53N4JH/tXM/xSzfYtO8Y\nn79G4TTSgRUzxtOk2xDWrV1FGwvz4rpbIlJT00h6/wLv+0+Y7+aJ86iBTGxT94cHIxKJhPbOa6ls\nYMia2ZOoZlD5hyfh6qJkZsxZQHxCAns9f36Ol8fJYnh4OFVyT0DLpehqaGgovXr1ws3NjYULFzJg\nwACmTJlSqE1Btbg8MlMSivMO5eF7L1FiZjY2p7xpWbMKvm+/ICcjjVXTugS8/URsUgrG1ary4s07\nXl87Rq1qhly8dY/uY5ypYahP+/o12Hkxd1Pm4mDHoiE9Cj3L1sUNn+fBBF46TJ9JLgScP8DY+at4\nFfKeC7vcuOzzgNXbD/ApPIJxjr1xmzeN1gOnMMd5GrYdO5R5/ADS0tL5mJTDPd87rFiyCPtBIxg1\nZQZv4nJf5/drWJ5tN62gzJRBvVFUVGTdkrnU0ZQu1UOUR5QW7jvDu4RMTnq4/pR3CMrHjickJOTV\nYCuXoqthYWHY2dmxevVqVq9eja2tLS4uLoXalLaRTpJW+6maOQWRmpJCo7ommLUy567PbaRlZDGz\nbEdQ4DMS4uLQN6zKuzdBnLxxD2PTuvjdv8uovt3QN6xKC4s2nDmSu1cZNGo8M5e4Frr3jNFDuHHp\nPBcfPGNE7y5cvP8U1/kzefbkMVsPnuDZk8d4rF3O17Av9Og3kAWrNzDOoRd9Bw/Hukvu76Ws9ZDS\n0tJIiI/n8aMHLFu0gP4OA1k+a3KhIqQleYh6jptFFjKsXrqIOqYmP/QOAWxYuwb/B3f468ThMvWv\nIMrDjmdlZaGQKyD0/1zR1f+LnqE/SoZWr16Ni4sLenp6jB49msWLFxfa4PwTRCgPxRGij88ekJ6U\ngLFZe+LCPhD7+R1VTBsTfP86L2+eRyTMwahhS94H3GPs9kvkZGUgp6hMYlQ4niNzqzW3HzWLhp36\nIF+ghk/Mx7fIKSkjEYs4Mm8k43dfQyIWc2XLYr4GvyAlPhqJWEyHUbO5d9QTiwHjSIwK4/5RT6zH\nzqVZt4HFfoe4sA9o6RuVuAlM+PqJXRN74ui6D/3aDUslQwBxsTHscl/Hm5cv2HH0HLJyP1Yu/Rr2\nmYFdOvD63Ydf9tL9ycU0JCQEExOTciNDmzdvZsqUKVSuXBlHR0dWr15dKIb6dxGhPNx/F0Z4Ygr9\n+3bhQ0QsL95/wcy0BlefvGTnRR+kpaRoVacGFx+9IGT/SjKyc9Cq34LouHj0zLoAsGLGOCYM7IOa\n6rc5/ib0I3KysigpKtC422AiHl5CIpEwbdkGvO/7ERUXjwABK5zHs2HPYSYP6UeiWI75S1eybMEc\nZk2fUmx/g9++w7hG9WLjzGXiPvIpPIIGXQZxZttqWusUI1JSYAOoampKXHIq609cxTfkC7cPb0Om\n8jdxhOI2f+qiZKJjYqnX3IKI0KAi1cLLij+5mIaFhWFgYADlRIZ2797NqFGj0NPTw97eng0bNiAj\nI5N//WeIEJROhvKQR4oqNapIQFQ8n1PSGGBnztekVAI+R2LVoTW+L9+y4eQ1lBXkada0Mee97/LR\n5ywpb56iqqRAakYmOr2nAjDHoQtTelujofLNNoV+jUYslmDQ1BwDy+4kPfNGIpEwb/02zl73ITY+\nCWlpKRZOHonn4dMM7tkZeTk5pi3fgMu4ISxZubrYvoe8C6VGNaMicytvPkZGRNC2VQuWbNhK2462\n+YdSJRGiKrJCzuz35NqFc9y9dgG1jOgSCVEeGUpOy6D6kDnEPL6CdOVveYU/I4/8J+14fHw82tra\nUE5k6OjRozg4OKCnp0fnzp3x9PREVvbbxrssHoWyEqLi3kGA/xPeBL2iW49exMREc+22Lw2bteTV\n8wA8169CTVOTmiam3LlxlYsPniERi1FWUUUoFNK0am7I74TJU5nq5IxmgcLeT16/IzMjA8NqNWhZ\noxJPPsYgEAjYvnENF08eIzk5CVlZWYaOm8zF08dp16kzunqVWeI8hf7DRjN3xVqgKCF6HxqKYdWq\nhexAQcTERGNlYYbbiiX07V34EKI4QpSckoaH1wn2n7/BA+8rqKqq/JAQZWZmUru6IZ+DnpVJ3a64\n9/Mn7XhGRgZKSkrwHxn6V+CPkqFXr16xa9cudu/ezefPn9HQ+JZM+k8SoTyUJXysIO4c3MT9Y7k1\nS1QrVKJGM0s6jV+AQCBg96RexH5+l9+2Ra9htB85s9Dnc7Iy2THGjiZdHTCzH4lYLOLD0/vIKSpz\nwW0OE/ZcJ+bjWw7PHc6Q9YfZN60fxmbtqWLaGG2D6mhUrIJYLEKUk0P4m6dc3DAP9Yr6VGtsjtWI\nmYUIGMA7Px9OLZtMq36jqVjdFIlYREcrS7Qq6hVqV5AQiUQiZo0bzlO/h3Tv58jAkePQqVi6Aehs\n1oCRk5yYNHbUv54QRUREULly5XIjQyEhIWzfvp3du3cTEhKCru63fKvfTYS+R3HhM2uPXWbhvlwp\nWANdLdo2MGGX+xpkZKRp1Wckfi++baZG9++B5/LCp6FCoZBa1n0Z2rsLCyaNQCKRcM33MVrqqvQY\nO4vIR5d4+/ELFv3HcuvSOTr16EPb1hZYWphhalILI0NDRGIR2dk5BDx7zpDREzCsok87y9asXbkE\nDfXChP7uxVN0HDKZ2WMH07SeKdlfP9DMpBqGurkL/PdkCHI9RCPW7sH7+VsG97Jl4jRnquh/k9cv\nuKjmLYaNzdsxfLAjk8aOKpMSVHH4UwtpUlJSnu0sFzL04cMHtm7dyp49ewgICCgkfR+zYXp+raA8\nlEaIykKEoLCHCIoqzuVB1dSULWe9mbn9OACGutq0NK3ODqehKMjJ0mnWeu4GhuS379euOftnF/bc\nSiQSGk5YQa9O7Vg2fQxSUlLcuOdHBU112jqOJ+XFLT6FR9Ci1wiuH9hM7/GzaVLPhPatmlGriRnV\njYzy5/iLwFc4jhhDZb1KtLFohduq5Wj/vTnNm4f+T/zo3KEdQ8dNpkGT3L2DjL4xuvqGpXqI1s2d\nzuUL53Doa8/0AXZUzowpdQzbzN5Iz45tme4yP5+Y/WytmD9lxwucmpebZ8jd3Z0DBw5w+/Ztateu\nnX/tnw6tKus7KEgATh3az9JZucRe37Aqtes1YPkmT2roauDYtzc3rl3Nb9vJtjNex04WuZ9lq5Y0\nbWWB04LlyMjI8OiuD1o6OvTr2JqnX+KJjY6iXydL3PcdZdGMSRhUNcKinTVGNY1pVtcEiURCdnYW\nr4OCGD7IgQo6OphbWLJy7Tp0dSsWelbQq5e0M2/JmPETsGrRGIEA6terS83q1YCSPURTl7px6K/r\n9O/Ti8njRqNj3LDY8cgjRD272GJmbsEy54klErOCKE9CJBKJ8vr4Hxn6F+CPCygEBwdjbm6Os7Mz\nc+bMAeDF16QyV1X+FZSVFIlFQqLev+H9k7tUqduE+8d2oKajR8dxc3Hr05yGnexR09Hjyyt/TNt0\npmEn+yL3SI6N5KyrE7LyCnSbuZq0hDi+vHrCXa8tTPa6g4ysHDd2uCIWCWlpP5IX10+THBPJx2cP\nSI2LBoEAGVk5dKvXxnLgRJTUtbi+fSXR79/gsHIPFaoaI/O3jLcwO4v3/r5EhAQS8+ktCASEvfLH\nurcDulWqoqSqhkXnnsXGo394F8LRfTu5c/0K2w6fwahGzRLH5fXL5yydORVDgyrsPXj4l0/P/8RC\n+vHjR6pVq1auAgqfPn2iadOmTJgwgaVLlwJ/nghB8WRIJBLz6lM4fz14hnmdmmw+6426biU8l82m\nQnMb+nbuQJ2a1bj75BldrSyYOLhvkXtExsThMHU+YomEQ25LSUlL5+aDJ8xavZkYv6soKSowd9sR\nIiKiWDLfhT0HDvElLJxbd3z5Eh6OQCBAXk6Ouqa1mT97BlX0K+OycCm3797j9uXz1DU1QVFREcit\n0n7j7DH8ngcRGJK7yb73OACH9i0xNdRDQU6W7voaxX7f0K/R7L4XxPGLN7hw+gR1TEuW0H4Z9JoJ\n02aiqqrC2aMHC50C/wz+xEIaGRmJnp4elBMZyutDw4YNGTx4MOvWrQO+zfHvyVD+Z4ohRb9KhvJQ\nHCkSicVEqGhy2teflrVrsPvyXcQSMdunD6XeyPm0qluT5rWMeBAUimWDWjj1sSly32QtQwY6LSIl\nNY1DG5YiEou44fuYiYvXkfTMGxVlJVZu3ceL4He4L3Rix5GzfI6I4vZDfz6ERSAQCJCTk6O2iTHz\nZjpRw8iIJa5rOHvhEr7XL1GlXvO8U2GEQiG3vG/g/8SPgGfPEUhJ8fTRA5p37EY103p8iU+noU2f\n/L41rKL+TfkzNpxje7Zx6NgJ/vJcTeO6JiUKjrwXqDF+wWoksgpcPHUUeXn5Xyqc+SfseHmHyUGu\nd6pu3br07t0bD4/cnMfflWPys4RILBbz5eMHLp89Qf3Gzbh4+jjJiYns3L0LG6u2GFWrRmvLNjzx\ne0yjJk2ZMculyL0SExIYOXIksdGRrPLYjZy8HHdvXGPtkrlc93+NppY2B3d48PjeHZZt2MaJg3uI\nCP+C34N7hH18j0AgQFZWjho1a+I0cza1atdmy6YNHDt8iMvetzGpbYqKSu48FYlE3L55A/8nT3gZ\n+AI5hNx/+JjudraYtWhOdtxXxg8s/n29z5Bhz/5D7D7gxf6jJ2narHmRMckjQ+9DQ5k5fQpZqclc\nPXci/zf2o3EvD0KUlpaGqqoqEonkPzL0L8AfJ0NxcXE4OjrSrFkz+k+cVejav4EQFURmajLXt68k\n/PUzlDUrkBwTQWuH8YUWpuIQfP86N7a70thuAIHeZxFISf0tmKCLw8q9nFvlROyX97TqO4qKNeqg\nX7sh/n8d4vPLJ7QbNp33/r7c9drMsE0n0aioT+S7V1zbtoKUuChEmem07GjHIKeFKKmqFfleKbFR\nvL28n7TkJJ7du8XaUzfR1KlYYoLu6SMH2LxqGU4LltGld78ST8WFQiFjB/TAql07ZrrM/emxzMOf\nWEgFAkG5kqHExESGDBlCjRo1mGv44/a/C2WpVp+tV5PpKzbifd8PI309Qj5+Ye74oYwfaF+qF/Di\nrXtMXrKOIb3sOH31NiKRiPikZHS0NLl++S/GTZ2Bn/9TnCZPoEXTJpi1aMY+ryOcvXAJt1XLuXn7\nDguWuXLr8jlq1zLmZdBrJs2YTVj4VxKTkunRxZY1yxfnn6IXPDmMio1nxar1RCem4B0QxP3Nc9GK\njyn2O8vVbMDh81dxWrGJZYvmM3TggBLnuEgkoueAwdSrY4rrkgU/HLvS8LsXU2lpaYlYLC63oqup\nqakMHz4cLS0ttm/fTuaVHfleupLIUEEUJEY/EyZXHEryEkHufEjPzGbOrpNcePgcY201XkfEMsGq\nKePbNsmf48X9VnwiM5m4aA32tu25ce8x6RmZxCclo66ijM/R7Ti7unPj3mOcRjhi3rQ+Fk0bcvTC\ndXaeuca2jeu4e+8Bcxcv49LpYxg1Mufd2xCcJk8kLOwLCQkJ2Nh2ZtmqNejoFFbrjEjNISE+jnVr\n1xAb+ZXnD30ZtOYg2lVyT9ELKsxB7qn4rbNHmOg0i8WTRzJmQA+kpb/lEhUUIJFIJNg7LUOvUiU2\nrVn5S2QoD7/blsvKyparmlx6ejpjx45FIpHg5eX125Pty/IuSlKWy87KYte6pZw5dZJ69Rvy4tlT\nxoyfmF+zqCTc973LzOlTadGmPS+f+pOclEhSYgIKiorsO32Z7RvXcPPyBRxHjqOZeWsaNzfjxd3r\nbHJbh+euvTx+9IDF8+ey79BRmrdoyaePH5k6cRxfPn8mPj6ODtadWOa6Gr3KRQvfi+M+s97dg9D3\nH7n38BGXd62noalxMb3MFVy4dO0GoydOZdpMF0aMHlui50cikTBhzEhUZATs2LLhh2NaEiGC32/H\nlZSUcjIyMoz/I0Pljx/7Ef9BJCYmUq9ePSwsLOg+YlKR6yVt2AviVwlTwyrqP02IFFTU6DZjFe/9\nfbl3zJPM1CRu7V2PtJw8SmqaiITZpMRF8/bBTWK/vKNidVMa2fbl0sb5yCurkpOZTmZqEs26Dybw\nxhkALm6YR+/5mwn18+Hsqtx6KG2HTqNG87Y8+esQmnqGNO3qmOvxCX6BRkV9KtWsi4KKKjKSbGTl\nKiElJc3KcQ4s3HMqf2F8HpZEZmoy6ckJDJ+zAoCNM8fx8tFdLLuWTN56OwzBuHZdXOc5s2PDGnoP\nHEr3vg5of7dAy8jIsMpjNwPt2tHK3ILWbdr+1FjmIU+hqLxrWfwupKam0qhRI+rVq8dcy2rw6QNQ\nNmLyPX5UVPGfgIqyEjtXzuXWQ3+Wbt5NckoaS9x3IS8vR5VKumRl5xAZHcu5G3d49fYDdY2rMXpA\nT6YudSM9MxNpKSm+REThPGogh85dQVZRmSGjJ3Dq0D68fe7S22EIAHOdpzPYsT9LXNdQ3agq1YcN\n5tYdXx75+VO7ljH16phSSV2ZtCRFNFUU0ZQD2579uH35PMrK3+ZKckoaX6NiWDcut4Dt6PX7uO4f\nRP9qxUvmZ797gWN3G0xrGDF5yTpWuW1ixGBHhjgOQK9S4VAOaWlp9npuxqxdJywtWmHXyfqXxzU7\nIfK3LqRSUlIisVj82+5fGjIzM2nWrBn6+vpsnzOGzCs7Cl3PIySlkaJKjSrmEyJjI/UfEqK3H5NK\nJESRz6LyCVHsi9BChCjvN7S8Q2O6VtNl7ZWHpGXl4HHLHwVZGYy01ckWioh5EMiNT9EEfgijVpWK\njLJry7KD5wmLjENdVYU37z/hMnYIxy/dQFZGhn6T53Jtnzu+/s/pNDQ3H27GSEecRjoycdHa3Dlu\nVJV7Dx5x/5EfRo3MqWlcC4OqVUlOSUZeQYFKepXpaWfL5Ru3UCsQHpqensbXL59xnD4/N0R7xVxC\n/XzyydDzsCQaVlEnKCaVOjoqRKTmYNXTgWs1ajB11hzW7DrMiN6dGd6nG1X0CttxgUDAjs0bMLOy\n4cz5C7TvVbju3M8gJjn9t9pxOTk5oVAo/G33Lw05OTmYm5ujrKzMif07/ojqWN5mvDRSpKciWywh\nkpOXZ5nrGnra92X1imVkZmayZ+d25BXkqW1ah+zsbOJiY7h6+RKBz59jaGTE8JGj2b7Ng7chwQwc\nPJSTB/cwYrITt65cRCwWM3WEIwfPX6d7X0eG9sz1nvYfOooVy5YyZvgQDAwNqWpkhL+fH48e3Kd5\ni5ZUNTKipnEtEhMTAAnVa9ake+dOXL3lg5aWdn5/MzIy+BL6gWUL5iIQCHBZuJQLN31LJEMAdp2s\nuXnpHNNmzcPDfSMOAwfjOHgohgXCdCF3jq/d4I6NVRsOHTvBwP5FoxvKit9txxUVFXMyMooqG/+H\nP48/Kl2Zk5ODRCLh1KlTeF/665fuURbC9E+jetPW2E5cjLquPhp6Brz0Psfjs/t5duUkD47t4OOL\nh2SlpZGaEMvjM/sQi0TYTlpMmyFTadFrGMH3rpGdmYGJeUcSI78gK69AjeZtkZFXoO+ibdw7so2c\njPT88DcAJBLCg5/nS2ErqKhRp2krPrwOZJjLctKSk4j4+D6/ubGGFAem9ub4wjGsmjiI0JfPUFHX\nICMtDSidRNZv3JRDF2+ywn07H96F0KNNM9YumkN6elp+m4/v3mKopcImD0/Gjx7x03Lb36M8ZVt/\nJ4RCISKRiIsXL3L45kNUTU1/iQgB+Z/91c//CAVPjK3MmrJ9uQu1qhlQpZIuxy7cwG33EXYfO4er\n535u3PMjMSWVyJh4thw4QXxSMjtXzmX+pBEsmjKKU1dvkZiWQXc7Gz58+oyCggI2HaxQVVHhhNde\nNnvuJDY2DrkCoh1isZhHT/yRSCTIxH1EU10Vi6YNCAwOxXXmBBBm8er+jXyvUEZmJo27D8Zu5HTs\n5mzg4etQtNSUSUnPLHWcst+9oHFdE+4e28GxDYv5+PkLjVq1ZcrMOSQnf5vHb0NzQz/27fBg9MSp\nPy23XeS5v3ED9U+UHPhViEQihEIhN2/exPPw6RLbVWhQo8hfQRT06JTm+clDnuR2ccSpoKepJBJm\nVl2f9f2tqV1JmwoqilwKDGXb7QC8Hr5kk7cf1/xekpyWQVR8Mrsu+fAlJp5drnNxGTeEtS6TOX3t\nNnEJSXTrYMn7L+HIy8vRvlUztDXVObJpGftOX+RTeCTyct9CLMUSMfcCAskjrhoaGjRt2pwPoaE4\nzZyNmpoaTwP889t/ScxggE1bJg3px9KRfXjt/xAVdQ2yMwrby4KS25DrMahSvwWnLntzwmsvX1Nz\naNR9KGPmuZKQlLvJFmobEZycuw577fJkwvRZREX9b3P0d9pxgUBQtrCV3wCxWExOTg73799nwxbP\nP/psdVFyqcILeiqyJSq6NW3WnA2bt1K3fn1U1dTwvn4ND/eNHNy3h41u67h25TJJSUnEREdz6OB+\n3rwOws3dgwlTprLGbRP3rl8mMS6Gzp07E/75I4ZaynS2ao1+lSp47NiFz7WLhIQEIyMrm+9xEovF\nPPX3J4+4amhoUK9+A6IiIxk9bjyGhoY8fvgwv48SiQQ7q9b0dsyVw77pcxdNDXWSxCWHJuetASbG\nNbl85hgXjnuRnJxMx7atmTh2FHFx35yHnz5+JD09jR179zNjzkI+h4WVacxLwu+041JSUuU2x/9D\nYfxRMqSjo8OO4xcA2LxqGTnZ2cW2S09L5ZnfI25cOv/Dujg/g9IKlP4I0e/fkBwTgay8ErIKSkhL\ny5CZmoRASgq7KUuZevguIEEsEtGkqwNV6jQmLSGWxMgwlNS1kFdS4c5Bd5TUNIHcmkKTDtymRvM2\nKKlr8vLmedQrfpO77urkypu7V4n7kruwt3acyJunjxnsvAgZWVmEQiGKKt/GQUFJGSUVNax7O1C3\nuQUbZ47j1pkj5GQXrTXzPfRUZKmsKkeDps1Z6ubBX/eekpgQj337VuxyX8+ahS4M62VL43q1cZoy\nkapG1ZD7B2oq/F8kRBoaGtxYPgEAl50n8+v6fI+0zCwevX7PGd8AynLC/7Ok6FcIVGBwKO+/fEVF\nWQkVZUXk5WSJiU9ERlqGjQuciHl8BRVlRTKzshgzoCdWZk0JFykTGpuKhrYOFbS1WbpqHZoaub8z\nGRkZQl/6093OFj29ihw8epxqRt9O8Tzd1+N9+w7Pfa4AMG/CcB49e8XqWRNRVFAgJ0eImso30RAF\neXkqaGowqKctXTp3YsSaPXicvUlWTulV2iGXEAkEAprVN2Xngkm88z5OTnY2TSzasXKtG3MWLaOt\nTVdMGrVk2JiJGBpUQeEfmOPlWcfid0FZWZmbF3JJ0Lz1nmT+Pce/n6MZ2UL8P0Vw/lkIOaLc4ovf\nk6LvCVFZSBFQIinKQ0mEKCQyjtCYBJTl5VCSk0FBVobolHRkpaVZ0K01wUvHUElLneT0TAZZt6K9\ngRrRcfF8DItAWVGBSjraLN28GzXl3HkpEAh4632SfnbWGOpV5MCZS1Q3qJy/edu4eiXPAgJ4eP8e\nAJOnzSDg2TPGz5hDmrQSmTlCVNXUiEjNISI1B2lpabR1dOjUrSfduvdg59JZnN/rgZZC0e9SHCEC\nqNbYgs3rVhH87BEyqlo06DaUxbtOsWjFKiw72lGnqTkDho6kop4eyt+J8vwK/i/acXl5eW5eyC01\nsG7TFtLSiv+OmZmZPAl4xqmzf5GV9eO19mdQVlL0PTl69zaEdyEhqKqqoqSsjJKSEhFfv6KooMCM\n2XN4+zmcGjVrkpiQgH3f/th26UJsbAxfvnxGRkaGypX12bR+LcrK3+aGz/3H9O3vQFWjahw7fKiQ\nN2bJClfev3+Hzy1vAMZNmsy7kBAmTpmGjo4uQpEIVVXV/PYCgQD9ynp07WxD/z69cHKZzxLXtfl1\nhcqCenVM8XBdyLvnj9HS1qaNWXNWrVjG2lUrsbFqg0WzJgzq3wcdHW1UVUrfL5ZF8e+JEz0LAAAg\nAElEQVT/oh0vbwgEAluBQBAsEAjeCQSCIkltgly4/339hUAgaFLg2nSBQPBKIBC8FAgERwQCQTEW\n8ufwR8PkXnxNwqimMd37OnD+xBGaVdMl4HMc0tLSJCcmEhwUiO+tG+zbuin/M08+xhSbzFxHR+WX\nQuZ+JVwOoK5VV2q0aEt40NP84qwBFw6TnZGGRiUDpGXl6LtwK+FvnhPy4AbuAy2RVVBEXlmVlr1H\n8PHpfRK+fqKr0zfdfwXlXANhM2ERp1ZMxm7q8vxrGSlJiIQ5SEnnfnctfSNcj17Jvy4lLU1OAeMr\nJSWFk9tOjnus5cV9H2o1bEr73o607132MIg8g6qnUok9e/Zw0duHGxfPQ3YGD/yfoqamTvCb1xhV\nq17ohP9/we8OtfjTyLyyg6oVtZnUswNbznqj0WMSSec9kJOVISktg8D3X7gREMTqo5fzPxN3ZjNK\nCmUbz4KbzX86jM7e1opOrVvg6/+CzKwsxGIJe09e4PX7z9Ro2BxBpZocO3KI+4/8uHz1OpXNu6Go\noICmpgYTRo8g+O07Xr1+w5F9O/Pvqa6WG/LhvnYVPfoPws11Wf61pORkMjIy8k/Sjaro4Xd2X/51\naWmpQmRSIBBwdNNyFm7cwa5j52lpUpWB1maM62b1099VU12NnQsn86BbO07c9ic+IYGn932ooK3F\n6+AQqhoY/DD5tqz43aEWfxrZCZFUqqjLoimjWOK+C80ek4g9446ygjzJaRkEimS5/fw1y70u5H/m\n63E3VFWV8+dshQY18glLwZA5KOwl+pnwuYLhciWhU93qPF04ikfvw8kUChGJJZwOCOZW8Cdq6Woh\nLSXFNvu2PMsW4B0QRM3Bs5GXlUVbS5OR/bqTlp7B06AQLu7+loug/reMr/uiGdgMm8ry6WPzr6Wk\nppKcnISiYu5ckqhW4PClW/nXpaSkiUhMI0//UyAQsHLzDrauc2Xb+lUY1WlIK5tu2DqO4n0py13B\nkDk9FdncUCtNNdzXujLEoT+nzv1FZFQUT+7eREGvBiHBb9DXr4JKgU3q/4L/a3Y8OyESTQ0NXJcs\nZM6ipWgZ1CDqwxs01NVJSUnlZdBrfHzvsWjFNzn1j0HP8kNvS1JHKw6lFSCFsoXPFURbq/YEvHrD\ng3u+/x97Zx1W1fK98c+mu1NRQGkFVMTu7u7ua3dcu7/q1Wt369VrF3a3oqCCCoiCYCKKIiEgAvv3\nB4LEAQ5wQLw/3+c5j56zZ8/MOcxeM++sNe8iLi6OxIQETp5w49RxN+zsHZCTk2PNhs3cuH6NWzeu\nUdHRAXkFBQwMDGnXsRM6Ojrcv+fJ0ZM/FOlSwjjnLfiLdq2aMXzkD0GgmJgvfA4PR+07sTYwMOTM\npaup1+Xl5NIRRe3ESDasXMrcRUuYNX8RFco707pFU4YNGkCCvkGWv53Cx+BMv5WGhjor506lU+eu\nHD18iODXrzh/9QbFzcx49tQfa0N1dNOoFucH/zU7/jMhCII8sAZoCLwGPARBcBNF0TdNsaaA9fdX\nZWAdUFkQhOLASMBBFMVYQRD2A12A7fnqkywFFEJCQggNDUVfXx89PT0+fvxIiRIlEASBh28jiI6K\n5KmfD4umT6KkRSlGTZmFmbkFj73uM6BjS8zMzXnm54tpcTNWbt+LkUkxPrx/h6GRCTpptPLTIq9n\niPJCiDIiJuITid++oWmQeQKOjfyMiqZ2ajjL83vXeev/iBrdhkqs6+PrIDQNjLmybSlGljbcPbqT\niq16ZErw6mymTXTkZ/6o64xDxapM3bA3U12Rnz7i63mbI5tXYO3kQr/J85GTl8/SoyZtErWChCwn\n0oIUUAgNDSUkJAQ9PT309fXTjfG4MxuJjo3jcfAbJm44gLGeFv/r1x5rM2MeB72h7rhFlDI15OHz\n1xhoaXB8/ijMDPV4/zkSIx0tDLTz5vHMLtlidkgbJicJCfoWfAoPJ/rLF0omJ/lMh0/h4ejq6KSO\n8as3bnHu4mXmz5wqsb5ngc8xK2bK5FnzKGtvx9pNW+nTuiFj+2cm7JFRXyhVty2WZsXSEaQUfAyP\n4KLbERbvO42DeXHWjuqJokLOKodZfeecFiSygqwmUyUlpYRv375pF4SAwocPH3jz5g06OjoYGRkR\nFhaGmZkZcnJyfIiMQTHqHY99nzBlylTU1VVZPGkEDtaW+F49T7VRCyldsjhefs9QU1Xh8u61lCxm\nzDtvD/S01DHS0Uo3XqWR4c5tHqK0yBial7E9A6fSRMZ+JTwmDnP9HyQs5fn5FPUFHXXV1JCgB9Hy\n7Dl+juXTJatDBr54TXETQyat2oWDnS0bt+2gUYs2jJ80OdNZj5gv0bSvXw05OTlO3vLKVFfk588c\nPXcRt21rkdc2pMXYBelDqb8jo6AC/FybLitbrqGhEffly5cSBSGg8PHjR169eoW2tjbGxsaEhYVR\nvHjxZOGJ8HfExsbi4+fP9LkLSBKTWDJ/No5lHHj1+g0VqtfF0sIc70ePEQSBa2dPYF6yBJ8jItDW\n0sJMIf+esqzsUV4FL6Kjo3kfGkqp0qUzXfscHo6WtnbqGPd5/Iitmzby94pVEut6ERyMkbExC+bN\nxsrKhn//2UH1mrWYPntuprIxMTE0b1SP1y9f8ezlm0xemIjISG7cvsOyVWvR1tZm1+Z1qUqikkhR\nTnZaUtqEgoCs7LihoeGXsLCwMv/fBBQEQagKzBJFsfH395MBRFFckKbMBuCKKIp7vr/3B+qQHNHm\nDjgDkcBRYKUoiufy851kSoYyxrHr6enh4ODA2/dhhId9IDY2llLWNrhUqU7Hnv0Qk5IIeOrHPxvX\nUq5iJT6EvuOZnw/9ho9Bz8CQgCe+bFy+mMSkRE7d9kZLWzLDzwshkgUZkjU+h75hy7A2WJSrgkOt\nZtjVbJLuN30X4Iv7ziUEP3lMhVoNaNylLzblMo81URQRBIGY6CiWjh2AYTEz/pj1d7bhhUWBEIFs\nJtKCJEOK30MUU6Cvr4+1tTVR714S+imSL1+/YlfClCoOpRny3WPx5FUIq49exN68GAkJidx4/Iw/\nuzbHSEeT5yEfmLHtCIlJSTy5eAhjg8ykPyup3PwiOzJUUOTg/YcwrJxcaFivDh3rV6V7q8bpxvjj\np4GMnP03no+f0LR2VYZ2b0/tyhUy1fP1mTeCIPAl7ivd529ES12VnX8OyDLpZApyIoBQ8MRIFhNp\nQZIhY2Nj3r9/n/IcYWBggKWlJTFxcYSGhPDlSzQ2VlZUqliB0Z2bIicnx9Ogl6zaeYDixoboaGlw\n4tINZowcgLG+Hm/ff2Ds/BUkJibisWYa5sbJB6mzUp/LCyFK603KyTskCRlJE2S9oZDTGPoSE4tu\nhYY0bVifhi3b0rlbD+Tk5FLJUHBgAFPGjyLwsReOVWrSsFNvOrdsmqken/dRCIJA/Nc45o8eTFJS\nIh2mr5bYpiRCBD/PrsvCjhckGbK1teXp06dp76FkyZIkJcTz5m0IUdFfsC5diorlyzFq6CAUFBUJ\nfB7E+i3bUVdTw6q0Jf/uO8isqZMwNDAg8nUAQ2f8lXwO8vBWbEuZZ9l2biBrUiQrJCYmYqqnReOm\nzWjYuCndevZKp+728sULxo0ajqfHXWrUrEXvfv1p0KhJJoKSslaJj49nwLDRfAj7yKnDe1PnhIyE\nqLA2raSBLOz4f5wMvQDSPrsbRVHcCCAIQgegiSiKA76/7wlUFkUxVVlNEIQTwEJRFG98f38RmCSK\noqcgCKOA+UAscE4Uxe75/U4yDZO7efMmc+bMwcvLi/Dvh48fP/Zh0rTp3LjlzofQd6ipq3P8wB7O\nnzjGt2/xGJmY0qFnX5q368Thf3cSGRHBhZNuRH76wOOH3py+eIUJ48dz98ZVGjRvLbHdvIbMFTW8\nC/BJjkF3v4SRpS3xsTHpEq2+9nuAtr4h6y4+wPvmZWb2aYO1UwUq1m2Ca70mmJqXIikxke4uyYa4\nauNWuNRuyO5l8+gwZBwY2mTVdJFBUQ+3uHXrFnPmzMHDw4PPnz8jiiI+jx4yq2dLvAJf8vL9JzTV\nVNh3+S4nbnvz9VsCJrpa9Gtak76DBrDr2BnexSXh5hVI2KfPeDzy5eqe9cxZtYVzN+7Qs03mRVHK\n4qugSFFGFOSEc9/LGxVlZU6cPoddcUMi69VIDTMCuOPtg4aQSPCuhbj7Pqdej2GUd7ChQ9N6tG5Q\nG3srC0RRRK3ZYABaVStHY9eyTNp0gMC370mrnZVX4QlJ4RiyRFEPtzhz5gxz5szB3d2d8PBwEhMT\n8fHxYfL0mTx98oSXgf7o6Ghz6Ohxzl64xNevXzHU0WJAp1b0ateMAzceERj6mcNX7hIe/pm79x5w\n6vBe1q1excUX4fT7ToY07e2J8vPLpD6XQmYyhs5lRYikPWdUWLj76jMa6uqcOHMO45KlaNq8JbGK\nP8b4+ZvuCIIca8558jrAn5l92rDjL2uqNW2Da93GmJW2RRAEupUvAUCFWg2wKFeFi5v/4n3wU16I\nBgC4WmbeOEkJl0tBCgErbFJU1O34oUOHmDNnDtevX+fz588kJiby+PFj5k6fTGBQME/8n6Knq8ux\nk6e5dO06sbGx6Ovp0adHV3p378KZ8xdxdirLsZOniYiI5PYdD9w2LmbP8XOcunIrRzIkyZZLItkp\nZCCjPdJOjPyphOiRtzeaWlqcPX0KAwNDmrdqhb6+Qep1X5/HxMXF4e37lBfBQdSvVZ2S5hZ07tad\nTk3r4ljGAUEQUNFPltxuULc2LZs1YerseXje98LVpTxQtMhPRhR1O16QUFBVlriBlAFhBSGtLQiC\nLtAasAQ+AwcEQeghiuKu/NQrUwGFatWqcebMGd69S3YzX7h2iyrVqrHnn50Y6+vSc9AwmrTpwPYj\nZ0hMTKBi1RqEvH5FXEwMpQy1GT9qBIcOH+bfPXs4cfYCwSEfsHcow9ChQ9m8fBHZyWzmVlQhP2IK\nBYVXjz3R0DPC1MaRYK/brOvXgDOrZ/HWP9lwahuZ4uNxk6ldm7Jv1SI6j/iTdoNG8/7NS8a2rsXl\no3uRk5dn+YmbmNs4cPusGzsXz8K2nCvxcXHZEsas8hf8DBTlA7murq4cP348dYx7HdtGwxqV2X3d\nCxU9I8YNG0jXTu25cXALKChSs4oLoVExRKtooaGuxuBu7XDbuISDaxZwZc86vjy+SkVHe0b06sS8\n1VuJz0JwAaTzauQXBT35XL/ljqmJCRUd7XH3eoxl7bYMnPI/bt7zBqCYGMNt30BqjV7IqDX/MqNn\nK+Z0a8rLp08o27Qry/5eTnzAQ/x3LKCirQVut7wYu24vlewsUw/yZwdpCaXCx+Bcxf3nFkX5QG75\n8uU5cuQIISEhxMbGcu2OJ42bNuPgvr0kJCYwevgQOrRuxbWzx5GXl6dKpYqER8XwLjYJdYuy9OnR\nlUO7t7N/51bOHz9MxNsgqlepzNDhI1m04R8SzWxSx3Jawpqd2hxIT3okeZZygiTBhazO5GU3hhL0\nLbh+8zbFi5ni7FgWP18fXJwcmD56CB63rgOgb2xKkO9DZvVpw6rJw2k3aDS9Jswm6tNHJnZogNu2\nNYiiyNrz97B3qcL9axc4t24eJqUdePTyo8R200Y6SLLzKQINWaEg7H9RtuNly5Zl//79hISEEBMT\nw0P3a3Rq15p9h44QHR3N6OFDaN+6JVfPuqGqokKlii58+fKFN29D0NXRoWvH9hzclTzGzx47SIzP\nVRpUr8TQHh1Ysnk3UdFfsmw7q/ETH/Aw9ZURkmxRTgILBYlbN69TrLgZ9mXK8CI4CFfnsgwd1J8r\nl5JFFExNi/HE15dWzRrRs2snRo+bwN8rVhEZGUGl2g2Zsmgloijyyv8RDerW5sLlq4yaMBl7GxsS\nv4ut/Aooyna8iOMNUCLNe7Pvn0lTpgEQJIriB1EUvwGHgWr57VCBCSh8jI7DrEQJdu7Zn+natSuX\n+RD6jiB/X+Ljv+Li6JBtXU2bt2DPrp20rF6e8bP+R/2mLSWW+5U9RKIo8uaJF9pGpthUbUD5Zp15\nH+SP+8HN7BzXFaeG7ajaaSDdFu3GTPUbVo4/EgaWq1EPS7uyHFizmBPb12FuV5bKDVtg7VyRCwd2\n4ut5G32TzEnPMiJtJuefjaK+swggBt6huIkRB1b/L9O12w8e8SokFE11NaK+xGBX2iLbuhrWqESF\nsnZY1+/AoknD6dKiocRySlZOMvEQSSJWBU2ERFHkzs0bWJgY0KC6K2P6deVJYDBzV2+lVpfBdG/d\nhAnNq3JjxWRCPkVQxb5Uahx7AxcHKlpbMGeXG+uPX6Zc6ZI0r+yEq60l69wuc/NxACUM9dBUL55D\nL3KHgvQS/Qo7i2FRsRgbm7Bh647Uz1IWYA8f+xAU/AI1VVXCIz5jb5vZ8xwhr5VavlqVStStUwfr\n+h2ZP24wvds1Jz7gYaqHCNILK0hCRg9RdrmHIG8hc2kR5ecntYcxZZzcuuOBeUkznFyrMW7inwQ9\nf87sOXMY0LElVRu3ou3AkSzYd5awkNfYlq+UOsadqtbC2tmFfasWcenwHiztHdG3c8HVzAaPYzt5\n88SL0n1+jBePoE8SvUPZISdCJGv7/yvY8W+fQzEyNGDL2pWZrj0LfM6Tp89QUFAg7NMnHOxss63L\npawd7RrXwbZhJ2aNGsigLm1Sr+XGbktKmJuVLZKWEMnSk+Rx5w7m5ubY2TswbdYc3rx+zbzZM+ja\noS2NmzZn3MRJXHP34HlgAFWqVUdePvk8Z+269aharQazp0/l4N49uDiXpYprRZzKlmHpqrV43H+A\nhflPzFSeB/wKdrwIwgOwFgTBkmSC0wXIeHjYDRguCMJekgUUIkRRDBEE4SVQRRAENZLD5OoDnvnt\nUIGQoZx2hKpUq87xsxfQ0NDA2sY2R2UyQRDYuWc/7rdu0qdHN0rb2GNR2kqWXf6pePnIA9+rJxGT\nRIrblyfsVXL+IM/ju/G/eR4FZRX8rp9GkJOj6YjZxJD+fFZSYiIV6zWhbrtuvHjqy+uAJ7wK8EdJ\nRYX2g8eipKycOuFmDKPIiN+ESDokBbhne93V0Z7r+zagrqqKXSlzlJVzVovbs3wud7x8aDVoPGWs\nLXG0lTzG80uIfgYRunPuGPtOXiAs/DPN61XHLzAYURRZt/swB89cQl1FmSNnLpEY+YltE/tjaZo+\niWpSUhKNXMvQrX5lHge/wSf4Db4vQlBUkGdq9xYoKcijpFio4pgyQVGeSLOy4ykEp4y9HVfPHEdV\nVQUTuwqoqKggKZAtbYb3jauX4fXwES3adcbByhJXJ6dsCVFGpbmMSCFGOZGiFOSXHGWFBH0L7nre\n5+BRNwKeBzFgyAjued5FFEXWb97CmWOHUNfQ5P7V8yR8i2fs0s0YFksvSpKUlISDazWWn7jJq4An\n3Lhzn7AXAQBU7zoUOXl5KloZ4x0iWYI4JRkr5Gzns8L/N0KU085+aUsLrp45jrKyEnY21qmH+7PD\nqpnjGdytHQ17jcC+tAU1Xcvl2V7HBzyUihAVFrwfPOD4sSM8uO/J2Il/cvH8OURRZO+/uzh8YD+a\nWlpcvniemJgv7D/ihmmx9Juwoiji4uqK+31v/J/44efjwxM/X2KS5Bg3aTLy8vIkaBilsxm/Aoqy\nHS+KEEUxQRCE4cBZQB7YKoqijyAIg79fXw+cApoBAUAM0Pf7tTuCIBwE7gMJwANgY+ZWcgeZrx6k\ncY0rKSlRuUrVXNUrCAJVq9dg2MRpjBvUiz2nLkvMdfOreYdCnj3m6MKxVGjelbaT+7N+QPLB5rjo\nCF4+vEunORt4evsSiCI1ewxLve+fbdvRTIpGRU0N75tXeHznBqUcnGjUpQ9VG7emZgvJE1pMVCRf\nNRVQVslalv03IcoeOREhSM6xU61C7sPaKpcrw5IpI+k4fAr33Xaipir575RXQvQziNCT2xdpN+RP\nhnRvx6G1C3FonKyQGBMbx+Ub7rjNHcnpOw/5lpjIlG4tUu/bc8md1x/CUVdR5oq3P2c8HlGudEkG\nt6xDh1oV6VpPsvmK/BKLgry81HLlPxtFcSLNyY5HyGuBPNhXrSd1nSkkqpyTI6uW/kWXUdO477YT\nbavcESJJ54fSSmxnB2nktzMiJ+9Qgr4FzwKf06ZLD3r1G8iOvQepVcUVgJj4RO7cuMr6fw9z9OQp\n4r/G0W7gKCCZvPhdO034u1coqarz2vc+T29fwMjClgrNu+JQuxll6rSQ0GIcCV9jEBCy9Q79JkTZ\nQ5oQJzk5OapUyvnYQ4K+RbpQtjLWpdi8YCrdx8zgvttO8uOTkRUhyu85o9evXtG5XWt69unLrn0H\nadW0EdFRUQzs04ub16+x/4gbVy5dJCoqitHjJqTed8LtGAFPn6KhqcE9Tw+OHT6Erb09ffsPokPn\nLrTt0FFie1++fCFalEMjQ56gokqQiqIdL8oQRfEUyYQn7Wfr0/xfBIZlvO/7tZnATFn2R6Znhgoj\nRnjE4IEoKiry2OtezoVzQFE4N/TGzwubqg2o0W0oOiYl6L10L13mbeaF9x3az1jNhY0LuXd8F/Fx\nMYDAyeVT8T53iMvblhD89j2PHvtSuowzGy550aL3YM7v38mc/u1ZN30M8//oSnxcbLr2di2dQ7tG\ntQkOeJZtv3KKMS9MFKXYc2mIUH7Rs01TTAz0ue6ZWW43LXJ7hqgwzhxlhMLHYNy9fGhSuwqzRg3E\ntpQ5d49s4/xf47h8w50DM4cyY/sRVh29yPvPUagqKzJ42U7+OX+L0Wv2EPEllqdvQilrUZwX/y7m\nz67N2Hn+FnXHLWLwsp00+XMpkV/Sj/FZO49RZfg8fIIzhiD/nN9AGhSl2PPCeN7atmqBtY0tl24n\nRzfkdIZI0vmhtK/cIC9ninLCfS9vqtaozeTpM7Gzd2Df2WvsPHYOz9s3+HvTTpYtXsipfzby4c1L\n1DW1WDhpNI8vHePUiunEx0Tz6fVz9IqVZPiOK9TqOQK/a6fYMbYLp1fOYPefvYmN+pzalqulHsFn\nduK+oDclkrL/LnndGPyvnyEqjOetWZ1quDo5cOa65Dkjys8vy1dGZNz4KugzjZLw6KE35SpUYOrM\n2ZR1dOL4mfOcu3wd99s32bB1O+vXrGLNyuU89X+CsYkJE8aM4sC+PQzu34eoqEgCnj3DzKwEXn5P\nmTX3f5w9fZKGtWswbtQIWjZpSGho+r/JutUrqVnZhXueHuk+j5DXSn0VNRQlO/4buYPMyFBhGTpB\nEChfqQre9zyyLJOX3bCfgYfnj3B99xrUtHVTPzO1ccSiXFWG7biEtmExPgQ/RU1Hn/JNOxHy7DGP\nLhzl+b0byCsoYV+zCY2GTMe65QDUNLVwrdeEGVsOUrVxK6ycKiAnL8eFA+kFNr5ERmBSwoIebRpz\ndN8ucpJWLyqkqChMpIVBhFJQzcUR9wePcyynZOUk1QL/Z+TXUfgYzJ7j5/jzr9UY6SeP8fiAhziq\nxFPD0Ybnu//CtoQpnv7BmOhqMaRlHR4+f82Oczc5dO0euprqNK3kxPKhXZnRqxW6muo0q+zExQPb\n6Ne9E+WtS6KpqsI6t8vp2v0cHYONmTFNJi1l08mrOY5xab5HYaAoTKQF/ZylXcBUq+wqcYxLS4jS\noqAV5bISU0jQt+DYiVOMnjQdA8Pk0M6Q6G/YlXXCuWIlVp71RMHMFr977ugaGtO0+wAu3/HG++xB\nvM4eQtPQBHPnKjQaMp1aPUehpq1LKZeadJqzEZcW3TCytEVdR5+7R3aka1dX4RvFLa3ZN30gHsf+\nQUxKAmSbMuK/SogK8zmrUdGZO16Zx3hOCbOlTahdWLbp4vmzjBs5DCPjH89gmbKOlKtQgUf+gVSv\nWYuL589RrHhx/hg6nBfBQezYupl1q1ZiY2uHi2slFi5ZytSZszEyMqZ23Xrs3n+IEaPHYGtnR0lz\nc1Yt+ztdmxERn7GxtaNn5w6sXrFMorBCUSRGRcGO/0buIZMwucI2cM4ulTnwz1b6DBmZKbfRr4LI\nsHdc3raEHot2Ymhhnem6IAioaunQasJiVDS0KGbrRMK3eMrWa4WZQ3lKlq3I9d1r6DhzLfBjEnQ2\n06Zp9wEA2JV3Zd7AzlRu1Bx94+TYXV0jE4yKlaTDkHGsnT6Ki6eOM+OvFRgaZ+/elTQx/n+Say1M\nIgRQtbwjC9btYPrwfqnnvbJDVvLbPyOXUAref/zEmHnLObNtBRUd7TP1TRAENNVU2D1lEKrKStRw\ntOFbQiJ9GlfH0dKMtjUqMG+XG6cXjk29J+X7DOneHoAmwa+o0b4fneq4pp4zKqavg62ZCXP7tmXA\n39txu+XFutG9KFW1doF+X1ngZ4ZaFJYdTwmXq1LJlYnTZjE/IQEFBYV0oZ95PUOUV0ghEysR4Z8/\nM3LCZLb/u5cqVauls5O+H6IRBAFFJWXGLt1M8McYKFkeo8REyjftjI6JGZoGJlzftRqLclXTzWXl\nSuhQbsAAvF9HYFW5LttHd6Rs3ZbolygFgKa+EapaOtQf+Ccnl0/hmftFmo2eT22XzGJEeQ2Xg/9e\nyFxhL1Srlndk496jxHeql+szjRnDMyWJKkB6QpSTTc9LqFx0VBTjR49k3eZt1K6bOSxWEATk5eXZ\nvf8QsTExNG/ZiqSkJAYNGYqevgEOZcqycP4cmjRrnmku69K9JwChoe+oU7Uy9dt0wa5s8vdT1zOm\nuGUi4+ctYebYYZw+eYJV6zZKTBwLhZdwVRr8Dpn79ZBvz9DP2Onp1qENMV+imTF2GC+DnkssU9S9\nQzf3rKNck04SiVBaONRuRimXGgAoKCrRYuwCyjXphHPjDnwI9ufFwzvpyqfdGSxhZUfjrn3ZMHM8\nSd93DnUMjPkY+hZzWwfm7z6JvqUd7RvW5OLp47n+Dileo8L0HP2M8VbYRAigSa2qKCjI02v8bPyf\nS5+PLcVTJK3HqCCxYN0OurVqREXH7NW42tV0oWklRwAUFeRZN7oXQ1vXo1v9KvV4JKcAACAASURB\nVLz6EM7pu4+yvNfaogSThvZl0NoDJCYmj3ETPW1eh4Vjb16MK0snUatWDaqNXsS+kxfy/F0KMyzl\nZ+ws/oznqnaNahgaGNBl4kJ8niXb8bRjNi8eosLG0lVradi0hUQilALv1xEo2VTFpmp9AOTk5Wk8\nbAaV2/fDrkZjvsXF4H8zffL0tJtbtSrYU6vHSI4v/ZPEhOQ2NPQMifwQgl5xc7ov3EnpirXYMaYz\n144flOgJzc852v+Kh6ggn6usbEPlcmWwtihBt/kbePj8FSC91yerstmdFZXGTuWWKGxcv5aq1WtI\nJEJp0bBxE1q1TU50Kycnx7yFixk7YRKNmzZDWUmZ/Xv/lXhfSPQ3ktT1GTN9LlNHDeZrXLJAiKGx\nCSFvX2NW0oJN+49Tt3kbmjaoy+oNm3P09qf1GP0sz9FvD9GvhXyRoZ/l8lZWVmbt7kMYGZvSq1VD\nNiz766f0I6/4GvOFJzfO4dIio5Jg1nA20073cillROOhMzm1YjpfY9LnNEhLiFr3G058XCx9q9mw\ndOwAbpw8RJlK1YFkctVp2ATGLt3MwlnTmD1hZKohyi3+q4ToZxAhAEVFBY5tWIy1RQlqdx3ClCVr\nZVp/TjuI+Z08Et76s9vtLCN7dwbyljBWUUGeNSN7MHzlLsKjss7bMbpvF5SVFDFoP4r2i3aw+9oD\n6jduiJKVE+p25Zk6rC8ntyxl1opN9J4wmy8xsVnWlRP+i4ToZ9jxCHkt5OXl2btjE86OZWjYawRj\n5i0D8k+IngVHZJmgVZaI1SrOzn/38cfQ9Gd8MxKh7CAnL0+T4bM4v34+Xz5LziEE0HvgQIqZmrK8\nc2VOzhuC19mDmDtXTq1j0KgxzNy8j+Pb17Fy0lBioqMy1fH/mRD9DCIEyV6Tf5fNoYpDadrMWM3w\nlbnPC5kVIcqJFMkCSUlJ7N65ncFDh+e5DkEQWLJiFXOmT+Xtmx/nODNupLbo0IVS1rbUcDCnf4cW\n7N+5lUrVawHJ5Kp7/8FsPXyKfTs206VzJ/xff8j7Fysk/CZEvw7yTIZ+duyvQ0kTRvw5nVl/r8b9\n+uWcbyhC8L91jpKOFdHQM8yxbAr5kYR2bVuipKrOh2D/TNdSJmF5BQVmbDnI2nP3KGFli1lpW8rX\nrJ+urI2zCwv2nsH3iT9b/tmdh2+UjML0EhXG+PtZRCgFutpazBw5gN3LZnPhZtZn5GSJtLto+dlV\nO37pBuXsbbAwM81Xf2o721LcQJf7z7L2jsnJyXF663JCbp+ianlHzEyN6dAk/S6mS1k7PI9uJ+T9\nR7YfOpGvPhWWl6gwJtKHbwueNGSFCHkttLW0mDx+DAd27+T8jbup16QhRBlRWCQopW/nL1/F0twc\nG1u7VLuXExHyCPqU7gVQ3L4c+iVL8+aJd5ZtCoLAuOVb2XDJG6eqtTDU16N7z57p5gdzGwfm7z5B\nfFwsFw78I7Ee3w/Rv0UVZAhp7ICGuhrjOzXh2NwRnL/nm2W5sIeBWebYyksC4OwgrXfo1o3raGvr\n4FSufJ7aSYGjkzMVKrrifvsmIHksCYLAorVbuPIwgHpNW6CgoED7br3TlSllbcuu4xdQVFRi95Z1\nUo/Jnxk295sQ/Rr49RJzZIDfIy/KuVbJ8/3OZtoyPXQqDUL8H2HunPc+pyDhWzyR715Rr7orT8Mz\nHy5MyTshJy+PupY2HYdOkFBLMtQ0NKnXvhu7l87D1/MWztXq0KtzRxQUFQn/GIa+oZHU57MKS5q7\nKMq1FgQe+PjnSaY7t8iO9GR3TdJEc8fLhwbVXPPdp6SkJPxfheBcOvtEfPLy8mhpqjNlaJ8sy6ir\nqTK4WzuGTF+Eu5cPDWtUomPTeigrKfH+YzjGBnq5OoOYshAqyLNXBR17XlQk9O97P6RqtfRJxLM6\nQ5QCSZLbQI6EKC9hdpKkte963KNe7ZoSy2ecU1KIT0Z4BH1CFEU+vgzEuJRdtn2Qk5NDVV2DFr0H\n06L3YIlllFRUadipF2umjiTY3wfHKjWp2rgVSsoqRH4KQ0vPADk5uXzJboNsx01B2/GCWozmdkPk\nwbMXVHXITOYzEqCU9xmJf1YS79mdJcrONklzfui+pwe16tTNtoy0eOLnh4lVmWwJjJycHOoamnTv\nP5ju/bMY48rKdO4zgNH9u/P82VOq1KxDk9btKG2sy4cP7zEwMJTqnG1h4vcZoqKPPI2YorSbo6Kq\nRsyXXyevEEDE+zfoGBfPfz2fwhARCXj0IEvvUW6IXo1m7Zi6YS+25Stx7fhB6pazpYpNcdrUqUST\nSo48zEbBLyPSnicqSG9RQY3Fn+0VSgtVFWWiY5K/pywW3oWRtC/4dQgWJfLnFQIIj44hLj4BT/8g\nGfQK2jWuw9U966hTpQL7T17ErHortMvVp2zTrpSs2Yprdx/kus6C9hQV1GLuZ3qFMkJVRYXoLzEk\n6FukG5+SPEQ5hcvlRW47L3jx6hUW5tmTdMiaCKUgKT6OmKgIQgOlP0uSHcrVqMecnW44V63NvSvn\nGN7IlX7V7Rjfri5DG7rw8PY1IP9eIlna9YKy40WFCAGoKivxJe5rus+y8gRldS0r6W2Q7CXK7/mh\nly9fUtLcItsy0uBleAzv3oXw5PFDqdQ9U8ampBdAxao12HPqCrXqN+LmlQs0di2DZXETari6UMbK\nkrOnT+XQQuHjv+QhkldVQdPePtvXr4Zce4aKEhGC5Idi9oQREq9Jm4C1sL1DiipqfPuat7M5aaFv\nXIxRf21g4+zxuNRpRO+Jc3j4JrNxS5uZPDsIgkAJK1tKWNlSv313Poe9R0VNHWVVNT543WBk367U\nadQU+7LOtO/RBwUF6YdPQewoFhSKEhECqF25Aiu270tdJKZdLOZ2Us6KCOXnjFCKOlhaqOsZEhP7\nY+LPa5JYfS0NDs8exohVu3G77cXGFYsy7fpJ+3uklLPSt8CqUh16Dx5J6PsPaMW+R1NDnfM37tJp\nxFRa1KuOk60VQ7q3RzEXClA/Ozt8blBUiFDK2KlVoxqz/rco9fO0SSwljZ28KsxJIk95VZJTV1cn\nJjbv589SIK+sSvlhSzmzaTH+N8/RfMx85OQVpLbbaZHi7XEwdKJ+RSeGDOjHx7APBEV+Q01TC1/P\n26yYMJjytRpgVsqaxl374vsh/b25QVFK0J0RRYkIAdR0tGHk6n9J6lAHOTnpPNBhDwMljs8UQpRx\n0SnJS5QfD5G6ujqxsXlb86Uly4qKimza58acSaO5cNKNhWs2o6iUPim2tMQ8pZyDhSUlLCxp2bEr\n4Z8+JkcHaOvw9okXvbp2on7DRlhZWTNwyDC0i0j+7d8eoqKLXHmGwqPzv4CXJUw1FImJjkZZRfVn\ndyVXUNHQ4t7x3dzat4GE+K8535ANKtSqz18HLxL42It/l8+XaSJZHQMjVNTUEQQBo/I1Gbt8K9b2\nZThxaB+rFs7JU51FPe78W1TWh5h/FqK+xKCirinxWlFZfGecTHW0tdl48DRzV21JFSzIq7pd/QoO\neK6bScCb94yauzTbncUUz4KklyQYGxmial4GgIY1KnFq6zKc7aw5cu4KY+Yvy3VfC8pLJMuFXdDH\nrMUofhaio6NRUVHJ8rqkpKxpYVLOOMvwt5RreSVCWbWpq6PNjt17WPS/eWgkJY/xFEKR1g67Wurl\n2IaudXkq/bmNmMhwTq+alavcWA6GGqkvSdA3MKRiqWLJZSpWZerGvVjYOuB96ypb5k1OLZdx911a\nyMpLJEs7nhAdLrO60iI/z3Z0bBwqSorkNhtITmeJpFGny6uHSEdHl4P797Jg7mzCP2Xv4YTsFWbL\nuVZm35mrJCYmMG30kFSF27x6KNPeo6unj5a2DgAuFV05cuI0ZR2dcL99i5FD/sh3rrnf+O+jaAVW\n5gE3Lp+nSo06+a5HliQiJ1TvOgTnxh145n4Jnysn812fqroGE1ftxP3ccZ5635NBDyXDyrEC5Vv1\nYNjfWzh15CC3r+VNuKKoE6KihlN3/bI8mwBku9jPWE4SZCU7mrae8aOG80f/3py/eTedYEFeJb/V\nVJQ4MHMo567f4dJtz9TPZUUGU37DCmVsGdG7E0fW/8Xpq7dxu3g9T/UVBCn6L4VZpEWEvBZnL1zK\nNMaz+ttKCpdLQVrikx1Byur+3GDE4EGMHDKIO7dusn3r5nzVBSCvqIx5t5m8e/aYgLvS2dbcenMc\nDDVoUs2VJt36M27ZZp56e3LrzLFM5fKyOJUFKSrKdjy/z/M5Tx/qlrPLc27E7ELqMhIiWYXM9e7f\nn+GjxuD14D4b1+df0VRRSYmFa7bwMiiQrbv35EvhELIepza2dgwaMowtO3fz1N+PHbv35qsdWeK/\nasd/dfzyZKh6nQacOLSPb9/yv8AuLEKkZWCCY/3WVOsyGO+zB2RSp6aOLo279OXw7p0yqS87aOnq\n0WbwWHasX0Xo2zc531BIKMoTaX7QoF5tDh51IzaHkJzsvCCF5UFKIUSmJsZ079yRadOmsWnfsUw7\nc3khRYbOlRndtwvbDuZPDS47pPxOOlqa/G/8UJZu/peXb/M+eaWQIlkRo//qRFq5XjOOnzpDZGRm\nSegUSBoveSU00t6XXey7kaEBXTu2Z/KMWezasT11pzsFufUOQXLInGvb3jw8fyTbctl5gqSBg6EG\nKmrqdB87nZM7N/DhzatMZfJzpig/KIp2XBbPb21nW857+vAx+ocdz+34zY3inCwIkZ6ePu07dmb6\n7Lns2bWThISELO+Vlgg/j06kQfc/uHJ0n1Tlc4u0/VBVVWXugr9YvmY9QS9eyqyNtHY940sa/Fft\n+K+MX5IMBT1/zpZNG0hISKBts4aoqKry1PexxLK5nTAK00NUumJNYiM/4332INd3r+be8d2Ev5U+\nwWZGKKuqIRSSisq7l0E8uHubHi0b5un+ghJVKIoTaV7w8u07Vm7fR6xWcapXqYyxkSGeD7ykvl+a\nELGCQloPUZ2a1UmSU2T10SvMWbWFldv34f/8RSo5yi0pUlNVST0zVNDf61nwSx76B+DYrLtM6itq\nhOhnn/V4FxLC2lUriI+Px7l8eSytbLh9N71IS8a/saRwOQOn0qkvaSALIgQ//p71K9iho6OD284N\nbFy+GM/D23kd+BRRFPNEiJRUCs+Oh74M5kPIG0Y2r5plmdyGzxW1kLn8Ij/P7YeP4SzeuIukEraU\nsShOOauSeMXnv09ZkSJZECJJKOvohIVlKdauXM7yJYtZvWIZvj6PU+24NH/ztGNIRU0NOfkfY9z7\ndYTElywQ9Pw5n8I/Y1e+cq7D5fJCeH4Tol8TvyQZmjn1TyaPH4tVCVPueXrwIfQdpWxsZVZ/YREi\nOXkFanQfhvvBLXz7Gse7QD92/9mbLcPb4nPlBKIo5sooPHK/hqGFTQH3GqIjwrnmdgBFFVU+h3/M\ndrcoOxRmotZfDVOWrGPM/OUYmNtwx+MeTwMCcSpbRubtFFRm7pR65eTkmDl5AivWbiD8mxyPnz2n\nYa8RODbtxo7DJ1N301NIUVbEKOXzCzc9cLLNX3iTNIiM+sLWAyeQk5MjPv4bsXlMRlwQUPgYjIK8\n3C+fFmHxgvnMmjaFUsWNuet+m0feXli5VM9ULrtwuYyEJS0xyuqVE3KrhiQIApOmTmPLhvV8iw7n\nxfNAlo7sxdjWtbh4aDeOpj825Fwt9XIkRcFetzGySJ7PClLY52tsLBcO7eJbfBxKKipER37O8Z7C\n9BYpK2dziKwQIAuP7oL1O/hz8Rq0y9Xn+sOnuPsF4mJjIZP+Qfahc7LGxMlT2bFtC6Gh73j54gW9\nunTC1bksy1evy3ENkHHMPHK/TgkruxzXN9KM/+zGY1xcHNu3biIyMhJtLS3ehkgmIPnx8mRVnzRQ\nU1FWz3MjvyFT/JITqv+TJ7Tr0JEP799T1tEJZRUVQt++xaK0lczaKCyFuTJ1WlCmTovU96IoEnT/\nBld2LCfg7hUqtuyBcWn71L5kRdSeennie9+DwUPnFWh/kxITWTFxCA4VqxL6KpjI8E88vO9BWecK\nKCkr57q+oqxG9DPh+yyILi0aEhwaTnlnR/R1dXnx8pVMCVFBEaGM9bdu0YzWLZqlfi6KIleu32T6\njBm4XbjO2P5dqVDGFtXva5+sCNF9H3/OXb/DmllZ58uSBURRpMe4mbg62uMbkCzpfcPzITVdnVHJ\nwxhPi6KiOFeYz1zaTY+07fr5+dKuQ0eePX1KuQoumJgWIzgoiNK6mfPtZKcul0JcpDlInh2kIUBZ\njc22datQ79GPhJpvo+K5f+cWC+fMxPPyWVr3G0a0ljmK38V+XC31JEpuR4cE8eTGWQZtyF4aOK95\nglIgiiLrZoyhuKUVCfHxaOro8eT+XZyq1ERJCkGiVEWvLPrwq9t1WXlxHz8NpEuLhnj7PaOirQWl\nTA0JeB1KRRnSvIyKcxnzEcUHPMx1DiJJqFajJvce/XjGRFHk7NVbrFw4m0tnTjBg5DjKlKuAmtqP\n9b0kovLuZRDXjh+gz6qjUrWbF1XFFEwYM5JixYrzPuQt9rY23HK/S/MmDVFT+5HXqjASaP9G0ccv\nSYZMTE05fPAAng99UVZWpkGzVlw85Ub/EWMllpdWYjsjfkZCVkEQKOVSkxJlXbmxezXn1s8j4v1b\nnBq2Q8vAhCuf3vM1JhrjUnaUa9IJZzNtPC6dZt2siTQfPS91ss2I/BiUtAj29yEs5A2DZixmeq9W\nRH3+RN+2TXGtVpOkpEQe3vekQ48+DJ84DQ3Ngl1s/5dhbmbK3hPneXT3BkpKSrRv04rDx07IjAxJ\nS4Qkee9yu8hJaSslHl0QBOrWqsHFs6eZv3gpYxatIzDwOb3bNaNUieK8ff+BiKgvOFhZMKxnRwBO\nX71N34lzWTtnIlqa6gVGKBQ+BuMX+AJvv2fcObwV+0adUVVRpknfUVQtXxYNdXWu3rlPz7ZNWfLn\nSLQ0c7+x97MJkZ6q/E9rO+0iubSVFfv+3c2VW3dQUlKibYeOuB09TP0KUyTem5EQATIhRQWRE0MQ\nBFyqVOffY6fZvHIJu5bOJST4OTVatEPULkb0pw98jYkiSkmfkvW6APDJ3xP/f+bS8I+pqGnrAtlH\nKeSHEL17+xo/z9ssOXyZ4U0roaikxN+j+2FhVxY9Y1Me3rpK5QbN6Dflf6hlY8ez68OvTohkAQer\nUqzauR/3Q1tQVU6gY21XDt+4T8UGFX521/INQRBwrliJDXuPsX3tClYumMPzZ/40ad0eTbPSfHr/\njpjoKPRNTGndbzgA/g88WDZ+ELV6j0VT30jqtnKzfkkZcx8/hnHqxHECvO5iWbY8MbGx9BgwGDsb\na8rY23H89FmaNKzH9rnj0NbM+8ZCVvjZdv43codfMkxOSyvZOJc0NwfgZVAgFlbWBdJWYZ4hSgtF\nZRXq9htP3xUH6bP8AIIg8OlNMEpqGmjoGnL7wBYg2Ujs37Iek9L2mDtXKfB+vfD3wdqpAgbFzBCT\nknCp3ZBGLdsS//UrikrKHL16lz1bN9KsijOhIW+lqvN3uFxm6GolS2lblbIEIDAoCFsbyZ7PCHmt\n1Jc0yA8RSvk8L0l1M/ZRWVmZOdMmc+viGe7dvIKyrhFPngejoaaGeTET5q3Zllp25Y59OFhZ0Lhm\nZanayg+8/J5SybkMJob66GprUt3FmdYNayEnJ0dCQgJ+5/axZb8bxao1J+iVdGM8I7LbjZRluEZR\nRMp40dFNXvBbWSeH9gYFBmBtbZsrj6UkT400CQDzkhwwp7NtaQ+fpyzIFBUVGTJuMofPXmHx4Uto\naGkjfnqNgrIKOqYleXFmOxUtdHG11OPLvZPomJSgdKXaUvcprzh/8y6WDo5o6uphWKwkJazsqFCr\nAcqqasRER7L02DVunj5K/5oOvA0uvFCs/xp0tJIX2XalzFGyciLw7XtszLJWOMyId16hqa/skDFc\nTpqzQ/lFynOsoKDAgJHj+Of4edyueyJq6PIq0B8lVVWKWZTi0PplJH4Po7tw8B9UdAywqdYg1+1l\ntTGdFRl/5O1NWUcndHS0sbe1wbxECerXqYWhgT7vQkN5eOc6bifPoFehIY/8A3Ldn9/IHwRBaCII\ngr8gCAGCIPwp4bogCMLK79cfCoJQIcN1eUEQHgiCIBNFpV/SM9SqbTvOnj5FXFwcKioqfA4LJSoy\new9OXr1D8HM8RGmhY1ycun3Hpb5PTPjG7QObiPsShYq6Jp1mr+fogrG4H9xCze7Dsqwnv96hJw/u\ncmTTSjoOHYcgCFg6OFKrZUd6dWqfrtzspat5FRRE/w7NWf/vEcykyGD9excxPVrUq8GOwyf5HBGB\nnq4u796953NEZunTjAtHWYW+5Zag5saDlLaPKQtIs+LFmDv9h0dAPiyI/63bTmjYJ4wN9Di8diE9\nxs5i9pZDLJg9PVd9kxYKH4O56+3DrBWbGDcgWTShQhk72jWuQ9eWjdKV3b54Bs9fvqFej2Gc3roM\nu9IWeWoPpEsa+18jRAB169Vnw5rVfAwLw7RYMUJDQ4mIyP7cSlrvUAokeYkyIr/en7zIwZtqKKZ7\nLmqUsULP6EeIp/frCNwPbiEi9A06Jma0mriYU8uncm3nChoNmSaVrc6Ld+jkdXf2rlpIvbbdACjl\n4IhdhcrUa9ctXbkRC9cQ+uoF8wd1ZtKafyhpLfk3zG/IXlGDLJ+1ulVcmLt6K+/CPqGpoc67TxEU\nN9BF094+Rw9mRgKU9r0kyfjchsvlx3OR1fwQihodBqeP0Dm1azNvgwP5pGJC1YEziFwzh0tbFtN8\n9PzUMpJCRiWdrZN2DfPEz5dZ06fQuk3y2qS8sxP2tjYM/2NAunJ7tm0i2OcBTfqOxm3jElzKZg7R\nzQ9+e4ckQxAEeWAN0BB4DXgIguAmiqJvmmJNAevvr8rAuu//pmAU4AfIZNHzS3qGOnTqwiP/gNQk\nfRu27mDB1ImEvc9+9+S/YrDlFRSxqdoAr9P7gWT1oUZDp3PvxG6+hIfJrJ2kxEQe373J/jWLmd2v\nPSsmDKbXxNnUbNEBAHMbB2LfZN41LONUnqioSJq0bs/fc6fJrD+FAfmIoqHw0q5xHV7fPI7e993z\nretXMW3OfF68+iGBW9BnfvILaTxHWXm0Eg0s6diuDWuPXCJB3wLF4nYsW76c7bv28Oq17OTck5KS\nuH7rNnMWLKZe96G0GjSBeeMGM6hLGwCc7awk7hpWcnIgNOwTAzq1Ysz85fnqw3/VA5QdQqK/Ua9B\nIx75B2BiagrAijXrWf73Yp499c92bGelkJiTCEdekN/6stvgcTbTxr5mUx6cSs6BoqCoRINBU/C7\nfjpXqqI5iRqIosgDD3fWL1tEt7bNWTCkG637D6dpj+SFYUlre149e5LpPivH8nx894bGXfuxbUH2\ndjyr9v+/e/1rV67Am1snsDI3A2D1yB6sc7uMV8APmWdJoh45eYKk8RYVFLL6m2Y1Bqo1ac3ebZuA\n5LVLvQETCfS8zvvgp3gEfZJIhEAyQcoKoijy8J4He9YtpWOblrRu2piBfwxl9PjkzQfHMg74+GYm\nn5VdXQh4+ZqJA3sweNpCqdv7jXyjEhAgiuJzURTjgb1A6wxlWgM7xWS4AzqCIJgCCIJgBjQH8p/g\n7Tt+STIkCALGJqap71+9fImZuQU6evo53ptXQvSzwuWyQpUO/fE4tpO4L8l5OXSMi1O2Xitu7l2f\n77rjYr5wbOtqRjavyvoZY3h85waaOrq0HTgK23KuqeXkYiPRMzD8cV9sLPfv3mbrmuXs274JdQ1N\nbl2+SExM0ct4/yvA1MggdYH85m0IxkZGmBon7wgWFBGSVTZ5SfVmB0mkaOzIYWzYup2wjx8BKGZq\nwsC+PZm7cEm++xMTE8Oy1euxq1CF3oOGceHyFbS1NJg2rA+1K5VPLfch/DOGerqp779+jefmPW/+\n2vgPG/YcQU5O4LqHF5+zyY/zG1nD2MQ0NQnl+/ehaGlpYVaipFT3Zicbn1cSk5ZQ5XR/XnZ8M84/\nfYaOwOfiEaLDPwCgpq1Ly56DeHgo93Y842L0a1wcu7esp2UNF8YM7MO5M2dQVlWjTf8RlK1UI/V3\njwz/iGaauTPhWzxPvTw5vn09Fw/tJj4uliC/R3z++CHXffoNMDHUT/2tP0ZGo6SoQClTwyzL54bk\nZCyb23C5wtiAKVm3I75XTxHxPjmkWEVdkyod+uO2fnGO9+ZEiBK+xbN/xxba1qnMmAE9OHv6FEpK\nSowaO5669Rugk5Rsl8PCPmJgkGaMJyRwx+Mey9esZ8t+N95/Cuf5q7e8eBOSqY34gIfpXr8hExQH\n0iY3e/39M2nLLAcmAknICL9kmFxG+Pk8pmb9Rigo/Ce+jlQwsrTFpmp9zq6ZTasJixEEgcrt+rFp\ncAsaDZG8iyctoZvWoyUlre0YvWQj03u04OO7ZCPmcekMIS+e03vibBwMNdDW0WXN4vm07dqTuzev\nsWDKeAQ5OV48D6Byjdqs/3shSirKJEiZEPd3qFzWeOzrR6P6dVFSUiqwNgp6Fzel/uz+xmnFFqxL\nl6JHl078MXIcB3dtQxAExo4YSjGrMmxcvSxffWnQsh1mxYuxc9M6ajduwZu3yZOg24XrPPQPZOP8\nyQDoaWsxf+02Bndryx1vX4bPXExiUhJPg15Sr6oL89duR1FBgXgZJH3+/4aMz7ufjw+1atdFVTVn\nNbO0SCElkhZ2svQSSWozLaTdoEgbsm1gWpxGnftwdc0M/ly7Czk5OWx7DGBAzTJ8i08+h5kbpCVE\nc/p3QEVNnX4z/2Z237aEf0j2et+/ep7Ax16MWLgGAA1tHY5uWU3jzn14HfiUrQum8O3rV0JePMfB\ntRondqwHQSAx4fcYzy98gt9S09EGLXVVZLV98s4rNF3YXMZwOVkit14h79cRqOsaUKVDf44vmUS3\nBduQk1dAdGjMp50r+RYThaKaZq76kDZU7u/R/VGRh2kLl9K/Q4vU6KDzxcd85AAAIABJREFUZ8/g\nfvsmx3YlOw50dLSZOX8hwwYN4NXrN4yc8CdR0V94FhBIdRcnVu08QFJSEgkJienakkR+JKnzZYf/\nYqicoKwmzW9gIAiCZ5r3G0VR3JjvtgWhBfBeFMV7giDUyW99Kfjl2cOUieN58SIYHSPTnAvnEz/7\n7FBG1Os/kR1jOnP3yHYqte2Doopq6g5UXvE57D2fw0JZfOgij+/coNOwCWjpGaCkrIySsgrONeql\nlm3ZoQuHdu+gd5vGfImKYsz0ORiZFKN783oMHT8FSysb1NTVUSzABfz/B0yeOZenAQFoaxWMd7Kw\nQ1lyQ4rmTPuTWo1bsGDJMv4cNxp1NbV8j/HIyCiePH3G9XMnuXXnLjOnTMTI0BC1b5GoKCvRpOaP\nBJS92jZjyebdNO4zitCwT8wZ8wdlrC1xbt6DyUP6UM7eGnVVVZSVlVInzoJagMsKn2ITcy5UyFg4\nbw5+vr7IK8gjimKe/sbZkSJZIatFTXZEKOPZIUhPiNoNGs2c/h3Yt3oRnYdNREVVDRARhLwHbsR/\njSPg8QM2X/Mh2O8xHYeOR0vPECVlZRSVlHCq+kOkoVbLjuxfs4QlY/rxMeQtHYeOw6acK6NbVKdl\n78FYOVVASVkFJeWfmvbnl8f/1m7H4859vsYn5Dr5Z07ISIjSQhqp7fwgOyKUgsrt+hH04DaXtixG\ns15/5BSVEOTkpXrOPYI+STw/lJSYiN89dy55+RMcGMDQcZPRMzLCWFsdJUUlatf7sVbp1bUzE6bO\npPcfwwgMfM7UieNoUdEGs+otGd23K/WquqCirJQudUJ2XiBZ/4b/UYSJolgxi2tvgBJp3pt9/0ya\nMu2BVoIgNANUAC1BEHaJotgjP539pcmQKIps3rAOcwtLwq5fI+HbN6bMX5KnfDe/IhSVVWg3dSVu\nSyYQ6HGVck06opDFhCWtV+jykb2Y2ziwYEh3Prx9hb1LFQ5vXMHCfWcpXiq9Yl9pW3sGjZ5A8RIl\nqde0JXLfs6Z7v8k5ed9vSI+lq9ZSsoQZnz6F0yshgQ0r/waNvIfJFZU4/qzyz6RFrKoBm/7Zx/D+\nvTh38Qqjhg5CLZeeg4zYvnsPTmXK0L57H/z8n1K/Ti0WLV3J9b3rqVAmffLm4l/DmNunDYbamnTt\n2wd5+WRZ6sRnt9OVSztx/p4oc4+lixdRrFhxIiIj6NezO6s3bAJ1rXQKbdJCGkGKvEDWu7sphEhe\nQYGRf61l7dRRzOjVijYDRiIIcsjnI9Lh+vGDFLe0Zs2UEQT6eFOuel3ctq5h8rp/sS3vmq6str4h\nvSfNQUVVlWpN2qS2u8frda6+y29kj8WbdqGmpEB0bBztZq5hTdsaaKpkXquYlDPO93mg3HiHMnou\ntBMjJZL73MwbGTeNBTk5Wo1fxPGlk3myeCClmvdHTPiGoJD3SJCbZ45iUKwEE0aPIMDLg1oNGrNj\nw2q2/bObOvXqJxf6bj+0tDRZt3wJgiDQtWM7lJSUUPgYnMmO5wa/7Xy+4AFYC4JgSTLB6QJ0y1DG\nDRguCMJekoUTIkRRDAEmf3/x3TM0Pr9ECH5xMiQIAhaWpahZqzYJiYkc2LuHqMgI/t64s8DaLGre\nIb3i5vRasod7J3Zzdu1cmo6YnamMtETI1/M25/fvoISVHdr6hkxctYO42C+4nzuOkVnmOH7fh17U\nb9pSKrW438g7HMs4UN7JESVlJXbs3kv458/sOpy9mmRRITzSIrsQyZLm5hw9d5ntWzYzeNR4li3K\ne2Jhj3sPWLJiNeWdnVBTVeXRnet8+5bAvkNHsLEokam83zdVGro4YGNmQmKQD0XPp5I3FFZIak7j\nMKUfLq6VMLewQEdXl3+2baNrh7a4nT5HhHzeCFEK8ustkoYA5RQeJ82zqG9cjGmb9nPl6F42zBpH\n70lz8uwBfeHvy/41i7F2diHh2zeWHruGnJwct866Ucwyszz/68Cn2JV3pYSVbJW0UvA7/DkZFR3t\n0NXWwlRFYNPJa7QLCeX82Izrv7wju3C5gvIO5UahV13XgFJ9F6LmeQ6/fxdRutUfyCvmbeP6krsX\ne5fMxr5CZSLDP+F2wxMlJWXOnziKrV1m1UP/ZwGUd3bE2bEskLM9+H02qGAhimKCIAjDgbOAPLBV\nFEUfQRAGf7++HjgFNAMCgBigb0H26ZcUUEiLM5eucPPGddq0a0+bLt25eekCfo+8fna3ChVy8vK4\ntu7F6D23sKvROM/13Dl/AgPT4rx//YJ+U+ajoKhIVPgn5BUViY3ObPQmDulL82rlZO7y/430uHjy\nCPe8vGlUvy5DBvTlpvtd7t5xl1hW1gIIKUpV2b0KA3JycvQbOIgnwa9p2X1AzjdkgcNuJ7AoWRJf\nvyesXb4YJSUlPoWHoyCvQGR0ZqGPP6YtxHngTBITpT+n+Xu3MPc4cMSNwGfPcK1UmZFjx/H40UOu\nXbkss/pTxBayE13ITTnIWgkxN0jrUREEgbptu7Lh8kMadMj7RqfHpdMYmZXkuY83f8z6GyVlFWKi\nkk+oxEkQs9m1dA4TOzSQ+mxnRvz2CkmHYxuW8O7DR+xLFmN6z1YEfYrinM9zILOiXFYhbzkhO49S\ndmIKsg4tzWoDVhAETF0bU3P+MUrW7SR1fRmFFALuXMbQtAT+Xp4MmbsMVVU1YmO+kJCQIFGw6X+L\nl1KpdkPi4uJy90VkhP9PSqHSQhTFU6Io2oiiWFoUxfnfP1v/nQjxXUVu2PfrjqIoekqo44ooii1k\n0Z9fngzp6ekz/s/JTBg9knKuVfg/9s46LKrsjeOfIaRFkbawBUVC7O4Wu7t17e6utWvN37rrrusa\nayt2YWF3d3fQkvf3Bw4CDkzdmWFgPs9zH2XuveeegXPfc77nfc977OztGdO/F98iIzX2zPSWWU6K\nxOjnP6cydb139SIPrl/ml5lLMLe0AsAlb36q+rdmzbSRXDl5lPevnhMRFsqWv//A0ychHLRRRV9u\nXLmkdv0Ns4eysc2alYmjhzN01HhK+fpgly0b/Xp2Jyw0+RJcTYggZa7VhlCShmKqOhA9f/ES5y5e\n4n/Ll5DNNuHdyJ0rJ/1796D7mBkcPn2Be4+fERYewZpNO/EskjBIKdZ9PKduPpBbvj4JofTkPbS2\nsWHUuPFMGjcGj2LFsbKyZkDf3nz98iXZpsLyDkVJKXoUET9JUeRZqk5MGMmw48rw8OYVHt64Qs+J\nc8j6PUtcVrscNOk+gOUTBnHrwhlePLxLVGQkx7b/i3OehI2dBzeqwI2gk0o9yyCEFMfSwpwpg3sx\n5a+dFMntjJmpMUM3H+ZDaITGnikvu5y6KPP3TypoZI1VlOH1ves8vn2NLqOmYefozO0PYVjbZGXA\n6An069mdoLNnuH71Ct++feOvDZtwdkwQlx4ly7N/y3q1nm0gY6L3YggS9h1ydnUlOiqKQu7FiI2N\nZf7U8Rr1WKRXQZQUZeoYHfWNZ/du4epWgIKeyTb6pdUvI/jw+iVzBnRiUIPydK/ozvTRQ3j1/ClT\nFiwj5OtXrG2UywhjQDmaNGpAkcIFeffhAyXLlMPExJgxI4cltnF1B7aaEjHKlKnpwXlsbCynzp7D\n0cGeKhXLJzs3ZvhgQkLDqNNlIB512mDrXYM+42dz7/FzlvRvR1R0DNYy4vuTok9CKD0h/bvXrF2X\nkqVK8+TRQ6rVqIG5uTkjhgxSyo6rIoyURVEhpChiCgpBELh2+jhGxsZ4J0l2A9CwU2+MjIyZ3rMV\nI1vUpEu5QqyeMoKXD+/RcfhkjIyMeR4Sq5N6ZxaqlS1JNW93Lt9/RrPKflhmMWXIpkPExwsa8w6l\nFERJSS0cTJ3QVE2RVEzdO3MIgNI16iW7pk2Xnlhny0HjurWoWaUitq756Nl/MNdu3mLahDHY2Fhj\nZkjoZEAGGUIMAUyfNYcV82ZgbGJCdNQ3tm1Yx71bN3RdLZ2hrFi7fy3Bs1O6Rv2fzplmMWPYwt+x\nsLYhi7k5pmZmWFha4pIrD8FfvlDYozj5ChZWq74Gr5B8fp02iQVLfiM6Opovn7+we8d2Lpw/p3Q5\nugp109ZzUuPSlWsAtG7e9KdzJiYm/PvPeuxss2Jpbo65WRasLMxxsMtGbFw8uR1z4F1Qsf1v9In0\n5B0CGD9pCn+u/Z3gr8G8ef2KE8eOcuLYUZXKElsYKVKWpvbpUpTnDxJm/qs1afPTmiMjY2MG/bqC\nrNlzYGZugWkWM8wsLDE1M8PM3BxzS0tyuvsotCZWGSFksO3JmTZ+BJuOn+fVhy+8+BLC1RfvOHD7\nsdLlPHganHikJC1BlJp3SNOhcrIywqmCdENijyoNuPEmeZ8ikUiYuXQ1zi4uWFpaYmZmhpWVFfFC\nPM5OTkTHxFCjfGoJzgxkZvQ6gUJSvH19MTMz40jAbor7lMTGNpvaKXjloa1kCvKEjRh1OLn7P4Cf\nZhOlOLjmYu7WI9y/eok3zx5RrXxZspiZMaJPV1Zu2Kb28w3Ix7OYB9myZSNgzy6KFffENEsWJBKJ\nwoMvXYsRaR3EnFFWZoH9hi1bAahTU3Ybd3Vx5nrAP5y6dI37j59TomhB7O2y0aT3SLZN6iNanTML\nyogC6SL7QoWL4OTkxL69uylS1J3sdnZqh43Bz94cRduMMkJKHRGUNNW2OpzZtwMArwrVZJ7PapeD\nOVuPcPfyOV4/eUTO/AVxcM3N7H4dGDJ/NVESiV5EPegzBfLmIp+zPXuCrlEopyOuVuYYfR+r2Jco\nkEy4qJNZTtGECprMiqaJMdLtwH0AFChVOfnn3/uWrNmycex0EGdPn+bRg/u453HGo2gR6jZtydoV\nS0WxJwYyHhmqVWTLlp05K/7g3ZvXPLx7G9ts2eXfpCaa7jgUKd8rl+1Ph7IE7t5CEZ/SFCrhK/N8\nbEw0ty+e5ei2f6jSuBUOTs6M6NOVX5f/TtHi6hlSw8yh4thmzcqyVWsIDQnh6uVLZM+u+TYOCYJb\n1qEKqQ36NN0OVv7vDzyKFqFqpQoyz8fExHDs9kv+t2kXrRvWpJBbbpr3G82fcydSqkg+jdbNwA+s\nrK1ZuHQ5sbGxBJ05rZE2LvYaJDG8QWJMEuz6Yzl2Ti54Vagq83xcbCx3L5/j6LYN+FWrTd4ixZgz\nsAvdx8+iqG8ZhfoOZeuZ3ryP6QEL8yws/qUdZqamnLj/HFuLHyG4qoTLyfIOaQtl2oMY3qGg//6H\nmaU1hcrKntSKi4vjwPFT/PPXn1SpVoNi5arh37o9c6ZPplb1qnLL11QmOUMShfRNhvEMAYSGhlK0\neAmyZ7fjw9s3OLnm1MpzNeUh0uYM3drTd7Gwkm3Uzh7YzT8Lp/EtPJwcLq745nOhTZ0qjJo6mzIV\nq8i8R1EMQkg5QsPC8ChWnNx58/L8+TPc8uXnwzfNrY2T166l5/VhNvnjswfY2Mhu47sC9jNi3CS+\nfg3G0c4Wpxx2VGjVi2lDe1OvSjlDqlUlUWcAHB4WRuGiRSlUpAiPHj6gQCH1QnD1CXU9RGtP38Xc\n0kpmVMTVU0dZN2cSoV8/Y2Flg71LLqb1bIV/134yw6MzK7E53DQ+cA2N+EbBnI545s/FzaevKOKU\nQ+0yHzwNppBbcjusTLptSL7nUGr7DckiqSBK2X7FHh/1/+sEWSxkb74dFHicXyeO4sP7t1iYm5O/\nQAE6tfSnd/cutG3ZXLQ6gGGNaEYjw3iG4uPj+fjxA3b29rjmzkPthk00HiaXFLEHg9oeXKYmhMKC\nv7B8/CD8u/XHwtqaSTPn8sfyxRT3KUm9Ji20WsfMSNIMV4Ig8ObdBxwcHHB2caF6zVoaEUKqeH7U\n8RRpi9SEUHh4BJ169qV/7x7YZ7Nh4fjB/Lb+Pwq65aJbi0ZarqWBd+/eYm/vgKOjE6XLlsPS0lLX\nVUoTsT0fHg7WKnuJLKysZfZ7sTHRLBn9C9WatiG7gzMdh0/k+I6NWGfNRp223ZSqmyoYvEPJefs5\nGIdsNjhlz4pnvlzk8fNJdl7RDVMVepYCYXZiTvbIaiNJxzPqeofMUhH78fHxjO7fgzqNm5LHLT8T\np05n5/ZtSCQShg38ReHyDSInc5JhPEMP7t8jew57bLLasviPf3VdnQzDlw/vsbC2xjFXHuJjoinm\n7cuIPl35Y9s+tcs2eIWU4/nLlxgZG+Ho5MyKNWsBxQcZ8mabxRIyinqKxF47pA5v3r3D0sICj6JF\n+PD5K5VL+dB73Gx2rZ6n8ISKoQMVh48fPxASEkJeNzfmLVqi6+rIRZ1BvvSdTO09SGu2Pa37ZF37\n9eMHTExNye/hxbZViyhRrgpjWteh7/TFCrfx9PK+6jshoeG8eP+ZorldmNUjYUJRVlKDpOuHFF07\nJMs7BMk9RPK8Q2Igz8NZKp/dT3sHqUvI549IJBJ8Spfjj98WUadufRrXr82C6ZOUXieU1J7LEooG\ne5/xyDBi6PLFC4n73ugKsdzB6SXkKCz4C0tG9WPo2Mk082/I/j+W0bNlYwoULopbgZ93MlcGgxBS\nngsXr1CyVOnEwYtYs62a8OhoM3xOmSQKP90bEkL7br0YM3wIdTzzUKqEBzU79ienkwNe7oVErmn6\nwM7CWKPvnzrt8vLFi/j4ltSLRc6qfE9ZA0RFJgaUESLSa6XP+hYZwZJRfanfoRfFy1TEs2xlZvRu\ng6m5eaprRA1ojqADe/EqkBtTE2ONlJ+aIFKUpKFySXGxNlU6ZXzS9q6J5QTS/iU66hu/TxhA8/ad\nKVOxCvUbNaZN8yZERkT+tEZU2TBIqfCRiiKDEALBJItS+7LpAxlGDAWeOI53qTJyr9N0Ri3py5ne\nQ4bkEfLlM3P6d6RGrdo0bdsRgLEz5nLz6mWq1q4n5+60MQgh1dgfGETpMmVFLVPT7fTay+B0I+5T\n8jU4mKZtOlKmlB+DW9QEYOG4wQReuELjGpV0XLvMhdQmBB4/Sumy5bTyTHkDO323Ux4O1lx6+pb5\nQ7rjmq8Q/t0SQoXaDRnHzXOn8K1cU6teIWnGQH1Ak+uGjl29SzmPH2FwYm+EmhqpeYekyMoqp8y6\noZTIG2uJ5R2Kioxk0YjeODk40XfYGFysTRk7YTKHDx6gZu06ok2sGERQxiZDiKHPnz9x6MB+Bk6Y\npeuqJKKttNuaIPpbJFO6NaNO/YYMGjMpscMsUsyTIsU81SpbXzrD9EDSmZfQ0DB27djOyXMXAd3F\n4CftvBSN/U5NEKWcEdfmYCkmJoaaDZtRuUI5Fg3rltjGPQrlw6NQ8sxx8uLpDZ2kOHz79o3/Nm1i\n/9ETGn+WIu+PJt4xsVJoK0J8fDwzerUmb5FidBs7M7GNu+TNj0ve/AqXI2Z4nD4JIk0QExPLX4fO\nEDBzsNL3pgyVK+RmKzOLnLJeIU2FyimCMoIoZX/jlcsWQRCY3b8DBd3cmDxvKcbGCd62PHnz0q1n\nr4QL0+EGsgbSH+k/FkEBNv+7gYo16pDNLu3Bmbb3WUmvM+LyeHznBtlsrBk8drKoSSgycyeoLpu2\nbqdCpco4u7gofW9q7V4ZsX7hyeefOi1Zn6VGagkWUtZN1QGosrOXN2/fISYmhsXDu+tFSNZPaDE5\njDKo8veT2oXdO7fj5eODWz7NpjHX9WJ+ba29ef74EZEhX+gx4VeMTVSb9zSsExKX7RvWk9/FAfe8\nrqKUV8jNNpn4kSeEkoqppPsZpURf0kB/fveG988eM23RCkyzZDGMMQyojB6OApIjCAJ///kHLTt0\n0XVVZKKPgujFg7tq7x2UEoORUo6U8bir1m2gU1fFsz6JiTzBo0yogyICTBuC6Obtu3iXKK622Dd4\nhcTj7z//oFPX7hp9hq6FkBRtiIz7d25RxEP1Nq6pOir6N4gXNLdlgK5Yu+8kPer/CMEVK0QupShS\nFmk9ZHnBk67H1FU/LssrBPD8wR0KexRPdUJL1bWkBjIfei+Gtm7ZhLm5OT6l044z17ZXKCmqboSq\nK3yLFuTh3TucO3WCmOhotcszCCH12LkngMjISKpWrwFod0CnqNBRJ/ZbzHdT0Q0z8+TOxZ2bNzl6\n9iLfoqJUepauhFBGWrgqtQ3Hjhzm9atX1K6r3nrEtEgvQkiKNIW2pkSHS67cPH5wn/AHV/gWGaF0\n3TTJm7CYVP8eaZ3TZ05euMqtp69pWrGkymUosgGrPDTlHbr9ISzZoQ3sXXLy9OEDLp49RVioQfgY\nUB29FkNfPn9m8vixjJq5IM3ZL10KoaQoIorSg2gqW6kqcXGx9GrtT/sGsnd5VgQXa1ODEFKT0NAw\nho6ewLxFS1QK51InRE5ZgaNMyJw8xBgQpSWKKpYrg7WVBbU6DaBQDdn7ZUU/vG7YbFULREZGMmLI\nIOYsWISpqcFeiEVxb19ccuaiR8tG9KxcXOH7tBkaJ33Pkx7pBTEnHaKjY+gzfjYL+rbBPIvibVzM\n/YYURRWbp+oYS90ECrXLlqRIseJ0b9GQCkXzqFWWgcyNXouhK5cvUqhwETx9Up9pSS9CKClSUZQe\nhI8s4uPjKVGyFAA16jdWqQyDCFKdpJ3wtZs3cXRxpVyFioBys9u6aPuqCqLU6irG4EiWIIqLi6O8\nb4Jnp12jOsnOKSKCDF4h9ZHaiPt372JlZUn1mrW08rzMQmxsLF5+pQFo2qaDQum7DWuENMOj56+I\nigjHv4KP/IvlIIZ3SBZpheyJEW6makKp1ELkIGGs4lUyoY03a9lK4TIzkh01IA56nU1OEAS9n0lM\nT4IoPi6OJycD6DtlHH7lKrJ+z5E0hWZqZLZBhyYRBAETJdu4GCJInRm7C08+q7TLeGr7rUgFkRjt\nKj4+nv+272LY2AmUKl6EU5tXU85HuQyJBiEkLoIgYGJisBliER8fz9H9e5g9fiQFi3qwduteSpZN\n2Gsl5R5EBvGjHQRB+GlfIUXXCyXdfFWKopuwphdkCSF1+hhBELhy8ghDZo8nt1s+Vm/aSZO6NZNd\nY1gvZEAZ9FoM3bt7F7d8qacITY9eofRKZHgY3SoUTfx56MRp5MydV4c1ypykHPDeuXdfqexairR5\nbaR8V0QQyUq5ndYgTV1RFBkZSbacP+zFryOX4l7QLdk1Bo+Q9rl3706adlxMlN04Ut+IiY7GL59j\n4s9L/tyIRwnvn64ziCDFEGu/odsPn1CggOohb6kJIkDnoiitPie1vkaddNrxcXF0KV+YmO9rPWcu\nXUXDmlUVq6yBdINEIqkLLAaMgf8JgjA7xXnJ9/P1gQigiyAIlxW5VxX0OkzuxLGjVKho2BxRDJaN\nHZD4/1+Xr8U1l2rxtwavkLgcORZIxUqV07xGm4tW3z0PTnakhSKpt1PrLNP6LqoOZgcMH534/z/m\nTKBoAcXFfpaCJQxCSA6q/l1OHDtK+Uras+P6bKOk6zBTW4+5aMakxP9PnLMYd08vbVbPAAnva8p3\n9vDp81QtkzxETtm9fVJbP+Ts7aRW6JyySRQUfX/UFUKpsW3N4kQhNHr6HLnJs1JDX+xqRkQikRgD\nvwH1AA+grUQi8UhxWT2g0PejF7BCiXuVRm89Q7dv3eTmjevUqluP4Hhd10b/uXziEABHrz0gh72D\njmtjAODh4yecPHueecv/B8gebCorgNTxCskSP9LPnPKIH+6ZWtgcqOYl+vvfzQA8vX2V3KaRMq9J\nb6my9aXDVlYISf9ur16+5MjBg0yb9asmqqW3KNquU3q61v9vBQAHzt/EOWcujdQtsyF9B+V5iFK+\nq1Kv0ruPn/lv/1Gu7/0HQt+oVRdZHiIpYnqKoh9eV8sWakoIAWxduQCAgKBraUavBBtnTVehcvpi\ny7VEaeChIAiPASQSyUbAH7id5Bp/4C9BEAQgSCKRZJNIJC6AmwL3Ko3eeoZ2bttKsxYtCY6X3WkY\nQuSUY+iEabTo0NUghNIRW3fson6jxmS1FUdoaDI8Li0vkareIZD/HiszCF86fzbtW7fAxVkzC5DF\nRl86T3XCzvbs2kGN2rXJkcNexBrpJ2l5fBS5D2D6ohVUr9fQIIQ0QFrvY1rndh4OpGqZkrg6Ofwk\nMJT1DoH8DHPqeorURVNCSBpSPWT+aspXrZEohPTZ06uvxGGcbBsLWQdgL5FILiY5eiUpIifwIsnP\nL79/hgLXKHKv0uitGKpYuQpnT582vAhqEv0tkg+vXxIZGYG5hYVaZRn+FqkjDZ2QFUKRGlUrVSTo\nzOlUz2tT8MsLiZN3jaYFUVoD8qioKJ48e05YWAQWarZxbZEZhBAk2PG02nhGR1UBlJKYmBi+vX9B\nRHg4lpZWItXOQEpk2W95Iql6uZKcvnSN+HjxQlgUSbmdmijShVASwyMUHxfHm2ePiQwLM7Rx/eCj\nIAh+SY7Vuq5QWuhtmJyDoyMREcptJGcgOTHRUdy7epGZfdoC8OeO/SqXZRBCslFnUOvo6EBERLgo\n9dBG0gR1kZVQQUpaIXNS3oTF/NQOo6OjuXb1Cg1rJ2xYu3frRlEWRBsQBwdHRyLCtW/HdZ1IQUx7\nGRMTw51bN6lZJSH9/qK1/4hWtgHZKGPXnXLYERoekepeiDbu7gpnlkuKVBClteYH5IsfWcJK1RA5\nTfUz8XGxvH76iBHNE/Y9nLVsjUL3pZdQOX2Z3NIir4DcSX7O9f0zRa4xVeBepdFbz9DLF89xcXXV\ndTX0mlWTh7NkVF/KV00YKErz9SuLQQjJRl0D+PzFS1xcZXt/lfEKKdtBpZzFU8QrpMi1iswOyvMQ\nKRs2N3HsaBrVqUmLJgn7ZVWtVEFuHXSNvnScYoiJly9e4JIzc9lxse3lvNkzqVmlIh06dQGgfJUa\nopZvQD2ev3lHTieHNDeGt3F3VylkDhLEjPRIj6jqFUqaSe7Cjr8Y0bw69Tv0BKBKrbqi1M2AzrgA\nFJJIJPkkEkkWoA2wK8U1u4BOkgTKAsGCILxR8F6l0Vsx5FnCi+tXr6bqHTKkDpVPdgcnwoK/Mmb6\nXExMTUlYp6YcGU0Ixdk6KzQYTRn2pkzohKJ4FnPn3t07BH/9qnLAq2S6AAAgAElEQVQZ+uARSomY\ndXZxcUEQBKZOGIOJiQkxMek3rbIyIZQZhcKFi/Di+XM+fHiv66poHDHC4WTh7JIgJvsPHoK5uTlR\n376J/gwDqlMgT04+fQ3mxZuExAaaTNKirCiSd6269kiM8DgAa7uEdPFVm7TBysaWsNBQhe5Lyyuk\nrQiBzGbTFUEQhFigP3AAuANsFgThlkQi6SORSPp8vywAeAw8BNYA/dK6V9066a0YcnJ2oWSpUuze\nuT3DDci1xZ51KwFoVNEXR2cXjI2N5dyRnIz8e1dF6Ci7JkgedtmzU7lKNbZv/U/pe6+9DNaYEPr4\n5Ema59X1DoF4gmjG1MkAeJQsh5WlZbpdM5TZOkypV8naxobadevx36aNOq6RZtGkrRw1bDAAZX29\n+PbtG0VyGZLgpCdMXIvQom51/toWIPdaqYco5aEsqniJVPVMaYMDy6cCMLJFDcJDg3F0dtFxjQyo\niyAIAYIgFBYEoYAgCDO+f7ZSEISV3/8vCILwy/fznoIgXEzrXnXRWzEE0Lf/QGZPn5rqeYN3KG3m\nbT9OMa+EvQ8KFFbcEGpqhjM9I7bQSY2Us1X9Bg5i1rQpybx2qYWKSQWQJr1BUiH08cmTxCM9E3T5\nGqXKlAWgSKGCOq6NgaRIBVG/AYOYO3tmuvbapWcuXLuVuBeZdPPazGaf0zuDu7Zh9qq/CI+QndJf\nHqqIovQQOidv421F6bF8J94VqgFgbZM1zZBDKYa1QgaUQa/FUP4CBYn6vvmWAeWpVdqbX0aMA6Cu\nfzOF7jF0suKgqJHMX6AAUdHy23h6C4cTwzukKknXsuQvUJBZE0YC0KFtK40+V1X0scMUM/lAvvwF\niPr2TaEBjrYQcxNjVWymbVxIsiMt8rq5MXFqwuRoh85dkj1Xmf2KDGiOgnlzER0Tg5GRem1cFY9R\n0jVFKY+k5UpJb3utAWR1cKHDsIkAtO3aS87V6QN9tOuZGb0WQ7ly5yYmOoYPH96naswN3iHZSH8v\npcpXolqd+hw/IN+Fb+gwtU+OHPbY2Njw4vnzVK9Jb0JI16Rsp+VKl6JlU38CDhzSUY1SRx87TDGF\n0JuwGKysrMiZKzePHj4QrVwxEKPvUNZmpiZ+5ImiEt7etG7XnqOHf27jSdN3p3aoUlcDimNiYoJH\nwXzceiCuJ12MkDpF7vm+b4xcZGUDFcs75JqvIDVbduRM4FFRyjNgICl6LYYkEgklvL25fvVKmtcZ\nBFFykv4+spiZMWPJKoJOHuPzp4+p3mPoKHWDbVwI3j6+XLtyWeZ5gxCSj4mJCf/7bRHnL17m5avX\nuq5OIpldCCUt09vHl6uptHFdoIs+Q5GwntSuMTIyYuHS5Ty4f4/Hjx6KXTUDIlCyeFEu3lA+hbay\nKCOMUl6T1Cskpn0SQxBJJBK6jpnB5w/vuXfrhgi10hz6aNszO3othgB8fEsSdOaM3OsMgijhdyDr\n92BlbUOlmnU5uHu7DmplQB7eviU5FyS7jae2L49YKJNWWxk0HSqXEnNzc5o0qs+mrTu0+tyMhCb3\n5clfzIvzZ89qrHxdoMwEkjLrG1K71sTEhKbNW7B1y2aFyzKgPfw83Tl18ZpWn5mW50jVhAna2J8r\nNfFkZGRE/aatCNi+Jc37dbleyCCE9BO9F0Mt27Rlw/q/+Pbtm9zOJ7MJIqn4SU0EJSU2OhpT0ywy\nzxm8QppBUaPZvGVr/tu0CRshIWVuemvH6SmJQlptNSYmhixZ0kdb1rcOU9MDoHpNWrBz53buvtBe\niu30YtfEHLhFR8dgapI+vpeB5LSoW519J87y9sMnna7LSc1rpCmvkBR1vENJJ/1iYlIfqyiKptJq\n65tdN/ADvRdDRYq64+3jy+Z/Nyh0vSLCQJ9RVPwk5f7tm5w5cZRaDfw1WDMDquKWLx8VK1dh/V9/\nyjwvpndIFY+Nfb58oj1fU9y5d5/dAQdo2VT3bVzfOkxtzAQ7OrtQtXZ9Nv/1u1aep2kUFVqqCiFZ\n9z1+9Ihd27fRrKXqiULSi0DMiNjbZaNto1os+zttr4a2yVKwRLpKmpCWaPrw6gUB27dQr2kLLdZI\nMfTNrhtIjt6LIYDmrVonLhxV1JhnNEGkqsjb+OcaerX2Z8yMuWTNlu2n84bOUbMoYkBt40Jo3qo1\nx44cTvws5d9a0+FyyuKUJ+36yJslTO37pNXGZbVV27gQ/vh7AzUbNmX21Ik4Ozmm+VxNo08d5puw\nGK0KkwZNW3HmxBGtPQ80Y980LYRk8d/mjdSvWY0RY8eRJ29etcoy2HzN0a5xHQ4EBolerlTQyDrk\n3ZeSlDZK0eQJiiDP7ss6L+0Lzh3ey7gODejUuz8FChcF0k9b1Se7LgYx8UJi/5DaoW+Y6LoCYmBj\nk5XHjx5w4fw5/EqVxsXaVKE/hnRgJVYKVV2gjqh7/uQxK+bN4p+Ao+TK4/bT+fRiaDI6sTncEt32\nqRlVZytjnj55wrPr58ld3A8jIyM8HKxFbbvaXsejDV68fMXYydM5cWA3hQvqds8NfeowddGZWVpb\n8+blCy6cOUnDmlUxMtLOXJ2i/YWiZSmCmELo/ft3jB81km17AvAoVlyUMpN+D30c2KRXslpb8ebD\nJw6fPk8F+ywYG6vXxhXx6Cjj9dGGjSqVz05mX5OWEAoL+crvM8awcv1/FPf2TbP89LC/kAH9I0N4\nhmrUqk3LNu0Y1K8Pndq2Ijw8XKmBvD6Gzqlb56DA4/Ru40/nvgMNQkgPqFKxPN169mLEkEEM7tSC\niPCfRZA63iFZnZMiyRNUCZETK9VqUmS11xunDlLbvwV9e3Q1CCEl0NXg19OnJF36DWLOxNHUr1ub\n0BDtDWrEsHfatpm2cSFcvnQR/3p1aNO+g2hCKCWZcZNtTVG8cAEmD+rJmLnLqTZ2CV9Cw1UuKz2F\ntqlDqXx2afYJT+/eYnKXZtRr1FSuEFIUMe2xPtl2A6mTIcSQkZERAwYP5cTZ85iaZqFkcXc+fvyg\ndDmqrLfRJmLVLyT4K2MH9mLszPl07Tfop/OGjk/7xOZwS2ZUTT49TbbIUyKRMLJ3J46fOUcOe3tq\nlyrGu9evRGmrYnuE5IXIyUOMkL/w8HA69ejHzEnjmDB6uNrlqYOhs1QMiURCmy492XTwJLnd8uPl\nUYQnjx8rXY4yG5aKgbJiQaw6RUVF0bNLR4aNGs2kaTNEKTMtDP2COPRo1Zjz2//Az9OdIp3HcvuZ\n8un+xRZCKfsfKSlD5FJOlKgamSAVQGmJIK9ctsTHxbF4ZB/qd+jBmBlzk53XdXtM7XdmQD/JEGFy\nUkxNTVn79z+MGjaEhrVrsv/IcSJNVRssphxk6jqUTkyBduLgPtwKFKRSjdo/ndO1gcnMyMpwY/Lp\naTKDa0c4K//3B5PGjaFLs3qs33MEDwcHrbfP9J40IejATpydHWnauKGuq2JASYyMjJi64DecXFxp\nXL8uB48ex8XVVeXypOJD3toHqe1TxjOmyqaqYnE08BSWlla0aNVGtDLloUxIoZjhh9omqS3WxIBX\nIpGwbPIIXEzjaTB2EUfnjSCfi4MoZWeEAbp0Quzu5XPExsTQv3evZOd1PU7JCL9jA8nJEJ6hlPw6\nfyGVq1Zj6sTxopWpK4+R2M+9fO4M86dNYNjEn2cSdW1gDMgmpZfINi6EKTNm4e/fhHmTxya7VtOJ\nFOzz5UtTCKmbOEEMLl+6yIDho5g3Y+pP5zSVUjU19LHTTC924JcR4/Bv3Y7RI4aKUp6iQkSR769K\n6JiYQujajZv0/GUQi2f/3MbTA9LfjTptyUgiEas6SpHSRkjtryZsx7hxo/jFvzoDl21AEAS1yxPT\n3oiZOEEZpH3Yq8cPWDL6Fyb/ukDhe7XhCdZHm25APhlSDAGMGT+R/zZvxNlKXOeXNkPpxH7G+7dv\nGNarM7OWraGYl0+yc+llAJSZkWdkU3bGI8eO5+Du7cTGxqrVVrQhUBRFXTH38eMHOrdrzaqlCylf\ntrRItVINfe4004s96DlwOEcPHyIsTBzPp6Khc1Kxk/T3IOszZZ4rFl+Dg2nerjOL58yiWuWKopWr\nKPK+f8rzqvy+0kv7S4kmBNGgZrW4eP8pH4PTTyInWUJIm16+bxHhzBnYheHjp/wUwSJW21DFPuuz\nTTeQNhlWDGW3s8PCwpL3799p7BmaEkWaKnfupDG07NiVcpWrJfs8vXY8BlLHNi4EKysrHJ2cePvq\npa6rA6i/Vkgeqb0TSdvvlAnjaNu8CQ3r/hwCqk2vkKHTFIcsZmY4u+bixfNnoparjDhRN4GA2LPV\nE6bNol6dWjRv0kjUctUlrd+TMt42XfdHikxKKWtL0irTqqgPbk45ePL2o8LlRT+8rtTzlUFRj5Am\nQrOlk2FbVy6gqE9pGrdql+x8Wm1DlfdMGTttsOkZmwy1Ziglnl5e3Lh2lZq162p0VkPMFN2a8ji9\nfPaU86cDmbpoebLPdd3xGEhO0jTbilDCy5s7N66RK69b4mdeuWy59lJ+Jjhto+reQqCYEHrz+jX7\n9+7lwbVzqlVQBDJSh5le1ny4e3px/dpV3D2KKXR9sHFWhQZGiq4lUhVNhOx8+vyZzVt3cPPCKUB3\noUwZydujKrLstKrvv1eBPFx9+JzSRVVfi5nas6VtRJH2mFp7UtQOiNHvRISFcmzHRuZsOSz/YhFQ\npM/NSHbdgGwyrGcIwMe3JBfPnwcgPj6eMQN6cfr4EeLi4jTyPHU9OpoMvQs6eZxKNWpjYWGZ+FlG\n65wyCsoYXm/fkly9mDD4FwSBlZOGcfH4QeLjYpV6prqhcprKIJfWO5Wy/Z4+FUjlqtWwzfpzh65p\nr1BGzSyUHmxEMS8fTpw6m/jz8MED2b0jITxUDDQhWjS1duHUmSDKlvbDwd5eI+Ub0Bxp2Qe/Im6c\nu/sjc+LwlZv49+g5YtUcqyQVN8HGWeUe6qJOmLP03gfXL5G3sAcVixdS+F5137fU/jYZ1a6ndyQS\niZ1EIjkkkUgefP83eyrX1ZVIJPckEslDiUQyWsb5YRKJRJBIJHINZoYWQzVq1+HA/gAArl+6wKWz\np5k6YhANynlx//ZNjT1XGVGkrTVIcbGxZDEzT/w5PQxyDKiHbVwINWvV5vSRAwiCwLN7t7l2+hh/\nzZnE8q61ePNAvTauqMBRJGlCahvqSY+UyHsnZLXf2NhYzMzNFKixuGT0zlLXtqJSjdoEHj7A69Bo\nHj18wJ6dO5g+ZRJe7oU4fy5IlGeILV405bGJjY3D3Ez7bTyzoeo7reqkS8MWLTh44SaxcXG8/PCF\n9YfPMmfjPtzajSDw+j2VyhSrDSrrHVZGEMnqA+Ji4zCV0cY1bYekwifpYUBnjAaOCIJQCDjy/edk\nSCQSY+A3oB7gAbSVSCQeSc7nBmoDzxV5YIYWQ6VKl+Hdmzc8f/aM/C45sLC05MCFm/QfNYG+7Ztr\n/PlJhU7SgZ0u9jNy9/TiwulABEHQ+eDGgOqk7Gw9vbyJjo7i8YN7eLk5Y2xiwpKAs/QcN52N47oj\nxMer9TynPLapip20zklJSwTJQhERlFr79SzhxemTgRrz/Mois3SYurQZ+QoWxsLSktvXr5LV1hZB\nEDh35TpLlq+kVdPGREVFifIcfdi53qtEcU4HnSM6OlpnIXIG0kYVQZTH1Zmc9tkJuv2I7DaWRMXE\ncmX1ZNaP6UXTicsIjfgmfkXVJC07nVTkpHXIIm8Rdx7euEJkZISmqm4g/eMPrPv+/3VAExnXlAYe\nCoLwWBCEaGDj9/ukLARGAgqlaczQYsjY2JhadetxYN9eTE1NifseOlS+ag2ivkWKkspSGTQhgGKi\no7l87gxXL5xLHATGxcVxKeg0YaE/OndPXz8sLC0JPHxA1Ocb0AyKDrIlEgl16jXg+IEATExME9tA\niXJViIuNQRAUF0NphcpJhU/SQ15ZKctTVQTZm8Hzmxd5duNCYmhUfHw8QWdOE/z1a+J1xYp7kjNX\nbrbv2vtTGWKLlsw4c6hLQVStTn2OHdjL5ygJcfEJbbxy1erEREeLasfFFETKiJXY2FiCzl8k8PSZ\nxDYuCAKng87x+cuXxOsK5s9H8WIebPxvu2j1NCA+qggi/wa12R10DVNjY+K+T2JV8SpCvCAk/qwo\n6VEox8fF8fDGFW5dOE1sTIK3SRAE7l+9SMiXHxt/53Byxa9MOXZu+kdXVTUgDvYSieRikqOX/FsS\ncRIE4c33/78FnGRckxN4keTnl98/QyKR+AOvBEG4pugDM3QCBYAGjfxZtnghjfybEvz1C+Fhodjl\nsCe7nT0P796mkLtii3LTA9FRUWzdsI6zJ47y+uVzjI1NePH0CXnzFyAmJpqY6Bgm/LqQlQt+5d3r\nV0RFRfHb+i0UKuqBRCKh99BRrJo/g5aN62NsbKzrr2NADrIWdqYcgNvGhdCgUWMmjB9Hiw5diYqM\nICz4C9a22cnumpe3D2/jWkTc3crlIUsEyUKW+ImJjmb7xvWcOX6Yty+fYWJswrNnT8mb1w1BEAgN\nDWXRsuUsXbSARw8fEhkZwYbNWynhnZAqfsTosUwYNZQmjepjYqIZ85bZRFBSdJVUoUa9Rkwa1p9u\n/YcQHx/Pu3dvcXJypoS3DxfOBVGpSlXRnmUbFyLaYFJWMofY2Fj+2rCJ/YeP8OjxU0xMjHn67AW5\nc+XE1NSEjx8/sWrpQn5b/Ts3b98hIiKC/9b/SZlSJQGYMGoYXXv3p26rTpgZQuY0hrLJbFKi7L1N\na1fFv/tgpndthrmpKc/ffyaPox1l3fNz5tZD6pfRrh0H+SFyHg7WMhNHxcfFcXLvNi4HHuLNs8eY\nmJjy/tVzsjs4Y2ZhwZf3b+k9ZQHHtv/LwxtXiPoWweC5q/DwKwdAn6GjGdilDY1btcPS0koj382A\n6kTGxiuSMOyjIAh+qZ2USCSHAWcZp8Yl/UEQBEEikSg84yWRSCyBsSSEyClMhvYMAVSpVp3Hjx6y\ne+d26tarz29zEjYbrVyrLrv/26jj2inHf//8yezxI2nYvA0zFq9i4pzFBJy9xr/7jvPf4TN07PUL\nA7u0xa9cBXYEXmDwuMn0au3PnRtXAWjfoinZs2VnwdxfdftFDKhEaoPwchUqEvz5I9v+/YuGTVvy\n7+JZAFSsVY+bR3dqsYaKCaG0vEC7t25kxpihtG3dmmUr1zB/8TKCLl/jyMkzHD11luGjx9CpXWuK\ne5bgzMUrzJ63kDbNm3DhfEISiarVa5AnX0EmTp/9U9liiJjMLISk6MJD5OnrlyAiVi2jSZuOTB6f\nsNlw3Xr12bLpX9Gfp0kP0dadu+k7eDjN/RuxdsUSli+cy/VzJ7l48ghnjx5g1pSJtO3Sk/xueblx\n7iSrly2iWbtOnDh1BoAKZctQwrdU4u/AQMbAs0gBbK0smPr3Lvo2rsbwlZsQBIEGZb3YcDTttXGK\n2KU3YTHJDkWuVZXLgYdZOXEIftXq0HfaIrqPn82c/44wd+sRpq/fQ9exM1kyqi822eyYv+M4A2cv\nZ/GIPlw7cxwAjxLelK1UlVnjRmg9gseAdhAEoaYgCMVlHDuBdxKJxAXg+7/vZRTxCsid5Odc3z8r\nAOQDrkkkkqffP78skUhkCa9EJIo2NDs7u4ebt+8u4OXjI//idMbTJ09o26IpXbr3YMWyJUyYuxS3\nAgVpXacyAWevYZNVs/ujKEJMdDSnjx/myoVzWFhYUMzLlzs3rmGdNSutO/fA2NiYJw/v08m/Nocu\n3sHcwkKhcgO2b2HN4nkEngkiS5YsvHv3lmoVyrJ7/yEKFFQ8W4s+4WhrhSAISm9fbm9vf33zX//z\nrFiurCaqpTLSGca0Orxbr4Np1aIZDZu3Zsvfa2kzZCIFPX0Y3rQaC3YG8iRCcS/JhSef5V8kA3lC\nqHB2c86eOMrl82cxNTXF08eP+7dvYp/Vku69+mBqasqrly8p7+fNrYdPsbZWLKQ0YM9uJo0bQ2DQ\nBSwsLPj8+RPVy5dm56b1lCj+s+c3rRlbfRE72XLmIzLym5UgCEoF1js4OJxdtmpN2eo1lZo0SxVt\neonev33DwC5tqF63IXu3bWbUmDFUr1GLMj4lOHH2PC6uronX6ircLS4ujhPHjhJ05jQSiYRSZcpw\n5/ZtAHr364+D8Tc+f/mCa8FivHtyV2bmQ1kcPHKMfoOHc/VsINbWVrwIE6hesRwrfv+DUqXLqPS9\n0jtF8+Xh8+dPDoIgKL4BD2Bvb394+YJfazRp1ECUemhzf7L3nz7j36U/1X3c2Rt0nX7+1WheyQ+P\nruM4sXA0+V0dEq/NUvCHpyil3UraZsV+R+Pj4zl/KpCLQaeIj4vHu1QZnjy8z6svYdTv2JMsZuZE\nRUbSpVwhVh+/gU02mYnAfuLu5XMsHtmXuduOUrpALiLCw2hTtyrjZs6nTKUqou8xlB4oVMKP5y9f\nuQmCIO5GahomfzEvYeaGgDSvaeud61JanqG0kEgkc4FPgiDM/p4lzk4QhJEprjEB7gM1SBBBF4B2\ngiDcSnHdU8BPnh3J8J4hALd8+Vjz518smjeXAUOGMWPMULLZ5SB33nzcunpF19XjcMAuapcqxp8r\nlmJpaUV4WBh/rlhCSPBXjgTsprN/HaaMGEhn/zqEfP3K/Tu35Bf6nXpNWhD89Qvv3r4FwMnJmcpV\nq3Hk0EFNfR0DIqPI+pRcuXOz7u/1/Ll8MV37DWb9nImYZjEjd+Gi3L9+Kc31Opog6bM8HKz5eO00\ndUsXZ/WiuZiZmWESF82/a5YRFfKJo4cPUb9mNYYN7E+tKhWIjIzk2pXLP5VpGxeS7JBSv2EjBEFI\n3JjTzi4H1WvVZd9B2ftUyMoYlBnXAImBNjfJdHR2Yd7qdWz4fSWd+wxg4tjRxMXH4evnR9CZ08mu\n1cWaiRPHjlLS053Z06dibGJCXFwcvy1ZzJvXrwk6c5o61SvTY+g4vCtURxAEzp67oHDZtWtUw8bG\nhvsPHwKQ1daWOvXrc/jAfk19HQPf0aZdcMxhx5bVi1i77yS/+FdnwtrthEZ+o6JnYQJv/Mgql1QI\naZPL58/SoJwXC2dMBMDIyIh1K5fy6sVzPjy6xZSODdk6bwJDm1QGIPT+5Z8SSck6AIr6liGHsysv\nHtwFwNLKmpr1GxN4JGGdc2qiTl+FkIE0mQ3UkkgkD4Ca339GIpG4SiSSAABBEGKB/sAB4A6wOaUQ\nUoYMv2ZISnHPEhRxdydXrtxkt7Xlt1+n06pzdxZMn8D63YfJoqPY6yP7djNz7HCWrttEcW/fn87H\nx8dzYPd2wkJCaNOlJ7nz5VcqhtbF2pSQr1/ImmQG8pcBg2jbshntOnTC2saGz58/cezIEQb27UWr\nNu2YMHUadnY5RPl+BsQl6Sxl0k7aNi6EQoWLUNLPD5ustuTMk4d9q+ZQu1Vn/l08E88ylTCzsEgU\nKWJvyppW8oXTxw4zcegvLPx9PfWrVfrpvCAI7N6xnS9fvtCpa3cKFi6MlZWV3E4u6dqOr1+/kDWJ\nh7fvgIH4161Jz66dsMuena/BwRw5HkiPXwbh36Aec6ZPwdEhYesBgwhSH6kg0rSnKFceN/zKVcTI\n2IjCxUowfvRIuvboxfjRI6lZuw42CnpalEGRNUSnAk/Qt0dXVq1dJ3P9kiAIBOzZzYf372nXsRNF\n3T2wsrJC1luYWrv/GhxM1qw/9oPp1bc/tatWonvvPjg6OhEaEkLgieMM6tebylWrM2vuPJycXZT9\nugZ0TC4XR2qVLEZEVDQVPQszaNkG+jWuRs8F62hc3gc7G92sobl64RxDe3Rk2sLlVKrxs2dZEARO\nHNrP+7dvaNiiNUWKeSo8VpEKovDgrxTP/WOtfOsuPWhZswIdevbFt0h+wsLCOBV4giED+uFb0o85\nCxZj65L+kkUYUA9BED6R4PFJ+flroH6SnwOANF1UgiC4KfLMTOEZ+uuPtTjaWvHh/XvKlivPsFFj\nuHExCP9W7cmV142Z44YTERGu1Tp9+viBWeNHMH30UH77e7NMIQQJMy/1/JvTsmNXhY2LdLbWxdoU\niURC/YaNWbpoQeJ5Ty9vqlSrzsrlywgJDqZovjz07dGVmJgY/vl7HX+tXSva9zSgHf7ZtAVHWyse\nPnhAozrV6TV4JJfPnaVb+7bk9yjBmmkjiQyXu+BRFKSCK/TrFwKWz2LcwN6s37hZphCChIx4jZs2\no3O37nj5+OBqHqfwbJ/0ugaNGrNk4fzEz/0KuNCkUQPmL1lOWFg4TvmK0q5rLyIiIvl3yzZ+W/0/\nNb+lAVlo0kt0aM9OvHNl5+bVS5SvUoM+Q0Zx6uQp6tSrT+Wq1RjYrw8hweKKfCmptcfgr1+ZNmkC\nPTp3ZM2ff6eayEEikdCgUWO6dO9BSb9SWFmlbsdT2wyzcYN6zFu0LPG6vG5utGrXjkXz5hIZGUmB\n3C507dCWkJAQ9uzawbLFC1X/wgaSoa0Jk73HTmNSuDzHbz6ifhlPxndoyMkb96nm407Tir50n7uW\nL6HaHauEhYbw29wZDOralhlLVskUQpDQxqvWrkerTt3wKVVWpcQHdRs25o/lixPXCTm5uNKqU3dW\nLZxDVFQU+XM60altKz59/MihA/uZM2u6Wt/NgAEpmUIM+ZUuDcDy1b9jmy0blatW4927t5w/FcjU\nBb/x8d076pX25Otn1dZKKMv1yxdpXr0cxkbGbD16FndPb6XuTyp2ZB0pmTl3Hps3buD40SOJnzVt\n3oLzQQm7uhcuUpS+/Qdy5mJCooV4JdIxG0gflPZLyDS1dOVq7O0dqF+9Mt8iIwg8fIC5i5YSFRnB\ngLpl+PLhnejPTuoVkgqhp3dvMaZlDaKjoggMOv/TuoaUIW+ywt8UxTYuhMnTZrI/YA/7A/YmltGq\nWRPOnjuPsbERxdyL0r93D64FBQLw7Zs4e9MY+BlNCaJi3j4IgsCkeUtxdHbBw8sHM3Mz/tywmRm/\nzsXY2BhfT3eeP1Ms/N7k01O11oPcu3uHSmX9+PL5M8dOB7fvZdcAACAASURBVFGhUmWVy5JHsHFW\nRkyayfEz59ix9b/Ez5s1b8X5oLOYmJhQ3LME3Xr2JjAoIfwuNCRUY/XJjGhDEPkWK4IgCCyZNIxC\nFarjkdeVnPbZWX/oLDO7Nye7jRVFuo7nzsOnGq8LwLPHj2hevTxvX73k3/3HqVD1p8l6UekzbDT3\nbt9k5+YfabXrNmnO1QvnMDExwce3JJ26dufoqYSxy9ckWysYMKAOmSJMzqNYceYvXkbrZv4MGzWa\nLt17MmnaDFbOncbOfQdZ9vdmerdpwtWL56hau55G6/Ll8ycGdW2bqqtZipgDCgcHR5av/p2+Pbtx\n+MQpnJxdcHZx5d3bN2S1teXU+UuJ1548dxG7HIYQOX2jUIH8rF2xhK7tWtF/yHB69unHrDnzmDl9\nGn/vPszv6zcxqGtb7l4+R7k6jfHKZSt6qJyUiNAQFgzqzNiZ8+jY6sfmxpqM7XazNWHl73/SrX1r\nyh4OIG/u3Li6OPP67TssLCy4fPpY4rXXz50kq42NxupiQDMpuF1z5WHuyj8Z3a87HXv9QsdevzBu\n1gJmjx9Ji8b1+d+6v+ndrTOnT54gT95OMtNaS0kqgkw+PVVooJs0XC4iIoLWzfyZOHU6LVq1EePr\nycUma1bW/LGONs2bUMLbm/wFCuLs4sKbN68xNTVNHCACBF2+jrm5uVbqZUA8XBzt2bFyDj3GzOTq\n7fsMruHD0gHt6TZ3LQ3LebF2RDf6/b6bo2cv4F7QTeXnSNMip7XvYUx0NP06NKf3kJE0a9cpoX5J\nxiWaCIm1sLBk7so/6NGiIcW8fClU1ANHZxc+vHuDsbExB44FJl574dotjIwyxXy+AS2QaVpSxy5d\n2bJjF+NGjaBD6xbUqdcAZxdXRgwZiIu1Ke3atWXBtAl8/qRU4hqlCdi+hQpVa6QqhDS1ILli5Sp0\n7taDti2acfXyZWJjYpEkMSRfPn+mbYumvHv7FgcHR9Gfb0Acki74T0n71i05vHs7UyaMo12T+lSq\nXIXixTyYOaI/APWbtuK/ZbMTvUNiJFSQ5RUKOrQHb78y1KzfOPGcNha51vLzYEj/fjRp3ZGg8xeJ\njY1FIvmRVDA4JIRm7Trz+OkzXJxl7eFmQEw0YcdqN2rC37sPs/TXaXRr0YBiXj74lilH504Jg7Vm\nLVvz68zpvHzxQk5J6rFv7248ihXXmhCSUsLbh+Gjx9G+VQvOnDpJbGxssgFhWFgYXdq35c7tW7jm\nzKnVuhkQh0Y1KnF++1qmLVtLtTGLKZzLmfplStB+wXpMC3jSpmEtZq38i4fPfrRxZTycSfeHuf0h\nLPFIycmjB3F2zSlTCMn6WSwKFnFn6IRpDO7WjqDA4z+18cjISHp26cSli+fJnSePRupgIPORacQQ\nJKyVefXxKzns7WnTvAmz5y1g1/ZthIeH06ZdB1q2akX7elW4ceWS/MJUJDT4Ky65cif7LK0QNzEZ\nOmIU7Tt3oUfnDqxYthjPEl6J506dDOTIoYMMGzSAb9++abQeBjSHh3sRIj68pFDBArT2r8fk6bM4\ncvggZtEh1GnclJYduzGpQwPuXjkPyBZEaSVDUAQbIeqnNq4thvTvw6B+vWnbtSfzFi/Dp4Rn4rmg\n8xfZu/8g/YeMJDxcqYzUBtIRefLl58qLz5Tw9aNHi4b0GTqam1cvcfX+U+rUq88vAwdTp3plAo8f\nSzXxgbohT8Ffg8mVWzcDsa49ejJ89Bh6dOnIgjmzk9nxG9euErBnFyOHDiLYEEIkKtpMsZ03pwux\n989Qr0o5ao9byshhA3nw9CUPnr6gZoXSTBrYg4qtehNw/Ixoz0wpiEKDg3HNlXYb19SYpXGrdgwZ\nP5Uxv3Rn3eJfk7Xxe3fusHP7VsaNHMHHjx808nwDmY9MJYYATE1NWbZyDfb2Dmz7bzPuxYpz9XKC\n+Bk5ZhwFCxUm/N0LuetyVBUv5haWREb8GIhpcwNDIyMjuvfszS+DhpArdx7GT56aeM7J2Zns2e14\n9vQJ+/bs1lqdDCiPdCAnXfOQ9AAwNjbmtwVzKFQgP1vXrcLHx5dLFy7gYm3KuFEjKOblA59eJpaX\nmiCSJ4pkeYUAzM0tiAgP18nmnBKJhC4d2jJh1HAcHRyYM31y4jlHB3ty2GXn5evXbNmu3c1oDYiL\nkZERI6fMprhPSTb+uYYSvn5cu3SBN2Ex9OzTj0qVq3D/3l2FylJGGEk9nJaWFoRrKSFJSiQSCc1b\ntmbi1OnYZsvG7Hk/EiVkt7PDzi4HH96/57/N+rWpuIHkSCQSZg7vR62KpVnw+7+U8/Xk7JUbAPRs\n7U+jGhW5ee+Rxp5vbmFJRLj8ZA2K2nllx1MdWzVn5tx5WFhYMH/x0sTPbbNlw97enk+fPrLh77+U\n+1IGDKRCphNDkNCRlilXjpcvXlCrTl02/ftjsd6nTx/5+vWrwrseKyuMCnsU59zJ41rdnyMlXXv0\nZMKUaTg5/diQt3SZsvy9aQsAjx9rzsAaEIfUZimlokgikVChXBmev3hFw1pV2b5hXeI14cFfCA0O\nxt3+R7af1ELmUhNEqX3u4WBNIY9inD8dSHy87hJxdOvUnllTJpAr54+NOH28ShCwbRMADx491lXV\nMhWatHESiQSf0uV4/eI5FavXZteWf4GEtQwfP34kJCQEQRDS9A6p6iHyKFacs6dPEROjvU1nU9Km\nXQcmT59Jnrx5Ez8r6u7Bzn0J+7I8fPBAV1XLkOgqBX9FP2+evnpD/arl+Xv7vsTPP3z+SnBYmEw7\nmzQsWdV3sJC7B1cvniNKgUgRec9QRTABNGvRiikzZpG/QMHEa/Llz8/eQwlrQB8+uK9QuQYMyCNT\niiGA9+/eYe/gQLcevdi/dy9v37wBYMlvK/njf6vo2KYlkZGRSpWZ1iyH9LOieV0JC1FcbGmT0mXK\nsmPvfnr366/rqhiQg7yO2eTTU94/uY+DQw56dO7IscCTfH58E4B5i5ZwcMcW+rZvTl6LH+1QUUEk\nz2OUw96R0JDgxDaenjbF8y7hydGAHYwcMkDXVVGL2Ni4WF3XIT3w8f07ctg74N+qHXduXOXR/QRv\n0Ox5CzgQsJemDevx9csXhcpK6WFNixz2DoSFyh6I6poiRd3Ze+goo8aO13VV1CJKkVF4JuDdx084\n5shOmwa1ePT8FRdv3AFgwdhBnLxwlcptevPhk2JtXB5JQ+Wy2eUg6lskcQqamrTGPWKTL39+9h05\nzqRpM3SywbJYRHyL0m6edJGIjI7j2svgNA99I9OKId+SfqxZsZyzZ05TpVp1Ak8kzDR4enlzOPAM\nRsbGLJo3R61nyBJGGzesp3Xb9skWduuCmJgYvshIJV6+YiWsrVPPMJPecchqqesqaA15gqhk8aKs\n/fNv9h08TIM6tTl87Di2cSG4exTjwLFAbLNlZ/m8WckyCskTRLKEUMp7dm/5l1Zt2mBsbKzkNxKX\n2NhYPslo4xXKlsFWA5tzaoss2Z3lX5RJcC/uRcD2LRzYtY0a9Rpx5njC9gFWLvkIOHyMvG5uTJ8y\nSe6ASdn1IFs2/kvjps0w09Fm3VLi4uL49OnjT5NrpUqXIVv27DqqlfqkVzuuC+9QiaKF2HkokLX/\n7aZlveocPHkOgPx5cnJ8wwq8PQozfPYS0Z8bsG0zVWrVw9JKufGA2OIntTZe0q8UOXLYi/osbWKw\n4+mLTJFaWxaNmjQld568dGzbkri4OA4fOoCxsTHNW7YmS5Ys/DpvITUql6dYcU8aN20m2nNPHD3C\n0hVrRCtPUUKCg9kXsIfN/27g44f3PH3yBGMTE6ysrKhWoya169Zn945tOLu40m/goGQhdPpAeu08\nNU1sDrdUB3INq1fk0F9LadRzGDHxAlt37cbE2ISuHdsRbJqVBQvmU6V8Wdw9vWjYvLXMjELKIBVV\nZwKPMmvWbLXKUoXQ0DD27D/A+o1bePvuPY+ePMHE2ARLSwuqV6lE08YN2b5rDzns7Bg6oB85XV20\nXkd10NfOUxNptqWUrVyVtdsC+KVjS6KjoggLDcU0SxbadOmJsbExU2fMpmqFMvz95x907NJVNC/l\nieNHGTB4qChlKUNYWBgH9u1l25bNvHr1kqePH2NsYoJZlixUqFSFpi1asnf3TmxsstJ/0BBy5dZN\nIhNV0Qc7npbN1QQV/bw4vWU1DboPJSwikuDQMLKYmjC8ZweMjIyYPeIXfBp1Ytmq/9G/dw/RnhsU\neJym7TqKVp6iREREsD9gDzu3b+PFs2c8fvwIY2NjTE1MKVehIq3atmPf3t1kyWJG/0FDcMuXT+t1\nVAd9teMZnUzrGQLw9vVlZ8BBTExM6N2vP+NHjeTVy4SF5S6urmzatpOxo4azeeMGUZ4XFRXFk8eP\ncS9WTJTyFOHrly8MHfALBfO4MqBPL06eOE6b9h25/egZj168IeDQMWyzZeP31SspV6ESsbExVC5T\nimmTJvBJiTTjgiAQHx9PXFxcqiGA8fHxPH3yRNRsdQ5ZLfWiA9Ukac1WlihakMCNKzEzMWZAn56M\nnzqDR0+eYhsXkpBEZNceFs+cwtZ/fqwpUnb9UFLi4+N5eOcWnl7KbSSsDiEhoQwaORb7vIXo0rs/\nh4+doFUzf17eu8mHZ/c5fXgfuXK6snTFasqU8sPExAS/SjUYOX4y794rl40oPj6e+Pj4NNv446fP\nlA6xTYss2Z31vgPV5Nqh/IWKsG7HASwsLWnbrRcr58/m0f27vAmLwTZbNrbu2svCeb+yZuXyVMtQ\nNonCjevXKOGtvTYeFhbGhLGjyJ/Tib49unHowH7q1mvAjXuPePj8NUdOnqVg4cKsWLYEbx9frK2t\nqVGpPGNGDEsMAVcUeW1cEASePX1KuAKL6xVF3+y4tj1EBfPm5uSmVWSzsaZf++bM+98GLt+6B4C1\nlSWH/17Kb6t/Z97iZTLvT/r+pbW3UFLu3rqOu6eX/AtTeZ6y73xkZCTTJk3AzcWBPt27sm/PbipX\nrcb1Ow94+Pw1J86eo4SXN8sWL8Tdoxj2Dg7UrV6F4YMH8uLlK6WepVAbf/GC0FDxkqRkBDuekcnU\nYgggf4ECrN+4hd9XrcS/WXNmTJ2UeM6zhBfbdgcwZcI4zp4+pfazwsJCsbS0IkuWLGqXpQjPnz2j\nRuXyBAcHY29vT7OWrQBYunA+HVq3oFaViqxesYyiRT1o0aoNr1+9ZNqsORw9dZbg4GDK+XpTILcL\njrZWLJw7h40b1v+UyjIsNJQ5s2bgV8KDvM72uNhlpXmj+rRu5s+5oLMIgkBcXBwzp07Gt3hRSnsX\nZ1C/3mp/N33rPDVNWp1z3pwu7PnffFauWUu7hjUZO2la4rkiRd3ZFbCfFQtm8/X2eaWfm1I4RUV9\nQyKRYGWVkJxB0+uFXr95S5lqtXnz9i0uzk60bt4UgNkLFtOsXSfKVqvN/KXLyZc3Lx3btubFy1dM\nnziWy6ePER0Tg1fZyji6FcHMzoVps+ex7p+NPwmksLBw5ixcQlHfsti65sPCPie1GzenTpOWnDob\nhCAICILA9F/n416yHO6+ZWnfvY8o3y8jdZ6aFESOzi789vd/bP3nTxq2aMP8qQnrZd6ExZC/QEF2\nBhxkxbIlbNwfmHZBCiAIAiHBwdjZaWdz6o8fP1C7aiWePXmCa86cNPJPaOML5v5K53atqVWlIgvn\nzcHFxZX2nTrz6uVLRowZx6kLlzDNYkrlsqUomMcVp2zWzJgyiX/+WveTQAoPD2f50sWU9fUit6Md\nztlt8K9fh0Z1a3H6ZGDiwHHx/LmU9fWilFcxOrVpKcr301c7Lk3AkfLQFI457Nj7+0LWbQugU9N6\nDJ2+KPFc3pwuHN69jd//+odNW7cD6tve0OBgsmVPmADTdLKn4K9fqVu9Mnfv3CZPnrzUbdAQgOVL\nF9O1Q1tqVanInJkzsMuRg05du/H2zRsGDB7KmUtXcMxqQanKNXHO746FfU5GT5zK7+vW8/LV62TP\niIiI4LfVv1OiTCVsnPNiYZ+T6vX9qVSrAccCTxEXFwfAot9W4lmmEoW9SlO3qThtPCPZ8YxKphdD\nkLCRna+fH2vXrMLdI7nXpnCRoixZvpK+Pbsp5SmRxbfIb5hbaGdX8JiYGCaPH8unjx85dvQw3Xr1\nYeX//uDCtVvMXbSUYSNHM2veAmyy2nL+3FlOBh7n4IF9rFqeMLM0ZsJETl24xLkr16nXsBFXLl9k\n6//bO/O4nNIvgH9vJaJ90UZFpUW2iMkuKnuWkCVZf/Yly9gNGftWlslujBmRdTAGyW6SXYxliDEh\nVIhK2u7vj9TUtGh50+J+Px8fve+9z3PPrXPPc8/znOcc/11Ym5rw6tVLPEePpJqhLjY1qnPsyG/8\n+LMf9x6HEXj2AmY1LAi+GMSooYOZMWUyD/66j/fypZQrp4iamjqduhQu7LC0Dp7FSU3z6rRsZMuq\nbf7YWFsB/w6W1U1NWbh6A7M9Rxa4IGvabOPHD/FUqKAkQ8lzJikpiRlzvyf8xQtOnTlPP7cebNuw\nlgchl/lx3RqmTfJk1dJF6GhpcenKNU6cOsOps+dY5rOGlJQUpk/y5Nalc9y+fIFe3bty5foN9h08\njJFlbZ6EhTF+ygx0jGtQxcIG/32/sn2jLy8f3eXKuUBq29Tk4qUrDB3tyYhxk/j7nzDmLV6GnJwc\naqqq9OzmUqh7K6uziEX5UmVc3ZSmDk5s37AWc0vrTMeqGhmxYetPTBw3mn+ePs2hh7wRHx+PoqJi\npkKQ+UEt+V2u/zKSkpLCQq+5hP3zhD8unKdjZxc2bdvOzbsP2PqzH56Tp7B4hTf6+gZcv3qFkwEB\nBF8MYvnihSQlJjF6nCdB125w4fI13Pr24+aN6xz7/TdqW5rx4K/7zJ01A3MjQ6yqG7Fj+094r/Xl\nYVg4Zy9exrZ+A65fvcKk8WMZOXQQkZERzPeagyiKqKqp0b1nr0L9HsvqhFZROkYmVfTp4tSC5Zt3\nYGNRPdMxQwN9/LZuYMLUmYXOlimKIh8/xlP+C9hyURRZsvB7Hj54wOXgYFq0cuDHn/249VcoW3/2\nY9zEySxZ6YOxiQk3r1/jxLFjXLt6hUXfzyXhYwKjhw3hztU/uP7HaYYO7M+NW7cJOHka01r1uX4z\nhLkLlqBX3Qo9U2t+2LiF1csXE/nkL25ePEvTxt9wPeQW4yZPo5fHYN6/j2HKrLmkpKSgqqKCe+/C\n6XhZteNlka92z9B/We6zhid/P6ZJs+ZZjrV2dKZr9x5MHj+OLdt/yaZ13oiNjaFixUqfP1EGbPBd\ny+GDB9DQ0GTf4SPUtEktPmlsYoKxiUn6eXYNG6X/fP/eXUYMGcQPq32IiYlh1Q/rsbK2xq1PP86d\nOc3+Pbvp068/CgoK/LI9Nazq9oNHVK6sC6QaNZNq1dHU1ERPT59Xr17SoGFDzGtY0K1HT5q3aIlL\nN9f0VYP8UhYHTlnyuVj2VbMnMKJvN9o0aUhafiC15HdEy6vS2cmBK309+GXBFEat2JqnBB/ZOUzK\nfKRipcL9nf672T2nGc7NP/3CDv+9KCtX4ugBf+rXSw1bMqpSBaMqVdLPa2RXP/3nh48e03/oCNZt\n/pGY2FhWL1tEwwb16dm9C6fPnmfX3v307tENTXV1fDduAeCvm5cw/rT3QhRFqhkbo6GujnHVKoS/\neEkju/qYGFWln1sP7Bva4ebaDWXlgun41zBwpjlERbGPaNLs7+nYvReNWzikfxcek4i+cjka2DVk\nxOixDB4xluMH9xY4iU1MbGyB7XheZuvTnkmA3bv82L5tK4qKivziv5dG39gDqWHcHQw6p7ep38Au\n/eewf/5h2OAB/LJ9G3FxcXjNX0SzFi3p0MmFP86fY4//Tjp36YZhlaqsXZW6unDh8jXMa1gAqTpu\nbFINVTU1qpua8uzZMxo0bISOTmX69R9Azdq16dmrNyoFTELyNdnxjDXhZMX8CcNxadOcdi3ssxyr\nW7sWM76dyMBhozl7/DDkkMPGWkc51z2iHz7EUU5R8YskwTn86wE2rvMFYNO27TRv2QoAXV09OnT6\nV8dt6zdI//lFeDjDBg/Aoek3fIyPZ86MKXRq70w7pzaoqijzy649dGznjIW5GQs+1eG6eOoY9erU\nTu+juokxqioqWNYw55+wp/Tv0wsVFWWGDxmIWfVq9HPrgYa6eoHu6Wuw42UNIa8pnjU1NR/67z9k\nWqdevSIWqWQSHx9PUztb1m/dlmngyQ8njh/Fd81q9h78TSYyxcXF8erlS549DePKpWA6unTB1Mwc\nSJ01fxEejr6BQb4N2oVzZ+neuQMqKqooqyhjXdOGevUb0L1HL6pV/3c2auzIYdy7cwf//QcpX6EC\nbR2ac/fOHZzatmPcxMno6FSWyebG/A6egiAgimK+33S0tbVD/H/aVKup/Tf5bVqiyMvAm3HWMu3F\n6583cbi2bky/qd9T064JQK4pMjM6Q2krQ4+uB/H93O/4/cSpAoVp/NcR+vDhA69eviT8+TNCgk7T\nwdkJa6vUl7bk5GSeh6eGxyko5G9e59KVa7Rq74JypUpUrKhErZrWNKhXF7ce3ahhZpp+3tjJ0wgK\nvsyRfTtRV1OjZbvOXLl2gzatWjB9sid6urpUNzEudHbI/A6eioqKSYmJiWqiKMZ9/ux/0dHRCVqz\nfuM3Dm2c8nW9oqKoEiv8lzQHLDk5mdbNG/P9jG/p4OyY6ZyMz01us/qXr15nxPhJBP5xOU/X/txz\nEB8fT/jLVzwPDyco+DKODi0xqds4Xd4X4eFU1tWlXLn8rardCrlJ+zatqFBBifIVymNTqzZ16taj\ne89e1LCwTD9vzszpBAYcx3//QSrr6tKtU3uCLpynSbPmTJoyDX0DQ6pVr15oHc+vHVdWVo6PjY2t\nKopivkIytLW1T/ywYnHrLp065Ot6X4KiTLyQprOiKNLcqSPjRg7D0bVfpnMyPm85OUPWOso8vH8X\nz0F9OXThGlD4Fd2PHz/y8sULXrwI59LFIJo0bU69+qmTVCkpKbwID0dbRyffWwj+un8Pp5ZNUSyn\niKJiOerUsqFubRvcXLulR0AAzFu0jJ1793N4jx8mRlVx6dWPYydO0riRHbOmTsaoahVMq5l8cTuu\no6MTGxkZWVMUxSeFuvAXRt/cRhzg7Z/rOYs61rwqimKDXE8qQUgrQ3mkQoUKtO/cmd8PHyqwM1TT\npja3bt4kLi6OihULNjuWnJzMbwd/Zc/uXZw7cxotTS10dHXR09Pn7OlT7D10BAAFBYUCZxJ68+YN\nY8ZPoGPnLtSuWzeTgQi+GMSpEwGEhf3DyYAAoqIimT5lEkoVlFBULM8v/ntxaOMokxmlr2kGUZbk\nN9tR2ky0kUZFHDu6EBoUmO4M1amilq1DlFMYnVXNmvx1/x7voqNBTS3PDlFGJyglJYWjR35j904/\nzpw+iYaGBjo6lalS1YhDR46lzngC8vLyVK1imOf7zEjk69eMGzmMLh3b08C2bqaQp8tXr3PkWABh\nz54RePosz8NfMGHqLNTV1YiP/8jeHdto28Yh3w5YdnztM4hFuUqUHfLy8nTt5sqh345mcYby+txY\n1jDn7yf/EBUVmWtq39x0PyUlhd8DAtmxaw/HA0+hrqaKjo42ptWqsXPPfq6cCyRaXhV5eXkMM6xy\n5ofXUVEMGjqMDp1daGDXMJOOh9y4zu9HfuPZ0zAunDtL2D//MHPqt+jp6/Hq5Ut+/GUnjs5t8+2A\nZYdkx/+lKFaK/osgCPTs3oWDR45mcYYyktvqUFXjarx5HcnL8Ofo6hukr67mlfCYRERR5F7wafz9\ndhBw/Biqqqpoa+tgVqMG23/cSvD1EADk5OQwMCyYHY9/9YQhHu64dGyHfUO7TO8dt+/cZf/B33j6\n7Dl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za9cu+vbtS8+ePdm1a9fnG0nkhUWAvyAIg4EnQE8AQRAMSE2h3V4UxSRBEEYDx0hN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\nRB+HTuEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x123783cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "from xarray.tutorial import load_dataset\n",
    "from gnl.xlearn import XPCA, XSVD\n",
    "import cartopy.crs as ccrs\n",
    "\n",
    "\n",
    "air  = load_dataset(\"air_temperature\").air\n",
    "w = np.cos(air.lat/360  * 2 *pi)\n",
    "pca = XPCA(feature_dims=['lat', 'lon'], n_components=4, weights=w)\n",
    "pca.fit(air.chunk())\n",
    "\n",
    "\n",
    "fg = pca.components_.plot.contourf(levels=15, col='mode',transform=ccrs.PlateCarree(),\n",
    "                     subplot_kws={'projection': ccrs.Orthographic(-100, 35)})\n",
    "\n",
    "for ax in fg.axes.flat:\n",
    "    ax.set_extent([-125, -66.5, 0, 90], ccrs.Geodetic())\n",
    "    ax.coastlines()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}