{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Lecture 15\n",
        "\n",
        "In this lecture, we will discuss -\n",
        "\n",
        "1. Topological Sort (continued)\n",
        "2. DFS - summary\n",
        "3. DFS - shortcomings\n",
        "4. Breadth First Search - BFS\n",
        "5. Queues - another fundamental data structure\n",
        "\n",
        "Announcements -\n",
        "\n",
        "1. Lab 6 due tomorrow\n",
        "2. Exam release and regrade - work in progress"
      ],
      "metadata": {
        "id": "tco5uanMHGTE"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Discovery clicker\n",
        "\n",
        "Scan and use join code 277\n",
        "\n",
        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)"
      ],
      "metadata": {
        "id": "qBNmofmniauX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Steps to setup course study plan\n",
        "\n",
        "\n",
        "1.   The first course in any course study plan must not have any prerequisites. If the start vertex of DFS is not a **source** vertex, then this plan fails.\n",
        "\n",
        "2.   All prerequisites of X must appear before X in the study plan. For example, Stat 207 must appear before CS 307 in any valid course study plan.\n",
        "\n",
        "# Fixes\n",
        "\n",
        "1. Pick a source vertex as the start vertex. Note that this is a safe choice for the first course to be completed. So, we can pick Stat 107 as the first course safely.\n",
        "\n",
        "2. Which course can we pick next? Well, since there are multiple sources for this DAG, we can pick them! Math 220 and IS 467 are source courses with no prerequisites, so they can be picked next.\n",
        "\n",
        "3. Which courses can we pick after all these source courses are done? Note that since we have already completeled Stat 107, IS 467 and Math 220 we can pick courses that have (only) these courses as their prerequisites.\n",
        "\n",
        "In this case, the course Stat 207 is a valid pick since its prereqs are {Stat 107} whereas CS 277 is still not valid since one of its prerequisite courses (Stat 207) is not yet complete.\n",
        "\n",
        "But, how can we figure that out from the graph in a systematic manner?\n",
        "\n"
      ],
      "metadata": {
        "id": "2x68-EYRRf2z"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Graph updates\n",
        "\n",
        "\n",
        "\n",
        "*   Once we have completed a course X, we can safely delete its outgoing edges since we have satisfied the \"X is a prereq for course Y\" relationships.\n",
        "*   After this update, we are left with a graph on fewer vertices/edges. Crucially, this new graph is also a DAG!\n",
        "*  Which means this new graph also has atleast one source and atleast one sink. We can safely pick the source next!\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "sfzVz7g5RsIx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Topological Sort\n",
        "\n",
        "Topological sorting of a DAG refers to sorting its vertices such that all edges go from \"left\" to \"right\", In other words, we find a seqeunce such that edges only move from a lower position vertex to a higher position vertex.\n",
        "\n",
        "For example, consider the initial course prerequisite graph -\n",
        "\n",
        "![Screenshot 2026-03-08 at 7.06.39 PM.png](data:image/png;base64,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)\n",
        "\n",
        "After topological sort, the courses are \"ordered\" so that all edges go from left to right -\n",
        "\n",
        "![Screenshot 2026-03-11 at 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AEC0YHyUjkCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAgWg+AwgggAACCCCAAAIIIIAAAggggAACCCCAAAKBChCIDpSXyhFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQIRPMZQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhUgEB0oLxUjgACCCCAAAIIIIAAAggggAACCCCAAAIIIEAgms8AAggggAACCCCAAAIIIIAAAggggAACCCCAQKACBKID5aVyBBBAoKpALBazr776ypYsWVLl8cUXX9ivv/5qf//9t3toudq1a9sKK6xgK664ojVp0sTWXnvt5R4rrbRS1Q3wPwQQQCAAgZ9//tk+//zzKsctHcd++OEH++uvv9xx659//nHHrTp16pgeq6++uq211lrLHbf0PAUBBBBAAAEEEEAAAQQqT4BAdOW95+wxAgiUSOC3336zN954w1577TV79dVX7fXXX7cPP/zQatWqtVxwRsGaVVZZxQVvFHzWMn5QetmyZSmD1z/99JM1a9bMtthiC9tqq61s6623dg/VRUEAAQQKEdBNsIULF7rjln/sevvtt02B6FQ3xBo1auRumPnBZwWj/cC0gtTJN910I65u3bq2ySabuOOVf+zS/3XzjYIAAggggAACCCCAAALlK0AgunzfW/YMAQRKLKAezdOnT7fHH3/cXnnlFVuwYIG1atUqHiRWwGXjjTe2xo0bu0BzdZun7X3yyScuwO0HjObNm2cNGzZ0AZ5dd93Vevbs6dpQ3W2xPgIIlKeAAs+6Ufbwww/bnDlzbO7cue6GmI5XfpB48803t+bNm7uAc3UVFKheunSpzZ8/P36TTscvBbq1ne233966d+9uO+ywA4Hp6mKzPgIIIIAAAggggAACIRMgEB2yN4TmIIBAtATUu08BnAcffNCefvppa9eunfXo0cM6depkW265pRuaXso9Ui9q9V5UYGnGjBnusf7667uAdK9evaxjx46lbA7bQgCBEAqox7KOVzpu6filouOWbl4p+KxjRqnLokWLXGD62WeftYceesgFpvfdd1/TcWvPPfe0evXqlbpJbA8BBBBAAAEEEEAAAQSKLEAgusigVIcAAuUvoJ7It912m91yyy2u92Dnzp1dsESBHOVxDlNRWo+ZM2e6wI4CTsopfeCBB9rQoUOtTZs2YWoqbUEAgYAFZs2aZddee609+uij1qJFC3fc0qgJpfVROqAwlTfffNMdtxQsf++996xr16522GGH2T777BO6tobJjbYggAACCCCAAAIIIBBmAQLRYX53aBsCCIRK4IMPPrApU6bYTTfd5IaQH3nkkdatWzdr0KBBqNqZrjH//e9/7eWXX3YB9Ntvv90NfT/66KMJ7KQD43kEykDAv3GmY9f3339vQ4YMsT59+kTqRpR6S0+dOtWuvPJK03Fs+PDhNnjw4JKPOCmDjwO7gAACCCCAAAIIIIBAjQoQiK5RfjaOAAJhF1D+VOV8vvzyy+3555+3gw8+2BS8VQqOKJcff/zRBdQVnFJgZ9iwYa634eqrrx7l3aLtCCDwP4HkG2c6binNRZQnBNTxWCmHdDyePXu29evXzx2P27dvz/uOAAIIIIAAAggggAACERAgEB2BN4kmIoBAzQg88cQTNnLkSPvll1/sqKOOskGDBtlqq61WM40JaKuJgR1NVHbKKafY8ccfTz7WgLypFoGgBRYvXmxnnnmm60FcLjfOUpl99NFHdsUVV9gNN9xgXbp0sXPPPdc23HDDVIvyHAIIIIAAAggggAACCIREgEB0SN4ImoEAAuERmDdvngvIvvPOOzZu3DgXgI5yL8JcZefOnesC7wsWLHD7/e9//zvSvSdz3W+WQ6AcBDTK4bzzznPpg/r3729jxoyxNddcsxx2LeM+/PDDD26/FZQeMGCA2+9mzZplXIcXEUAAAQQQQAABBBBAoGYECETXjDtbRQCBEAp88skndvrpp9tjjz1mJ598susZvPLKK4ewpcE2ye8J/tdff9mECROse/fuwW6Q2hFAoGCBP//80wWfzznnHNPEqeoZ3LZt24Lri+qKfk/w+++/30aMGGEnnniirbrqqlHdHdqNAAIIIIAAAggggEBZChCILsu3lZ1CAIF8BJQj+YILLjAFcpR+Q8HoJk2a5FNF2S2rlB2a0FAWm2yyiV177bXWvHnzsttPdgiBKAu88MIL7pjVtGlTmzRpknXq1CnKu1OUtr/99ts2atQo08gWHbf23nvvotRLJQgggAACCCCAAAIIIFB9AQLR1TekBgQQiLDA+++/b0pBoV6FN998s2266aYR3pviN/3333+3U0891W699Va75JJL7JBDDin+RqgRAQTyEli2bJm7SXTddde5m2iHHXZYXutXwsIPPPCADR061I3ouOiii6xBgwaVsNvsIwIIIIAAAggggAACoRYgEB3qt4fGIYBAUALq8XvppZe6fKInnHCCjR492urUqRPU5iJf7+zZs13Py/bt29vVV19t5GCN/FvKDkRU4NVXX7WBAwfa2muv7SbqW3fddSO6J8E3+5tvvrFhw4bZK6+84qx222234DfKFhBAAAEEEEAAAQQQQCCtAIHotDS8gAAC5Srw2Wef2aGHHmrfffed6wW9xRZblOuuFnW/fvnlF5c7e+rUqXbVVVfZAQccUNT6qQwBBNIL/PPPPzZ27Fi77LLLXB5oBVhr1aqVfgVeiQvcdddddvTRR1ufPn3swgsvtLp168Zf4xcEEEAAAQQQQAABBBAonQCB6NJZsyUEEAiBwPPPP+8CqErHcdZZZ9mKK64YglZFqwlPPvmkS9GhdABnn302wbBovX20NoICP/zwgwui6ucdd9xhrVu3juBe1GyTv/jiC9eTXIZK26Ee5RQEEChvgb///tveeecd++ijj2zJkiVVHuqMoEmZtYzKCius4M4JNUeIjg+Jjw033ND04OZfeX9e2DsEEEAAgdIIEIgujTNbQQCBEAhcf/31duKJJ7rUEuoZRylcQL3Ke/bsaS1btrTbbrvNVl111cIrY00EEEgroDz23bt3t2222cZNvkdv3rRUWV9Qr/KTTz7Z7r77bnvwwQdt6623zroOCyCAQHQEFi5caC+99JK99tprpjRG8+fPt0aNGlmbNm2qBJYVZFbAWSnZFIBWujYFpDVfyFdffVUlYK0A9oIFC9zrHTt2tK222so9dthhB2vRokV0cGgpAggggAACIREgEB2SN4JmIIBAcAIKPigP9H333WcPPfSQbbnllsFtrIJq/vXXX10PQwXKHn74YVtvvfUqaO/ZVQSCF3jiiSesX79+NnLkSDvllFOC32CFbOHGG2+0ESNG2JVXXul8K2S32U0Eyk7gv//9r73wwgvu3E7nd19//bV16tQpHizWzaa11lqrKPutXtUKcPtBbuWeb9u2rfXq1cvdmO/QoUNRtkMlCCCAAAIIlLsAgehyf4fZPwQqXODHH3+03r17m35qOHaxLkgqnDW+++pFpLy1Cugod/TOO+8cf41fEECgcIHJkyfbuHHj7JZbbrF999238IpYM6XAnDlzXJqmwYMH2znnnMOQ+5RKPIlAOAXmzZvn5qrQeZ1GiWiElgLCOgcp1cTTv//+u+lmoUZXPProo1a/fn076KCDbOjQodaqVatwwtEqBBBAAAEEQiBAIDoEbwJNQACBYASUC3SPPfawDTbYwNQDjiHtwTir1nvuuceOPPJIu/fee515cFuiZgTKX2D8+PGmVELTpk2zTTfdtPx3uIb2UCmGunXrZjvuuKNdccUVBKNr6H1gswjkIqB8zhrZpglb33vvPdM8FRoxEoYJpzXyTje3dONQqX922WUXN0HqnnvuyXEllzeXZRBAIK2ARn74KYOWLl1qGpGqVELqDFS7dm2XXkgpiJRyqHnz5qRLTCvJC2ESIBAdpneDtiCAQNEE/CD0xhtvbDfddJP961//KlrdVJRa4LHHHrP+/fsTjE7Nw7MI5CTgB6FnzZpFr7qcxKq3kIby77bbbqZ8rwSjq2fJ2ggEIfDbb7/ZpZde6h5rrrmmC/AqAF2vXr0gNlftOr///nt3I1HHE02Irbz0miBbASMKAgggkE5AgeUPPvggnv7n9ddftw8//NC+/PJLd/zQqF4Fm1dZZRU38kPXtgpI6ybdN99843Lbf/vtt+515a9v165dPE2Rctuvttpq6TbN8wiUXIBAdMnJ2SACCAQtQBA6aOH09ROMTm/DKwhkEyAInU0omNcJRgfjSq0IVEdAvYw1mm3MmDFuZIh+6oZRVIp6Meqc6Mwzz3STIE6YMMF69OgRlebTTgQQKIGAAsdK7aMc988884zbouYyUuBYOe433HBDF3xu3LhxTq3RhKtffPGFLV682JTCyM9pr1EkGiG8zz77uDRGOpbSSSsnUhYKSIBAdECwVIsAAjUjQBC6ZtwTt0owOlGD3xHITYAgdG5OQS1FMDooWepFIH8BTYA8atQoW2mllWzSpEmRTvmlXo633367nX766bbuuuu6/dluu+3yR2ENBBAoCwGNmrjttttcqqGXX37Ztt9+e5fnfq+99rI2bdoEks5HI0teeuklN7m8gt5K79G9e3eX3mj33XcvC1d2IloCBKKj9X7RWgQQyCCgL1nl5dtoo41Ix5HBqRQv+cHoRx55xHbaaadSbJJtIBBZAQVapkyZYqTjqNm30A9Gd+nSxS655JKabQxbR6ACBZQHdciQIaYh6eeee65L91WrVq2ykFi2bJk7zmtyVKUxO++882zllVcui31jJxBAILvA/Pnz7fLLL7e77rrLOnfubH379nXzVDRs2DD7ykVeQm3RRKtKX6k5lIYPH+5SCGnSVQoCpRAgEF0KZbaBAAKBC6jHSZ8+fUyzmOtOL8ONAifPugFN2HPsscfaK6+8Yi1btsy6PAsgUIkCOl5p0q0XX3zR9YSpRIMw7bMCYRoOO3r0aBcQC1PbaAsC5SwwdepUFwzZb7/97IILLrByDYgsWbLEjjjiCPvPf/7jgkDqDUlBAIHyFZg+fbrpBtQ777xjgwcPdse59ddfPxQ7rBRCSg2iSWB1vaZ89qeeeqopHz8FgSAFCEQHqUvdCCBQMgENa7/nnntcMKdcL15KhlnEDZ1xxhluGJhmk1911VWLWDNVIRB9gbfeest23nlnN8EnQyPD834qr+Kuu+5qDzzwgBtlE56W0RIEyk9Aw9TVG+/555+36667zrp27Vp+O5lij2644QY76aSTXGBKvb81sSEFAQTKR0AjO0455RRbuHCh6XrokEMOCfUoCOWRnjhxot1///12/PHHu4lWuXYrn89j2PaEQHTY3hHagwACeQvoC1NDOZVnKyx3mPPeiTJdQT3VDzjgANNPvU/lMsS2TN8udquEAkoDsc0229gJJ5xgxxxzTAm3zKZyEbjvvvts6NChfK/kgsUyCBQosGDBAjeB37bbbuvSVqy22moF1hTN1T777DMbOHCg/fXXX+4cqWnTptHcEVqNAAJxAf1djxw50tQTWj+PO+44q1evXvz1sP/y9ttvuxz9r776qpssVudCjDQO+7sWvfYRiI7ee0aLEUAgQYCeawkYIf1VE2Jo6KkmxTj77LND2kqahUDpBBR0UA9o5bO/+uqrS7dhtpSXACNt8uJiYQTyEpg2bZoNGDDATeKnG3KVWv7++28XqNLweKVq2nzzzSuVgv1GIPIC1157resFrRtM6gXduHHjyO7T7NmzXc/oVVZZxaUR2mCDDSK7LzQ8fAIEosP3ntAiBBDIUeCHH36wDh06uFxWultLCa/Ap59+6np/XnXVVab8jxQEKllAPaCVluPJJ5+0FVZYoZIpQr3v/twDChRpRAcFAQSKI3D++ee7yfpuv/1222uvvYpTacRr0fmRcrMqPYlGklEQQCA6Ap9//rkdfvjh9tFHH7mgbadOnaLT+AwtVccJdSKaPHmynXXWWXb00UczujWDFy/lLkAgOncrlkQAgZAJ+MMZ77jjjpC1jOakEtAQtUMPPdRN1rHGGmukWoTnECh7AQWfDz74YBeIZjKY8L/dGtHRvn17NzxVxy8KAghUT0C5Rx977DF75JFH3KiQ6tVWXmvPmjXLDjroINNojGHDhpXXzrE3CJSpgOaTUBBaOaAnTJgQqTQcub4lynet6+5mzZrZXXfdZVzH5SrHcukECESnk+F5BBAItcDDDz/s8kJrBuJGjRqFuq007v8ENFP8d999Z8q/SkGg0gR+/PFH22yzzUy9Afv06VNpux/Z/X322WetV69e7uZB8+bNI7sfNByBmhZQEHrGjBn2zDPPGDfiUr8bGi2z22672bhx4whGpybiWQRCI6BewpdeeqndeeedLuVaaBoWQEOWLVvm0gipY5Guw3WTnoJAoQIEoguVYz0EEKgxgW+//dbatWtn11xzjcs7XGMNYcN5C/z8888uEKcZ4tUrlIJAJQkMHjzYfvnlF7vnnnsqabfLYl8VQNOM8roAoyCAQP4CBKFzNyMYnbsVSyJQEwK///67DRo0yN588003uqN169Y10Ywa2eaUKVNcbv+bbrrJevbsWSNtYKPRFyAQHf33kD1AoOIE+vbta3Xr1nU5uCpu58tgh59++mnr3bu361241lprlcEesQsIZBfQUPTDDjvMNBt5kyZNsq/AEqES0EWnJhE76aSTTCM7KAggkLvAiBEj3E0cekLnbuYHo9XjcsiQIbmvyJIIIBCogEZ2Krd906ZNTekhGzRoEOj2wlj5U089ZboeHz16tOn4TkEgXwEC0fmKsTwCCNSowNSpU90XnoI5q622Wo22hY0XLqDJ2j755BPXi6DwWlgTgWgIaGLVTTbZxK644gqX4iEaraaVyQIvvvii7bPPPjZv3jxr2bJl8sv8HwEEUgho2Poll1xiL7zwAuk4Uvhkekq9LXfZZRcX7GJSx0xSvIZAaQQUhFbqnI4dO9q1115r//rXv0qz4RBuZeHChdalSxd3Xa6b9BQE8hEgEJ2PFssigECNCvzxxx/Wtm1bu+yyy6xHjx412hY2Xj2B3377zb2XSq+y9957V68y1kYg5AI6Qf/000/t3nvvDXlLaV42AaUX+Oqrr1xgKNuyvI5ApQtoclblw1eedaVUo+QvoNE0mihVgXydA1MQQKBmBBKD0Nddd53VqlWrZhoSoq2+//77tuuuuxKMDtF7EpWmEIiOyjtFOxFAwE3w9eijj9rs2bPRKAOBG2+80S6++GLXu7CSexSUwVvJLmQQUABaExS+8cYbVkk5BDOQRPolzVGwwQYb2MyZM23LLbeM9L7QeASCFFCAolOnTi6NWvfu3YPcVNnXPWnSJFPg6+WXX7aGDRuW/f6ygwiETeD77793vX/VE5ogdNV3xw9Gn3jiiXbCCSdUfZH/IZBGgEB0GhieRgCBcAnoBEAX/9OmTbNtt902XI2jNQUJ/Pe//7UOHTrYySef7Hr7FFQJKyEQcgH1ZFMaIY3koJSHwIQJE0z5ERWMpiCAwPICP/30k22zzTY2cOBAO/XUU5dfgGfyFtB3yRdffOFybXPzPm8+VkCgYIG///7bjd5cc8017ZZbbqEndApJpenYcccdTSNd99tvvxRL8BQCVQUIRFf14H8IIBBSgVNOOcU+/vhjhraH9P0ptFkacjp8+HDTCYwmoKQgUE4C8+fPt86dO9t//vMfW2ONNcpp1yp6XzRxYZs2bVyvKPK2VvRHgZ1PI6CJWZUb/7777kuzBE/nK7Bs2TLXEeOQQw4x9TykIIBAaQSOPfZYe+2110yTra600kql2WgEtyKf/fff32bNmuU6GkVwF2hyCQUIRJcQm00hgEBhAp999pnLLfj666+7i//CamGtsApoIp5u3bq5ntFhbSPtQqAQAQUpd9hhBzvjjDMKWZ11Qixw/fXXmyZhU8oVeiemf6NisZj9+OOPptyaeii1if+7fmq006+//mqaA0IBfj383/2f/nPqlaacnKkeeg/85+vUqWMrr7yyrbLKKu6x6qqrpvy9fv361qRJE3eTqGnTpu6n/l+7du30O8QrWQU0cm3QoEGmSaW5AZeVK68FdHNz5513dik6Ntpoo7zWZWEEEMhfQD18zz77bHv11VetWbNm+VdQYWtoUu6JEyc6L32vUhBIJ0AgOp0MzyOAQGgE1LOmXr16dvnll4emTTSkeAI6uVPATj3eGzRoULyKqQmBGhRQLvt+/frZBx984IJiNdgUNh2AwD///ON6/CjtQP/+/QPYQrir/Ouvv2zJkiX2+eef2+LFi6v81HNffvmlCzirV6zSMK2++urWqFGjlA8FjPUdr1Ex+pn4e+JzCjArsJ38UP2JzylgrQlxf/nlFxfk9n8q4J34+88//2xff/21e2gCSv2u91U5eP3AtH7qsc4669h6661nLVu2dD81RJuJqpb/jOrGgiYl1Pkaw7OX9ynGMwqKPfLII27yQm6aFEOUOhBILaCc7F27dnU9obfYYovUC/HscgIa6frOO+84N27UL8fDE/8TIBDNRwEBBEItoAvDVq1a2YIFC9yFYKgbS+MKFthzzz1Nkxkdc8wxBdfBigiESaBXr15uoq6RI0eGqVm0pYgCt956q+sVrZtp5VYUkNVEm0oro4mI9POTTz5xAWcFmhW4VU/jFi1aWPPmzd0j8Xf1HPMDzwrsRuViVIFznXf4gWn91EMjs7T/MtHvCnwnB6cVqG7btq1tsskmrgd2uX0mctmfAQMGuMVuu+22XBZnmQIEdKNFk0Aq0D969OgCamAVBBDIJqAROZtvvrmNGDHChgwZkm1xXk8Q0I3qrbfe2kgjlIDCr8sJEIhejoQnEEAgTALnnnuuKSUHeQbD9K4Uvy3q3aNJC3XDgV5mxfelxtIKKFi16aabuqBV48aNS7txtlYygT///NMFIx9++OFITqKrYOqiRYtckFmB5sSgs0aoqGeycmHrseGGG7qbwolBZ6W2qMQiN/X41t+5Hn6AWj/1HaZAtYLUCkjrOJD4U72/y7U8++yzduCBB7o5H3TzgRKcwLvvvmvbbbed63WozxoFAQSKK6A87EovNGPGjOJWXCG1kUaoQt7oauwmgehq4LEqAggEK6AeWephpBmKd91112A3Ru01KqCh1RtssIFdddVVpt7RFASiLKBe0OpVecMNN0R5N2h7DgKnn366C0SGuQfoN9984wJWfrDZ//nhhx+6nsp+sNkPOPv/J79vDh+AFIsoLYgC0hqarIeChvqpALV6jScGp/3fyyFArcCoekQfffTRKVR4qtgCGv6u/Ok33nhjsaumPgQqWuD555+3Hj162JtvvumO2RWNUY2dJ41QNfAqYFUC0RXwJrOLCERVQL2gx4wZ4+5IR3UfaHfuAueff74999xzpt6FFASiKqDhnAo2Pfnkk0ZOwai+i7m3W/mRlY5BPYjDMDGPboBoFFHi44svvnA9mv0Ac2LAea211sp9Z1myWgLpAtTqVa1erVtttZWb3FQTnOrYscIKK1Rre6VceerUqaZ86Qq6R6ndpTQq9rbUK18jFRQ022yzzYpdPfUhUJECSiuhPPejRo1yk65WJEKRdtpPI3TwwQe7FCdFqpZqykSAQHSZvJHsBgLlKKBe0H369LGhQ4eW4+6xT0kC3333nZsI6q233nI94ZNe5r8IREJAvaCvv/56mzNnTiTaSyOrL3DQQQe5iQvVO7qURbmLEwPO+l3BKQWlttxyy/hD/19xxRVL2TS2lYeAAtQK4L7yyivuuKFjh95b5dhUUFqP7bff3k2imEe1JVtUwQalH1Hvt969e5dsu2zIbOzYsaYc9Y899hgcCCBQBAFNtKoRTi+99FIRaqOKF1980c0BpIm7NWkxBQFfgEC0L8FPBBAIlYCGtWoyFk2KVA5DVkOFG+LGHHHEEdakSRObMGFCiFtJ0xBIL6Dg0QknnGD9+vVLvxCvlJWAcuP279/f5QsOalI+BZiTg87q/ZwcdFZPLoLO0f946dxHAWn/oSHi6snuB6b1U+mswlCuueYau+666+zll19mjocSvyG//PKL+xzce++9ttNOO5V462wOgfIS+Pnnn61169amER4777xzee1cDe7NAQcc4L6/zjvvvBpsBZsOmwCB6LC9I7QHAQScwFlnnWXKX3nTTTchUkECs2bNMgWjlcOUgkDUBDRZmQKByslbt27dqDWf9lZDYN1117W7777b3UCtRjVuVaXSSA466zNF0Lm6stFd/9dff3WBXj8wrd56Osaop7TfY1q94KtzE0I9m+vUqZM3knpDa2LpXr165b0uK1Rf4JxzzrG5c+cyqXf1KamhwgXOPPNMe+ONN0wTqFOKJ/D++++71FMa+aPUdRQEJEAgms8BAgiEUkAXVGeccQYXNqF8d4JrlCaoVJ5V9TDUJE4UBKIkMHnyZPfZVX57SmUJaII2jd6ZOHFiXjv+ww8/2AsvvOCG1/vB52+//dal+ujYsWM8vYZucJB7Ny/asl5YE/xqAkQ/MK2fS5curZJnWkHqxo0b5+SgSe86d+7s5mhYc801c1pHC82cOdMOP/xw13Ggdu3aOa/HgsUT0MiIVq1auQkylWucggAC+QvoZq96Q+v7mOuP/P2yraHJVXWzUyNoKAhIgEA0nwMEEAidwKJFi2yjjTYynVyvvPLKoWsfDQpWYODAgW4CntNOOy3YDVE7AkUWUF77wYMH2yGHHFLkmqku7AIKyB111FG2cOHCjE1Vb2dNyqqbbfqpHkLt27e3bbfdNh501kVwIT1TM26YF8teQIFoBVH84PS8efNcQKVr16621157ud7T6W5mKMfwvvvuawpC63OZa9oP9YJWGrWRI0eWvW+Yd/DQQw91E16qdzQFAQTyF1DaCKUXeuCBB/JfmTWyCmhSXt1Q189GjRplXZ4Fyl+AQHT5v8fsIQKRE9BEEU8++aQ99NBDkWs7Da6+wP333+9yRGsCHgoCURHQZJvNmzd3ee05yY7Ku1a8dqqnzxprrOECgRtvvHG84o8++igedFbwefHixW4SOuWfVE5X9VqtX79+fHl+QaBYAkrn8cwzz9j06dPdQzf3u3TpYn5ger311otvSimxNNFqrVq1bNVVV3WT3ynlR6aigIJumuhnrj2vM9XHa4UL6HypW7dupo4cK620UuEVsSYCFSig0Zjrr7++OwbutttuFShQml3u2bOnSyV1yimnlGaDbCXUAgSiQ/320DgEKlNg9913dxM/DRo0qDIBKnyvf/vtNxfQUc9CcolV+IchQrt/yy23uJz2Tz/9dIRaTVOLKTBgwABTrmgdt9SrVA9NfqRgs4LOemyzzTYEioqJTl05C2jeDQWlZ8yY4QLUa6+9tusprd7SGomkQLVflGtawYKxY8daupQbY8aMcUFo5vLw1Wr2p0ZVjBgxwvr27VuzDWHrCERMQL2gNQpTI5QowQmok9mRRx7pUjkFNbFzcK2n5mILEIgutij1IYBAtQSUL3OttdZyvTqaNGlSrbpYOboCPXr0cBfIyilGQSAKApoVXL1cjzvuuCg0lzYGIDB16lRTcE6ppRR01uehQ4cOaQN5ATSBKhHISeDPP/+0559/3gWlH3zwQVPPffXqTyz16tUzTUSoIE2q3MOaPHPSpEm29957J67G7zUkcOGFF9orr7ziJk2toSawWQQiKaAOUPvtt59LrxXJHYhIo2OxmPtO0Vwaus6jVLYAgejKfv/ZewRCJ6A8heqBQ1qG0L01JW3QlClTbPbs2XbPPfeUdLtsDIFCBXTjTD1gE9MyFFoX60VT4McffzR9DnRDVRMXUhCIgoACmJocWhMWJhflKleqh5tvvtl0s80v6l29xRZbmCb4Uu9pSs0L8J7U/HtAC6InoHkblJZDPxs0aBC9HYhYiy+44AJ77bXX7K677opYy2lusQUIRBdblPoQQKBaAuPGjbMvv/zSrrjiimrVw8rRFtCEIf369XO9tKK9J7S+EgQ+/vhj1/NVgUjlWKVUrkDbtm3t+uuvtx133LFyEdjzSAkopYN60mYrGq02d+5cN6HhRRddZC+99BI3i7Ohlfh1TQamQI/SrVAQQCC7wNVXX+3mJJo2bVr2hVmi2gIffPCBm5hZqaC4iVltzkhXQCA60m8fjUeg/AQ0a7t63ZAfuvze23z2aNmyZW4Cr6VLlzIJUj5wLFsjAuq5f+WVV7q8qzXSADYaGgHlid5yyy1drtbQNIqGIJBG4JdffnHftbqBpl78Gjr9119/uYd+r1u3rpu8UL9/++23Lt/5+PHjTZ0Ghg4dagcffHCamnm6JgROP/1010v9qquuqonNs00EIieg1EJKy6HcxZTSCGiSW43E4YZZabzDuhUC0WF9Z2gXAhUqsOaaa5omM1DuQUplC3Ts2NEmTJhgXbt2rWwI9j70AprUS4Ga888/P/RtpYHBClxyySUutdTtt98e7IaoHYEiCCgF1lFHHWW77bab6TtXqYUaN25sDRs2tNVWWy1lfnON/GjatKl99dVXbpkiNIMqiiSgtHbqzPHZZ58VqUaqQaB8BTSZsI5lGtWm609KaQQ0MeR3333nOnCUZotsJYwCBKLD+K7QJgQqVGDRokVukqeffvop5cVPhbJU7G6rd8K6665r6uFDQSDMArvuuqvrHdinT58wN5O2lUBAE8ANHjzY3n///RJsjU0gUHqBp59+2o4//nh78803S79xtphRQBNO1q9fn8BaRiVeROD/C9x///1uwlWlGaKUTkCpoHTDTNf9lMoVIBBdue89e45A6AQ0M7uG6uhCnoLAtddea5q88sEHHwQDgdAKqCf06quvbm+88Yab8Ca0DaVhJRH47bffXC9RTeKmHqUUBMpNYOLEibZw4UK74YYbym3XymJ/tttuO1OPw+7du5fF/rATCAQlwGi2oGQz16sbZpoY8j//+Y81b94888K8WrYCBKLL9q1lxxCInsCZZ55pGvI5efLk6DWeFhddQJMiKW/bp59+WvS6qRCBYglo4pWtt97avv/++2JVST0RF9CEYVOmTLHOnTtHfE9oPgLLCxx00EGmUSDDhw9f/sVqPKPc1CussMJyNfzzzz9ZR8kpsFGnTp0q66Z6rsoCZfqfY445xho1auTyeJfpLrJbCBRFoEuXLjZkyBArxWi26hzfirKzIatk++23t5EjR1rPnj1D1jKaUyoBAtGlkmY7CCCQVeDf//63tW/f3k444YSsy7JA+QtoYqRmzZrZn3/+af/617/Kf4fZw0gKaJi6jlnz5s2LZPtpdPEFunXrZn379rVDDjmk+JVTIwI1LLDeeuuZJmjdZpttqtUSDYd/4oknTMO09dAogrXXXtt22WUXO/nkk61Dhw7u+183+s455xzTZNaJRaPodMNHN61/+OEHW2uttWyfffYxdWpQIFYTYmlUlX6GsXz99de2ePFi22KLLYravJtvvtnuvvtumzZtWlHrpTIEyknAH82m40fr1q1z2rWrr77aLacbZprgVQ8V3Sz7448/bOedd64yx5GuY8444wybNWuWG0WiyV91o1p5+Q899FB3/NJr9957r6unGP+88847bpReqp7GL7/8skuBmc9orULWyWU/jj32WNcr+uyzz85lcZYpQwEC0WX4prJLCERVYM8993S5NXUBn63oy/3GG2+ssljt2rWtR48eOZ9QqLeMTip+//33KvXoLq0eQRb1otTFgi68tC86KVAqCkpVAZ20aRIRXWBSEAijwG233WZ33HFHzhf9jzzyiLsgSdwXfb779++f+FTG3xW0ee6559wEiYkLnnTSSYn/DeT366+/3t599934sUtDW3XxFcUSVCDoiCOOsA022MD19omiC21GIJ2AJpjSpF6a5GullVZKt1jG53XOpZ5wl19+uevFrL8X9YpT4ETHFh0jFei+8sorXa718847z+677z7bf//94/WqF+M111zjcvMPGzbMnSMoL7vqfOqpp1yQXEFoBZkKCfS+/vrrpu3qpyb+a9GiRbyjhALl6YraftFFF9lbb71ly5Yts1atWtlhhx1mRx999HK9urV/I0aMsAEDBrjjRb169VL2CNe2dtpppyoBrnTb1/MKRGnyyS+++CLTYryGQEULKL2QrvV0DZZrUfBU12/z58+3JUuWuNUUjNbNMh0XDz744HjvaqVr040xHSeVdlLb0rFPN9/OOussUwqdmTNnuhtvDz30UK5NyLicjlUKdKtzxNixY5dbVp17dCzba6+93IS0usZK1dFHxyJ1DtO+FbLOchtO8cStt95qmtR5+vTpKV7lqYoQ8O4GURBAAIFQCHi9VmLeDO45tcULIMS8i5KYd0EQ877kY94B2z28nHg5ra+F7rrrrvh6Wt/rfRPT+nfeeWfOdRS6oHexFevatWvMC0C7NmjfgyjeULDYueeeG9thhx1iK6+8cszLZRvbaqutYt5JUeyXX35Ju0nvBCrWu3fvmHcRFfOGu8bWW2+9mHeCFfN6MKVdRy88/PDD7j1p3LhxbNVVV41tttlmsUsuuSTmBf0zrpfuRW33tddeS/cyzyNQ4wJevtSYF2jIuR1e8CHm9ZiNeYHKKscfL+CRcx1e4Dq+rpdnL7bHHnvEvDQ2sf/+978511Hogt7koTEvsBPfvteTp9CqMq5XyDEo3+PdFVdc4b4/9P5NmDDBHau8HpaxVA9vYraM7U180euRGfMuWBOf4ncEykJAx6mWLVsWvC/6O9poo43c8cMLhsQ++uijlHV5vZ1jOrb553ZeIDq+nHfzzz3vBbPjzyX+4k2kGF/PC0QnvpTT714ngZgXnImdeuqpsbfffjvm5X2PeXNVuHMatccLHqesZ/z48W67Q4cOjXk9tGM6HukY43WScOd7+n9i8VJoxNvp72e6n5deemniqhl///XXX129XtAr43K8iEAlC+jcxUsxVBCBd6Mp/re74447LleH1zs6pus6XXN5AevlXveC4DEvwOvq8DpQLfd6oU/omKpjiNcLe7kqvIB7vM3pjjP+82ussUbM6+UdK2Sd5Tac5gkZ6lyWUrkC6k1DQQABBEIh0LBhw5g3cUHebUm86NAJ/+eff55THbvvvnvMu+vrvpi9njg5rZPPQl6vlNjFF1+ccZWpU6e67QcRiNaFkHeX3gW8xo0bF/OGf8W83kIxnWDoZEMnT16vpuXa501A5ILWCkR7vZJiXg+fmNdL3a2joHS6wFO+F2HLbTjFE14PAhfcTvESTyEQCoHjjjsu5Ul/tsYln+B7vfqyreJe9yZzjR+39HfsjaTIab1cF8rluKW6dJNJ2093PMh1e6mWK+QYVMjxLqhA0FVXXRU78MADU+0azyEQaYFHH3001qlTp4L2QQFSbwi8O24oAOT1GM5Yjzf6wi2r40xiIFqBbAWKU52/qELdkNP5ndbLNxDtzVPi1lOARMfCxKKb+qpTD68nY+JLsTlz5sS83oMusJV8Q1DnX1pHPxOL30Z1plDQXUGr5IfWU+cBL0VZ4qpZf1cnh3RB/qwrswACFSCg6zMvPUZBe+rf7NHfZ6o6/I5OXoqhtPV7o9rccaFYgeibbropfnxKFYjWuaPaq2OnOgrpGJHqeKNl7r//ftfuQtZJu8NJL3jzqri2FNpRKak6/htBAQLREXzTaDIC5Signhv68tOXe75FPW69YZ3xntG6WMhWvHQPsfXXX9/1gNZ2FfAsdlHPam+yqozV+l/yQQSiDz/8cHe3+auvvqrSBm9YWbynkTfcs8pr3tBWF+Tyho1VeV7/8XKaufdIwegZM2ZUeb2Qi7AqFaT5j4I5CupQEAirgDdxV0y9nAspugjwJslxf1e6KFDPu2zFGy4ZSwygesM8s62S1+u5HLdUoR9EKXYgutBjUCHHO38fih0I0siQIL5T8nojWRiBAAS8dBixAw44oKCa1ZNY51srrrhizp0OvMnE3Dp+IPqnn35yAV+N8MoUnPWGurv18g1E69xGbdTDS5lRZT+feeaZ+GujR4+u8pqXWs69pt7UyUU9ItVJQsHmxDarA4SOFemKen6vssoqMfWezLdsvPHGMZ1fUhBAILWAgsSjRo1K/WKWZ7MFor00ae544OW2z1iTRpcVIxC9dOnSmEaiNm3a1G03VSBanRa23XZbN1IjVaN0Ha4OBjqX8ksh6/jr5vJTx3EvT34ui7JMGQoQiC7DN5VdQiCKAh9++KG7O1tI2xWIHjRoULzXroa8J/dISa5XX9LqnaIAdlCBaF101VQgWneatV9K/5Gq15CX19W9rmUSL3L83uXJvX3k5+Wzdj2ltU6/fv2qkBZyEValgjT/0fB2DXOnIBBWAaW9UdCjkKJAtALJ+pvSw8uZl7EaBWG8PIQxvyeN1il2IDqX45Ya6Qdxix2ILuQYVOjxLqhAkNIJKa0QBYFyE/DyjrobYfnu14svvuh6v+mY5U3imfPqfhoOPxD9ySefxI+XXg7otPUoDYZGvOUbiNb5kDcRmdtGchBJo8r8Y/UFF1wQ37aCUn6KuHQj8vxUTApmq6jntdZJ1ytcvZkVuFbgv5Di5Yh2I9oKWZd1EKgEAW9ejlg+KW8STbIFotVhQMcKjUrNVHSMKUYgulevXi4dmH5qu6kC0V7e6OVGZSS2TR0c2rRpUyVtYyHrJNaZ7XeNkPHmPMm2GK+XqQCB6DJ9Y9ktBKIm4M3K674AC2m3H4h+8skn4xcJumBIV5T3SjkOvUkdAgtEKz+YN/t7jQWivcl64hYKOieXxF4/ymHoF/WQ1kmMLoC8iW78p+M/NSRXryu3mV8KuQjz183205tNOTZ8+PBsi/E6AjUm0LZt25iCLIUUBaI//fRTl8Ndf1fKeZ+peJOrut4qyp+s5fUoZiA61+OW2hhUILqQY1Ahx7sgA0H6btHQVwoC5SZw5JFHunzq+e6Xhq/7xyyl/Mq1fPnll64HtB+I1no6t1JdSlmhEV7pijoaZHo93XrvvfdeyvkwTjvttPg+vPrqq/HVp02b5p5Xao7kPND+QrphqTb7Q/U1Uk3nrqmKhqprRIWCSoUWBfvT1V9onayHQDkJKD2Q0iMWUrIFonUDyT/eXXbZZWk7R+nGlEabVqfcfffdbj4fzfuTKRCtdYfS5AAAQABJREFU5bxJFlNuSscwjVRJPK5pwULWSbmBNE/qfE/59ymVKUAgujLfd/YagdAJqIdfoekp/EC0ekGrF5q+/JOHVCbusL5wNaGDSj49otXTRQGgVD2ME+tXOzSxn9pRaI9oBYSqUzSpoH8SpN7iyUV3oP3XEyfV8ie60DDSVPkFvRmg4+t99913rtpCLsKS25Pu/5MmTaoyTCzdcjyPQE0JaELPfCYaTGynH4i+8cYb3d+VAhmZ8uRvs802LkCSTyBa6T404Zb+njONFMnnuKV9SBWIVgAlXSAmcb8z/V7IMaiQ412QgSDdxNNFHQWBchNQKqFC0mU1adIkfu6gYeT5FAVXEtNM6PzOP39Rr+cxY8a4AEqQuUaVUkPp3LRdGSQWTXSq53U8T1c0mayW0Si1bEU34JWjWqPQCi06r0vOSV1oXayHQDkKtG/fPjZ79uyCdi1bIFrncTqf849TurGkoHdyqsSCNp6w0tdff+3ScfijWDMFohNWq/KrjjMaaZc8AqTKQkn/KWSdpCrcf/fff//Yddddl+olnqsAAQLRFfAms4sIREFAd4U7dOhQUFP9QLRW9ifM08WJJq9KVfTF5w8nzyUQraGhCjZpaKVOJpTTSj1xUg0nUq5YDff2Tz6U91V3fP3HlClTqjQpMUe0AtwaBtWiRQvXI1kXIsqRvGjRoirr5PIfBZW0LfWGTrX+HXfcEW/jhRdeGK9ywYIFMU2+ptdTlQ033NCtpwsu9SxXKfZFWOJ2L7roopiGuFEQCKvAOuusk7aXSbY2+4Fo9WSpX7+++9s69dRTU6725ptvxtq1a+deyyUQrWCoUujoGLTddtu5ScK0DeU2Tb7Rle9xS41IDETr+K1jo3IU6vi4+eabx9R7u5BSyDGo0ONduvZVNxCkizRNCERBoNwECgkc+BMA6rxIfxf+uUOhNgpk+50O/HMt/dTxTYFe5WlOl/KikG3qHEqTN2sbOu4pCJVYdMzWa8rPmq74cwHoWJypKPVI3bp1Y+pFWZ2ic8nTTz+9OlWwLgJlLaBJT1944YWC9jFbIFqVnnfeee64kHiM0u/arm4UaeRFdYs6PR1xxBHxagoJRA8dOtSNMsnnmFnIOvFGJvyi42Khc6wkVMOvERUgEB3RN45mI1BuArqbu+WWWxa0W4mBaA2J1oWOvuwTU074FWuYp4Z1+hPGZAtEa+Zg1aXZlf2iO926CFKv4eQhRbq7rpmL1QtZ6ymArf/7DwVZEosfiN5kk03ckKqBAwfGe8GoN7Dq0GQ9xS5+7xzdsf/Ym7gxl6IhXWqPHonB4WJehCW3QxdjmXq3Jy/P/xEotYCOJ++8805Bm/UD0VpZFxP621J9qXr26QaRfxzKFohWYFbBYPVC9HvV6TnlDdQ21LM6MRiU73FL7fUD0Rpqvu6668aUr1XbUABcxz1t59lnn9WiRSvpjkHZNpDP8a4YgSA/8CYPCgLlJKBzJp3P5FMS8zrrZlUxinI5+3mXdaxJfmgSMP0dVqfoRr6O0X7dCsIn38RT/f5EzupVmK74o+R0rpep9O3b193QSw52Z1on1WsjR44seCK2VPXxHALlJqB8yKk6FOWyn7kEolWPro90regfQxJ/6vrrlltuyWVzKZfRRKfq+JTY6SrfQLRGy6l9EydOTLmNVE8Wsk6qevScru+qe9MtXd08H34BAtHhf49oIQIVIaBAdMeOHQva18RAtCrwh3anCmyff/75rtexv6FsgWj/S12BlsSiHtU6odCFUGJAx19GMw3r9VxTc2hZpb1ILN9++2385KUYd879uhXMqVOnjqtbMzvnWg466CC3TsOGDV1+bX+9Yl6E+XX6P/XeKrckBYGwCihwrBPzQkpiIDoxvcQjjzxSpToFPxKHamcLRM+bNy9+7LjhhhvidelYpVnRdbxRr8HkkutxS+v5gWjVpbYnFk16o+cVVClmSXcMyrSNfI93xQgEKW2R9p+CQLkJ6JxIqYTyKbo5pb8HPYqZO11pgDTcfciQIa6Xob8N/6dywKYKHOfadtWvkWrqfKBzR503qddz8qSyhx12mNu3XALR6g2ZrmiSU7V91KhR6RbJ+XndINToFwoCCKQW0AhPzU9USMk1EK26ladeI0c1WsMf+eYfo3RMUXrDfIuCzwpCP/roo1VW9a9ZU01WWGXB//2ne/fubgRGYjA71XKJzxWyTuL6ib/rBl3ySOHE1/m9vAU4Sy7v95e9QyAyAppcUAGSQkpyINoPEuuLXgGZxKKLgMTei9kC0X4vlo033jixGtfrzz+RSJXzK9eAjt8jWnUlTxKhDSr4pNeKNSHZ77//7ob3q04FyXMdiuXPXK/Z5JNPfIp1EVYF+H//0cz0gwcPTvUSzyEQCgHdpFJguJCSGIjW+kq9ob9NXUwkljvvvNMNDfefyxaIVm9BPz+hJptJLBpSqW2kmgQ01+OW6vMD0d26dUus3v2utBzahtJ1FKtkOgal20a+x7tiBYL0naALTAoC5SagdGGaiCufopEBSjehY4IeylsfRNGIN+UbVbDY31a6NGOFbF9pzFSv/ranT58er+L44493z6+xxhrx55J/8VNzKC9tunL44Ye7epTqqLpFbTrzzDOrWw3rI1C2AhqdkJh7Pp8dzScQnVivRrspHYjSpvnHKAXE8y267urfv/9yq+UTiPZHEGfrMJW4kULWSVw/+Xd1Lig0jVtyXfw/egIEoqP3ntFiBMpSYM6cObHkYG+uO5ociFZwVRcE+pI/+uij49XohKNTp07x/+uXbIHon376Kab0HH6wWT1kFi9e7CYn8wM9qSYXyzWg4weiNTQqVc+dtm3buv3QsPdiFA3vl8vOO+8cU17aXIqG1SrPrC6+Emeu99ct1kWYX1/iT/UiOPLIIxOf4ncEQiXQunXrlDeRcmlkciBaOdH9QId6EfpFQd8ZM2b4/3WBb/8iJt1NKg05VWoMPz2EerwoQO2nAEl1EZPrcUsN8QPRqfKQKnCu9m299dbxNlfnl2zHoHR153u8K1YgSBPbKvBGQaDcBHTcKGQotUa8+ccs5bvPpygVmH+c03mSJrfOVHS80EgVba+Y5w9K9bHSSiu5ehNHyY0dO9Y9p+N5unLAAQe4ZXbccceUiyTOE6DRcNUtw4YNy2vysepuj/URiJqA5vrxjyv5tj1bIFqdBfy0aOnqPu2009wxQcepJUuWpFtsueeffPLJWLNmzVLWn08g2p9TSSPYci2FrJOpbnVkqE56kkx181r4BQhEh/89ooUIVISAei4nntjns9PJgWitq4la9OWuNBJ+gFcXM9dff32VqrMForWwTjjUA0jLalip6tTFhH9R9f7771epU//JNaDjB6LTTXLjB6KTeyEvt8EcntCXvYLne++9d85BaAXilWtRE5AlpwvwN1mMizC/ruSfGl42YsSI5Kf5PwKhEVAPN43oKKQkB6I1A/qKK67oji1+zr6PPvrI5VxOTAGUrUe03xb18NUQbfX80c0uHU80GaqOXRrtkVxyPW5pPT8QnSoXvx+I1oVedUsux6BU28j3eFfMQJBuThYrF26qfeM5BGpKQN/HCqDkW3Se5p8zaRKvfIqCykqxo/Luu+/GNEFstqLjkraXKRVGqjrU0UDne3Pnzk31csyfsFl1f/jhh26ZSy+91G1L51ep8vtroV122cUto/PIVMWfj0THaf/mYarlcn1OefF1PKcggEBqgX333TfvfPd+TdkC0ZrcNPl601/X/6lOU/752F133eU/nfWnzuM0glidAJIf/jWjrlH1mkZFKL1QqqJzVx3Hxo0bl+rllM8Vsk7Kiv73pK4vFVinVKYAgejKfN/ZawRCJ6AhlQrAFHICnioQrfQb/kWPhmYqmKH8fclfyNkC0cofpose1aXc04k9efwe0fkEojWsKbH4gWjd3U5V/JOK6gaiNYxUaTU0GaJ6dedSdJKkYJMCKi+++GLaVYpxEZaucg0/06SNFATCKqC8f4UO/04ORGsf/TzI+ttX0c0Y3exJLNkC0QqGqEecjlG6cTZ58uSY0lSo6KJDx7N8AtHJxy3V4weiU814XqxAdK7HILUnsRRyvCtmIEiTPyrNCgWBchNQrmRNxpxvUS/fVVZZxR17OnTokPO5nvKr1qtXL37eonM7TUidLb2HP7HppptumldTNZGrjo86H03VS1GTwPrnlk899ZSr+6233oo/l2odLeSfyyndWKpy4oknujoaNWqU6uW8n9t2223dBLJ5r8gKCFSIgEZLnHvuuQXtbbZAtM7jcsn17k+krJSSuRZNoqqUhakeOlbq+KTjlP+6RmglF42Q03FUy+oaLpdSyDrZ6tW1b2K6zGzL83p5CRCILq/3k71BILICCkArUOqnwMhnR1IForX+dttt575kd9ttN5eDSkHN5JIpEK0LJwVx9EWdanhnciA6MViTrmehLm4SSykC0co9rZ7c6iWeXJQKINXQer0fymGmnkgLFiyospp6Zup5P6hfjIuwKhtI+I96bys3LAWBsAooKJMuuJCtzakC0Qqi+oEO9bRu2bJl7NNPP61SVbZAtHrBqA4FfpJvlCUHotULWxdVKrket7Rs0IHofI5Bao9fCjnead1iBoIUiN9zzz39JvETgbIRuP32292kW4XskHoI+se2xElUM9WlYMohhxwSX8TvZHDTTTfFn0v1i24GaVs6j8m16Ca9PyJF66r3dXLRMVuv6fxPk5L6RSma9LzyvyYX3VDTqDK9rvOlVGWHHXZwr2sC7GKU6sxdUIztUwcCYRfQDf7E9I35tDeXQLSOCYkj2VLVrwlVdVxQ2rRiFI0AUX3ZJitUL2Qtp0eu11iFrJNpn3S8VTD8+++/z7QYr5WxAIHoMn5z2TUEoiagnsfJkwvmsg/pAtF+UEUXDE2aNEnZqzdTIFp5EPUlrQC5H3T126NeL/6XuAI9ysfauXNn/2U3JEuvKxezX1SH7lYnlqAD0epNpLQfp556auJm47/vv//+KSeKUNBa70eq/NfqFa5JFBNLdS/CEutK/F09p55++unEp/gdgVAJaJh6qps8uTQyVSBaFy4KIuj4ob9d9bhOLtkC0RrFoPVT/d3rpppe83tE77PPPjF/ciw/UJTtuKX2BB2IzvcYpDYVerzTusUMBGlSM6WCoiBQbgI6VhQ6sbQsDj30UHf80U0ynf9kKrqhox7CiR0U/EC0jo3JN+gS6/Jz4T/wwAOJT2f93U+7lir9iALTOnbqkXiMVKUnnXSSe169FZOLf3PRH+WS/Lr+v95667n1i5HOSDfxFFDXSEMKAgikFlAKHl0DFVIUPPWPBX379l2uCn9kW6Ze0Uq7ppzzSk+hv9lilPXXX9+1K9N2tR3dyPPbn+uI20LWybRPixYtcjfoMi3Da+UtQCC6vN9f9g6BSAloKOG0adPybrOCLZrwILko8OsPBVWO1FRFPW71ZZxqUq0xY8a411Llb/aHnmtd9RhWz8UuXbrEN6H90GsK0PpFd5OTJ0vUpDtaLt1s623atHGv53qi4G9LP3URot6UymmoXkyJj5tvvjmmYIl66WhCs8Si3p1q0znnnFNlHd01V3BfedUS91XrVvciLHH7ib/L5b333kt8it8RCJXAlClTYqkuRLI1UjmJdZNLPXiTi9+jWX+H99xzT/LLMaUM0mt6JE9kql4mmlhUryXnb1aQ279Q6dOnj6tXuUv9Y0Cuxy2tqJEm2ob2P7noWKPXCg2qFHIMKvR457e9mIEg9a4ePXq0XzU/ESgbAd14r07+cwVcRo4c6Y4PCsIce+yxscSJWQWlczdNgqwgdPLxzQ9E6/ii/KqauyI5iKMbauppp5ts+Ral21AQV3msE9OYqVezbgpqu5q8WUGkxKJgudK/6bXEUSiao2TLLbd0PajVSztd0ag11Z18jphu+UzPqy36bkl2ybQOryEQZQEFNZVeK5/etTNnzowp53E+RROh6hh09tlnu79X/c3q717nUPq791Og+YFova7RuIk307S9pUuXulG7Ok5lSn2YS9s0iap6VOtY6I/UVWoOdZBKd7POP8dS+xInws60vULWyVSfrpvzTZ2UqT5ei54AgejovWe0GIGyFVCurOuuuy6n/dNFgb681Ru6QYMGbiIuXfjrRP/PP/+M16FhnfqiVQoKv+hLWycM+hL0U2/owkOzJ+vL3B9uOWfOnPiX+o033uiv7gLPCu5uv/328brVeyZxiJdOhtQubVvb0QWNhvD7PRQ1rEvb0l1rLaMJanQyoB59Kh9//LFbzx/OqZnq1Qsycd/iDUrxi+rXxY/qzvbQ0Hy/KMDun8hkWu+oo47yV3E/q3sRVqWy//1H+6q2KL83BYGwCqjHXXLvuExt1YWBAr5+UEMXQlOnTnV/8/56utjxR3LoWOcXPa+h3cOHD4//Xatns/Kh+hNnaVmlhdDfr3ra+DO36xikXsbarurWTSrdRFNQyT8GZDtuqW5d8OkCR6MitI0DDzzQXZhpXR1bVaeOdXpNxy/tqyYAy7UUcgwq9HiX2KZiBoKUDuDyyy9PrJ7fESgLAX0v161b1wVSqrND6lntH6d0nNhjjz3ccUPHUp07KVdzcrBX2/MD0Q899FBMo9a0rkaQ6Gbg4Ycf7o55OvZoRIJu9hVSHn74YdeJQCnI1GNSN5aU81316rzv7bffTlmtztHU+UA30JV7VuenOr6rQ4SOa5mKcqWqft3or27RKDICPNVVZP0oCegcRn8/eqjjkUYm3Hrrre5cJd01hM5ZdMMmW775RAd1DvInrde5kx66YabRbTounnXWWW5xBaLVwUmjSnfaaSfXOUA3/YcOHRrr0aOHW14BbAXDq1vUU1nXsLoJltgmtVOdEvxzwMTtaG4P3ytVZ4jEZf3fC1nHXzfVT803oBEylMoVIBBdue89e45A6AQU3Bw/fnxO7VLQRScQugjRCYACyv6X7t133x2vQwEa9QBM/CJWUFnr6ktbJxD+F7f+ry/zxMnxNJOxP8mMLjAUxNGdZvXSUU9dfwb1Vq1aLXfnWXfIdYGkbemCRr8rkKSiCwWdIOgCRW3XPihth9qjol7YOqlRmxL3TT0Ncyl+z0b/RCPdT6UsSSz+RD3plvefTxVkqc5FWGIb/N+Vc1vvKQWBMAuod3I+eT0VINFxRsEW/b3rb1x/68mjNgYMGOB63STuu3rt6pinY4J/3FIdOo6oPr8HnI53Wl89DrUtBXmU5kY3tBTYVv5ABaP1SJ4IMdNxS23p7KUgUr3antpRv359d4xT0EXHBR3X/As1f98yDUlP3D/9XsgxqNDjXeK2ixkI0gWnemdREChHAf2NKlhbjKIbVwrS6jikkVX6PVUA2t+WOgpo8lW/qMexjsEa/aFe1AqW6FykukU37nSep2DJcccd54LeSiXiH2PT1a/1NNJNx9gRI0a49vg3+tKto+fVEUEB73Q5pDOtm/zaxIkTSQ2UjML/y15A50T+NYo69+g8ROdLek7nIh07dnSBT42gvfjii93fqa7r1Omo2EXXaokjI3QD/8EHH3THBc3Lo+OnAuE1VTTqRMconbdlO6b5bSxkHX/dVD979+6d80SJqdbnuegL1NIueH+gFAQQQKDGBbyZe83r5WzehUiNtyWxATpMej2VzQuMmteL0LygU/xl7yLIvBmJ3fNeACb+vP+LN0zLvN4z5gV/zLt4My8o5L9Ulj///vtve+mll8zrXW5ebyTzAvXm9Zg0L+Cd9/56eRXN62lur7/+et7rsgICpRLwLibMC2Ka1xvYvJtJpdpsTttRm7yLIfN6DJs3eat5Ae/4ejpueQHllH+blXbcEoqOWXp4NwrM6/0YdyrkF30evJuN5vVKLGR11kEg1ALe6C/zgj7mTXwa6nZWauO8AI95N8PMGzlTqQTsdwUKePNWmJdaJ6c99/JDu+96r0eueelwzEsRlNN6LFQ8Ae8mgHkBe3duWrxaqSlKAgSio/Ru0VYEylzAm23cBg4caN5QpjLfU3YvFwEvB5t5vQjs6quvzmVxlkGgKAJjxowxr/ewebOZm9fjN6c6dXPKGwbqLmhyWoGFylZANyy93u3mDQc2L/9j2e4nO1a5At5QcLv33nvN6zFcuQgh3nNvhJ55IwNd54cQN5OmIVAUAd0490a/mpcWw7y5eMwblbBcveoE5PWSNm/uG9ONNG+kqlvGmyvH5s2b587flluJJwIT8Ea2mJeaxJ0nJXaQCGyDVBxKAQLRoXxbaBQClSmgkwlvuLd5wxjNS1VRmQjsdVygZ8+e5uVLtCOOOCL+HL8gELSAgspe6h8XRPTS+piXZ9k222wzNxJCr3k5Apc7Pnn5Sc3LHUqvmqDfnAjUf99995k33NW84fkRaC1NRCB/AS9Ps3kTFps3QWj+K7NGoALffvuteangXIBHI14oCJSTgEahKuj82muvudGSGjHppfcxL/WhefNWmJeWx40AS9xn/R14eZnNyynvRq8lvjZ37lzzJjW1JUuWcOM4ESbg3zXy2Zvo2rx0RwFvierDLEAgOszvDm1DoAIF1BNRd6g1xIpS2QLNmzd3Pa68nNyVDcHel1TAm1DUvNnBTWlm/KK0O+q1oTQ93sQ2LsWO0u2ss8465uUPtX/++cel4Lnlllv8VfhZoQL6/Oiz4U2QW6EC7Ha5C3g5RV1AR+lndJOOEh4B9YRWwI0AT3jeE1pSmICCzm+++WaVoPO7775rLVq0sK222sq8CdndTy/3sxu99sUXX7jXdD6m4uWHdsFpjeDYcccd0zZCQWxvPiDXmSDtQrxQVAF13tB76M0LUNR6qSxaAgSio/V+0VoEyl7gsMMOcz0OR40aVfb7yg6mF1i6dKmpN6o3OYalyr2dfk1eQaB6Ag899JB5E/25HOfZatLwdOVAnz17tg0bNsx0kUSpbAFvYkgbNGiQHXzwwZUNwd6XtYA+4/qO9ia8Kuv9jNrO9evXzxSYO/nkk6PWdNpb4QKai0dzzGiuIP30Ju40dUjxg84KPOvhTdCcVkqjaTU3hnpBn3nmmTZy5EiXkiPtCt4LStXhTfhs3iSfmRbjtSIJ/Pnnn7bGGmu4Hu2Jcy4VqXqqiZAAgegIvVk0FYFKELjqqqtcji8Nb6ZUroA3o7RNmDDBnZBWrgJ7XkoB9aZ5+eWX3SRzl19+uanXX3LRxY0eev2QQw6Jv6yJOZVPWnnv6tevH3+eXypPQJ+DV155xd1Qrby9Z48rRUA37MaPH89kwiF6w/0Aj9IWKIUUBYGwCmgCZX1PJgaeNZJo2223dZPXaQJBTfCuSVHzKZogWB0ClBorUy/oxDpnzpxpRx11lC1cuDDxaX4PSGDGjBl2wgknmFI8USpbgEB0Zb//7D0CoRNQvi7lBf7888+tVq1aoWsfDSqNgIa3KwXC5MmTS7NBtlJRAroIUm5BBZ51MaSfX331lcsHrQuhG264wfXG91F0LNJkN+ptppQLqSYxbNeunV188cWmHrGUyhRQrsoddtjBlKeV76/K/AxUyl7r+1m92t577z2XoqhS9jvM+/nEE0/Y8ccfz8icML9JFdo2TUKvns5+b2cFIdUbVgFnPbbbbjs3yW91J/h99NFHXQC7adOmOUsrDVuzZs1cJwSlh6QEK6CRz8rnrQnpKZUtQCC6st9/9h6B0AkoB6uGYqlHrIZjUSpTQL0aFPDr2rVrZQKw10UTUM9mXfQkBp0VMNSwcgWd1etGP3UB4s+kvueee7qRGWpEvXr1XN5B5X/WxVK6oqHQ6tFz6aWXpluE58tcQEN7ldPy9ttvL/M9ZfcQMOvVq5ebz0ND2yk1L6Benauttpqde+65Nd8YWlCxAhohphv8fuBZ514K9upcyw8865wrTJPSq4eu2n3NNddU7PtWih3//vvv3cSSOk9q1apVKTbJNkIsQCA6xG8OTUOgUgWGDBnietpwt7QyPwHqOaE8cM8884z7WZkK7HWhAr///rsb7qnJmvTQ0E9NNJgYdN56660zXgQpLczpp5/uAtPDhw+3SZMmZc1VPmfOHJcX+NNPPy206awXcQFdZI8YMcJ69+4d8T2h+QhkF9AEXzo2aiQbpWYF9L2nThyzZs2y9u3b12xj2HpFCbz//vvxoLOCz7rRv+GGG8Z7Out7ceONNw71KKEPP/zQNDH6okWLMp4bVtQbG8DOaiLwZ5991nU2C6B6qoyYAIHoiL1hNBeBShB4/PHH3UQrb7/9diXsLvuYJKATlSeffNJd3GoCEaVq6d69u+2yyy4uP2/S4vy3wgW++eYbF3BWTkAFnufNm+d6Oys/oP9o3bp1XkpPPfWU6+mnXPX7779/Tuuq57WGG06fPt2l+MhpJRYqGwHlGFcPH6V4IU942byt7EgGgb/++statmxpU6dOte233z7DkrwUtMB1111nGrWjIA8FgaAElJJHN/dfeOGFeJoNjWTVjX4/xYZ+V8/8qJVu3brZbrvt5vIXR63tUWivzpGVjkVzQWnUIQUBAtF8BhBAIHQCGt6u3INvvPGG5RtACt3O0KC8BRQ81BDTPn36uBPeRx55xJT37ZNPPnH5dxWU1gljPjng8m4EK4RWQDOr+72d9fPjjz+2jh07xoPOytHbpEmTarX/559/tiVLlljbtm3zqufwww93vdLGjRuX13osHH0BDel94IEHTDdSKQhUisDYsWPdJF933nlnpexyKPdTvTlHjx7NaIxQvjvRbZQCzwo6q6e9HpoIU8FE3Xjy02zoPKkc5kTQd7fSDKmHd+3ataP7poW05Uq5ecopp7ge8+XweQkpc6SaRSA6Um8XjUWgcgQ0tFl31U888cTK2Wn21PUmVA+rL7/80ho0aFBFRAFHBaQVmFbvV114+b2lGYpahaps/vPPP/+4G1J+4FnpLzQEWRdAfm9n5R1UHucwFH02zzjjDNcrOwztoQ2lE9hnn32sZ8+eptRSFAQqRWDp0qUuMKWh7WuuuWal7Hao9lPnQ3379jWlhapTp06o2kZjoiWQLvCsEYl6dO7c2XUUitZe5dZa9exWWsBhw4bZEUcckdtKLJWTgHpDb7HFFm4y1UGDBuW0DguVvwCB6PJ/j9lDBCIpcMcdd9iUKVNMgSdK5QhoeOm9995rM2bMyLjT6rGqGeIV+HvssceMFB4ZuSLz4q+//uqGe/qBZ01yowlt/KCzfm622WZW3ZnVgwL5448/XG9sTcSiyRAplSHw448/uiDcRx995NKzVMZes5cI/H+Bfv36WZs2bWz8+PGQ1IDAQQcd5PJC6yYoBYF8BCo58JzKSWkBBw4caBp5t/LKK6dahOcKELj55ptNaRfnz58f2vP3AnaLVaopQCC6moCsjgACwQgoINWiRQvX87Vdu3bBbIRaQyew1VZbucm++vfvn3PbdKddOetI4ZEzWWgW1AzaGu45e/Zsl25DAVwN80wMPKuHfJSKensobczEiROj1GzaWg2ByZMn27Rp07LeQKvGJlgVgdAK6Li98847myYaVlo1SukElCphjz32cIGzxo0bl27DbCmSAgSes79tyl+snt+nnXZa9oVZIquAOmho8sorr7zSpVXMugILVIwAgeiKeavZUQSiJ3D88cebvsA0sQGl/AUUTO7Vq5d99tlntuKKKxa8w6TwKJgu8BX196zezjNnzjRNCKgAhvI766RfwWfld27YsGHg7QhyA3PnznUTsSxevNjq1q0b5KaoOwQCGs670UYbud4+yl9PQaASBQ499FA3Qdlll11WibtfY/usydUUiB41alSNtYENh1eAwHP+740mvN51111d7nvmosnfL3mNSZMmuRv16nRCQSBRgEB0oga/I4BAqATUu0b5uhYtWhTJGZhDhRmBxgwYMMClMyjm8F5SeNTsG68cz6+//no88KxJb5SyYvfdd3ezkyvnYHIu8JptcXG2rol8lGOQXHjF8QxzLUojpJySGsob1pQxYfajbeUhoPzESpukG3GazIwSvMD06dPd94wmVwvLPAnB7zVbyCTg3+xX0E8Pf3LBSsjxnMkl39eOPPJI++6772zq1Kn5rsryCQK6jtdIV30WlSOagkCiAIHoRA1+RwCB0Ansvffe1rVrVzfBQegaR4OKJqDJCVu3bu1mq1577bWLVm9iRaTwSNQI7vcFCxa43s7q9ayTTwWa1WtLwecuXbpURA5d5bi/8MILXRA+OGlqDoOAekGrR/9JJ50UhubQBgRqTEB/A+o4cPfdd9dYGyplw/7kX8cdd5wNHjy4Unab/UwhoBsRjz/+uOnGhNKc6WY/gecUUHk8pU4surE2YcIEUw58Sv4COkbttNNObsTG2LFj86+ANcpegEB02b/F7CAC0RbQRHRK0aETrVq1akV7Z2h9WoGzzjrL3nrrLbvnnnvSLlPsF0jhURzRzz//PN7jWek21CNHwxoVfNZDueEqrfz111+27rrr2n333WfqHU0pTwFNTtihQweXTijqKWXK8x1ir0opoB6EyvF/5513uhuPpdx2pW1LKVA0ubN6oNeuXbvSdr+i91dz6Dz99NMu+KwROd9++637e1PHnb322suaN29e0T7F2nkZ9+7d212brLXWWsWqtmLqOf/88913gSYdX2GFFSpmv9nR3AUIROduxZIIIFADArqjqkDWJZdcYvvuu28NtIBNBi3w559/uh4c6kWqCY9qopDCI3f1H374wZ555pl4r2fl9FZ+Z7/Xs4bfkaLAbMyYMfbee+/ROzD3j1bkljzhhBPsp59+cgGhyDWeBiMQgIB6Q5988sn29ttvl2XapQDI8q5Sw9233nprF4zUHAuU8hfQ35N6PKvns1KcbbLJJi7orMBzp06drE6dOuWPUAN7ePTRR5vfaYXOULm/AepYpOuCOXPmWLt27XJfkSUrSoBAdEW93ewsAtEUUK+PKVOmuJ4fnAhE8z3M1OqLL77Y7r//fnvuuecyLVay10jhUZVavXs1weATTzzhgs/z5893Ewz6PZ7V43ellVaquhL/s2+++cbatGnjgvabb745ImUmoBQEm266qcvBWYm9/svs7WR3iiigXoT169e366+/voi1UpUE/OHuSnU1btw4UMpU4Mcff3QjzRR81uP33393kyAr8Kx0hc2aNSvTPQ/XbmmyR53jqiPU2WefHa7GhbQ1OvfVjTLdqD/mmGNC2kqaFQYBAtFheBdoAwIIZBTQhGfK1TV69GjThHaU8hHQybZyQz/yyCOuV0cY98zvDaE2KliuoKJOSpUbtn379mFscrXb9PXXX7tZrh999FEXgF5zzTXdxY8ufpUPd7XVVqv2NiqhgnPOOceeffZZ0/BZSnkJaCJKTRB2xRVXlNeOsTcIVFNAgQjdpLnhhhusW7du1ayN1RMFLrjgAtPoMYa7J6pE//dYLGZvvPGGCzor8PzKK6+4c00/3YYCe4w0q5n3WROxbrPNNjZ58mTr27dvzTQiIltVxxVdJyhF0zXXXBORVtPMmhIgEF1T8mwXAQTyEnj44Yft2GOPtYULF9L7Mi+5cC986qmnuvzfyqUbhVLOKTzmzZtnysmu4LN+32GHHVwQQUF39eyl5C+g3jSyu/nmm8mZmj9faNfQsFNNwqPvI3qmhfZtomE1KPDAAw/Y8OHD3YgBctYW54147bXXXAosjVBS5wxKtAWU21kjzRR41k8Fo9XbWcHnPffc0xo1ahTtHSyj1utvTufCmoR7q622KqM9K+6uDBkyxKWkkxN5oYtrW461EYgux3eVfUKgTAWUP7hXr15uuE+Z7mJF7dbixYtdnjtdXEVxaHvUU3hoqKcmF1Tgedq0aW6SwX322cedbOsiqEGDBhX1eQxqZ6+99lq76qqrXECG1EJBKZe2XvXyVA8p5QGnIIBAaoGTTjrJZs+e7UaFaPQApXCBJUuWuGPO+PHjbfDgwYVXxJo1KqBcz7pJo5v+uuGv7xGl29BD82twjlCjb0/GjWuEx+mnn+7SranHL6WqgCadl9Grr75qTZo0qfoi/0MghQCB6BQoPIUAAuEUeOmll1yQ7IMPPrDVV189nI2kVTkL6GJKuYWvvPLKnNcJ84JRSOGhvLYKPOsxa9YsdwNAvTz8wBpDP4v/CfNTC5122mnWv3//4m+AGksqoIk6+/XrZ/oeWnXVVUu6bTaGQJQEdLNW3y9K5XTnnXdGqemhausff/zhJnLWKCXNqUGJjoB6OSvNhuZBUQBavaCV1k0PpTAgzVl03ku19KKLLjKlx9F5AMHo/3vvFITWfE5yWX/99f/vBX5DIIMAgegMOLyEAALhEzjooINM+Wovu+yy8DWOFuUsoBNz9bp977333PuZ84oRWTAsKTwUCFAuST/4rOBZly5dXHBAwecWLVpERDTazVRqIc2+rt5Q9DSP7nup/IfK1Tl06FD3iO6e0HIESiPw008/2XbbbeduwulmHCV/Ad3A/O6779z3eO3atfOvgDVKKqCbzxoJoODzgw8+6FJuaDTn/vvv7+bYqFOnTknbw8aKK0AwuqonQeiqHvwvdwEC0blbsSQCCIRAYOnSpS433r333mu77rprCFpEE/IVUO8eDUE87rjjKiKYU+oUHpoAUpPjKfj8+OOP28orrxzP9awgdN26dfN9y1i+CAK6iabeT+o1QommwJlnnul6/CjIwOiBaL6HtLr0AroB2qlTJ5s4cSJpJfLkHzlypOlGpkYE0ns2T7wSLr5s2TKX51m9nvV+adSmAs96bLvttqTcKOF7UYpN+cFonWd37NixFJsM3TbU21+pSm677TZ6Qofu3YlGgwhER+N9opUIIJAgcPvtt7svvzfffNPq16+f8Aq/RkFAeSP13mlylkosQaTw+PLLL13vG036OGfOHHdirB7PGhbdvn37SmQO3T5/8803tummm9qNN95oysVNiZaActlrKPXrr79urVu3jlbjaS0CNSwwd+5cNwpq0qRJBKNzfC9GjRpl+k7XcHdGL+WIVsLFNPJN82uo57Nu+rdq1coFnvfbbz/Ou0r4PtTUptSpQNczmgdEHQ0qqfz666926KGHuhRluvHSsmXLStp99rVIAgSiiwRJNQggUFoB9TJYY4017Oqrry7thtlatQQ083SPHj1s/vz5ts4661SrrnJYuTopPPzg8z333ON6S6m3s06GFXxmopBwfjrUW8pP0dGwYcNwNpJWLSeg3m7q9TR8+HA76qijlnudJxBAILsAwejsRv4SBKF9iXD91A1lBd4UfH766adt8803NwWedU3CDcpwvVelaM2zzz5rBx54oA0bNszGjh1bET3fP/30U+vZs6e78XLrrbcyV0YpPmhlug0C0WX6xrJbCJS7wFdffWXt2rUzfQl27dq13He3LPZPd9A7dOhgyhM5aNCgstinYu5ELik8FHxWDymlptFQXQWfe/fu7U4KmcCzmO9GcHUNGDDAVa7hjJRoCGh4vHpEz5w5syIuNKPxrtDKKAr4wejzzjvPDj/88CjuQqBt1nB3HW9005Ke0IFS51z54sWL3fuh4LPOu3bccUcXfFbe57XXXjvneliwPAU++eQT18FGPeLVO7pp06bluaPeXj322GNuRMuRRx5p48eP53yobN/p0uwYgejSOLMVBBAIQGDq1Kk2YsQIe+ONN+gBGoBvsavUBF86oVdONUp2AT+Fhz7nL7zwgsv1/Ntvv7lcm4cddhjB5+yEoVzi+++/dyk6LrnkEncTIZSNpFFxgeeee85dZM6bN4/hp3EVfkGgcAEFo5U6SkO7J0yYQL71/1Hq+33gwIG2YMECmz59Ouk4Cv+IVXtNBRfvvvtud+Nfkwzvsccertfz/2PvPMCkqLauvYlDzgKSLxmUJBIFBCUKSFKCCIIgGYEh5zTkJMgAAhIkSVQyKCioSBLJqID+BCWDyCWH23+vc7+eO6FnpkNVd4VVz9PMdFfVCe/pKU6t2mft+vXrS4YMGfwunwVYi8Ddu3clNDRUJaecNWuWipK2Ug+Re6Znz57Kgmbu3LlqTmSl/rEvwSFAITo43FkrCZCARgTwVPb06dPy9ddfS5IkSTQqlcVoTQATl7CwMDl48KBkyZJF6+ItV17kyOf9+/dLlSpVJH/+/HLr1i31XU+ZMqWy4MBNUdWqVSUkJMRyDKzcIUS6YSnvrl271CoBK/fVzH27cOGClClTRqZPny7Nmzc3c1fYdhIwFAE8lMbybkSULl++3Pb5Pi5evKh4wAsaeVCY/yTwX1fMr2B1htVKePCI+VWTJk2kTp06gjkXNxKIjwAeIGGlR+XKlWXmzJmSMWPG+E4x/H7k80GfkHA2PDycgV+GHzHzNJBCtHnGii0lARJwQ+DJkycqgVThwoXpF+2GjxE+2r17t2AJI8Q3+Olxc0/AJT7jRujAgQPKdgOez7hZj2y74YmFh/sa+KmRCCBqZsKECerhjJWXchqJuTdtgZXQK6+8oh744CEaNxIgAW0JIAIYNl0nT55Uvrt58+bVtgKTlLZ37171YLJNmzYyZswYRogHcNzg/79x40YlPkNwg4DYsmVLNR6pUqUKYEtYlVUI3L59W0UP43s1cOBA6d69uymDRbAyA+3HisyPP/5YmjVrZpUhYj8MQoBCtEEGgs0gARLwnQCShyBqrXfv3ioRmO8l8UytCcBeoly5cmLFpWpasLpy5UqE57NLfIbnMxI6Rhaf46rLZeGBSS9sBCD2I2EhonmKFy8e16ncF2QCSHBz/PhxlfQoadKkQW4Nq3cRgE8rIuHwE76gCRIkcO3iTxIgAY0JjB49WqZOnSqTJk2ylW80AikgPMOmCdGTrvwBGuNlcdEI4LqOAAlEPiPnBrx9W7VqJS1atJCsWbNGO5pvScA3AljN2K9fP4HNC65x+PtOmDChb4UF8KzLly/L8OHD5fPPP1ciOjzr06RJE8AWsCq7EKAQbZeRZj9JwOIEIObAvgB+uq+//rrFe2uO7v373/+WihUrKkEH2aS5/ZcAvNbgPYjlyJHFZ0Q+p02b1i9MYI6oHojSSCpCCw+/cOp+8tOnT5X3JCIBP/30U93rYwWeERg2bJjyekQkEKPiPGPGo0jAHwKICoY/MiyokPAre/bs/hRn+HPhOwyP7OTJk8uiRYukQIEChm+z2RuIyHskOMfcC4IgIp8hDhYpUsTsXWP7DUwAeXEGDBggWM2I6Gj83RvR6gXXJDwQw98Hop9HjhzJZJwG/l5ZoWkUoq0wiuwDCZCAIvDll1+qaBpEOrzwwgukEkQCiPRp1KiRusmC1YTdIwoxAYWP+eLFi9US5PLly6sIHFiW+Cs+xzbMtPCIjYyxPr9586aULVtW4HePyBNuwSUAoaJPnz6CaKY8efIEtzGsnQRsRAC+0RMnTlQeyYiQhmBjtbnD48ePZcqUKTJ+/HgZOnSoSnBmhihJs34NL126pIQ1RD/D8x92ZxCfK1WqZLnvllnHyA7tfvbsmaxfv14JvUjWioduXbt2lYIFCwa1+2gX7p1hvXH06FHVrm7duqkHgkFtGCu3BQEK0bYYZnaSBOxDAE9zsQTqm2++oRgdpGGHCI3JPnzStmzZIilSpAhSS4Jf7a+//qrEZ4hbiHzC5BM317ly5Qp442jhEXDkHleIhKtIOgl7Iby4BYcAkoQhYmnr1q3KUig4rWCtJGA/Avi/EuIsooMRTIAHc1gODh/91157zfRAYAeBlVCDBw9W9g+I+i5atKjp+2XEDmBlGCw3ID4j0r527dpKfK5bt67QAsuII2avNiEyH/eq+H5iJQQCUrAiskSJEgEBAW/+7du3KwEaKyeff/55JYrDnsaIkdoBgcJKgkKAQnRQsLNSEiABPQlQjNaTbtxlU4QWJcDDWw031Ej2Ac9nJCFC4jOjbLTwMMpI/K8dv/32m1SrVo1i9P+QBPQ3itABxc3KSCCCABIZQ2yGJQ6Wg2ODbdH8+fPVe+Q9gCBt1pwHCIyAV+zdu3dl7NixKhFeROf5iyYE8H3Ztm2bEvdghVC6dGklPiMowtN8G5o0hIWQgIcEHjx4oKz0EJGM72zq1KnVQxPkPHr55ZfVg6pEiRJ5WFrshyEo6NChQyoxNuzGdu7cqexoIIDj9eKLL8Z+MveQgI4EKETrCJdFkwAJBI8AxejAs7ezCI3lbfBmhviMCSVEZ4jPLnuSwI+G5zXSwsNzVnofSTFab8Luy6cI7Z4LPyUBPQng/x4Iz2FhYco/FdYc0b2h7927p6wsYNWB/B9YsYDVI0bfXEvxseQd0d7Ik9GuXTtJnDix0ZtuqvYdO3ZMPbDAw//nnntOic/wfg7GqjNTgWNjDUUA14s9e/ao1bw//fST4IWAkVKlSin7jmzZsim/ZtdPRC7jWgKhGvdeeBBz/fp1gRUNXkg4iOvpkSNHVLJE+KBD3EbyeKwMyJEjh6H6z8bYkwCFaHuOO3tNArYg4BKj8fSXT3z1HXK7itCnTp1S4jOW2GEZMaw3sLzNzJM8Wnjo+7cSX+kUo+MjpO1+itDa8mRpJOAJgStXrqjIYAgliAyEcHj+/PlYT4XIMnfuXJkzZ46KcIWPKbx+jbaU/MaNGyrZ4uzZs1WEI3xgMS8wWjtjBW2CHfi+wObkk08+EdhaYc4FxhDtuJGAVQhcvHhRRTL//vvvEQKzS2TGAzqIz3iYB0E6SZIkkiFDhihiNR7qFStWTLCixM4WiVb5PlixHxSirTiq7BMJkEAEgfDwcBk+fLggWqJ69eoRn/MX7Qgg2dpbb72lspBv3LjR8hOeW7duyYoVK5QAffbsWZVdGjdBFSpU0A6qQUqihUdwBgJiNKL/kLkcybu0WJ4ZnJ4Yu1Z40k6aNEl52SNSiBsJkID+BHbs2KHmDPAqxUNsJCRs3769Eprjqx3iC5ayI9AAybXq16+vlpfXqlUraGIv5kBYCYVkZFgZVbNmTYFQbgVv6/jGI5D74a0L8Rk5N5CQvGPHjiofSbJkyQLZDNZFAiRAAiSgAQEK0RpAZBEkQALGJrBhwwYVLYEloB9++KGxG2uy1p04cULefPNNJfJD9MdTeStuWDaHBGaLFy9WolXlypWV9Qb81exyE0QLj8B+s7G0Et8vRLngQVratGkD2wAL1/bw4UMlfGH5K/5/CHbmegujZtdIIIIAHmwOGTJEiYmPHj2K+DxVqlSyYMECJSpGfOjBL7C8QFI6CNMQKfHwDtfMSpUqqb9pCNx6bBDDMffZtWuXqnvfvn1SsWJFVXfjxo1NvSJKD17+lIlr9Zo1a1QkPMYYUfAQoLnK0R+qPJcESIAEgk+AQnTwx4AtIAESCACB48ePK8EUkSqIpLGqYBoAlBFVIPoZkcAjnN6HVhX44bGGCBwkTUqfPr3qL5aBwqfN7hssPPAdQCTY999/r5b/IToNLywH5OY/AdyEv//++3L48GHFOn/+/P4XavMSXAI//p4h8DORlc2/EOy+7gQcDod6iNurVy/BNQ2vyBtWfPz111+SJUuWyB979TvOR0Qy/j/av3+/4OHxSy+9pHxRkfwL1078v505c2YVge1J4SgDFiK4ZsCGCw+uDh48qCKxcd1ALgg8iIfnKh4YctOOAFYFwYoFD//z5cunxOfmzZtbfsWddgRZEgmQAAkYmwCFaGOPD1tHAiSgIQF49zVp0kSViCiaTJkyaVi6vYrCkvbJkycri4oaNWpYrvPIco8I7+3bt6uEg126dLGk9YZWA4dIN7CCML1lyxa1RBqCdL169aRatWqSNGlSraqyZTnjxo1TCbtoMeTf8ENIQsRk06ZNlSUHLU/848mzScATAniY26lTp1gPRU4F+KFquf3xxx9KNMbf/KFDhwTvIShDFIfgDVEac0CXvyo+R6Tz48eP5dq1a8qTFT9DQkLUsQUKFIgQtZH0iw+jtRyt/5YF9uvWrVMP/3/++Wd55513lAANj1tuJEACJEAC1iJAIdpa48nekAAJxEMAfoTIug7BDFGuderUiecM7o5MADdyH3zwgcAb2WpL2u/cuaOib2bNmqWSJ2H5J3wrkYmdm+cEIlt44O8MCaiwEgHCNCLHyNNzlpGPdFkM4XsJmyEIJNw8I4DvJB6cjRkzRqZNm6aizD07k0eRAAloQQBJo1u0aCF4aBk9IrpNmzaycOFCLaqJswyIzfBzRsIvvJDvAXNCl081Vsrhhf+jIDTjxRUTcSLVZCfmk4h+XrRokUpaif/j8F2BZQs3EiABEiABaxKgEG3NcWWvSIAE4iGAqIvOnTsrcWzq1KmSJk2aeM7g7qVLl0rPnj1VlAoioq2ShRlej4h+XrZsmYp6RpZ7CKaMltTmO08LD204opRz584pERWReliyXLp0ae0Kt2hJp0+fVn7u8KT97LPPVJIri3aV3SIBQxOACA2BEatnEH2MLXny5DJ27Fg1tzB049k4TQlA/Ie3N6LlYaUC2w0I0Ig250YCJEACJGB9AhSirT/G7CEJkEAsBK5fvy6wXDhw4IBKlINEN9xiEoDohRuEI0eOKE6wWjD7hptgPIyAAH3s2DElVOHBBJOW6TuytPDwny+i+vC9RdIveLMPHTqUnvdusILTjBkzZPjw4RIaGiqDBg1Sy/DdHMqPSIAEAkAAD4NKlSolsPNasWKFio5GtStXrlReywFoAqsIMgE8mJ43b56aS2bNmlXNLVu2bMlgkCCPC6snARIggUAToBAdaOKsjwRIwHAE4LvarVs35RsaFhbGpDP/N0IQcpYvXy5IMNSoUSO1tD116tSGGz9vGoTluFgCiheSFiH6GTdBVonu9oZFsI+lhYd/I4DlzFjSfu/ePRVVVrZsWf8KtNDZv/zyi1rxgqX3iByH+MWNBEgguAQGDBigfJt37Nghd+/eVQ/SYMeAZNIvvvhicBvH2nUl8N1336k8B8i/8fbbbysBuly5crrWycJJgARIgASMS4BCtHHHhi0jARIIIAFkRofgiiWj/fv3lx49ekiyZMkC2AJjVQU/R3DAzeL06dOlVq1axmqgl63ZvXu3iiLdvHmzNGjQQAnQyHjPzTgEaOHh/VhAzEfU76hRo6R69epqiXv+/Pm9L8giZ+BBEyKgV61apa7niIJmokyLDC67YWoCsF+oXbu2HD58WPLkyRPRF8w1KlSowIfBEUSs8wtWnq1Zs0YJ0Lg2Iz8LVtelT5/eOp1kT0iABEiABHwiQCHaJ2w8iQRIwKoEkGG9X79+cubMGSXuvPfee5IwYUKrdjdGv44ePaoEaPwcMWKEtGvXzrTL2SGiL1myRJB88Pbt2+oGCIkWs2TJEqPf/MBYBNxZeNSrV095usMahuJi1PH6+++/lQgNv83WrVvLsGHDVMR/1KOs+w6JRidMmCAff/yx8qDFtev555+3bofZMxIwEQGXJQeESFhgcbM2Afz/DfsNBDEg2WPv3r2VBzT/37b2uLN3JEACJOANAQrR3tDisSRAArYhsHXrViXIwp5i9OjRyr/QyoI0EnrBlmTDhg3qpgGeqilTpjTleMOyADdASEyGxDew30AUNJMPmnI4hRYeno/bhQsXlHc0/o6xwgPCT4YMGTwvwGRH4mHT/PnzZcyYMYIVDuPGjZMiRYqYrBdsLglYm0BkS44ECRJYu7M27t3FixfV3AvX5PLly6u5JPzAuZEACZAACZBAdAIUoqMT4XsSIAES+D8CEMAQUQtxAxE9iORp3769ZYQd9G/Tpk0yc+ZM2bdvn7Rt21YGDx5s2khKRLMjKnLbtm0qKhS+3xSlrPfnTAuP+McUKxpgUQEv1qZNmypB2ko+yXhwhuuW62HTyJEjlRAdPxkeQQIkEEgCsVlyBLINrEtfAj///LOy31i/fr36/waBDPT81pc5SycBEiABsxOgEG32EWT7SYAEdCeAqOivv/5aCR9ItNKsWTMl7JQsWVL3uvWoAAm8PoExRhEAAEAASURBVP30U5k9e7YkSZJERQwj6VmaNGn0qE73MjE248ePF4hviH5GFGimTJl0r5cVBJ8ALTziHoNz584paxr8vRcuXFglZX3rrbfU333cZxpvLx6cweMd9ht4cNaqVSv19160aFHjNZYtIgESUA/w8QCMlhzW+zJgXozr8ZQpU+TYsWPSqVMn9f8LLZGsN9bsEQmQAAnoQYBCtB5UWSYJkIBlCUQWdvLlyyeNGjVStg9GF0PgkYzoZ0SsIGK4atWq6uYQyybNuFT22bNnKgnOxIkT5caNG4IIHESrm9VOxLJ/MAHsGC08Yof94MEDWb58uXqYdvnyZXXdatiwobz22muGFqXxd75nzx758ssvZd26dRISEmL6B2exjxL3kIC1CNCSw1rjid48fPhQrRScOnWqPHnyRFlAYTVdihQprNdZ9ogESIAESEA3AhSidUPLgkmABKxMAMIOokEg7OLnc889pwRpeBEjA7wR/KTh1wcBB22EmFO2bFnVxiZNmkju3LlNOTy4CVq4cKFMnjxZic5ILNm8eXPTJlQ05SCYpNG08HA/UAcPHpQvvvhCXRv++usvqVOnjkCUfuONNwyxKgLX1u3bt6vrFh6epU6dWrUPbaxcubIpH5y5Hwl+SgLWJUBLDmuN7fXr19XqGiR/zp8/v/Tp00fNJ40w17UWafaGBEiABOxBgEK0PcaZvSQBEtCRwNOnT2X37t1KOIHoe//+fSlXrpxKlFemTBnBK3PmzDq24L9RKkeOHBH4JENowk9EbyPiGQJOvXr1TG1X8ffff0t4eLhall+oUCFBpBWEM24k4AkBWni4pwSvZVyz8MAKPp+wG0KCT7xw3YKdh55CA5Z3I7korleua9ehQ4dUvbhu4cFe8eLF3Teen5IACRiSAHJq0JLDkEPjdaN+++03QfQzVtTUrl1bJSBEIkJuJEACJEACJOAPAQrR/tDjuSRAAiTghsDJkyflwIEDEYIw/PMgREPcgYUHPPSyZcsW8cL7xIkTuykp6kewoLh06VLEC0vsITZDwEGdOXPmjCIiIQLa7Msl//zzT3UTBI/batWqSf/+/VXEeVQyfEcCnhOghYd7VteuXVPeyy5BGD+xAuGll15SAnWOHDkirlm4fmXPnl1SpUrlvrBIn+LBXOTrFn5HJDY83SE6YytdunTEtQsrSlA2NxIgAXMSoCWHOcctcqsxhx0zZox8++23KpF1z5495V//+lfkQ/g7CZAACZAACfhMgEK0z+h4IgmQAAl4RuDx48dy/PhxJRifOXMmhigDoQbWHhCNIUgjgSCiEOG/h2hrnI9lkfBLzZIlSxQxKFeuXEoogsidIUMGzxpkgqNOnTol8H9es2aNSg7Zt29fFSVpgqaziSYjAAsPWEBs3LhRvv/+eyW61q9fX/AqVqyYyXqjbXNdD7pw/YJ47BKR8fPmzZvKHidjxozquoVrF164TrmuXfCm/+eff9S1KfLDN/z+4osvKvEZy7zN6FOvLWmWRgLWIEBLDnOPI8ZvxIgRKpCiV69eypM/Xbp05u4UW08CJEACJGA4AhSiDTckbBAJkIDdCNy5c0cQ3QxBGsIzXojadInSEKYhVCOqWs9l8kbgDi/rCRMmKKuTDh06CKJwGB1phJGxRxto4eH5OOMBGa5bEJtdwjNE6ESJEkUI02nTplUrQJIlS+Z5wTySBEjAlARoyWHKYVON3rdvnxKgsRKmd+/e0q1bN+XPb94eseUkQAIkQAJGJkAh2sijw7aRAAmQgE0IIOHjuHHjlF9sjx49pHPnzsIoHJsMvkG7SQsPgw4Mm0UCJGBIArDOgpC5Y8cOrnIw5AjFbFR0Abp79+4eWS7FLImfkAAJkAAJkIDnBChEe86KR5IACZAACWhMYNu2bTJs2DC1zL9fv37y3nvvCaMnNYbM4jQhQAsPTTCyEBIgAQsSoCWHuQYVAvTw4cNVklpXBLQnnv/m6iVbSwIkQAIkYFQCFKKNOjJsFwmQAAlYmMCuXbtkyJAhcuHCBfXz/fffV8v5Ldxlds1CBGjhYaHBZFdIgAT8IkBLDr/wBfTkvXv3KguOn3/+OcKCgwJ0QIeAlZEACZAACTgJUIjm14AESIAESCBgBHATBAEayQgHDRok8IEOCQkJWP2siAS0JkALD62JsjwSIAEzEaAlh/FH68cff1QC9OHDh6VPnz4qCSEFaOOPG1tIAiRAAlYlQCHaqiPLfpEACZCAgQgg+gYC9MGDBwUWHEiEkzx5cgO1kE0hAW0I0MJDG44shQRIwPgEaMlh7DGCAA0LjqNHj0YI0ClTpjR2o9k6EiABEiAByxOgEG35IWYHSYAESCB4BE6cOCFDhw6V3bt3S2hoqPTs2ZOJcII3HKw5wARo4RFg4KyOBEggYARoyREw1F5XtGfPHhUBTQHaa3Q8gQRIgARIIAAEKEQHADKrIAESIAG7ETh9+rSKwtm6dasgCzuS4aRLl85uGNhfEoggEJuFR7169aRu3bqSOXPmiGP5CwmQAAkYnQAtOYw3Qj/88IMSoI8fP64ioLt06SKMgDbeOLFFJEACJGB3AhSi7f4NYP9JgARIQEMCsCUYOXKkrFu3Tjp27Ci4Uc2UKZOGNbAoErAGAVp4WGMc2QsSsCMBWnIYa9T37dun7M8gQPft21cgQKdIkcJYjWRrSIAESIAESOD/CFCI5leBBEiABEjAbwJ//vmnhIWFybJly6Rt27YqEWHWrFn9LpcFkIAdCNDCww6jzD6SgDUI0JLDOON49uxZGTBggOzatUv9pABtnLFhS0iABEiABGInQCE6djbcQwIkQAIkEA+BK1euyLhx42TBggXSokUL5QedM2fOeM7ibhIggdgI0MIjNjL8nARIwAgEaMkR/FG4ceOGWn22ePFi6dSpk3r4T/uz4I8LW0ACJEACJOAZAQrRnnHiUSRAAiRAApEI3Lp1S8aPHy9z5syRRo0aKT/ovHnzRjqCv5IACWhBgBYeWlBkGSRAAloQoCWHFhR9L+PBgwcybdo0mTRpkiC/wJgxYyRXrly+F8gzSYAESIAESCAIBChEBwE6qyQBEiABsxJ48uSJhIeHy+jRo6V69eoqIqdw4cJm7Q7bTQKmIkALD1MNFxtLApYiQEuO4A0nVsp89tlnatVZoUKFlBBdqlSp4DWINZMACZAACZCAHwQoRPsBj6eSAAmQgJ0IrF+/Xvr16ycZMmRQETnly5e3U/fZVxIwFAFaeBhqONgYErA8AVpyBGeIt2/fruZeDodDJkyYIHXq1AlOQ1grCZAACZAACWhEgEK0RiBZDAmQAAlYlcDRo0clNDRUkBQHdhzNmzeXBAkSWLW77BcJmJIALTxMOWxsNAmYggAsOWrVqiVHjhyRPHnymKLNZm8k5l59+/aVkydPqlVobdq0kYQJE5q9W2w/CZAACZAACQiFaH4JSIAESIAE3BJAIsLBgwfL2rVrVTQOxOhkyZK5PZYfkgAJGIeAy8Jj06ZNsnnzZkmZMqXyE61fv75UrVpVQkJCjNNYtoQESMDQBGjJEdjhuXjxogwZMkSwCg1CdK9evSRFihSBbQRrIwESIAESIAEdCVCI1hEuiyYBEiABMxJ4+PChTJkyRXkQvvXWWxIWFiZZs2Y1Y1fYZhKwPQF3Fh41atQQiNJ169aVzJkz254RAZAACcROgJYcsbPRcs8///wj48aNk1mzZkmrVq1UEmhen7UkzLJIgARIgASMQoBCtFFGgu0gARIgAQMQWLFihQwYMEDy588vU6dOlRIlShigVWwCCZCAVgRo4aEVSZZDAtYnQEsO/ccYSaAhPuOhf+XKlZUFWsGCBfWvmDWQAAmQAAmQQJAIUIgOEnhWSwIkQAJGIrB3717lA33z5k2ZPHmyvPnmm0ZqHttCAiSgAwFaeOgAlUWSgEUI0JJD/4FcvXq1DBw4UK1MmTRpkrzyyiv6V8oaSIAESIAESCDIBChEB3kAWD0JkAAJBJPA+fPnVQT0V199JUOHDpWuXbtKkiRJgtkk1k0CJBAEArTwCAJ0VkkCBiZASw79BufHH3+U3r17y40bN5QdB2zQuJEACZAACZCAXQhQiLbLSLOfJEACJBCJACIh4UU4c+ZMadu2rfIizJAhQ6Qj+CsJkICdCdDCw86jz77bnQAtOfT5Bly9elUlINyyZYuad3Xq1IkP//VBzVJJgARIgAQMTIBCtIEHh00jARIgAa0JIOpxwYIFKiN72bJlVULCQoUKaV0NyyMBErAQAVp4WGgw2RUSiIcALTniAeTD7mfPnkl4eLiMGDFCmjRponygM2bM6ENJPIUESIAESIAEzE+AQrT5x5A9IAESIAGPCOzatUt69uwpDodDJSJ8/fXXPTqPB5EACZCAiwAtPFwk+JMErEmAlhzajuuePXuU7VnixImVGF2uXDltK2BpJEACJEACJGAyAhSiTTZgbC4JkAAJeEvg2rVryotw27ZtMnbsWGnXrp0kTJjQ22J4PAmQAAnEIBCbhUe9evWkePHiMY7nByRAAsYlQEsO7cYGc6++ffvKpk2bJCwsTDp27Mi5l3Z4WRIJkAAJkICJCVCINvHgsekkQAIkEBcBRD7PnTtXBg0aJA0bNpSJEycKl4LGRYz7SIAE/CEACw8kPt24caNs3rxZUqZMKRCk69evL1WrVpWQkBB/iue5JEACOhKgJYc2cGHDMWvWLOUB3bhxY2XDkSlTJm0KZykkQAIkQAIkYAECFKItMIjsAgmQAAlEJ3Ds2DFBEpw7d+7InDlzpFKlStEP4XsSIAES0I0ALTx0Q8uCSUAXArTk8B/rjz/+KF26dJFEiRIpG47y5cv7XyhLIAESIAESIAGLEaAQbbEBZXdIgATsTeDevXsybNgwmT9/voqEDg0NZUZ2e38l2HsSMAQBWngYYhjYCBJwS4CWHG6xePwhbDj69eunVoPQhsNjbDyQBEiABEjApgQoRNt04NltEiAB6xH44osvpEePHlKiRAmZOXOm5M6d23qdZI9IgARMT4AWHqYfQnbAQgQePnwopUqVkg8//FA6d+5soZ7p3xXYcMyePVvZcMACbcKECUIbDv25swYSIAESIAFzE6AQbe7xY+tJgARIQM6fPy/du3eXw4cPy4wZM6RRo0akQgIkQAKmIEALD1MMExtpYQK05PBtcGHD0bVrV0mQIIHyhKYNh28ceRYJkAAJkID9CFCItt+Ys8ckQAIWIfDkyROZOnWqjB07Vtq3by8jR46UVKlSWaR37AYJkIAdCdDCw46jzj4HiwAtObwnf/36dWXDsWHDBhk9erTKx5EwYULvC+IZJEACJEACJGBTAhSibTrw7DYJkIC5CezZs0fd/EB4RjJC2HFwIwESIAErEaCFh5VGk30xGgFacng3IrDhwHwLeTgaNGigbDiee+457wrh0SRAAiRAAiRAAkIhml8CEiABEjARgZs3b6pInC+//FJFQnfo0EEtCzVRF9hUEiABEvCaQGQLj02bNsm5c+ekRo0aUr9+falbt65kzpzZ6zJ5AgnYmQAtOTwf/X379kmXLl3UCeHh4VKhQgXPT+aRJEACJEACJEACUQhQiI6Cg29IgARIwLgEFi5cKLhxrFWrlkyZMoXCi3GHii0jARLQmYA7C4969eopYbp48eI6187iScDcBGjJ4dn43bt3TwYOHChLly6VUaNGqWSOiRIl8uxkHkUCJEACJEACJOCWAIVot1j4IQmQAAkYh8CpU6fUzc/Vq1dVdvZq1aoZp3FsCQmQAAkEmQAtPII8AKzeVARoyeHZcH399deCVWfFihVTc6/s2bN7diKPIgESIAESIAESiJMAheg48XAnCZAACQSPwOPHj1UinBkzZkifPn1UNHTSpEmD1yDWTAIkQAIGJ0ALD4MPEJsXdAK05Ih7CG7fvi29e/eWjRs3yvTp06VFixZxn8C9JEACJEACJEACXhGgEO0VLh5MAiRAAoEhcOjQIWnTpo1kzJhR5s+fL/nz5w9MxayFBEiABCxEgBYeFhpMdsVvArTkiBvh+vXrlRd0lSpVBEEATEYYNy/uJQESIAESIAFfCFCI9oUazyEBEiABnQggCho+hDNnzpSwsDDp2rUrkxHqxJrFkgAJ2IsALTzsNd7sbVQCtOSIyiPyu2vXrkn37t3lhx9+kDlz5iiv+cj7+TsJkAAJkAAJkIB2BChEa8eSJZEACZCAXwR+/vlnFQWdPn16QWLCvHnz+lUeTyYBEiABEnBPgBYe7rnwU+sSoCWH+7FdtmyZ9OzZUxo2bCiTJ0+WtGnTuj+Qn5IACZAACZAACWhCgEK0JhhZCAmQAAn4TuDJkycRXtCjR4+Wbt26MQrad5w8kwRIgAS8JkALD6+R8QQTEaAlR8zB+vPPP6VTp07yyy+/yLx58+S1116LeRA/IQESIAESIAES0JwAhWjNkbJAEiABEvCcwOHDh1UUNCJwEAWdL18+z0/mkSRAAiRAApoTiGzhsWXLFkmRIoXUq1dPLdevWrWqhISEaF4nCyQBvQjQkiMqWYfDIXPnzpUBAwao+deYMWPU33jUo/iOBEiABEiABEhALwIUovUiy3JJgARIIA4CiILGzc+0adNk5MiR8uGHH0rChAnjOIO7SIAESIAEAk3AZeGxadMm2bhxo5w7d05q1KihROm6detK5syZA90k1kcCXhGgJcf/cP3+++/ywQcfyOXLl+XTTz+VihUr/m8nfyMBEiABEiABEggIAQrRAcHMSkiABEjgfwSOHj2qonBSpkypoqALFCjwv538jQRIgARIwLAEaOFh2KFhw9wQoCXHf6HggdJHH32kHvzD/mzYsGFc2eDm+8KPSIAESIAESCAQBChEB4Iy6yABEiABJ4GnT5/K2LFjZerUqTJ8+HDp0aMHo6D5zSABEiABkxKghYdJB84mzX706JGUKlVKunfvLp07d7ZJr2N28+TJk9KuXTt5/PixLFiwQEqWLBnzIH5CAiRAAiRAAiQQMAIUogOGmhWRAAnYmcCxY8dUFHTy5MlVFHTBggXtjIN9JwESIAFLEaCFh6WG0xKdgSXHwYMHZefOnbZMgAwLtPHjx8vkyZOVH3Tfvn0lceLElhhbdoIESIAESIAEzEyAQrSZR49tJwESMDwBREGPGzdO3QhhKWivXr0YBW34UWMDSYAESMA/ArTw8I8fz/aPgN0tOQ4dOiTvv/++pEqVSnlBFy5c2D+gPJsESIAESIAESEAzAhSiNUPJgkiABEggKoETJ07Ie++9p3wIFy5cKIUKFYp6AN+RAAmQAAlYngAtPCw/xIbqoJ0tOfDwPywsTPlBjxo1SuAHzUTQhvp6sjEkQAIkQAIkIBSi+SUgARIgAY0J4EZowoQJMnHiRBk6dKiEhobyRkhjxiyOBEiABMxIgBYeZhw1c7UZlhw//fST7Nixw1aWHGfPnpV3331XDdbSpUslf/785ho4tpYESIAESIAEbEKAQrRNBprdJAESCAyBM2fOSMuWLSVRokTKC5rLQQPDnbWQAAmQgBkJRLfwKFGihNSvX1+9ihcvbsYusc1BJGBXS4558+YJPKB79uwpQ4YMoRd0EL+DrJoESIAESIAE4iNAITo+QtxPAiRAAh4SgP0Gop/xGjRokBKjPTyVh5EACZAACdicQGwWHvXq1ZNq1aopmyebI2L34yBgR0uO69evS/v27eXUqVOyZMkSKV++fByEuIsESIAESIAESMAIBChEG2EU2AYSIAFTE/jnn3+kY8eOcuDAAVm2bJlUqFDB1P1h40mABEiABIJLgBYeweVvxtrtZsmxZcsWadeuneBBzUcffSQpU6Y047CxzSRAAiRAAiRgOwIUom035OwwCZCAlgT27NmjrDgqVqwoc+bMkTRp0mhZPMsiARIgARIgAYlu4VGyZEklwMHGgxYe/ILYyZLj/v370qdPH1mzZo3AkqNBgwb8ApAACZAACZAACZiIAIVoEw0Wm0oCJGAcAs+ePZPRo0fL9OnT1at169bGaRxbQgIkQAIkYFkCtPCw7ND61DE7WXIgCSMSEubLl08WLFggWbJk8YkZTyIBEiABEiABEggeAQrRwWPPmkmABExK4Pz58yoK+smTJ7J8+XJ1Q2TSrrDZJEACJEACJiZACw8TD55GTbeDJQce/o8bN04mT56sfnbu3FkjeiyGBEiABEiABEgg0AQoRAeaOOsjARIwNYGVK1cKboA6deoko0aNYmZ2U48mG08CJEAC1iJACw9rjWd8vbGDJccff/whrVq1ksePH8vSpUulUKFC8WHhfhIgARIgARIgAQMToBBt4MFh00iABIxD4O7du9KtWzfZsWOHysxerVo14zSOLSEBEiABEiCBaARo4RENiMXe2sGSY+HChRIaGipdu3aV4cOHS5IkSSw2iuwOCZAACZAACdiPAIVo+405e0wCJOAlgYMHD8o777wjxYoVk/nz50uGDBm8LIGHkwAJkAAJkEDwCNDCI3js9arZypYcN2/elA4dOsiRI0fUw38khOZGAiRAAiRAAiRgDQIUoq0xjuwFCZCADgRw4z5x4kQZP368TJgwQTp27KhDLSySBEiABEiABAJLgBYegeWtdW1WtuTYvn27tG3bVmrXrq2SQadOnVprfCyPBEiABEiABEggiAQoRAcRPqsmARIwLoFLly4pT0JE5axYsUKKFCli3MayZSRAAiRAAiTgIwFaePgILkinWdWS48GDB9KvXz/5/PPP5ZNPPpHGjRsHiTCrJQESIAESIAES0JMAhWg96bJsEiABUxJYv369tG/fXlq2bKkioUNCQkzZDzaaBEiABEiABLwhQAsPb2gF51grWnIcPnxYzbly5col8IV+/vnngwOXtZIACZAACZAACehOgEK07ohZAQmQgFkIIBoHSXG++OILdSNUp04dszSd7SQBEiABEiABzQnQwkNzpH4VaEVLjqlTp8rIkSMlLCxMJYVOkCCBX4x4MgmQAAmQAAmQgLEJUIg29viwdSRAAgEicOzYMWnRooUgGmfRokWSJUuWANXMakiABEiABEjA+ARo4RHcMbKaJcetW7ekTZs2cvbsWVm9erW88MILwQXM2kmABEiABEiABAJCgEJ0QDCzEhIgASMTmDt3rvIlHDFihPTo0UMYjWPk0WLbSIAESIAEgk2AFh6BHwErWXLs27dPmjVrJtWqVZPw8HBJmTJl4IGyRhIgARIgARIggaAQoBAdFOyslARIwAgE7t+/L507d5bvvvtOReO8/PLLRmgW20ACJEACJEACpiJACw99h8sqlhwOh0OmTJmibDg++ugjFRGtLzmWTgIkQAIkQAIkYDQCFKKNNiJsDwmQQEAInD59Wt566y1lxbFkyRJJnz59QOplJSRAAiRAAiRgZQK08NB2dK1iyeGy4vj9999l1apVtOLQ9mvC0kiABEiABEjANAQoRJtmqNhQEiABrQisWbNGOnToIH369JGBAwfSikMrsCyHBEiABEiABCIRoIVHJBg+/moFS47IVhyzZs2SFClS+EiDp5EACZAACZAACZidAIVos48g208CJOAxgSdPnigv6BUrVsjy5cvltdde8/hcHkgCJEACJEACJOAfAVp4eMfP7JYctOLwbrx5NAmQAAmQAAnYgQCFaDuMMvtIAiQgf/31lzRt2lQSJkwoK1eulGzZspEKCZAACZAACZBAkAjQwiNu8Ga35IAVx3vvvSd//PGHysNRtGjRuDvMvSRAAiRAAiRAArYgQCHaFsPMTpKAvQns2LFDWrZsKa1atZLx48dL4sSJ7Q2EvScBEiABEiABAxGghUfMwTCzJcfevXulefPmauVZeHg4rThiDi8/IQESIAESIAHbEqAQbduhZ8dJwPoEsCQ0LCxMpk2bJp9++qk0atTI+p1mD0mABEiABEjA5ATsbuFhVksOzLsmT54sY8aMkenTp6uIaJN/Fdl8EiABEiABEiABjQlQiNYYKIsjARIwBgEsCX333Xfl0qVLguSE+fPnN0bD2AoSIAESIAESIAGPCdjNwsOslhwuKw48RFi1apXQisPjrzgPJAESIAESIAFbEaAQbavhZmdJwB4EDh48KG+99Za8/vrrgiWhyZMnt0fH2UsSIAESIAESsDABO1h4mNGSA1YczZo1i5h3pUiRwsLfQnaNBEiABEiABEjAHwIUov2hx3NJgAQMR2DWrFkyaNAgmTJlirRr185w7WODSIAESIAESIAEtCEQ3cKjRIkSUr9+ffUqXry4NpUEsBSzWXLAimPSpEkyduxYmTFjhrRu3TqAtFgVCZAACZAACZCAGQlQiDbjqLHNJEACMQjcu3dPOnToILiJgxVHyZIlYxzDD0iABEiABEiABKxJwOwWHmaz5Lh586bygD537pysXr1aihQpYs0vFntFAiRAAiRAAiSgKQEK0ZriZGEkQALBIPDrr79KkyZNpECBArJ48WJJmzZtMJrBOkmABEiABEiABAxAwIwWHmay5Pjxxx+lefPmUr16dZk5c6bQisMAX3o2gQRIgARIgARMQoBCtEkGis0kARJwT+Dzzz+Xzp07KzuOvn37uj+In5IACZAACZAACdiWgNEtPMxkyeGy4pg+fTqtOGz7F8WOkwAJkAAJkIDvBChE+86OZ5IACQSRwOPHjyU0NFTWrVsnEKOrVKkSxNawahIgARIgARIgATMQMJqFh1ksOe7evStt27aVkydPytq1a2nFYYYvO9tIAiRAAiRAAgYkQCHagIPCJpEACcRN4MqVK9K4cWNJmjSpEqGzZs0a9wncSwIkQAIkQAIkQALRCBjBwsMMlhxnzpyRRo0aSeHChWXRokWSKlWqaCT5lgRIgARIgARIgAQ8I0Ah2jNOPIoESMAgBH766Sdp2LCh8oSeMmWKJE6c2CAtYzNIgARIgARIgATMTCDQFh5msOTYtGmTSkrYp08fGThwoJmHl20nARIgARIgARIwAAEK0QYYBDaBBEjAMwJLly6Vbt26ybRp09TyUM/O4lEkQAIkQAIkQAIk4B0BvS08jG7J4XA4ZNSoUfLxxx/LsmXLpFatWt4B5NEkQAIkQAIkQAIk4IYAhWg3UPgRCZCAsQg8e/ZMsHR1+fLlypewQoUKxmogW0MCJEACJEACJGBZAnpYeBjZkuPOnTvy7rvvyvnz5+WLL76QvHnzWnZs2TESIAESIAESIIHAEqAQHVjerI0ESMBLArdv35bmzZvLrVu31M1Q9uzZvSyBh5MACZAACZAACZCAdgT8tfAwsiXHqVOnlB906dKlZf78+ZIiRQrtwLEkEiABEiABEiAB2xOgEG37rwABkIBxCfzyyy/SoEEDKV++vMydO1eSJUtm3MayZSRAAiRAAiRAArYjENnCY/PmzZIyZUqpV6+eelWrVk1CQkKiMDGyJcfatWulffv2MnToUAkNDY3Sbr4hARIgARIgARIgAS0IUIjWgiLLIAES0JwAkuO0bt1aBg8eLL1799a8fBZIAiRAAiRAAiRAAloScFl4bNy4UTCPOXfunNSoUUPq168vdevWlcyZMyurMSRe3rFjhyRIkEDL6n0uC+3GfOvTTz+VlStXCgR0biRAAiRAAiRAAiSgBwEK0XpQZZkkQAJ+ERg7dqxMnTqVyXH8osiTSYAESIAESIAEgkkguoVHvnz55OzZs8pqrE6dOsFsWkTdsD5755135MaNG7Ju3TrJlStXxD7+QgIkQAIkQAIkQAJaE6AQrTVRlkcCJOAzgfv370vbtm3l+PHjsn79eilQoIDPZfFEEiABEiABEiABEjAKAQi9JUuWlBw5csjvv/8er4VHINp99OhR5Qf96quvyuzZs2mBFgjorIMESIAESIAEbE6AQrTNvwDsPgkYhcCFCxekYcOG6gZt2bJlkjp1aqM0je0gARIgARIgARIgAb8I9O/fX1yWHA6HQ/bt2ydxWXj4VZkHJ69YsUI6d+4sY8aMka5du3pwBg8hARIgARIgARIgAf8JUIj2nyFLIAES8JPAd999J2+//bZKkDN69GhJmDChnyXydBIgARIgARIgARIwBoH9+/dLrVq15MiRI5InT54YjYpu4VGiRAnlKw1v6eLFi8c43p8Pnj59Kv369RMI0atXr5ZKlSr5UxzPJQESIAESIAESIAGvCFCI9goXDyYBEtCawJw5c2TAgAEyd+5cadq0qdbFszwSIAESIAESIAESCBqBR48eSalSpaR79+4qAjm+hvz73/+Wr776SkVLb968WVMLj+vXr6u5Ftq0Zs0ayZYtW3zN4X4SIAESIAESIAES0JQAhWhNcbIwEiABTwk8efJE3ZRt27ZNvvzyS+Wb6Om5PI4ESIAESIAESIAEzEAgsiVHggQJvGryf/7zH80sPGAL0rhxY3njjTdkxowZkjRpUq/awoNJgARIgARIgARIQAsCFKK1oMgySIAEvCKAiJwmTZoIbsgQkfPcc895dT4PJgESIAESIAESIAGjE4jPksPb9vtq4bFw4ULp1auXTJkyRdq1a+dttTyeBEiABEiABEiABDQjQCFaM5QsiARIwBMChw8fVkkJ69atK9OnT5ckSZJ4chqPIQESIAESIAESIAHTEPDWksPbjnli4YHVZz169FA2H2vXrpWyZct6Ww2PJwESIAESIAESIAFNCVCI1hQnCyMBEoiLwMqVK6Vjx44yYcIE9TOuY7mPBEiABEiABEiABMxKwB9LDm/77M7Co0qVKnLmzBnJmDGjrF+/XjJnzuxtsTyeBEiABEiABEiABDQnQCFac6QskARIIDoBh8Mhw4cPVwkJYcXBDO3RCfE9CZAACZAACZCAVQhobcnhLZetW7dKy5YtVaJD2KGVLFlS6tevr17Fixf3tjgeTwIkQAIkQAIkQAKaEaAQrRlKFkQCJOCOAJamtmnTRo4fPy7I/p47d253h/EzEiABEiABEiABEjA9Ab0tOeIDtGnTJmndurWMGjVKunXrJu4sPGCPBmG6WrVqEhISEl+R3E8CJEACJEACJEACmhGgEK0ZShZEAiQQncCNGzekQYMGkipVKlm9erWkSZMm+iF8TwIkQAIkQAIkQAKWIRBIS47o0CZPnizjxo2TFStWSM2aNaPvlsgWHhs3bpTz589LjRo1lCgNcZr2HTGQ8QMSIAESIAESIAGNCVCI1hgoiyMBEvgvgd9++01wU1O9enWZOXOmJE6cmGhIgARIgARIgARIwLIEgmXJ8fjxY+nUqZN89913gojowoULe8T4//2//6eOhyj9/fffS4kSJWjh4RE5HkQCJEACJEACJOArAQrRvpLjeSRAArES+Pbbb+Xtt9+WAQMGSJ8+fWI9jjtIgARIgARIgARIwAoEgmXJgdVnTZo0kYQJE8ratWslQ4YMPuGkhYdP2HgSCZAACZAACZCAlwQoRHsJjIeTAAnETWDRokXSs2dPWbhwoTRq1Cjug7mXBEiABEiABEiABCxAIBiWHKdOnVIRzK+//rqEh4dLkiRJNCFJCw9NMLIQEiABEiABEiABNwQoRLuBwo9IIDYCDx8+VElfnj59Knhhg+UEXqlTp5ZkyZLFdqrlP3c4HDJkyBBZsGCBYInnyy+/bPk+s4MkQAIkQAIkQAL6EECE7oMHD9R869mzZ5IgQQI134LYmjZtWkNZfgXDkmPr1q3SsmVLGTZsmAoA0GcU/lsqLTz0pMuySYAESIAESMBeBChE22u82dt4CEBcPn78uPz000/yxx9/yKVLl6K8bt++HSE8Q3zGTdGTJ0/UTRLOTZcunWTLli3KK2/evFK6dGkpVqyYZpEq8XQj4Lsh0Ldp00YQmQNvwly5cgW8DayQBEiABEiABEjAPAQgNP/8889y+PBhuXDhQpT51uXLl5UI7XrYj5+I0nUFAuDh93PPPRdlvpU9e3YpVKiQehCeP3/+gIEIhiXHtGnTZPTo0bJs2TKpU6dOwPqKimjhEVDcrIwESIAESIAELEeAQrTlhpQd8oYAIjyQ2OXgwYNKfD569Kjy1itTpowUKFAgyg2OS2BOnjy52yoQtRNduMb7M2fOqLJv3rwpxYsXF5SNaOEqVaoIRGqzb9evX5cGDRpImjRpZNWqVeqn2fvE9pMACZAACZAACWhHAMLxoUOHZO/evRFzLsyPMNfCw/rcuXPHmHNlzZo11qhnBAa4m3OdOHFC1ZMoUSJVLuZceFWtWlXSp0+vXYcilRRISw4EP3Tr1k127NihVp8VLVo0UksC/ystPALPnDWSAAmQAAmQgNkJUIg2+wiy/V4TwI3Ql19+KevXrxcI0ZUrV1bCsEsgfv75570u05MTEN2DSGu8IHz/8MMP6sarYcOGSsg1o5XFr7/+KnXr1pWaNWvKzJkzBTd+3EiABEiABEiABEjg8ePH8s0336g514YNG9QqsshzrpdeeknZmmlNCqL36dOnI+ZcsM1A1HXFihXVfAvzLq1WbgXSkuPWrVsqKSFsStatWyeZMmXSGp3f5dHCw2+ELIAESIAESIAELE+AQrTlh5gdBAHcgMC7GOIzoknefPNNdTOC5C4hISFBgYSlnDt37lRtwg0aPA8RWdy2bVvBzZnRN9xcvv322zJ48GAJDQ01enPZPhIgARIgARIgAZ0JIEIWFl2wjNi2bZvkzJlTIj9wh6VZMDasSkO7MA/86quvVCR2kyZN5P3331eR2L60KZCWHHjwX79+fRU8MWfOHEmaNKkvTQ7oObTwCChuVkYCJEACJEACpiFAIdo0Q8WGeksAgvPq1atVpC4iYyDw4qajXLlyKirH2/L0PB7RO4iqWbt2rSxatEjgbYillxB6jXizAVEf4jPaihtMbiRAAiRAAiRAAvYlAKF3/vz5Mnv2bEmRIoW0a9dOzQ/y5ctnOCiwUoO1xeeff66E6TfeeEPNuWCZ5s0WKEsOCOctWrSQgQMHSp8+fbxpomGOpYWHYYaCDSEBEiABEiCBoBOgEB30IWADtCZw5coVdSM0d+5cFeUCQRcT+GTJkmldlS7lIfEfbo5gdfHnn3/KBx98IF26dBG9LEO86QQE80GDBsnixYsFUdxmtBPxpr88lgRIgARIgARIIHYCR44ckenTp6sH/9WrV5fu3bsLVpuZZbt69apgvvjJJ59IxowZlSDdqlWreOeMgbLkwFxw6NChsmTJEqlXr55ZsMbbTlp4xIuIB5AACZAACZCAZQlQiLbs0NqvY3fu3JGJEyfKjBkz1GQdN0MVKlQwNQgk9cFNyMaNG9XNHaJvkBQwGBsE8vfee09++eUX2bx5s1puG4x2sE4SIAESIAESIIHgEjh79qx6MI3IYtcDcyQcNOv29OlT5bsMUf3ixYsyatQoad26tSRMmDBGlwJhyYH2fPjhh7JlyxY1ByxWrFiMdljlA1p4WGUk2Q8XAfi4wyMfq3OxJU6cWFkwwoaRGwmQAAmQgAiFaH4LTE8A/8ljKWhYWJgSnseNGyfBziKuNVSIv1iSuWfPHhkyZIh07tw5oJYd165dU/7V6dKlk1WrVumSXEhrZiyPBEiABEiABEhAWwLXr19XIi1WRnXo0EGJ0RkyZNC2kiCXBvEXD/7hZz1hwgSpU6dOlBbpbcnx999/K2s2WIh88cUXkjlz5ij1W/kNLTysPLrW6RuEZtybIQE97B8vXbokf/31l/qJ32/fvu22s6lSpVIrXLNly6ZW7eJn3rx5pXTp0lKyZMmg5S1y21h+SAIkQAI6EqAQrSNcFq0/AWQN79evn5qkIxq6UqVK+lcaxBogRKO/sB9Bf+F5rfeGiVbdunWldu3a8vHHH0uiRIn0rpLlkwAJkAAJkAAJGIgAovsmTZqkXkisPHr0aMmVK5eBWqhtUyCIfvbZZzJs2DCVt+Ojjz6S4sWLq3wetWrVEliS5MmTR9tKnaVB1EJSwvLlyyvLkGAl1Na8Yz4WSAsPH8HxNE0JIGp/+/btKiDo4MGD6u8/ZcqUUqZMGSlSpEiEqOwSmPHwCH+7iITGAy2scEDgFLz0o4vWWF0CQRt2jC+88IIqE3//8K7PmjWrpv1gYSRAAiRgFAIUoo0yEmyHVwRu3LihfJP37dsnuDlo3LixV+eb/eAvv/xSevTooRIvzpo1SzJlyqRLl3bu3ClNmzZVUdi9evXSpQ4WSgIkQAIkQAIkYFwCEF1hzYVVUXggDUHWLhtsyTDPHD9+vEoUuGbNGunYsaNamaY1g2+++UbNuZCQcMCAAVoXb/ryaOFh+iE0VQcQ9LN+/XrBPdeuXbtUxHK1atWUUIwcOTlz5tS0PxCpIUjj9f3338vu3btVnUgKj1ehQoU0rY+FkQAJkEAwCVCIDiZ91u0TAUwIOnXqpKJ0p02bFjTPZJ8ar+FJ8MQODQ1V3oFz5syRRo0aaVi6yIIFC6R3796yaNEiZcuhaeEsjARIgARIgARIwNAEEMU3duxYmTp1qrLjQO4NRPfZcfvtt9+kTZs2cvfuXZVQGpGLWm7z5s1TK94WLlyoRCcty7ZiWbTwsOKoBr9PuOatXbtWEORz4MABgfAMEfjNN98MeHQyHrxs3bpVieGwC8qePbt6CIbrUOrUqYMPiy0gARIgAT8IUIj2Ax5PDSwB+G3hJghRupiwwy6Cm6hENkgUhMkSIpXSp0/vN5YRI0aoDPKbNm1SvmV+F8gCSIAEAkYAN+hY+hn5dfnyZSWgYGko9rsS5yDC0bWUFD9xo6PXCouAAWBFJEACfhM4efKkioJOmjSpeiBdsGBBv8s0ewHwhYU9CXKRDB48WEVIu0tm6E0/HQ6HygGyZMkSwZyrVKlS3pzOY/+PAC08+FXwh8DVq1fVfc8nn3wizz33nHTr1k2aNWtmGMEXczeI0khgv3//fmnVqpVqY+HChf3pNs8lARIggaARoBAdNPSs2BsC8CmGZx68uMLDw8VqiXG8YeHuWCS2waQJViUbN270OVkjIgEQbf7DDz/Itm3bdPE/dNd+fkYCJOA7AXiKwrPQtaTz8OHDAnHj+eefjyIyI4IGGdvh8+7yK7x161YUwRpLUfEwC8tOXa+yZctKlixZfG8gzyQBEjAVgdWrVwsecA8aNEitjGJuiKjDd+LECSUE4cHd8uXLfV6Z9+jRIyX2nzp1SgUV5MiRI2pFfOcTAZefL4T9zZs3C7x8EbyC+wgEbdjdd9snqBY9CQ/sEXyzbNkyqVevnrqXqly5sqF7++uvv6p7YXjYIzcSHozZyS7J0IPDxpEACXhMgEK0x6h4YLAIYDnSu+++K0OHDhX6FMc9CvAxHDVqlEqwgwmVN9u9e/eUNyFEbYjZGTNm9OZ0HksCJBAgAhCR4R0I70K8cNONjOsQjvGwDj99TSKGaGk8+IssbB89elQ93EKCMixR5Q1PgAaa1ZBAgAngARZEmdmzZwu8kKtUqRLgFpinugcPHsj7778vx44dkw0bNki+fPm8ajz8YHFNhUgK4T9NmjRenc+DPSNACw/PONntKNgbTpgwQa0kbd68uUpKarYHQZj7waIS1kl2SCBrt+8o+0sCVidAIdrqI2zy/mEJJBLEIOIEWcq5xU/gq6++khYtWiivwf79+8d/gvOI69evq2gRLM1fsWKFJE+e3KPzeBAJkEDgCGDFA5aNQnyGfYZLGK5QoYL4uzw8rl7cv39fcF1BvYgwQ2Q1lqx27tzZZ8E7rvq4jwRIIPAE8DAaCQmxwgLCap48eQLfCBPWOGbMGJXMcOXKlfLaa6951IOzZ8/KG2+8oYR+5PiAVRK3wBCghUdgOBu1FjyYwMra0aNHS8WKFVU0cZEiRYzaXI/ade3atYggJCRSHT58uKRKlcqjc3kQCZAACQSLAIXoYJFnvXESQMRf+/bt5ccff1TRucwUHCeuGDuRVAeJNcqVK6eSDsZ1k4Mbotq1a0vNmjVVZACX4MbAyQ9IIGgEHj58qBJj4cbp4sWLark8HjQVLVo0KG2CRyqse5DEFFF81atXV0tZ8ZMbCZCAOQlgeTqsC3Lnzi1Lly6liOHlMCKJdtu2bVXgBISguDbMa7GypEePHspnOq5juU9fArTw0Jev0Uo/c+aMetiGedWMGTOUrYXR2uhPe3A/hyTzWKWBpKdVq1b1pzieSwIkQAK6EqAQrSteFu4LAYjQ77zzjvIthUWEFsn3fGmH2c9Bckf44WXOnFkQqeNOjMbye1h44IYIXpDcSIAEjEHAdaOEVSFY8g0P+KZNmwoShxllu3HjhsyfP18t40eUNGyBGjdubJTmsR0kQAIeEIAIDd9cCNFTpkyRBAkSeHAWD4lOAOIPHugjiSESa7vbXN7bsD7BA0VuxiFACw/jjIXWLYHlEITnYcOGSWhoqPobdXdPpHW9wSoPDxNxX9eyZUv1cCxFihTBagrrJQESIIFYCVCIjhUNdwSDQGQRGsnyuLTIv1G4e/euWv6JDNDRxWgkcIH3NnylsRyXGwmQQPAJ4GYYCWhwwwQBGkloypcvH/yGxdECREmvWrVKhgwZopIaTpw40XKRRnF0n7tIwLQEXCI0VlDhoRc3/wgg6SDsOdyJ0bgugvG6devE6MnQ/KNgjbNp4WGNcfzrr7/UvQ482RcvXiylSpWyRsfi6QWu7Ug4iyhw2Fsidwg3EiABEjASAQrRRhoNm7eFIrQ+XwB3YjSiGPv27avEaUTwcCMBEgg+ge+++05FPiN6B0l04CFqpu3x48cCv1N4L77yyisqAsnXpIlm6jfbSgJmJEARWp9Riy5G40EdIqS3b98uW7dulYIFC+pTMUvVjQAtPHRDq2vBBw4cUDY4SEaIfENGWlGma8cjFT537lyVM4irMCJB4a8kQAKGIEAh2hDDwEZgoo5lirgxYiS09t+HyGJ0sWLFVMIzRES/9NJL2lfGEkmABLwi8ODBAxk4cKAsWbJECdDvv/++rskHvWqcDwcjG/3IkSOVP/3kyZOlXbt2PpTCU0iABPQicOXKFXn11VdVLglGQmtP2SVG9+vXT3bu3Cm3bt1SCSCxOo2buQnQwsMc47ds2TLp2rWreiDeunVrczRap1bClx62aZhbIrkq7Zd0As1iSYAEvCJAIdorXDxYLwJIrvD999/LN998QzsOnSBDjH799deV5zaiFvPkyaNTTSyWBEjAUwJ79+6VNm3aSN68eZXfcvbs2T091fDH7dmzR/UNEYDz5s2TbNmyGb7NbCAJWJ0A/OerVKmiLH/gm8pNHwIQo2HBgcSEM2fOlOTJk+tTEUsNKgFaeAQVf4zKsaIMOW+QUBk2OBUqVIhxjB0/uHDhgjRo0ECwSg0iPa0v7fgtYJ9JwFgEKEQbazxs2Rpk9oW3KBLnUajQ9ytw+fJlKVOmjEoqhifj3EiABIJHAPYbWC6KiMT27dsHryE61nz//n0ZMGCA8ij8/PPPpXr16jrWxqJJgATiI4AEVojQ3bRpkyRKlCi+w7nfDwJff/21NGvWTAVavPDCC36UxFPNQCC6hQeSxCEhOBKHIyFoSEiIGbph2jZChO7YsaPs27dPsOozZ86cpu2LHg2/d++eSmAIv2zYBFGM1oMyyyQBEvCUAIVoT0nxOF0IIGIOmdoxWYdAyk1/Aj/99JMSg3ATWqlSJf0rZA0kQAJRCCAiEcIz/hY3bNhgC8/Q9evXq+joUaNGKb/UKED4hgRIICAEkPwUyVAh1KRNmzYgddq9EkSdIyk0gi0yZsxodxy26T8tPAI71C4Rev/+/Wp1Lf/W3PNHPiZYYcKeiWK0e0b8lARIIDAEKEQHhjNrcUMAy4TKli0r06ZNU/8pujmEH+lEAJGJPXr0ECTyyJ07t061sFgSIIHoBLAqAUu106dPL/g7TJcuXfRDLPv++PHjypO2Ro0aEh4eLkmSJLFsX9kxEjAaATz0wkoo2AEVKFDAaM2zdHs++OADOXv2rHz11Ve87ll6pGPvHC08Ymfj7x6K0N4RpBjtHS8eTQIkoA8BCtH6cGWp8RDAf4Lw7YIgMXbs2HiO5m49CMAOBYkhERmVOHFiPapgmSRAApEI/P7772p5bpMmTQRJ/Oy4LP7GjRuC/mOJMoSxZMmSRSLEX0mABPQgABEMyYlXrVql5l161MEyYyfw5MkTlaMDwRe49nOzNwFaeGg7/l26dBGssEWeIUZCe8bWJUZfvXpVrUqmbYxn3HgUCZCAdgQoRGvHkiV5QQDLs7Ek6IcffrClGOMFKt0OxbJBWHPUqlVLhg8frls9LJgESEDEJULDv3Dw4MG2RvLo0SOVwR3iDMVoW38V2PkAEEC0IPxpX3nlFRkzZkwAamQV7gj8+eefUqJECYFNEW3R3BGy52e08PBv3KdPny54YYVnpkyZ/CvMZmdDjIY9ZpYsWZRlk826z+6SAAkEmQCF6CAPgB2rP3LkiLz66qvKL69gwYJ2RGCYPp8+fVp5c+/atUtKlSplmHaxISRgJQIUoWOOJsXomEz4CQnoQQAizYIFC9ScK2nSpHpUwTI9JLBo0SIJCwuTo0ePSsqUKT08i4fZiQAtPDwfbVjdNG/enMlAPUcW48jbt29LuXLlpF27dtKvX78Y+/kBCZAACehFgEK0XmRZrlsCjx8/VsJn27ZtpWfPnm6P4YeBJYCb1Pnz58uhQ4eEN6mBZc/arE/g4sWLKhKRkdAxx9olRj979kyQPJUWQTEZ8RMS8IcAHjbDDgIPm0uWLOlPUTxXIwJvvvmm5MqVS2bOnKlRiSzGqgRcFh4bN26ULVu2SIoUKaRevXpSv359tcrBznYKv/32m1SsWFEWL16smFj1OxCIfpFlICizDhIggegEKERHJ8L3uhKAL/H333+vbooSJEiga10s3DMCWLb72muvKc9u+nV7xoxHkYAnBO7fv6+WYNesWVPGjx/vySm2OwZidPXq1aV48eIqgaHtALDDJKATATzgqVy5stSuXVuGDRumUy0s1lsCV65ckRdffFH5dWPuxY0EPCFAC4//Ubp3756ULl1aENTUv3///+3gbz4TQHR5s2bNZP/+/cLVyj5j5IkkQAJeEKAQ7QUsHuofATxxLVOmjMCaI2/evP4VxrM1JYClgPAuxASkSJEimpbNwkjAjgTwgKdp06YCofXLL7+UhAkT2hGDR32+du2a+r9hwIAB0rlzZ4/O4UEkQAJxE/jkk09kzpw5ypKDqw3iZhXovcuWLZMRI0bIqVOnJEmSJIGunvVZgICdLTy6du0qFy5cEESKc9OOwMiRI2X79u0qfxPnrNpxZUkkQALuCVCIds+Fn+pAoHHjxlKoUCEZN26cDqWzSH8JIIHayZMnlWjmb1k8nwTsTgAT+jVr1siPP/4oqVOntjuOePsPz9SqVavKunXr1JLjeE/gASRAArESQMRg/vz5BYIno25jxRTUHfBlbd26tUBU40YC/hCwk4XHzp07VeTuiRMnJGvWrP5g47nRCCB5Ia5L8N3u27dvtL18SwIkQALaEqAQrS1PlhYLAYgx8MVD0q60adPGchQ/DiaBO3fuSL58+ZQQ/corrwSzKaybBExN4Ouvv5Z33nlHZXH/17/+Zeq+BLLxEKE7deokuMHMnDlzIKtmXSRgKQKjRo2SvXv3ytatWy3VLyt1Zvfu3WrVzNmzZ/mw0koDG+S+WNnCA4J7sWLFVEBTixYtgkzamtVj/oV7wH379nGFrDWHmL0iAcMQoBBtmKGwdkMqVaokTZo0kV69elm7oybvHRIXrlq1Svbs2WPynrD5JBAcAv/884+6UZo8ebISGYLTCvPWiqSO169fV5HR5u0FW04CwSOAv58CBQrId999p7zXg9cS1hwfASSeg9ctVtBwIwE9CFjJwqNDhw5y69YttdpMD1Ys878EkNMEgQEQo2nRwW8FCZCAXgQoROtFluVGEFi/fr307NlT4BGdNGnSiM/5i/EIPH42NBoDAABAAElEQVT8WAoXLixTp06Vhg0bGq+BbBEJGJwAkucgSeHKlSsN3lJjNu/u3btKyB89erS8++67xmwkW0UCBibQvXt3wQqnxYsXG7iVbBoIuKIPMT+mzQC/E3oTMLOFB/ILVatWTd1LcsWUvt8UJLrFA7IePXqohJD61sbSSYAE7EqAQrRdRz6A/UYSPHhNUVQIIHQ/qlq+fLngafixY8f8KIWnkoD9CCBxzgcffKC81jNmzGg/ABr1eNeuXWoFzfHjxyVbtmwalcpiSMD6BP766y/1MBn5HnLlymX9Dlugh3h4mS5dOpk2bZoFesMumIWA2Sw8atasKa+++qognw03/QkgaWH79u3l9OnTkjx5cv0rZA0kQAK2I0Ah2nZDHtgOwwOvZcuWcu7cOWHW9sCy97U2PAmHr+1nn32mkof5Wg7PIwE7EXj48KFKxgoxAYlZuflHoFu3bnLz5k1ZsWKFfwXxbBKwEYGhQ4cKluIvXbrURr02d1cRFQ37OjxESJkypbk7w9abloCRLTyQd6NNmzZy5swZSZEihWkZm63h1atXF7wGDBhgtqazvSRAAiYgQCHaBINk5ia+/fbbgojoIUOGmLkbtmv72LFj5eeff6YPm+1Gnh32lcCkSZNk8+bNgmhebv4TgAidP39+wQ3oyy+/7H+BLIEELE4A1lqIgoYdWrly5SzeW2t1D5YDzZo1U8lardUz9saMBIxk4eFwOJRNROfOndWKMzPyNGubcR8IIRoPALjKz6yjyHaTgHEJUIg27tiYvmWI7ihUqJD88ccfQj8vcw0nkh0hKvqXX36RnDlzmqvxbC0JBJjA33//rUTTrVu3StmyZQNcu3Wrg0UQhOidO3dat5PsGQloRABR0DNmzJADBw5oVCKLCRSBtWvXyogRIwR2RNxIwEgEtLLw2LFjhwpw6devn1fdw98G7DhgN5QoUSKvzuXB/hNo0aKFuh9EgBI3EiABEtCSAIVoLWmyrCgEuEQ0Cg7TvWndurUSoceMGWO6trPBJBBIAvDAP3/+vKxatSqQ1Vq+rgcPHkjBggVl3rx5Urt2bcv3lx0kAX8IlC9fXhA1+N577/lTDM8NAgFaogUBOqv0iYCvFh7t2rWTBQsWSK9evVRCdE8rhy80LB47dOjg6Sk8TkMCiIquVauWXLx4UZIlS6ZhySyKBEjA7gQoRNv9G6BT/588eSI5cuRQS0Rxc8TNfAQQVVWvXj35888/JWnSpObrAFtMAgEg4Fo9gIzusJLgpi2BTz/9VObMmSMHDx7UtmCWRgIWIuASC/D/dUhIiIV6Zp+u4KE//h9ZvXq1fTrNnpqagDcWHlmyZJFr166pxHdvvfWW4P/2JEmSxNl/JE2vWrWqug+hN3ScqHTdWbFiRWWLgsSq3EiABEhAKwIUorUiyXKiEMASLCSb+vXXX6N8zjfmIlC0aFH56KOPBNmquZEACcQkAPHg8OHD9FOPiUaTT+B7C3sg+N7yoaYmSFmIBQn0799f7t+/Lx9//LEFe2ePLuEhAuzs8HCTops9xtxKvYzLwiNfvnxSo0YNwf/n2JInTy558+aVDRs2qJ+xcUAUdKpUqbyKoI6tLH7uO4Hly5fLlClT5NChQ74XwjNJgARIIBoBCtHRgPCtNgQgQiP794QJE7QpkKUEhcDAgQPln3/+kVmzZgWlflZKAkYmgOXUefLkkSVLlqioHSO31cxtQ7Lbc+fOCTxwuZEACcQkAAEzPDxcJZaKuZefmIUAErPCD7dRo0ZmaTLbSQJuCUS28Pj222+Vv/OjR48ijoXfM1ZbLl68WJDYPvqG3BtIvopVAhCyuQWPAFY5YyzWrVsnFSpUCF5DWDMJkIClCFCIttRwGqcziGCDXyr/wzLOmPjSkv3790uTJk2UN1iCBAl8KYLnkIBlCTDBVGCGlolvA8OZtZiTAJIKY+k0ImkTJ05szk6w1YpAWFiYnDlzRolzREICViHw4osvqmSD7voD3+HmzZvL7Nmzo3gQf/LJJ0r43L59u7vT+FmACSAgANYqc+fODXDNrI4ESMCqBChEW3Vkg9gvLN2Bt/ClS5eE4mUQB0KDqh0Oh2TPnl0tiy9TpowGJbIIErAOgddff12aNm0qHTt2tE6nDNoTREyVKlVKBg0aZNAWslkkEBwC48ePlxMnTnDFQHDwa1orxhGeuFevXlURpJoWzsJIIAgEbty4IVmzZhWsIIttgxidMWNGFcCEh2rY6tSpo1YGMElhbNQC+znyELzxxhvq3j5hwoSBrZy1kQAJWJIAhWhLDmtwOzV06FA1ieZT0+COg1a1d+rUSU0Q4YXLjQRI4L8EEBmSO3duuXLliqRNm5ZYdCawadMmQUQOlulyIwES+B8BeKf37t3b7fL2/x3F38xCAElv58+fT7snswwY2xkngQULFki7du3UMRCcXQkK4SkNcfrp06fq5SoE1o6wBYQdB+w9IGJzMwYBzHlXrFihVuAYo0VsBQmQgJkJUIg28+gZtO2lS5eWkSNHqqhogzaRzfKCwNatW1UUIhKycSMBEvgvAWR8h/0Ql40G5hvx8OFDyZQpk4r8hC83NxIgARFEG+bIkUP9RFIvbuYnEBoaqixWJk6caP7OsAe2JwARGt7CWCn70ksvKa/hNGnSCF6pU6dWP/E7RGp4ESOhIR48IzfN3r17bc/PSAC6d++uEqky/5ORRoVtIQHzEqAQbd6xM2TLIRZgQoEowQwZMhiyjWyUdwRu374tzz33nNy5c0dluvbubB5NAtYkUL9+fbV0tEuXLtbsoAF7Bb/6ypUrS8+ePQ3YOjaJBAJPAA+KsVIAlmjcrEFg9erVMnPmTNm9e7c1OsRekICXBN555x0pUaKE9O/f38szebieBHbu3CmY8/722296VsOySYAEbEKAQrRNBjpQ3dy3b5+0bNlSfv/990BVyXoCQKBAgQIqeY7Luy0AVbIKEjAsgXv37qmHM0gqBQ91boEh8Nlnn8nChQvl22+/DUyFrIUEDE5g9OjRgmSec+bMMXhL2TxPCZw7d06KFy8uCAKgF6un1HiclQgg+AX/zyPJITfjEICNSvr06VXiyVy5chmnYWwJCZCAKQlQiDblsBm30R9//LH88MMPsnLlSuM2ki3zmkCLFi2kQoUK8uGHH3p9Lk8gAasR2LJli4pCRPIWboEjcOvWLeUX+ffff0vKlCkDVzFrIgGDEmjQoIFgdUb79u0N2kI2yxcCEOK+++47KVKkiC+n8xwSMC0BPIgpVqyY/PPPP3wQY8BRrFKlivTo0UOwQo0bCZAACfhDgEK0P/R4bgwC7733nppA9OnTJ8Y+fmBeAlOnThV4RC9ZssS8nWDLSUAjAiNGjBAkK4SHIbfAEihUqJBK5AWLDm4kYHcC2bJlE9hzYBk7N+sQqFOnjiAAoHXr1tbpFHtCAh4QWLNmjSCoidY0HsAKwiFIjIuEk+PHjw9C7aySBEjASgQoRFtpNA3Ql6JFiypxpmrVqj63BskqXFmVIxeC7MqJEiWK/BF/DxABROZ07NhRfvnllwDVyGpIwLgEkHQH0SBt27bVvZG8HkZF/O677woS4vbq1SvqDr4jAZsRuHTpkuTPn1/lb0icOLHPvec1xmd0up04dOhQFRE6Y8YM3epgwSRgRALwhcb93uTJkzVtnj/XOVhSRL/GuvtM0wYbtLAVK1YIknXv2LHDoC1ks0iABMxCgEK0WUbKBO1EpuPkyZMLlk+nTZvWqxbfvHlTMPHetWuXSoKA7MnwBuvatauKCAkPD1f7kMSFW9wE9u/fL4ULF/Z6DOIq9d///rekS5dO7t+/LyEhIXEdyn0kYHkCWbNmla+//lqt/vCks5988ok6DA/YEiRIoF74ADdbSPCKpY5YiuragnE9fPTokcpQ789DRFf78fP69evy559/SqlSpSJ/7PfvH330kRw8eFCWLVvmd1ksgATMTGD79u1q3nTgwAGvuxGMa4zXjTTJCXrMudatWycQoTEn5kYCdiLw+uuvywcffCDNmzf3q9vIWfTVV18Jro943bhxQ7CCBHOcvn37qlUkuG8tU6aMjBkzRhBgEHn74osvBPeesGCDX/vzzz8vb7zxhgwbNkwyZMggL7zwgmzevFn9jHyeHr/7Op/S49qE3Chly5ZV9/qYz3IjARIgAV8JUIj2lRzPi0Hg/PnzSjyGaOnNBssH/OcOgXPKlCmChHgPHjxQEwgk4ilfvrx68orJw/r1670p2rDHIsIYSR0HDx4snTp1irOduGHEJAk3JvBMw1P56tWrK49aTISib1myZJEcOXJI7dq1VVIJiPruEt7goUGbNm0iRLHo5UR/j4cLR48elTx58kTfxfckYBsCFy9eVA967ty54/EKDXirnz17Vv39IIoRGybwuAGCqI0M8c2aNVOfB+t62LNnT5k+fbr85z//ifOaAP//jRs3qmWzuDl76aWXlBiGa1Lkbfbs2SpqGRHMiNrE9cbdShecA5uNyEJ85HKi/75nzx4ViX769Onou/ieBGxFAFFpEEIwN/BmC9Y1xps2anEsIhYnTZqkGKHPSZMmVdciWF5ghVdsPvO4vsGO7Pjx44IHdP/617+kXbt20q1bN7fXfD3mXBDOMEeE6MONBOxEIFOmTPLjjz9KwYIFfeo27h8RVT1z5kx1vwRRG176SCx96tQpNX9ZtWqVYI6CeQQsJtauXSuNGzeOqA/Xh7lz56r7s86dOysRGseizJ07dyohFtdeiNS+PGz39trk63xKj2uTw+FQgU7Hjh3j/WDEN4a/kAAJ+ETAeUHhRgKaEHBOHBxO/06vynJGAzqcYqrDGW3rcAo0Mc797bffHM7/SB3OL7fjzTffjLEfH5w8edIxbdo0t/u0+NAphjsuXLjgV1FXr151OCc+DueEx+EUXRxOEUr1Ce/j2pxJOxx58+Z1ZM6c2eEUr9WhzhsTh1Osd6RIkcLh9IaMcrpTtFblgld8L2cyHIczIjPK+XG9cUZZO5wiUFyHcB8JWJ6AM8LG4bSG8KmfTmEj4u+yUqVKMcrQ4noYo1APPsDftfNhlWpbbNcEtM2ZA0Ad41yp4vjjjz8czgdjDudKFvWZM/ImSk3du3eP6Gt81yJn5F+Uc+N6gzpx/XRGMsV1GPeRgOUJjBo1yoG/RW82La4xWsyJYmuzVvM550Myh/NBn8P5EMwxcuRIhzOy2OEUkRyY9+B6hOuvM2giRjPAFPudAQIOlOFczu9w5gJwOG3hHLVq1VLvI5+k15zLuZpEzfEi18XfScDqBJwisvr7c66+9KmrTnHUgXsV/A07g3HUPMVdQc5oZ0eaNGnUcTjWKURHHLZ06VL1uVPMjvgs8i/Oh/YR5zmF6Mi7PPrdl2uTL/Mpva5N6KQziarj+++/96i/PIgESIAEYiMgse3g5yTgLQFngglHtWrVvDrt888/V/+hO5dJxXoe/rPDRCE2IdrpV+V49dVXYz3f3x0Q17/99lu/isFkxRk56Khbt67DGXXocEYVqz7FJ0TXrFlTHYebqMib0/7EkTFjRiVQO5dsRez64Ycf1PEQlVKlSuVwRjErkR9Cv+sFlng5o6gizvPkl9dee02J6Z4cy2NIwKoEFi5cGOu1KL4+37t3T/3t4e/PmYQqxuFaXA9jFBrPB7jxy5kzZ0S73AnRzugdxyuvvKKOwU2aa0N/cJ1BfwYMGOD6WP10Rkirz50rXdQNn+v6E/knznv55Ze9FpVRp78PB6M0lm9IwIQEnFF7DudqKa9arsU1Ros5UWyN1mo+1759e4dzKb3DmVQ2SlXOlSkRAhSCAiJveCCHh1yYxzpXhkTepcRsXK8gakfe9Jpz4ZqLedzff/8duTr+TgKWJvD777+rexVfOon5SL58+dS8A3/DztUMcRbjXFGijsXfdWQhGkI2/vbcPahCgbg2uOY3vgjRvlybXPV5M5/S69oEBk77FIdzdRx+5UYCJEACPhOgEO0zOp4YnQCi2pxLCaN/HOf7Pn36qIlAfDdTzqVPsYo/zqRVugnRTk8xh9MKw28hOjqEkiVLqn7HJUQjwhwTJEREu9u6dOmi9k+YMCFi97x58xzlypWLEbXjOgCik3MJvAMTIW835xJ7h9Of1dvTeDwJWIoArlWIlvNli0+I1uJ66G27ICA77UHUtQTXG3dCtNPjWu1v2LBhlOLRH6zWwHlhYWFR9jmXwTo2bNgQ5bPIbyBoO5fGO7DqxdutQIECDqf/o7en8XgSsBSB+vXrO/BgzJvN32uMXnMiVx+0mM9BvMU1CRHM7sSkfv36RVzvIl9/XA/+Fy9e7GpOxE+s2ENUNKIoI6/G0HPOhesyIsS5kYAZCcQnBLvrEwKPnEnv3e2K9zNcO/B377TgcWDlqCcbAmxwjkuIdlquqYdRWHEa+e88ellOm0h1nrdCtK/XJl/mU3pem1q1aqXrSuTovPmeBEjAmgQoRFtzXIPSKwgacUU2u2uU06NY/WeOJZRxbRB/3EVEY5mpM/mEbkI0xHVMUvyNiI7eN0+EaNeSd6e/WfTT1XvX8rHI0eChoaExInYin4zlXRBx7t69G/ljj37HzRte3EjAzgSwFB7Lt33Z4hOi/b0eetumn376yZE+fXolGOM6h1d0IRrXCpdQ7fRGjFEFLDlwwxNZ8IF9BiJ3YrsRha0HBB2nB2OM8jz5ANc8b1d0eFIujyEBMxGARZAzYaFXTfb3GqPXnAid0Go+h+uU63rmbs4CZq79sN3Ahmszrln4/K+//lKfRf8HNh/YH3k+qOecC6vonElxozeD70nAFATw3XX6qzucXsoetxdRtoj+9Xbbu3dvhL0YRFJPN9d9lEuIhh2i69oQV7th2ePMe+HwVoj25drk63xKz2sTbEu8vd/3dEx4HAmQgH0IUIi2z1jr3lNnMhfH5MmTvaoHQoTrP/2PP/44xnJIV2GY+Ef3QsTyKGeSL3V+ZDHWdY67n/AdO3HihPINi770Mvrxhw4dUhF70W88oh/ny3tPhGhnVmLVtyFDhritApM8tA0R2/Acw4ZJnDOhoNvjt2zZoiIFDh486HZ/fB86k/c4cBPLjQTsTKBRo0ZKePWFQXxCtD/XQ2/bg2if4sWLK//TI0eORFyHowvR8FXFdQZRRhCKPNmwHD621RNYcg6P++jR1Z6U6zrGmWxM+b263vMnCdiRQK5cuRz42/Vm8+ca48ucyNM5ly/zudj6jdUSrnll27ZtYxzmTAQYsd+ZSFbtx/wI58CaAyKTu81lTxRZgNFzzuVM4u1YtmyZu6bwMxIwPAHXPQoEW3gKwxYIqzLj2jBvcGdbFtc52IdzXH/zyMfj6Yb8PfibdwnROA/BTSgLtmGw8oltcyZAjHO/u/N8uTb5Op/S89qEB5JYJcuNBEiABPwhQCHaH3o8NwoB/KcEMdmbDcunMAlwTSAgUMBrOrqvX/QynRmEHViq5DoPXsjw+3O9wsPDo5xy5coVB8QLHFe+fHnlI5Y6dWrHoEGDYogr8FyG/xWWYbrKh2DjKhs/fU2k4WqUJ0K0KzonNkEHgrOrfYgGiGvDclpENcZngRJXGRCkIPxzIwE7E8BSzsg3Ld6wiE+I9vV66E0bXMfC6xQP8CAAxSVEY0UGrjO4ZkGkhhUArH1w7UTiRm+vhbDwgHcrrkm+brAl8uda5mu9PI8EjEQAiZx/+eUXr5rkyzXGlzmRN3Mub+dz8XUY1zTMARENffHixRiHL1++PGLuNGXKFLV/3Lhx6jN42Me24SEkroWw/Ihv02LOhYd1uN5yIwEzEoAQjfss130KcjskS5ZM3UcgMjj6Q2/0Ef+v4/93b7dMmTJF1HP58mWvTsffGfyUXRvuZV1thog+fPhwBwJ48BDd382Xa1Ncdfoyn9Li2rRgwQIHrofcSIAESMAfAhSi/aHHc6MQaNasmQM3FN5u8El2/acf+ScSRiBa5ddff41R5O7dux2LFi1yINoF52D5F967XpFvzvAfP0QUTFRc4gc+c1lfIPI48oQIy6Bc5WDZOsrHEifXZ3jKjPP92eITorGk3cXCtXQ0en3oo+uYbdu2Rd8d5T08bfGUP7al8lEOjuUNfGLffvvtWPb+f/bOBO6mqvvjS9JkKiUkQ+apMkUKPZmKyOz1GkqUMoUUoYwlQ1GGUDLkE5qMEVIZyixDxoQ3U2YlMoTnv3/7/57nvc91x3PPHc45v/35XPfec/a0vsez795rr70WL5OAOwhgIwr+Ac2kYIpo1GlmPAy3Lz///LMOCGT4UQykiIa8GGewOYcxHt8xJkGBkzVrVm1VHWzj0Ogfjr1iIRruhqVR3njH70K/fv2Mr3wnAVcSyJIlS9gWeQAV7hgT7pwo3DlXOPM5Kx60oVCGEcS+fft0lT179tTjHHze+0sY/zAWwpghWLJiztWoUSPT7ouC9Y/3SSDaBLwV0cZ6BYEA4YMZ4xf8OsNK2FiD4XfdOKUQav8wPnnWbdQVannvfFBkGwHljXrxDqU6NqHgQz6StZR3e57ffY1Nnvc9P5udT1kxNn388cfJtWvX9uwOP5MACZBA2ASoiA4bGQv4I4BJM3yFmklYBHhaIHv++GOxgB89XwntIS8s+/wlTyULdnGNhMkKAvehvK/gNMhnWF17+gQ0ykfyHkwRDQskg8G4ceN8NvXLL7+k5Al0FA2uSMDWM6ihzwqDXESE6QYNGgTJxdsk4GwCOLURyHdgIOlDUUSjvNnxMFDbxj1Y9cAnv6cbJc8x0nsRB2WzMRZBGe0ZwAdH9dOlS5dcokSJZBxxDZaaNm2afPvtt2t/rMHyBrqPjUFsJDKRgJsJ4ISXoUgNl4PZMSaUOZHneBLOnCuU+Vy4cnrnx0kyuDPDmIbAjUaC6zdcw8kxf8lwBRcsmJpVcy6Ml0lJSXqMxTjLFxnY6f8A1h2wKDbmD8HeR4wYoU9a4fc9nOTp1xnzCysSgpgaPuF99btUqVLJUIBbmfyNTf7aMDOfsmpswqmSmjVr+usar5MACZBASATSIJcaZJlIIGIC6kdRHn30UXn++edN1bVnzx75/PPPZenSpbJy5UpRwa9S6lELB5k7d66oH76Ua/gwYcIEUUfHRSmidblUN//7RSlsRVlXY9NFlDWzNGnSJCVbu3btRCl6RR0FE3WUM+W68eHuu+8WFbhGlCJa1ILAuBzxu5rEiFqsibJMEhX04Zr6Dh48KLly5dLX0T9fTJU1oxQqVEjnUb7XRFnrXFMPLqggj6IsE0QdlRW1cPWZJ5SLyrekLFmyRJTSO5TszEMCjiRQuXJlUT5CpU6dOmHLp9xYSPr06XU55dNQ1AaY3zrMjId+K/O4oRTQotwf6TFWWSbpO2oBJGpzTH9WimgxriurH1EWzCml1fFUUX4TU77jg1JOy3fffScY/6dPn57qnucXpbTWZVVQW1HH4D1vhf25S5cuok6riDoyG3ZZFiABpxBQShdR/o4lf/78pkQyM8aEMicyO+cKZT5nStD/FlI+7kVtwolSxug5o3ItJMr3vb6r3A2J2mwXpYgWZRHps5nmzZuLUsDo+aQ6keYzDy5aNefCXFWdQPE7t/PbAd4ggQQgoE46iIodlGotZ3QL8yDli12eeOIJwd+Vcnmmf9OVyzA5ffq0KJeERtag72oTXP/dIqNy/+GzvaCV+MigNu1FnX7T6yfIok7npsqF9e7XX38tyo1iqutmvgQam3zVZ3Y+ZdXYpII86vX0vHnzfHWP10iABEggNAIhqauZiQRCIKAmExEfuTaagdWeUkZrv87qf7LeUVdKV+N2ynuoFjQITrN8+fIUlxoI7ocdb8P/KfruK4Vi/eOrXLBrwSyi0T9Dbm9/10bdnq45Zs6caVxO9b5//34dSTqQxXiqAgG+oB/ws81EAm4moBYfUfMR7Y9rqOOhv/LGdZyigBUlrGI8k6cFo7dFtHFSRSmgPIukfDZcHCGYYSALIfiVxphmxekS+JCEb0QmEnAzAbiR8OW6zAyTUMeYUOdEZuZcoc7nzMiHMp07d9ZjkNpMTD579myqatTmlr6HEyD+kuGaAzFD/CUr51zwXetpUe6vTV4ngUQk4O2aA9bROI2AU2U45aqMja7pNn7XvQPTX5PJ6wJcAcHll7FmCjduhVd1fr/i1JfaLEvGuGu0BctgK1KgsclX/WbmU1aOTRiXIgk47UsmXiMBEnAfAbrmcN8zj5rE8Nc8fPjwsOrfuHFjit9mfwV79+6d8qN/+PDhVNnCWbisX78+GdHOcawSypXChQsnQ7mCCYW/IHyhLrpSdSqEL8EU0ZhYGUEc/QUrhJ9XYzKkLJV9tjpgwACdp1OnTj7vh3MRx+aefvrpcIowLwk4jgAipZtVDgRzzRHpeBgINsYU+HceOHDgNdkCKaINP/kPP/zwNeVwAeOTMQ7BVYevBKWPEbTo5MmTvrKEdQ3BhN57772wyjAzCTiNAOYvW7ZsCUusSMeYcOZE4c65wpnPhSW0ygzFF+ZUOE7urYRGXfBNi3EsULDChg0b6jwVK1b027yVcy5lLZqsLA/9tsUbJJDIBKCIxt8U/EEjRs+wYcOSvddw3v3HGhJryXBT6dKlU+Yh4Y6JrVq10oGX0aayTE5esWJFwObhCgQxdyBb27ZtA+YN5Wawscm7DrPzKSvHJgSvp2GS95PhdxIggXAJUBEdLjHm90sAEcrVsWu/933dUEcPk+F7OFBCUAhDYaxcUKTK6m/hgp1fI8HSR7ng0IsQKFWgwDh//ry+rY6B6clEOIpoWP0Fsvwz2g30HkwRjbII5IGJjj9fqMqFScrEC4tLXwmWO6gDckaa4FPS06dipPWxPAnYkQACvZi1xg2miI50PAzEE37kMRZgnH7ttddSvYyTIbjfq1cvfe+rr77S1RljVbVq1XxWjwUJyuG1aNEin3lwYgP3sQEIhXikCVbpyo1TpNWwPAnYmgD8lPrbhPYnWKRjjC9FtPecyOycK5T5nD+5Al1HMGf41sVGunIH4DPryJEj9RgFZTX67yvBXzPGMWxG+ktWzrngy9/fmOqvfV4ngUQhYCiilVu/VLElAvUPFsYICBhu8twQRzDWcBKUyvDPjLR9+/Zk5RYxaHEEbMZYoNw+Bs0bKEMoY5N3ebPzKSvHJswTw/Xl7S0Hv5MACZAAFdH8P2AZAVjMKr+nYdXXuHHjkJTXRiRhb+WDv4ULjokbqU+fPnrCoHySJeNoumfyVkQjSCCURUbyteiC5cygQYOMLKbeDeVOoAmTYX3jb8dd+WPVcsGCx9fCCe49EJ0akyUssiJNWMSFa/EeaZssTwKJRgBWJXANYSYFU0RHOh4G6hNcYrRu3drnC0dlMU7gBWsk5MNCCwmfcf3+++/3WT3GBKPsvn37fObp1q2bzoPNNSsSTrP8+OOPVlTFOkjAtgRgMesvkLM/oSIdY0KZE5mdc4Uyn/Mnl7/ryq99svIb61NpgrELm3JInifM/FltYtzBWOcZ6NWzXavnXGCNfjGRgB0JnDlzxu/Gjz95YGCDIPLhJpy0whrPmKuEuuH966+/6oCKxgbVtm3b9LopmHsPKK7RVvHixcPtakr+UMemlAL//WBmPmX12AQrcn/joHd/+Z0ESIAE/BGgItofGV4Pm4AKBJjsz2rOX2VYFKlAO8nefkm988MCDj/68OvsmWBNjevw+Wck+B2DLzIjIYoy8sCi1ztByYt7hkV0rVq1Uvkwxc447qtgXClFMQkYMmRIynczH0JRRE+dOlW3XaNGDZ9N4Ig9+gaFta9kWCMgjxXHO6tXr57sbZHuq11eIwEnE4CPQGyMmUmhKKIjGQ/N9All8HeNcQIv77EYm3+4js29S5cuXdOEsSjKlCnTNfeMC3DrgToQhd6KhLb8Kb2tqJ91kIAdCOAkQ6DNbF8yRDrnCmVOZHbOFcp8zpdM/q5ByQR/rr7mfijToEGD5PHjx6cUx9iLcQrxSbwTTubBxQDu+1MOWznnwjgMf7pWuDLyloXfSSBRCcBYCOOHmWSMH/gbDdV9GjbaW7ZsmdIcFNEoP3ny5JRrvj6o4IU6n1n3FOGOTZ59MDOfsnJsQl+wLrXKP7anbPxMAiTgLgJURLvreUdVWvjVKlq0aFhtYFGEH/1ALj327t2brKISJ+MYqvcu94IFC3R5LCCMhB/cChUq6K/Y5cZkHm0YFn5GPkz08+XLp+8hCA0Sjl4iqKGRypUrp+9DKWwkTAIiPS5pHJF66623jGqveT916pQ+TgoFEHazvdODDz6o+wbLaF8JEynIjZdxzN5XvlCvYeffk02o5ZiPBJxEAGNO+fLlTYmkosGn/E02bdr0mjoiHQ+vqTDEC7CqNMYK+Ej0TPiePXt2fX/VqlWet/RnHB9HWfjf95fy5s2r85QtW9ZflpCvwz8ijs9DMcREAm4m0Ldv3+QXX3wxLASRjjHB5kSRzLmCzefCERSBxfLkyZOMINeffPJJqteUKVOS33nnHa1Y9pzTwPUYxjK4L/JOOEKPe7CK9pesnHPBKhsB2JhIwE0EIv19x6lc/J3COvqHH34IiA5rJ5zSOnbsWEo+QxGNDazffvst5br3B8Od2axZs7xvBf1uZmzyrNTMfMrKsQl9KVGiRDKs15lIgARIIBICVERHQo9lUxHYs2dPcubMmVNdC/bFWBRh4tCmTZtUEwKU/f3335OhcIWLCV9KECh2YB2H8vhRxCIIR8s9LWCwc4v7UGSfOHFCdwn54N8Kvsig1MCCZceOHXonHu45jGQcMa1SpYpWgmOSgmOevoLdGGV8vaM98Nm6dWvyl19+mWJZg+BhOGIOS29fli+G1bO3KwDDSrFq1aq+mtPXcGwKcuMVqeIcFcK/NnbxmUjAzQSMcc57UywQEwS3wdgB39LG3ySUu1CCwALI8Fkf6XgYqA++7sGqGIEKn3zyyZR+wYc+/CR6jnHwL41xEmOxZ6R7Q4F9zz33pHJp5N0WxkzIbWwQet8P5/vatWv1eB1OGeYlAScSgDVvo0aNwhIt0jEmlDmR2TlXKPO5UITFyZMyZcqkjGnGmOvr3XO+B4UUxmXMYz3duGEzDvVhDIQlpL9k5ZwLgR4xrjKRgNsIwN0g5llmEuZlPXr00H/7MGDCRt2RI0dSVYU5TJcuXbQSev78+anuGYpojBWITTRv3rxrDKBgeY01KU7QhpvMjk2e7ZiZT1k5NqEvWA/u3r3bs1v8TAIkQAJhE6AiOmxkLOCPAJQpmKh7KjD85TWuY1EEizr8oEEpC+tlWCUjIBiUI5iQYGEQKCAPlDm5c+fW1sMIOoHPUPwYCcrnFi1aaKtqWBfDxQT8nTZv3lxb1SEYIPqNF/w/eyb4CUOgQ0xKUDcC3mAhFm4yrFsyZsyoJz84eoYo0njHDzp2731FYofVNqx00DcEyBk7dqyeWKEfkMNQrPvqD/IaCy/4IoskgQP6EMxvWiRtsCwJ2IUArGh27twZcncLFiyoN7Dwt46/ebxQB8Y3WL1hwwnJivEw5E6pjDgRgrEHfTH6hT5hAdepU6dUVc2ZM0dv+qHM888/r8dnjAnYzMOGYaCULVs2PRbVrl07ULaQ7o0ZMyZs5VtIFTMTCdiMAE46hbu5E+kYE8qcKJI5V7D5XCiPyLCsNuY//t4xB/NOCPyME3ZZs2bVsUAQBA0n2DBO+jt9ZtRh5ZwL462vOaHRFt9JwKkE8P8eBjuRpO9VTAxjQwwudbBegpES3DjCeAknO3Da1jsZimj8/Y0aNUobDWFNiRNszz77rDZowngCH8nhrHWNdiIZm4w6zMynrBybsL7GeOjtxs3oH99JgARIIFQCaZBRDapMJGAJAeUDVJSVnKjgVyHVp3xMiVJEi1LU6PwHDx6UDRs26Bf+a6rJgigFtSjlSMD6lBJclLWxqOPauoxSOF+TX0V2F2XlImpHWpRlnygFUEqeQ4cOiVK+iFqYpFzz/LB//35dVh3zFDUp8bwVk89K0SPqaKioRZIoZZYoS2jNRSmC/LavJkkydOhQUQomUVYBEiiv30r+e2P16tWiFPeirBSCZeV9EnA8AbXAERW8U/9NWCmsVeOhlX3yrAvj5LfffisqUI8oX7F6rFWKsKBjy+LFiwUvtXgTdaTTs8qwPyufjqKOx4uyegq7LAuQgJMIKIWAqMBegrmNstALSTSrxphQ5kRm51yhzOdCEtZkJhX8WTDnwZiFeRTmfcry3O/80GjGyjmX2pwUjLfjxo0zquc7CbiCgDqtqtdjynVhxPIqgwFRp75EnTrVf8vqZIMo12qiThv4rFudyhDlilGvmZABa0rMd7AuxfoRcw+sH1WcH5/lY3HRzHzKyrFJbRKIOjknatMwFuKyDRIgAQcToCLawQ83HqKpwA36R7pz587xaJ5tRomAsgwQ5W9NVEDKKLXAaknAPgR69eolyjJQlLWcfTrtkJ5C8Qbu2IxjIgG3E1CWu6LcRUixYsXcjsJR8qsTgYKXssJ0lFwUhgSCEcBm2aRJk0TF+wmWlffjQEDFdBIVuFqGDx8eh9bZJAmQgJMIUBHtpKeZALKoADB69xk7ykzOIQDrTyiAlJsQ5whFSUjAJAEVoEafNlB+603WwGJmCMCqR7kREeXLNegpGTP1swwJ2I1AzZo1BQYAKkiX3brO/gYgoFzByddffy3KjVyAXLxFAs4jAMtjWB2rgO3OE84BElWrVk1UTCf9u+MAcSgCCZBAHAlQER1H+E5sGkd1lP9QUYH/nCiea2UqXry4KN+sovx3u5YBBScBg8Aff/whOXLkkAMHDgQ9rm2U4XvkBFSQVsFmJ47NM5EACYioGBfaNcfIkSOJwyEEVEwRgZu7M2fOiIqb4hCpKAYJhEYAbhnhglDFtklx2xhaSeaKNgEVDFLPeVXQaD1GRbs91k8CJOBsAlREO/v5xlw6WKxhAoGdbBWYL+bts0HrCfCZWs+UNdqfgAp+I82aNRMVAMf+wthEAhV0VvuYxtFQJhIgAREVVEsGDx4sPJ3hnP8NfKbOeZaUxByBBg0aaMMXxLdhShwCK1eu1PNexCdgIgESIIFICVARHSlBlr+GAIJRwYcnju8w2Z+Aij4tHTp0kO3bt9tfGEpAAhYRGD16tCxZskRmz55tUY2sJhABBBCDP1wshIoWLRooK++RgGsIIJBx/vz59ea/ZwBm1wBwoKCIQYCg2ggIxkQCbiQwZcoUweu7775zo/gJK3P37t3lwoULwhM4CfuI2DESsBUBKqJt9bjs0Vn4Ef7nn384ibbH4wray65du0qaNGkYmCIoKWZwE4GDBw/qCOrHjx+XW265xU2ix0VWKP07duwoO3fujEv7bJQEEpUA/Ai/+eabUrt27UTtIvsVBgEYcwwbNkzg/5uJBNxI4OTJk5IzZ07BRhtO2TIlBoHChQvL2LFjpUqVKonRIfaCBEjA1gSoiLb140vMzv/www+CI9Q8upOYzyfcXuXLl08mT54slStXDrco85OAowlUqFBBK0ebN2/uaDkTQbjWrVtrv9xQuDGRAAn8j0Dfvn0FfoU//PDD/13kJ1sS2LNnj5QqVUpOnDghN9xwgy1lYKdJwAoCiEmDoHgtW7a0ojrWESEBxH56+OGHdbBo+q6PECaLkwAJaAJURPM/guUEEMwge/bssnjxYilZsqTl9bPC2BHYsmWLVK1aVY4cOSJp06aNXcNsiQRsQABHR8eNG0f/rFF+VlDK5M2bV7Zt2yZ58uSJcmusngTsReCnn36SWrVqaWX0ddddZ6/Os7epCCAY65o1a+Szzz5LdZ1fSMBtBODicdmyZTJr1iy3iZ6Q8g4aNEigjJ46dWpC9o+dIgESsB8BKqLt98xs0WPsYufKlUv69etni/6yk74JDBgwQPbt2yeTJk3ynYFXScDFBC5evCh33323fP3111K2bFkXk4iu6AjGtnr1avrjji5m1m5jAtigmTZtmrZYs7EYru96pUqVpF27djogmOthEICrCRw9elT7v//ll1/krrvucjWLeAsPA7MCBQrI+PHjBYG6mUiABEjACgJURFtBkXVcQ2DevHny+uuvy6ZNm665xwv2IVC6dGnBsd+6devap9PsKQnEkEDPnj21H0O4r2GynsCVK1f0YnTChAkMgGs9XtboEAIvvvii3Hjjjdq3sENEcp0YiDeQO3dufQItc+bMrpOfApOAN4FmzZppBSiMYpjiR2Du3LnSo0cPHbQeMYOYSIAESMAKAlREW0GRdVxDAFF1c+TIIStWrBAEXmGyH4Ht27fLQw89pI/7Mhib/Z4fexwbAvv375dixYoJrXaiw/vzzz/Xm2EYj5hIgAR8E1i+fLnAVz1ic9CNlm9GiX515MiRsnDhQlmwYEGid5X9I4GYEFi5cqU0aNBAMM+iz/SYIPfZSI0aNaROnTrSqVMnn/d5kQRIgATMEKAi2gw1lgmJQJcuXQQKafhQZbIfgfbt20u6dOnkvffes1/n2WMSiCGB5557TmAl8sEHH8SwVec3dfnyZSlevLj0799fmjZt6nyBKSEJREAAm/74W2nYsGEEtbBoPAgkJydL4cKFZfjw4VK7du14dIFtkkBCEihTpox069aN7mri9HR27dol5cqVk4MHD0rGjBnj1As2SwIk4EQCVEQ78akmiEy7d+8WTCAOHDggPGaYIA8lxG78+eef2sf3+vXrpVChQiGWYjYScCeBw4cPS5EiRXSQqaJFi7oTQhSkHjt2rEycOFHWrl2rFf1RaIJVkoBjCODvBUHuvv/+e8fI5BZBYAndoUMHwbyZASfd8tQpZygE4PZs9OjRsm7dOs4DQgFmcZ7nn39eW6OPGjXK4ppZHQmQgNsJUBHt9v8BUZa/Zs2a8thjjwmso5nsQwBW0DgeumjRIvt0mj0lgTgS6N27t2zdulXmzJkTx144p+mzZ89q35AIwFalShXnCEZJSCBKBM6dO6eDp9IlWpQAR7FaWEEnJSXJyy+/HMVWWDUJ2I8ATkbB/dkbb7whTZo0sZ8ANu4xrKEfeOAB2bFjh+TMmdPGkrDrJEACiUiAiuhEfCoO6tP8+fO1Ehr+UxngwB4PFkdEYd35zjvv8IioPR4Ze5kABM6cOaOD6sGnMRQKTJERQLBbnMj4+uuvI6uIpUnARQToEs1+D3vv3r1y//33az+4t912m/0EYI9JIMoEMK9CYGgoROEykCk2BODmqWDBgjJ48ODYNMhWSIAEXEWAimhXPe7YC3v16lXt2gF+75588snYd4Athk3gq6++ks6dO/OIaNjkWMDtBKZMmSKI7r5lyxZJnz6923GYln/jxo1amY+juHQNZBojC7qQwK+//iqlS5eWPXv2SNasWV1IwH4iY74Fa/YJEybYr/PsMQnEiED58uWlZcuW0rFjxxi16O5mVq1apQMU4reE7jXd/X+B0pNAtAhQER0tsqw3hQCUM8OGDZPNmzczmnsKlcT8gI2DkiVLyksvvSStWrVKzE6yVySQwASw4Xb33XfL+++/n8C9TNyuXbp0ScqWLStt2rTRG2KJ21P2jAQSkwCUNbCsHTlyZGJ2kL1KIbBv3z6577779Pw4X758Kdf5gQRIIDWBZcuWSePGjQWbbZkyZUp9k98sJ1CpUiVp0KCBdO3a1fK6WSEJkAAJgAAV0fx/EHUCUG6WKlVKKxVat24d9fbYgHkCCAoC6/VNmzYxYI55jCzpYgJHjhyRe++9V2bMmCFVq1Z1MQlzosPX9o8//qgDrtGdkzmGLOVuAr/99puUKFFC/47nz5/f3TASXPrmzZvLHXfcIYjLwUQCJBCYQKNGjeT222+X8ePHB87IuxER+PDDD+Xtt9+Wn3/+WQcqjKgyFiYBEiABPwSoiPYDhpetJQA/n88995x293DzzTdbWzlrs4TAhQsX9DH4cePGSa1atSypk5WQgBsJQAndvXt32bBhA4/Hh/EfYPny5dqFE1xz3HPPPWGUZFYSIAFPAt26dZNDhw7pDTHP6/ycOAR++uknvVm5e/durYxOnJ6xJySQmASOHTumN9mmTp0qjz32WGJ20ua9wkYmTsZi3f7ggw/aXBp2nwRIIJEJUBGdyE/HYX2DdWD16tXl1VdfdZhkzhBn6NCheuLx/fffO0MgSkECcSTQvn17bU3y7bff0qIkhOeAI+rwAQmXJrB6YiIBEjBP4NSpU1KgQAFZvHixdnVjviaWjBYBzIcfffRR6dWrV7SaYL0k4DgCCFwI94Fbt26l72KLny6C1WOtXq5cOQYotJgtqyMBEriWABXR1zLhlSgRgHVgtWrVZOfOnZItW7YotcJqzRCAlUGRIkVk0aJF8sADD5ipgmVIgAQ8CFy+fFlq1Kgh8PvJIFQeYHx8PHv2rDz00EPaH2G/fv185OAlEiCBcAkMGTJEFixYIEuXLhW6uQmXXnTz47kYpwRvueWW6DbG2knAYQSaNm0qN910k8CdIJN1BEaPHi04FYv1+o033mhdxayJBEiABHwQoCLaBxReih6Bdu3aye+//y6zZ8+OXiOsOWwCCEiRNWtW+l0LmxwLkIB/AidPntSWJS+++CID7/nBhBgCGH/SpUsnn332GRVmfjjxMgmES+DixYtSpkwZwbyrQ4cO4RZn/igR+PPPP7V7gREjRvD0R5QYs1pnE8DcCkE+33zzTQZWt+hRr1u3Tp9axik+/G4wkQAJkEC0CVARHW3CrD8VAVi+YfLQv39/QWR3pvgT+OSTT+S1117TbgQyZMgQ/w6xByTgIALbt2+XypUr68AvrVq1cpBkkYsCJfSzzz4rW7ZsEfiHpmVg5ExZAwl4EoBlG45a452BCz3JxO8zfgewSTB9+vT4dYItk4DNCRiKU5wuwIkqJvMEDh8+rE/DvvHGG/LMM8+Yr4glSYAESCAMAlREhwGLWa0hsGzZMm0BB+VDzpw5ramUtZgigMkHNga++OILSUpKMlUHC5EACQQmACUQAusgCjmV0f/PylBCb9q0SZYsWSJZsmQJDJF3SYAETBHo06ePIPYD5l7XXXedqTpYyBoC8+bNk7Zt28q2bds45lmDlLW4mMC0adO0v+i1a9dK7ty5XUzCvOgIVA9jiYoVK8rw4cPNV8SSJEACJBAmASqiwwTG7NYQ6Ny5syBSOHaymeJH4IknntBWUiNHjoxfJ9gyCbiAAJXR/3vIVEL/jwU/kUC0Cfzzzz/a2u2pp57SSptot8f6fRNAAMnixYtrF2hPPvmk70y8SgIkEBaBnj17ysKFC+WHH36Q9OnTh1WWmUWaN28uGJu++uorSZs2LZGQAAmQQMwIUBEdM9RsyJPA+fPnpWTJktK+fXv6TvUEE8PPo0aNErxgkcgj8TEEz6ZcS8BQRmPh1K1bN1dy+Pvvv7VV+J49e+Sbb76hVaAr/xdQ6FgT2Lx5s7Z6g//PsmXLxrp517eXnJws9evXl8yZM8uUKVNcz4MASMAqAtjYbtSokcD3Ok4ccD0TOtlOnTrp0zI//vijHptCL8mcJEACJBA5ASqiI2fIGkwS2Lp1q1SqVEkHqKpevbrJWljMDAEchW/cuLH2y3rvvfeaqYJlSIAETBDYsWOHwBru4Ycf1pZxbopMfuDAAalXr57cddddgiO1GTNmNEGQRUiABMwQmDBhgvTr10/gWzVHjhxmqmAZkwQQhwMWh1D40GrTJEQWIwE/BC5duqSV0efOnaMy2g8j78tQQn/33Xf6lS1bNu/b/E4CJEACUSdARXTUEbOBQASwe43ACKtWrZKCBQsGysp7FhGAS5QKFSrIRx99JHXr1rWoVlZDAiQQKgEcg2zSpInAOnjWrFnihkUAxvgGDRoI3AO89dZb9FUb6n8W5iMBCwnALdqaNWtk6dKlctNNN1lYM6vyR2DGjBnSpUsXoR9bf4R4nQQiJ0BldOgMqYQOnRVzkgAJRI8AFdHRY8uaQyQwePBgmTx5sqxevVpuvfXWEEsxmxkCOLr24IMPSsuWLaVXr15mqmAZEiABCwhcvnxZunbtKjNnzhRYKtasWdOCWhOviitXruggjYMGDZLRo0frsSfxeskekYA7CODvsVatWnLnnXfK1KlT3SF0HKVcv369VKtWTebPn69PwcSxK2yaBBxPwFBG//XXX3qTn2vK1I8c43/Hjh31aVhYQ7vBCCI1AX4jARJIJAJURCfS03BxX1q0aCEnTpzQR6rSpUvnYhLREx0Bi+AS4LbbbtPH4qPXEmsmARIIlQAU0e3atZM6deroiOWZMmUKtWjC5/vll1/k6aefFiwO4Re1RIkSCd9ndpAEnE7gjz/+kPLly+u/TW5IR+9pHzx4UG/8DxgwQFq3bh29hlgzCZBACgHMN9q0aaNPIODUbaFChVLuufnD6dOn5V//+pdAST9nzhy9GelmHpSdBEgg/gSoiI7/M2APFIELFy7I448/rpWkn332mVAZbe1/CyihmzZtKsePH5dFixbJzTffbG0DrI0ESMA0AfxdQhkN363jx4/XY6HpyhKgIKy9EQgV/mhfeukl6d27t1x//fUJ0DN2gQRIAASwSfTII49Ijx49tNsIUrGWwKFDhyQpKUnH4sBpECYSIIHYEhg6dKgMGTJEpk+fLjVq1Iht4wnW2q5du7SxA9wyfvDBB+Km2CQJ9ijYHRIgAQ8CVER7wODH+BJAkIknnniCymiLH4OnEnrBggWSIUMGi1tgdSRAAlYQwIKpW7du2nIYi6iSJUtaUW1M6/jyyy+12x9YdmPBU6pUqZi2z8ZIgARCI4DAqVWqVKEyOjRcIecylNDwiQ9FGBMJkEB8CCBAKOJSIFgoXKGlSZMmPh2JY6twCwQGPXv2lJdffjmOPWHTJEACJJCaABXRqXnwW5wJUBlt7QOgEtpanqyNBKJNAAEMR4wYof0q165dWwYOHCh58+aNdrMR179ixQqt0Dp27Ji8+eabOhijGxd9EYNkBSQQQwJURlsLm0poa3myNhKIlMD27dv1yYQcOXLIxIkTJXfu3JFWaYvycMGBE2lz586VSZMm6dgAtug4O0kCJOAaAlREu+ZR20dQT2U0oo3zCJG5Z3fx4kX597//rX1v0xLaHEOWIoF4EYDPfCihP/roI+2qA1HOcZQ+kRJ8McKVEoIQ7tu3T1sdvfDCC3StlEgPiX0hgSAEDGX0K6+8ohUXQbLzth8C+/fvl6pVqwotof0A4mUSiBMBrIdef/11+fDDD/UmP3xIOzkhECH80pcpU0bGjRsnWbNmdbK4lI0ESMCmBKiItumDc3q3oYzGZP7MmTM68nH27NmdLrKl8h05ckTq16+v3XDMmjWL7jgspcvKSCB2BGBhjMUTFhMINNqhQwdt3ZMlS5bYdcKrpb1792oLG/QrV65cAiU5guBw09ALFL+SgE0I7Ny5Ux577DHtHm3kyJH06R7mc1u5cqWesz733HN6AzHM4sxOAiQQAwL4O23VqpUUKFBA3nvvPSlYsGAMWo1dEydPntQKdxgIYBxv1qxZ7BpnSyRAAiQQJgEqosMExuyxI3DlyhVtnTNz5kwd4bd06dKxa9zGLf30009St25drYgePnw4F5Q2fpbsOgkYBDAezp49Wyukf/jhB0HQGfyd4xVt1x3JycmyYcMG3T6irf/2229Sr149rRQvX7680UW+kwAJ2JgANr1gAHDDDTfIF198IfHc7LITxsmTJ+uAj++//z4VP3Z6cOyrKwnA/dmAAQMEf68tW7aUvn37yp133mlrFufPn5d3331XEFukZs2a8s477whckTCRAAmQQCIToCI6kZ8O+6YJTJgwQQdYQOCrJk2akEoAAp9//rnAIgeTkbZt2wbIyVskQAJ2JXDq1ClBEB4ohRctWiR58uSRBx54QL/Kli2rgxxGYp18+vRpWb9+fcpr9erVcvXqVXnyySe1AhrHz6GsYiIBrCIo3gAAEbVJREFUEnAWAbjbadeunSxdulTmzZsnxYoVc5aAFkqDzcHu3bsLXMhhkxBjMBMJkIA9CBw4cEBbD+NvF76UESg6ffr09uj8f3uJMWjKlCnSp08fKVKkiA6OCnccTCRAAiRgBwJURNvhKbGPgkBYjRo10pF/33jjDR4B9/o/Af9nmIggIAUsmSpXruyVg19JgAScSODChQuyatUqWbduXYri+ODBg9pKGhYxd911l37lzJlTu+hJly6dpE2bVi5fviwIZgql9uHDh1NeCLYF1z5QQEGpjVe5cuWkVKlSrow478T/M5SJBIIRgHUdrAZHjRolzZs3D5bddfcxZj7zzDOCTTsosjDOMpEACdiPwJYtW+TVV18VbLjDbQfcn+XPnz+hBYELDhhpjR07Vm699VatgIZrJSYSIAESsBMBKqLt9LRc3lcEgsHE/+jRo3oHmLu+//8fAq44nnrqKX20DIpoWEcykQAJuJcAFim//vprinIZSpPff/9dzp49q5XPsG6+/vrr9Qt+pw1lNd6hsC5UqJDcfPPN7gVIyUmABLRVNOZccIsGhYfdj69b9UinTp2qXXG0aNFCK4Buuukmq6pmPSRAAnEi8PPPP+vAy9OmTdPGPB07dtR+86+77ro49ejaZuEiDcGhcfq1evXqgj7ihBoTCZAACdiRABXRdnxqLu4zfJXCr1fv3r3lxRdf1MeqYOHnxgRrRliHI+AG3rGLnyZNGjeioMwkQAIkQAIkQAIWE/jrr7/0kXVY/WLuhZNpbk0wgnjhhRdk8+bNMnHiRElKSnIrCspNAo4l8Mcff+i/b4x32LyvU6eOdklWrVq1mJ/GhdEATrzBDRteOMHWpk0b7T6JRkeO/S9IwUjANQSoiHbNo3aWoHv27NFHqLBIGj9+vLgtYNbatWv1guiWW24RBMpBBGgmEiABEiABEiABErCawMKFC+XZZ5+VSpUqydtvv61PTljdRqLWBwOITz75RPuRRTBHyJ8hQ4ZE7S77RQIkYBEBnDjFJhxe+/btk8cff1xvQMEf/P3332+5YhqK5+3bt2s3awhKDT/9OHFhBKZ+5JFHGIDeomfLakiABOJPgIro+D8D9sAkAfxgw39h//799dGkQYMGScGCBU3WZo9iOG7fq1cv+fbbb7U1OKzCE+nYmD0ospckQAIkQAIkQALhEIClYM+ePbVSFkfC4Vc1U6ZM4VRhu7xLlizRAQnPnz+vT5/VqFHDdjKwwyRAApETgCJ67ty58uOPP+qYHHB5Vrx4cR2kFDE1PGNywM2ZP5c9iM8BV2mesTlgXIU4Hxs3btQBExGbAwZWtWvX1q6RIu89ayABEiCBxCNARXTiPRP2KAwC8OmFH+rGjRvLBx98IC1btpS+ffs6zpfhsWPHdOCgjz/+WFtCYzEI365MJEACJEACJEACJBArArt27dJKaFjsvfbaa/qY+A033BCr5mPSzqZNm6RHjx6COSaMHUqWLKkVTjFpnI2QAAkkPIETJ06kBIjevXu3Viwj2DMUzH/++afepMO4iHgcMBiCO0W8zpw5o5XUnrE58uXLJ4h7BAV07ty5E152dpAESIAErCBARbQVFFlH3AjgmFSFChW08vnAgQPSp08fmTVrlrRt21bat28vefPmjVvfrGj4t99+034Z4X6kXr16WhnNSYoVZFkHCZAACZAACZCAWQKwDOzevbu27uvatat2l5YxY0az1SVEuZUrV8rIkSNl0aJF8vLLLwvkggs0GDhg879Lly4J0U92ggRIIHEJ/P3333L8+PEU5TPc+yCeEZTSWbJkkcyZMydu59kzEiABEogRASqiYwSazVhPYPHixYKI7tiJxkLBSNu2bZMRI0bIjBkzpEqVKtKpUydBkAk7BfL75ptvdGRkuOBo0qSJXgzde++9hoh8JwESIAESIAESIIG4E5g/f752W7FmzRpp0aKFwG1H0aJF496vUDtw4cIFmTZtmowZM0ZbMz7//PM6+HPWrFlTqoCP7Jo1a8rQoUPllVdeSbnODyRAAiRAAiRAAiRAAuEToCI6fGYskQAE4B+6VKlS0rlzZ2ndurXPHiG68EcffaQtiuGrC4uLhg0bSq5cuXzmj/dFWHTPnDlTxo0bJ/BHCItuREe+/fbb4901tk8CJEACJEACJEACfgnAZcfo0aMFLsQQzAvBDWvVqpWwfqQRiOzTTz/V88TChQtrBXqjRo205aK3kBcvXtTH6XHEHnK9//77kjZtWu9s/E4CJEACJEACJEACJBACASqiQ4DELIlHYOLEidoCB4EdggXrg9L6q6++kkmTJgmsqLHggJsLvO677764CrdlyxYdjXnOnDmyc+dOqV69urbyrlOnTlC54tpxNk4CJEACJEACJEACXgT++usvrYyGlTGUvY888ojUrVtXv+AXNV4JQcKWLVum51wIOgblMvoFI4XSpUsH7VaBAgUEQcVuvvlmrWifN29ewirZgwrDDCRAAiRAAiRAAiQQRwJURMcRPps2RwCLifz58wv8JsNHdDgJlsZQRs+ePVsrp+HPEG47ECACFjxwfwEfXtFI6DcC36xfv16/EI0dQSsQbBGLIURj93QxEo0+sE4SIAESIAESIAESiAWBo0ePCpS+2Gz/7rvv9ByrUqVKKXMuzOWilc6ePSsbNmzQ8621a9cKXJ7dcccdKYYIDz74YFgb/k2bNtUW1OjvjTfeKFCqQya7xyKJFn/WSwIkQAIkQAIkQAL+CFAR7Y8MrycsAfh+Hjx4sCCqeSTpypUrgsA0y5cvl3Xr1unFysmTJ7WVNJTSBQsW1AsNLDZy5MihP8PFR6AECxtETPZ8/frrr7r+zZs3azcbUHrjVblyZXn44Yd5vDMQUN4jARIgARIgARKwPQEohqEMXr16tZ4TwVoaJ9owHypTpozkyZNHz7OM+Vb27NmDzo+wme8538LnrVu36vkc4odgHmfMuXDiLBLf1cOHD5fevXsLfEojwTVH+vTptZI9KSlJX+M/JEACJEACJEACJEACwQlQER2cEXMkGIFy5cppX35PPfWU5T07cuSIXiDBimbv3r2pFjh//vmnjnYMK2pYTeOFAIj//POPwNoZx1HhlxrRkKG8Nl758uXTiywshrDAYiIBEiABEiABEiABNxNITk7WwaZhCADDgv3796fMuX7//XftOuPOO+/Uvpkx30qXLp3AgADzLbww3zp37pwgqKAx38J7kSJFtPIZ7jYwX7Mq4RRb/fr1BQp1zwTr6FatWgkU1TzV5kmGn0mABEiABEiABEjANwEqon1z4dUEJbBixQrB8cj//Oc/PgPKRLPbf//9t2BxBIWzsRBCe4ZSOkOGDHoxxIVINJ8C6yYBEiABEiABEnA6gdOnTwuMA2CBbMy5YEFtzLmyZMkisJqGgjoW6fjx47o9xB3xl7Zt2ybFihXzd5vXSYAESIAESIAESIAEFAEqovnfwFYEYI0Ctxm9evWyVb/ZWRIgARIgARIgARIgAfsSyJQpkzZG8JQALttgFf3WW2/pwIfBAmh7luVnEiABEiABEiABEnAjASqi3fjUbSozfC3jqCWsoWEJw0QCJEACJEACJEACJEACsSAAP9ZwIYIEH9Fwz9apUyfp37+/pW5AYiEL2yABEiABEiABEiCBeBGgIjpe5Nlu2AQ6duwo8Ck4ZsyYsMuyAAmQAAmQAAmQAAmQAAmYJXDvvffqYIiwgq5QoYIgCPWsWbN08GmzdbIcCZAACZAACZAACbiNABXRbnviNpUXQWny5s0riLJeoEABm0rBbpMACZAACZAACZAACdiRQKlSpXRgxW+++UaqVasmo0ePlo8//ljWrFmjraPtKBP7TAIkQAIkQAIkQAKxJkBFdKyJsz1TBOB7DxP92bNnmyrPQiRAAiRAAiRAAiRAAiRglsC6deu0izi45UBCEMUSJUpInz59pFmzZmarZTkSIAESIAESIAEScBUBKqJd9bjtKeylS5e0NfSMGTN4/NGej5C9JgESIAESIAESIAHHEZgzZ4507txZdu3apYMWOk5ACkQCJEACJEACJEACFhOgItpioKzOegKffvqpDBs2TNavX2995ayRBEiABEiABEiABEiABEwSSEpKkrp160rXrl1N1sBiJEACJEACJEACJOAeAlREu+dZ21bSJk2aSPny5aVbt262lYEdJwESIAESIAESIAEScB6BJUuWSJs2bWTv3r1iuO1wnpSUiARIgARIgARIgASsIUBFtDUcWUuUCFy8eFGyZs0qGzdulPz580epFVZLAiRAAiRAAiRAAiRAAuYI3HffffL6669L48aNzVXAUiRAAiRAAiRAAiTgEgJURLvkQdtVzAULFkiPHj3k559/tqsI7DcJkAAJkAAJkAAJkICDCUycOFEmTJggK1eudLCUFI0ESIAESIAESIAEIidARXTkDFlDFAm0bdtWsmXLJgMHDoxiK6yaBEiABEiABEiABEiABMwRwAm+XLlyybx587Q7OXO1sBQJkAAJkAAJkAAJOJ8AFdHOf8a2lfDq1aty1113yfz586VMmTK2lYMdJwESIAESIAESIAEScDaBvn37yq5du2TGjBnOFpTSkQAJkAAJkAAJkEAEBKiIjgAei0aXAI43Nm3aVPbv3x/dhlg7CZAACZAACZAACZAACURA4OjRozqeyY4dO7R1dARVsSgJkAAJkAAJkAAJOJYAFdGOfbT2F6x79+5y/vx5GTVqlP2FoQQkQAIkQAIkQAIkQAKOJvDMM8/InXfeKUOGDHG0nBSOBEiABEiABEiABMwSoCLaLDmWizqBQoUKydixY6Vq1apRb4sNkAAJkAAJkAAJkAAJkEAkBLZs2SJJSUly4MABSZ8+fSRVsSwJkAAJkAAJkAAJOJIAFdGOfKz2F2r79u1SsWJFOXbsmFx//fX2F4gSkAAJkAAJkAAJkAAJOJ5AlSpVpGHDhtKhQwfHy0oBSYAESIAESIAESCBcAlREh0uM+WNC4N1335U1a9bI9OnTY9IeGyEBEiABEiABEiABEiCBSAnMnj1bELhw8+bNkVbF8iRAAiRAAiRAAiTgOAJURDvukTpDIPjYK1asmLzyyivOEIhSkAAJkAAJkAAJkAAJOJ7AhQsX5I477hCc7sudO7fj5aWAJEACJEACJEACJBAOASqiw6HFvDEj8MADD8jAgQPl8ccfj1mbbIgESIAESIAESIAESIAEIiVQr149qV69Ot1zRAqS5UmABEiABEiABBxHgIpoxz1S+wt09epVyZAhg+zevVty5sxpf4EoAQmQAAmQAAmQAAmQgGsITJgwQb744gtZuHCha2SmoCRAAiRAAiRAAiQQCgEqokOhxDwxJQAFdPny5eXUqVMxbZeNkQAJkAAJkAAJkAAJkECkBI4cOSL33HOPHD9+XBtXRFofy5MACZAACZAACZCAUwhQEe2UJ+kgOWbNmiUjRoyQ5cuXO0gqikICJEACJEACJEACJOAWAuXKlZOePXtK/fr13SIy5SQBEiABEiABEiCBoASoiA6KiBliTWDAgAFy9OhRGTNmTKybZnskQAIkQAIkQAIkQAIkEDEBxDrZt2+fTJw4MeK6WAEJkAAJkAAJkAAJOIUAFdFOeZIOkqNJkyby6KOPSrt27RwkFUUhARIgARIgARIgARJwC4GNGzfqoNtw05EmTRq3iE05SYAESIAESIAESCAgASqiA+LhzXgQKFq0qHz44YdSsWLFeDTPNkmABEiABEiABEiABEggYgK5cuXSQQsR+4SJBEiABEiABEiABEhAhIpo/i9IKAIXL17UQV0Q3OXWW29NqL6xMyRAAiRAAiRAAiRAAiQQKgGc7rvjjjsEbjqYSIAESIAESIAESIAEqIjm/4EEI3Do0CEpVKiQnDt3LsF6xu6QAAmQAAmQAAmQAAmQQOgEJk+eLF9++aXMmzcv9ELMSQIkQAIkQAIkQAIOJkCLaAc/XDuKtmfPHkGU8ZMnT9qx++wzCZAACZAACZAACZAACWgCq1evlqeeekp++eUXEiEBEiABEiABEiABElAE/g8AAP//Dh9tDQAAQABJREFU7N0H/BTF/f/xDyDYKAIqYAcLFuzd2GtUbNFgDxGNJYqJP1EwMbGk2U1sGGwYTWzYYokNxagBE0VRwd4riqDSUbz/vuefuez33Lvv7rXv7t1rHo/jvtztzs48Z3dv97Ozs+1yQTISAikRmDx5su2666724YcfpqREFAMBBBBAAAEEEEAAgeQCM2bMsGWXXdZmz55tnTp1Sp4BcyCAAAIIIIAAAg0m0I5AdIO1aMar8+yzz9qgQYPszTffzHhNKD4CCCCAAAIIIIBAswv06tXLxo0bZ2uttVazU1B/BBBAAAEEEEDACESzEqRK4KmnnrKjjz7a1DOahAACCCCAAAIIIIBAlgW23XZbO+mkk2y//fbLcjUoOwIIIIAAAgggUBUBAtFVYSSTagk88sgjNnz4cFPPaBICCCCAAAIIIIAAAlkWUAeLfv362YgRI7JcDcqOAAIIIIAAAghURYBAdFUYyaRaAvfee6/94Q9/MPWMJiGAAAIIIIAAAgggkGWBCy+80F588UUbPXp0lqtB2RFAAAEEEEAAgaoIEIiuCiOZVEtgzJgxNnLkSBs7dmy1siQfBBBAAAEEEEAAAQTaROC+++6z3/72tzZ+/Pg2WT4LRQABBBBAAAEE0iRAIDpNrUFZ7MYbb7SbbrrJdNBOQgABBBBAAAEEEEAgywJvvPGGbbbZZjZ9+vQsV4OyI4AAAggggAACVREgEF0VRjKplsAtt9xi11xzjT300EPVypJ8EEAAAQQQQAABBBBoE4EZM2ZYz5497dtvv22T5bNQBBBAAAEEEEAgTQIEotPUGpTFjQ191FFH2csvv4wGAggggAACCCCAAAKZFvjiiy+se/fulsvlMl0PCo8AAggggAACCFRDgEB0NRTJo2oC77//vq211lo2a9asquVJRggggAACCCCAAAIItIXAl19+aUsttRSB6LbAZ5kIIIAAAgggkDoBAtGpa5LmLtDChQttscUWs08++cTdxtjcGtQeAQQQQAABBBBAIMsCX331lXXr1s0NzdGuXbssV4WyI4AAAggggAACFQsQiK6YkAyqLbDyyivbXXfdZRtuuGG1syY/BBBAAAEEEEAAAQTqJjBz5kzr2rWrqbNF+/bt67ZcFoQAAggggAACCKRRgEB0Glulycu0zTbb2LBhw2yfffZpcgmqjwACCCCAAAIIIJBlAQ0316VLF/vmm2+sQ4cOWa4KZUcAAQQQQAABBCoWIBBdMSEZVFvg0EMPtS222MKGDh1a7azJDwEEEEAAAQQQQACBugnMnj3bOnfubAsWLLCOHTvWbbksCAEEEEAAAQQQSKMAgeg0tkqTl+m0005zvUbOP//8Jpeg+ggggAACCCCAAAJZFpg7d64tscQSNn/+fOvUqVOWq0LZEUAAAQQQQACBigUIRFdMSAbVFhg5cqSNGzfObrnllmpnTX4IIIAAAggggAACCNRNYM6cObbkkksSiK6bOAtCAAEEEEAAgTQLEIhOc+s0admeeOIJGzJkiL3++utNKkC1EUAAAQQQQAABBBpB4OWXX7btt9/epk6d2gjVoQ4IIIAAAggggEBFAgSiK+Jj5loIfP3119ajRw974YUXrG/fvrVYBHkigAACCCCAAAIIIFBzgbvuussuuugi++c//1nzZbEABBBAAAEEEEAg7QIEotPeQk1avr322sv0Ovroo5tUgGojgAACCCCAAAIIZF3g3HPPtTfeeMOuuuqqrFeF8iOAAAIIIIAAAhULEIiumJAMaiFwySWXmIbouO2222qRPXkigAACCCCAAAIIIFBzAQ03t9Zaa9kpp5xS82WxAAQQQAABBBBAIO0CBKLT3kJNWr5XXnnFttpqK5s2bZq1b9++SRWoNgIIIIAAAggggECWBb73ve/Z8OHDbe+9985yNSg7AggggAACCCBQFQEC0VVhJJNaCKy00ko2ZswY22yzzWqRPXkigAACCCCAAAIIIFBTgWWWWcaefPJJ69+/f02XQ+YIIIAAAggggEAWBAhEZ6GVmrSMRx55pHtY4emnn96kAlQbAQQQQAABBBBAIKsC06dPt169etmcOXOsY8eOWa0G5UYAAQQQQAABBKomQCC6apRkVG2Bm2++2UaOHGmPP/54tbMmPwQQQAABBBBAAAEEaiowfvx4+/GPf2yvvvpqTZdD5ggggAACCCCAQFYECERnpaWasJwaH3rFFVe0Dz/80Hr06NGEAlQZAQQQQAABBBBAIKsCF154of3nP/8xda4gIYAAAggggAACCJgRiGYtSLXAPvvsY3rIy6mnnprqclI4BBBAAAEEEEAAAQTCAltvvbUdf/zxdvDBB4c/5m8EEEAAAQQQQKBpBQhEN23TZ6PiY8eOtSFDhthbb71lHTp0yEahKSUCCCCAAAIIIIBAUwt8+umntvLKK9vUqVOta9euTW1B5RFAAAEEEEAAAS9AINpL8J5agQEDBthZZ51l+++/f2rLSMEQQAABBBBAAAEEEPACV199tY0ZM8YeeOAB/xHvCCCAAAIIIIBA0wsQiG76VSD9AKNGjbK//vWvPLQw/U1FCRFAAAEEEEAAAQQCgYEDB7rXscceiwcCCCCAAAIIIIDAfwUIRLMqpF5gzpw57qGFGqZjgw02SH15KSACCCCAAAIIIIBA8wrMmjXLll12WXvzzTetT58+zQtBzRFAAAEEEEAAgQIBAtEFIPw3nQLDhw+3zz77zK699tp0FpBSIYAAAggggAACCCAQCGhIjgsuuMAmTJiABwIIIIAAAggggEBIgEB0CIM/0yvw3nvv2dprr21vv/22LbPMMuktKCVDAAEEEEAAAQQQaGqBww47zPSMkxEjRjS1A5VHAAEEEEAAAQQKBQhEF4rw/9QKHHDAAbbeeuvZr3/969SWkYIhgAACCCCAAAIINK/A9OnTrW/fvvbss8/aaqut1rwQ1BwBBBBAAAEEEIgQIBAdgcJH6RSYNGmSbbfddjZ58mRbfvnl01lISoUAAggggAACCCDQtAJnnnmmvfTSS254jqZFoOIIIIAAAggggEARAQLRRWD4OJ0CJ5xwgk2bNs1uvvnmdBaQUiGAAAIIIIAAAgg0pcDMmTNtlVVWsYcfftg22mijpjSg0ggggAACCCCAQCkBAtGldPgudQJffPGF9e/f32666SbbcccdU1c+CoQAAggggAACCCDQnALnnnuuPf7443b//fc3JwC1RgABBBBAAAEEWhEgEN0KEF+nT+C6665zTyJ//vnnrWPHjukrICVCAAEEEEAAAQQQaCqBuXPnut7Qd955p2211VZNVXcqiwACCCCAAAIIxBUgEB1XiulSI5DL5dwB/v7772/Dhg1LTbkoCAIIIIAAAggggEBzClxyySWmIPRjjz3WnADUGgEEEEAAAQQQiCFAIDoGEpOkT2DixIluaI4pU6bYcsstl74CUiIEEEAAAQQQQACBphBYsGCBrbrqqjZ69GjbaaedmqLOVBIBBBBAAAEEEChHgEB0OWrMkwqBn/70pzZjxgw3XnQqCkQhEEAAAQQQQAABBJpO4KqrrrJrrrnGJkyY0HR1p8IIIIAAAggggEASAQLRSbSYNlUCCkLrwYU33HCD7bbbbqkqG4VBAAEEEEAAAQQQaHyBzz//3NZZZx13PLrLLrs0foWpIQIIIIAAAgggUIEAgegK8Ji17QU0Ft+xxx5rzz77rK2wwgptXyBKgAACCCCAAAIIINA0Aoceeqh7eLaG5SAhgAACCCCAAAIIlBYgEF3ah28zIHDqqafaE088YY8//rh16tQpAyWmiAgggAACCCCAAAJZF7jnnnvsmGOOscmTJ1v37t2zXh3KjwACCCCAAAII1FyAQHTNiVlArQUWLlzoHgwzYMAAu+yyy2q9OPJHAAEEEEAAAQQQaHKBL774wg3JMXLkSNt7772bXIPqI4AAAggggAAC8QQIRMdzYqqUC0ydOtU22mgjO//88+2QQw5JeWkpHgIIIIAAAggggECWBYYMGWLz5s2zv/3tb1muBmVHAAEEEEAAAQTqKkAguq7cLKyWAk8++aQNHDjQ9K7e0SQEEEAAAQQQQAABBKot8OCDD9qPfvQjmzJlivXs2bPa2ZMfAggggAACCCDQsAIEohu2aZuzYhdffLFdeeWV9swzz1iXLl2aE4FaI4AAAggggAACCNREYObMmW5IjgsvvNB++MMf1mQZZIoAAggggAACCDSqAIHoRm3ZJq7XoEGD7Ntvv7UxY8Y0sQJVRwABBBBAAAEEEKi2wODBg23WrFl2++23Vztr8kMAAQQQQAABBBpegEB0wzdx81VQJwebb7657bnnnnbeeec1HwA1RgABBBBAAAEEEKi6wLnnnmvXXHONPf3009a9e/eq50+GCCCAAAIIIIBAowsQiG70Fm7S+n300Ue2zTbb2OGHH25nnnlmkypQbQQQQAABBBBAAIFqCNx55532k5/8xMaPH2+rr756NbIkDwQQQAABBBBAoOkECEQ3XZM3T4Xfeecd23bbbW3o0KF2yimnNE/FqSkCCCCAAAIIIIBA1QQmTpxoO+20k91xxx22ww47VC1fMkIAAQQQQAABBJpNgEB0s7V4k9X39ddfd8Ho008/3Y4//vgmqz3VRQABBBBAAAEEEKhE4MMPP3RDvp111ll25JFHVpIV8yKAAAIIIIAAAk0vQCC66VeBxgeYPHmy672icf2OOOKIxq8wNUQAAQQQQAABBBCoWGDOnDluqDf1gr7gggsqzo8MEEAAAQQQQACBZhcgEN3sa0CT1F+3VO6yyy52+eWX20EHHdQktaaaCCCAAAIIIIAAAuUI5HI523///W3hwoWm8aHbt29fTjbMgwACCCCAAAIIIBASIBAdwuDPxhbQw2X22GMPu+6662zfffdt7MpSOwQQQAABBBBAAIGyBU4++WR79NFH7cknn7Qll1yy7HyYEQEEEEAAAQQQQOB/AgSi/2fBX00gMG7cONtvv/3sz3/+sw0aNKgJakwVEUAAAQQQQAABBJII/PznP7f777/fHnvsMVt++eWTzMq0CCCAAAIIIIAAAiUECESXwOGrxhR46qmnXI/oYcOG2fDhwxuzktQKAQQQQAABBBBAIJGAhuM49thjTceKjzzyiPXu3TvR/EyMAAIIIIAAAgggUFqAQHRpH75tUIHXX3/dDdOx4447unGjF1lkkQatKdVCAAEEEEAAAQQQaE1AY0EPGTLEXnzxRXvooYds6aWXbm0WvkcAAQQQQAABBBBIKEAgOiEYkzeOwLRp02yfffaxrl272q233mpdunRpnMpREwQQQAABBBBAAIFYAl9//bUdeuih9t5779kDDzxgSy21VKz5mAgBBBBAAAEEEEAgmQCB6GReTN1gAvPmzbPBgwfbK6+8Yvfdd5+tsMIKDVZDqoMAAggggAACCCBQTGD+/PnuuSFffPGF3XvvvXRMKAbF5wgggAACCCCAQBUECERXAZEssi2g8QBPO+00u/HGG10wev311892hSg9AggggAACCCCAQKsCc+fOdc8N0bHgXXfdZUsssUSr8zABAggggAACCCCAQPkCBKLLt2POBhMYNWqUjRgxwv7617/a7rvv3mC1ozoIIIAAAggggAACXuCzzz6z/fff37p162ZjxoyxRRdd1H/FOwIIIIAAAggggECNBAhE1wiWbLMp8OCDD9rBBx9sw4YNc0Hp9u3bZ7MilBoBBBBAAAEEEEAgUmDixIm23377uY4Hl156qXXs2DFyOj5EAAEEEEAAAQQQqK4AgejqepJbAwi89tprduCBB7qnpd9www3Wu3fvBqgVVUAAAQQQQAABBBDQUGwnnHCCnXfeeXb00UcDggACCCCAAAIIIFBHAQLRdcRmUdkR0INr1Cv6tttus+uvv95222237BSekiKAAAIIIIAAAgi0EFi4cKGdcsopdvPNN7uhOLbaaqsW3/MfBBBAAAEEEEAAgdoLEIiuvTFLyLDA3XffbUceeaQNGTLEfve733HrZobbkqIjgAACCCCAQHMKfP755+5ut9mzZ9vtt99uyy23XHNCUGsEEEAAAQQQQKCNBQhEt3EDsPj0C7z//vt2yCGH2IIFC1wvmr59+6a/0JQQAQQQQAABBBBAwJ5//nk3HvROO+1kV1xxhXXq1AkVBBBAAAEEEEAAgTYSIBDdRvAsNlsCup3zzDPPtMsvv9yuvPJKGzRoULYqQGkRQAABBBBAAIEmE9AwHMcee6z94Q9/sOOOO67Jak91EUAAAQQQQACB9AkQiE5fm1CiFAs89thjdthhh9mee+5pF110kXXu3DnFpaVoCCCAAAIIIIBA8wl8+eWX9rOf/cwefPBB97yPrbfeuvkQqDECCCCAAAIIIJBCAQLRKWwUipRugWnTptlRRx1lzz33nOshPXDgwHQXmNIhgAACCCCAAAJNIjB27Fg74ogjbMstt3RDcfTs2bNJak41EUAAAQQQQACB9AsQiE5/G1HClAroYTdDhw419bK55JJLrHfv3iktKcVCAAEEEEAAAQQaW2DOnDl26qmnuud5aCi1Aw88sLErTO0QQAABBBBAAIEMChCIzmCjUeT0COjWzxEjRtgtt9zixh88+uijrV27dukpICVBAAEEEEAAAQQaXOBf//qXDR482NZYYw27+uqrrU+fPg1eY6qHAAIIIIAAAghkU4BAdDbbjVKnTOCpp54yBaF79Ohhf/7zn23ttddOWQkpDgIIIIAAAggg0FgC8+fPt1//+tc2atQou+CCC+zII49srApSGwQQQAABBBBAoMEECEQ3WINSnbYTWLBggZ133nl2/vnnuwfk/PKXv7RFF1207QrEkhFAAAEEEEAAgQYVeP755+3www+3pZde2kaPHm0rr7xyg9aUaiGAAAIIIIAAAo0jQCC6cdqSmqRE4LXXXrNjjjnGPv74Y9c7ervttktJySgGAggggAACCCCQbYGZM2fab37zG3eMdfbZZ9uJJ57IsGjZblJKjwACCCCAAAJNJEAguokam6rWV+C6666zU045xXbccUc3fvSqq65a3wKwNAQQQAABBBBAoEEEcrmc3XjjjTZ8+HDbdNNN7eKLL7Z+/fo1SO2oBgIIIIAAAggg0BwCBKKbo52pZRsJzJgxw37/+9+7XjtHHHGEG8ewZ8+ebVQaFosAAggggAACCGRPYOLEiTZ06FD7/PPP7Y9//KN9//vfz14lKDECCCCAAAIIIICAEYhmJUCgDgLvvPOOaczo+++/3/Xk+fnPf26LLbZYHZbMIhBAAAEEEEAAgWwKTJs2zR0/3XLLLe5dx08dO3bMZmUoNQIIIIAAAggggACBaNYBBOop8Oyzz7rhOt544w03vqEestO+fft6FoFlIYAAAggggAACqRZYuHChjRw50s444wzbc8897dxzz7U+ffqkuswUDgEEEEAAAQQQQKB1AXpEt27EFAhUXUA9o0899VTXq+e8886zXXbZperLIEMEEEAAAQQQQCBrAo8//rh7AOEiiyxil156qW211VZZqwLlRQABBBBAAAEEECgiQCC6CAwfI1BrAfX20QMN1dtnwIABpoD0+uuvX+vFkj8CCCCAAAIIIJA6gUmTJrlnaYwfP95++9vf2lFHHcVdY6lrJQqEAAIIIIAAAghUJkAgujI/5kagYoE5c+bYhRde6F477rijGwNx4403rjhfMkAAAQQQQAABBNIuMGXKFBeAHjt2rGkM6JNOOsm6du2a9mJTPgQQQAABBBBAAIEyBAhEl4HGLAjUQmDGjBl2ySWXuNemm25qp59+um299da1WBR5IoAAAggggAACbSrw2muv2VlnnWX33nuvnXDCCTZs2DDr3r17m5aJhSOAAAIIIIAAAgjUVoBAdG19yR2BxAKzZs1yD+hRL+n+/fu7HtK77rpr4nyYAQEEEEAAAQQQSJvAW2+9ZWeffbbdcccddswxx9jw4cNt6aWXTlsxKQ8CCCCAAAIIIIBADQQIRNcAlSwRqIbAvHnz7Oqrr3ZjR/fu3dsFpPfee29r165dNbInDwQQQAABBBBAoG4C77//vv3mN7+xm266yYYMGWKnnXaa6fiGhAACCCCAAAIIINA8AgSim6etqWlGBb7++mv7y1/+Yuecc44tvvji9otf/MIGDRrEA3wy2p4UGwEEEEAAgWYSUABaD2QePXq0HXbYYe7C+gorrNBMBNQVAQQQQAABBBBA4L8CBKJZFRDIiMDChQvt1ltvtd///vc2f/58O+WUU+zQQw+1JZZYIiM1oJgIIIAAAggg0CwCzz77rHsQ89///nc7+OCDXQB6lVVWaZbqU08EEEAAAQQQQACBCAEC0REofIRAmgVyuZzdfffddtFFF9nkyZPd7a0//elPrW/fvmkuNmVDAAEEEEAAgQYX0DHKPffc4wLQOkY57rjj3IMIe/Xq1eA1p3oIIIAAAggggAACcQQIRMdRYhoEUiowadIku+yyy+zmm2+2HXbYwYYOHWo777wz40intL0oFgIIIIAAAo0oMHfuXDf0xh//+EdXvZNOOskGDx7shhRrxPpSJwQQQAABBBBAAIHyBAhEl+fGXAikSmDGjBl2zTXX2BVXXGGLLrqoHX/88e4EsEuXLqkqJ4VBAAEEEEAAgcYRmDp1qrsgPnLkSFtnnXXs5JNPtr322osL4o3TxNQEAQQQQAABBBCoqgCB6KpykhkCbSvw7bff2r333utOCp9++mkXjD7hhBNsjTXWaNuCsXQEEEAAAQQQaBgBDbuhIcJuueUWF3hWAHqTTTZpmPpREQQQQAABBBBAAIHaCBCIro0ruSLQ5gKvvPKKC0jfcMMNtsUWW7hhO3bffXfr0KFDm5eNAiCAAAIIIIBAtgTmzZtnY8aMsauuuso0NNhRRx1lJ554oq200krZqgilRQABBBBAAAEEEGgzAQLRbUbPghGoj8BXX31l119/vRu2Q38fdthhdsQRR9iaa65ZnwKwFAQQQAABBBDIrMBLL71ko0aNshtvvNHdYfWTn/zEDjroIFtyySUzWycKjgACCCCAAAIIINA2AgSi28adpSLQJgLjx493DxPSrbQKRP/4xz92J5NLLbVUm5SHhSKAAAIIIIBA+gRmz57tht1Q7+dXX33VXcRWAHrddddNX2EpEQIIIIAAAggggEBmBAhEZ6apKCgC1RPQ7bV33nmnXXfddfbUU0+58R3VS3qXXXax9u3bV29B5IQAAggggAACmRGYOHGi6/1800032frrr28KPh9wwAG2+OKLZ6YOFBQBBBBAAAEEEEAgvQIEotPbNpQMgboIfPDBB/aXv/zF9ZSeM2eOHX744a6ndP/+/euyfBaCAAIIIIAAAm0noGG7/va3v7mxn9977z33oGON/8wQXm3XJiwZAQQQQAABBBBoVAEC0Y3astQLgTIE1Dt69OjRduutt9o666zjxpJWT6ju3buXkRuzIIAAAggggEAaBebPn2/333+/C0Drfcstt3S9n/fbbz/r1KlTGotMmRBAAAEEEEAAAQQaQIBAdAM0IlVAoNoCc+fOtTvuuMMFpRWc3n777e2HP/yh7bvvvgSlq41NfggggAACCNRBYOHChfboo4+aht3Qb3y/fv3s4IMPds+KWHHFFetQAhaBAAIIIIAAAggg0OwCBKKbfQ2g/gi0IvDpp5+6E9bbbrvN/vWvf9kOO+zggtLqNcVDDlvB42sEEEAAAQTaWGDChAmu57PuduratasLPisAzdAbbdwwLB4BBBBAAAEEEGhCAQLRTdjoVBmBcgWigtKDBg1yPaUJSperynwIIIAAAghUV2Dy5Mku+HzzzTebHlB84IEH2iGHHGKbbLJJdRdEbggggAACCCCAAAIIJBAgEJ0Ai0kRQOB/Aj4orR5W6m3le0pr+A6C0v9z4i8EEEAAAQTqIfDqq6+6O5g09IYeRKxnPKjn83bbbWft27evRxFYBgIIIIAAAggggAACJQUIRJfk4UsEEIgjoKD07bffbhq+wwel9957bxs4cKAtv/zycbJgGgQQQAABBBBIIJDL5dxv7t1332133XWXTZ061fbYYw835vNuu+3GQwcTWDIpAggggAACCCCAQH0ECETXx5mlINA0AjoRvvPOO+3vf/+7jRs3zvr37+8C0gpKb7bZZtauXbumsaCiCCCAAAIIVFNAw2yMHTvWBZ7vueceF2zeZ599TC/1fO7YsWM1F0deCCCAAAIIIIAAAghUVYBAdFU5yQwBBMICc+bMcSfM9957r9133332zTff2O677+4C07vuuqt16dIlPDl/I4AAAggggECBwPTp091vqHo9P/TQQ9avXz/3bAYFnzfaaKOCqfkvAggggAACCCCAAALpFSAQnd62oWQINJzAc889ZwpK6/XCCy/Y1ltv7YLSe+21lzuxbrgKUyEEEEAAAQTKEHjnnXfMD7mhIa+23HJL1+tZwedVVlmljByZBQEEEEAAAQQQQACBthcgEN32bUAJEGhKAQ3hcf/997teXurhpbGkNXzHnnvuaVtttRVjWzblWkGlEUAAgeYUmD17thvO6sEHH3S9nvWwQY3zrAcA63exR48ezQlDrRFAAAEEEEAAAQQaSoBAdEM1J5VBIJsCCxYssH/+85+up/Q//vEP0wm4ekvvtNNOtvPOO9sGG2xg7du3z2blKDUCCCCAAAIFAnrQoO4S8oHn8ePH21prreWCzxq6Sr+BnTp1KpiL/yKAAAIIIIAAAgggkG0BAtHZbj9Kj0BDCigQrYcxPfLII+59/vz5tsMOO7igtILTq6++ekPWm0ohgAACCDSuwEcffeR6O+suIP2+dejQwRR01muXXXaxZZddtnErT80QQAABBBBAAAEEEAgECESzGiCAQOoFpkyZ4gLSCk6PGzfOunXr5npLKyitV+/evVNfBwqIAAIIINBcAnPnznV3+yjwrNcbb7xh22yzTT74vN566zUXCLVFAAEEEEAAAQQQaHoBAtFNvwoAgEC2BBYuXGjPPPNMvse0bmdeddVV84Fp3c7MWJrZalNKiwACCDSCwKxZs+ypp55ywWcNN/Wf//zH3cHjez1vu+22tvjiizdCVakDAggggAACCCCAAAJlCRCILouNmRBAIC0C6nGmE3/d5vzYY4/Z888/b6uttpp973vfc2NsKjDdr1+/tBSXciCAAAIINIjAjBkz7IknnsgHnidNmmT9+/c3BZy32247996rV68GqS3VQAABBBBAAAEEEECgcgEC0ZUbkgMCC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)"
      ],
      "metadata": {
        "id": "RoTxJxvTRv5G"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Algorithm for Topological Sort\n",
        "\n",
        "Main Idea - Iteratively remove source vertex and its outgoing edges\n",
        "\n",
        "\n",
        "\n",
        "*   Compute the in-degree of every vertex to find a source.\n",
        "*  Add this source vertex to the topological sorted list *topo*.\n",
        "*   Delete all outgoing edges of the chosen source vertex.\n",
        "*   Since the updated graph is also a DAG, we can find a source vertex again!\n",
        "*   Repeat the process until all vertices have been added to *topo*.\n",
        "\n"
      ],
      "metadata": {
        "id": "mrpGpSDgTm5_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Topological sorting of a DAG - Given as input a DAG, print a topological sorting of its vertices\n",
        "\n",
        "def topological_sort(G):\n",
        "\n",
        "    # compute the indegree of every vertex in G\n",
        "\n",
        "        # increment the indegree of v since we have found an edge (u,v) coming into v\n",
        "\n",
        "\n",
        "  # source vertices are those with indegree 0\n",
        "\n",
        "  # topo will store the vertices in a topological ordering\n",
        "\n",
        "    # remove a source and add to topological ordering\n",
        "\n",
        "    # remove the edges out of u by changing the indegree of its neighbors\n",
        "\n",
        "      # if v is a source after removing the edges from u, then add to list of sources\n",
        "\n",
        "print(topological_sort([[1,2],[3],[3,5,7],[],[5],[],[],[]]))"
      ],
      "metadata": {
        "id": "tMk1JDewTVm5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-fQV1fFfHFcA",
        "outputId": "848f7f84-51a3-4e7b-82aa-187fb041d006"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 4, 6, 1, 2, 3, 5, 7]\n"
          ]
        }
      ],
      "source": [
        "# Topological sorting of a DAG - Given as input a DAG, print a topological sorting of its vertices\n",
        "\n",
        "def topological_sort(G):\n",
        "\n",
        "    # compute the indegree of every vertex in G\n",
        "    indegree = [0]*len(G)\n",
        "    for u in range(len(G)):\n",
        "        for v in G[u]:\n",
        "        # increment the indegree of v since we have found an edge (u,v) coming into v\n",
        "            indegree[v] += 1\n",
        "\n",
        "  # source vertices are those with indegree 0\n",
        "    sources = []\n",
        "    for u in range(len(G)):\n",
        "        if indegree[u] == 0:\n",
        "            sources.append(u)\n",
        "\n",
        "  # topo will store the vertices in a topological ordering\n",
        "    topo = []\n",
        "    while sources != []:\n",
        "    # remove a source and add to topological ordering\n",
        "        u = sources.pop(0)\n",
        "        topo.append(u)\n",
        "\n",
        "    # remove the edges out of u by changing the indegree of its neighbors\n",
        "        for v in G[u]:\n",
        "            indegree[v] -= 1\n",
        "      # if v is a source after removing the edges from u, then add to list of sources\n",
        "            if indegree[v] == 0:\n",
        "\n",
        "                sources.append(v)\n",
        "\n",
        "    return topo\n",
        "\n",
        "print(topological_sort([[1,2],[3],[3,5,7],[],[5],[],[],[]]))"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Observations\n",
        "\n",
        "1. The topological sorted list may not be unique. For the X + DS degree, consider the different sequences of courses your peers have taken to finish course requirements.\n",
        "\n",
        "\n",
        "> In Homework 4, you will write a function that takes as input a DAG and returns whether the given DAG has a unique topological sort.\n",
        "\n",
        "> Topological sort can also be performed using DFS.\n",
        "(However, adding vertices in order of visit does NOT work out)\n",
        "\n"
      ],
      "metadata": {
        "id": "YjJzO2m-UBZV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Depth First Search - Summary\n",
        "\n",
        "* DFS helps reveal the connectivity structure for any given graph.\n",
        "* Since DFS spends at most $O(1)$ time per edge, and initialization costs $O(1)$ time per vertex, the time complexity of DFS is -\n",
        "$O(|V| + |E|)$ - that is, **linear** in the size of a graph.\n",
        "\n",
        "* DFS requires $O(|V|)$ space to monitor whether vertices are visited. One can also monitor parents using an additional $O(|V|)$ space.\n",
        "\n",
        "* DFS on undirected graphs helps identify if any two vertices $s$ and $t$ are connected, computing the number of connected components in graphs, detecting a cycle in graphs.\n",
        "\n",
        "* DFS on directed graphs helps identify if any two vertices $s$ and $t$ are connected, detecting a cycle in directed graphs and topologically sorting Directed Acyclic Graphs."
      ],
      "metadata": {
        "id": "agUwkWzXdQvG"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Depth First Search - Shortcomings\n",
        "\n",
        "* DFS does not guarantee finding the shortest path between given vertices $s$ and $t$. This is often an important consideration. (Consider finding a flight route from Champaign to Melbourne with the fewest number of hops)\n",
        "\n",
        "* This is primarily because DFS isn't set up to find the shortest path. It is designed instead to explore the graph in a depth first manner."
      ],
      "metadata": {
        "id": "0omFcXREmJbu"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Breadth First Search\n",
        "\n",
        "Breadth first Search explores the graph in a breadth-first manner. The main idea here is to explore all edges of the start vertex before looking at all edges going out of each of its neighbors.\n",
        "\n",
        "So, in a sense, BFS explores frontiers starting out from the start vertex.\n",
        "\n",
        "Let us look at the working of BFS on undirected graphs.\n",
        "\n",
        "https://visualgo.net/en/dfsbfs"
      ],
      "metadata": {
        "id": "GghZc9xlrpUq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def bfs(G,s):\n",
        "  # number of vertices in G\n",
        "  n = len(G)\n",
        "\n",
        "  # initialize dist to be max possible distance\n",
        "  dist = [n]*len(G)\n",
        "\n",
        "  # noting down the parent of each vertex\n",
        "  parent = [None]*len(G)\n",
        "\n",
        "  # start the search from s\n",
        "  dist[s] = 0\n",
        "  queue = [s]\n",
        "\n",
        "  # start exploring\n",
        "  while queue != []:\n",
        "    # remove first element in the queue and explore its neighbors\n",
        "    u = queue.pop(0)\n",
        "    for v in G[u]:\n",
        "      if dist[v] == n:\n",
        "        # v has not been visited\n",
        "        dist[v] = dist[u] + 1\n",
        "        parent[v] = u\n",
        "        queue.append(v)\n",
        "\n",
        "  # return the list distance storing the shortest distance to each vertex\n",
        "  return dist\n",
        "\n",
        "print(bfs([[1,2],[0,3,4,5],[0],[1,5,6],[1,6,7],[1,3],[3,4],[4]],0))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vlxkWnWorp4Z",
        "outputId": "f14e14b0-89ba-4ed8-fdef-dd5c41a0e645"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 1, 1, 2, 2, 2, 3, 3]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Queues\n",
        "\n",
        "A queue is a collection of objects that operates on the First In First Out principle (FIFO) - the first object in is the first object out.\n",
        "\n",
        "Queues are typically used for task scheduling - printers that receive multiple requests execute jobs in a first in first out manner. Printers use queues to maintain task requests. Keyboard buffers use a queue to prevent loss of typed data during lags - and since this data must appear in the sequence in which it was typed, buffers use queues.\n",
        "\n",
        "Queue operations visualization - https://visualgo.net/en/list\n"
      ],
      "metadata": {
        "id": "-dF7bHnAa56J"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "wnNhB6OhQZvq"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}