{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Working with Unstructured Meshes\n",
        "\n",
        "This demo uses [meshmode](https://documen.tician.de/meshmode/)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {},
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import numpy.linalg as la\n",
        "import pyopencl as cl\n",
        "import pyopencl.clmath\n",
        "import meshmode.mesh.generation as mgen\n",
        "from meshmode.discretization import Discretization\n",
        "from meshmode.discretization.poly_element import PolynomialWarpAndBlendGroupFactory\n",
        "\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Choose platform:\n",
            "[0] <pyopencl.Platform 'Portable Computing Language' at 0x7f7d74a9f5c0>\n",
            "[1] <pyopencl.Platform 'Intel(R) OpenCL' at 0x195da28>\n"
          ]
        },
        {
          "name": "stdin",
          "output_type": "stream",
          "text": [
            "Choice [0]: 0\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Set the environment variable PYOPENCL_CTX='0' to avoid being asked again.\n"
          ]
        }
      ],
      "source": [
        "cl_ctx = cl.create_some_context(interactive=True)\n",
        "queue = cl.CommandQueue(cl_ctx)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 168,
      "metadata": {},
      "outputs": [],
      "source": [
        "order = 10"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 169,
      "metadata": {},
      "outputs": [],
      "source": [
        "mesh = mgen.generate_icosphere(r=1, order=order, uniform_refinement_rounds=1)\n",
        "\n",
        "discr = Discretization(cl_ctx, mesh,\n",
        "        PolynomialWarpAndBlendGroupFactory(order))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 170,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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ZirHHECN4DCfKfoXO2NgYnudtK3Ry+iVU+nEcKSVxHPPWW29x9epVXn/99UNtsmfNw3Oc7JUWq9frJEnCu+++20mLdZfNn6W02KNiWj7J8+Z/X92CuBspZaeP1NraGvfv3+8xSnf7g/ZjlM65f/8+Fy5c6DFJ5883ozUebYzgMZwIudCp1+ssLS11Gut13wiWl5cZHx/H930+9rGP7enPsSyrMzfrKBxF8EgpmZ6eZmZmBuDQQifnIELkSUrZHIQ8LVapVFheXubll1/esVy6u9dQLoQexSaKe/Gom5aP47x7pfBs26ZcLm8paug2Si8uLvYYpbtF0GajdE4+KmMzZrTGo48RPIZjZXNEJ01TlpaWuHr1auc5BxU6OacZ4VFKcf/+faanp7l06RKvvfYab7/99pFTJ0+Kafmk2S0tlpdLLy8vc+/ePZIk6akSyjfBRzkt9qQJnqOkKfcySjcajW2N0vnvw05/N8Yo/ehjBI/hWNgsdPKbgeu6najMYYVOTu7hOSoHETxKKWZmZrh37x4XL17ktdde66tZ9Kx7eB61qNROUYDuzW9mZoZWq4WUsictViwWKRQKj8TreRJTWv0+725G6dwftLKyQqvV4u23397iDzouo7QRQv3DCB5DX9lJ6HT/4cdxzNtvv31ooZNzkiktpRQPHjxgamqKkZERXn31VVzX3fK8o27oJ+XhOQ1O+oZ9lGux0+YXRVGnm/Rmc2weDconiJ/k6zURnuOh2yg9PDyM1ppms8krr7zSkyLN58xtTpEexigN24/WEEKQZRmlUskYpQ+JETyGvpDnr7Ms21boaK07ZuR2u81rr7125B46J5HS0lozOzvL3bt3GR4e5jOf+cyOHo9+lMmblNajixCCMAwJw3DXtFgURXz3u9/FcZyelFi+UR0HT5rgOe3z5i0RisViz/e7jdKrq6s7GqVLpdK2H5jya7jdaI0oivjJT37CSy+91HOtzWiN/WMEj+FI7FfojI+PEwQBL774Ij/84Q/70jDQtu1ji/BorZmbm2NycpLBwUFeeeUVfN/f8zhHFREn1YfHCJ7+0Z0WU0qxvr7Opz/9adI07USDuj0hQRD0CKEwDI+8eZ+WADgtoXVarQaklLumsPcySjcajR2N0nkrhZ2M0lprHMfp+f5uRmkzWmMrRvAYDsVBhc5RUlc7cRwRHq01CwsLTExMUK1WefnllwmC4EDHOeoQ0rOa0jppTmMz7haRruty7ty5HdNi3T1jgG2bKO53/afpjXqSIktZlh3q73s/RukHDx70iOLu1FjeU2qzGDrMaA3LsnjzzTf5+3//7x/4dTzuGMFjOBAHSV2FYciLL764JezbL/ppWpZSsrCwwPj4OAMDA3zqU5/at9DJ6Yf/Zr+RlzRNieOYIAgOteGcpmn5rLPb9dgpLaaU6mx8q6urTE9PkyRJJy3WLYa2iwCclgA4LU4rwtPv93k/Runl5WVarRZZliGEYHJyclejNOxeMVav1/nt3/5tI3gMhp04qNB56aWXjk3o5PQjGpKbEOfn5xkaGuKTn/wkYRgeej3HndLqns3lum6nhHrzprjXZnAagudJCKcfNtJiWda2qZA8LbZ5plSeFsuv+Ul2PH4UOE2z9HGP8NhslM5ZWFhgdXWVYrFIvV7vGKUty+qY5neLDuZf1+v1Lc06nxSM4DHsSi505ufnKZfLuK67Rejk5eUnJXRyjlqltby8zNjYGAAXLlzg+eefP9J6+hXh2e41SSmZmppidnaWa9eu8eqrryKlxLKsLSXU+cDN7sqhYrHYEw16Ejw8p5XS6uc5d0uLdXtCVldX+dGPfkS5XD50WuxxIv/dP2kOm9LqB1JKCoUCIyMjjIyM9Dy+k1G6u5FiGIYEQUCtVtuSWntSMILHsC2bIzpTU1M899xznQqlowqdfg393NzDYj+srq52Rle89NJLnTEER6UfEafNUSKlFNPT00xPT/eMrJBSdoTRTmHx/CZYq9V48OABURR1boJBEJCm6ba+AMPhOQmR1Z0WyyMA7733Hs8++2zHHNu98e03LfY4kftRTprTTB3ulMbbr1H6zTff5E//9E+pVCporfmd3/kdXnrppV39lV/84hf56le/ysjICO+///6W72ut+eVf/mW+9rWvUSgU+L3f+z1efvllAH7/93+fX//1Xwfgn//zf84v/MIvHPUtODKP92+9oe/slLpyHKfTX+SoEZ1+lG/Dxh96tylvL9bW1hgbG8NxnJ4ZXa1Wqy9eoH5ETfJjdPf9uXjxIq+//vqBNqnufiDdnwazLKPRaLC+vk4cx7z33ntbKofO2pypk+S0zMNaa2zbJgzDbdNi3f1iGo1GjzG2+5o/ST6gw3CaHxCyLNsyL2w3Nhulv/SlL/GlL32JP/mTP+HrX/86jUaDf/tv/y1/8zd/Q7PZ5Bvf+AYXL17sOcYv/uIv8o/+0T/i53/+57c9x9e//nXu3LnDnTt3eOutt/iH//Af8tZbb7GyssKXv/xl3nnnHYQQvPLKK3zuc5/r+VB2GhjBYwD29uhYlsXy8jIffPDBkVNXeYSiH1PO95PSWl9fZ2xsDCEEzz333JYN4VEaQgpQq9X4zne+w9DQ0K59fw6D4zhUq1VKpVLPnKnuhnrz8/Mdb8DmPjLb9Q55VDkLKa39spuHx3VdqtUq1Wq189jmtNjS0hKtVgugJxW6W1rsrKdEt+O0zNL9PLcQgtu3b/OP//E/7jy207X8qZ/6Ke7evbvjsf7sz/6Mn//5n0cIweuvv87a2hqzs7N861vf4md+5mcYHBwE4Gd+5mf4xje+wRe+8IUjr/8oGMHzhLMfM/Ly8jKLi4tEUdQXj04ueI66ee4lMGq1GmNjY2itGR0d3TFv3U/Bc9hNQGvN4uIid+7cwXXdPfv+9HNT3a2hXndIfHJykizLOrOFDhMZOOub5Gm9voOmeLZLi8GGcMqbKG5Oi22eLZb3ejkNTiv6uJ+hpcdFv6JLtVpti2n5sO/nzMwM165d63x99epVZmZmdnz8tDGC5wllv0JnfHycQqHAhQsXGB4e7oshuV8NA3cqS6/X64yNjSGlZHR0tOeT7Xb0S/Ac1rScm6eLxSK3bt2i2Wzu2eTwqOwn/WbbNpVKpefm2F0ymwuhzX1kdpo6fpo9cU6S00pp9eO83VG9brZLi2VZRpIkjI+P98wWO8tpsYOmlfpJvyrEarVajxh5kjCC5wkjFzppmnZukpuFztLSEhMTExQKBW7fvk2hUGBiYqIvIgX6G1HpXlOj0WB8fJwkSRgdHd13vvi0Ijxra2vcuXOnY54uFossLS3RaDSOvJa9OKzfaKeS2c3jFaampkjTFM/zOpuhlPLEmyqalFZ/2C4tFkURH3zwAQMDAzumxXIRvN08qcNymo05TzOl1a8KsfX1dV566aU+rAiuXLnC9PR05+v79+9z5coVrly5wre+9a2ex3/6p3+6L+c8CkbwPCForZFSkmVZ56bc/UlsJ6GT06+oTD+PlQuVVqvVmdE1OjrK0NDQgY7Tj3Ly7vXsRb1e586dOwA8//zzPZ6ifq3lpNlt6ngeDYqiiPfeew/Yv0/kceNJ6nistcZ1XYaHh3dMi62vrzMzM7MlLZb/e5iIxVG7mR+F0zx3P1Na/SpL/9znPsdv/uZv8vnPf5633nqLgYEBLl26xN/+23+bX/3VX2V1dRWAb37zm/zGb/xGX855FIzgOeMcVejk9FPw9GvKeZqmnf4jt27dYmho6NBN3/qR/thLrDSbTe7cuUOapjzzzDPbptr6tZa9OKk+PJ7nMTg4yODgIEtLS3z84x/HsqzOhri2tralfLrbJ3KUzeW0OkmfhuB5lMY77JQWyysE80af4+PjSCk7nrDuMQq7pcVOszT8tPvw9OPcBxE8X/jCF/jWt77F0tISV69e5ctf/nKnFcg/+Af/gJ/92Z/la1/7GqOjoxQKBX73d38XgMHBQX7t136Nz3zmM8BGhVhuYD5NjOA5o2itybKMLMsAdhQ64+PjFIvFHYVOjm3bPcPpjsJRR0JEUcT4+Djr6+t4nserr756pBv+cae02u02Y2NjtFqtPSNQJzkt/bTYzSeSR4O6GyiGYdgjhA4yTuNJSWmdBgcVHnmF4OZqse3GKMBGFLDbF5anxc5CpdRh6cfvVq1W29PXmPNHf/RHe67nt37rt7b93he/+EW++MUvHnh9x4kRPGeM7ojOT37yE4aGhnoqb7qFTqlU4uMf//i+THiPQkoriiImJiZYX1/n5s2bjI6O8sMf/rAvDQyPw7Qcx3FHmN26dYvz58/vudaz0gFZSsXCgzXmZtZYWayzvNTgzk8m+f/+fBapBUorUiGIM0mcZgjbQluQSU2mFZnSSKlwXBvbEQgHsDQZEoSkELiExZBSMaBSKlApF7k8NMBTl6tcHqycmug4C9duv/Sj+d9OnrA8LdZsNnvSYrZt4/s+URSxtrZ26LTYYTltwdMPTKdlw2PPdqmrvFlg/v3DCJ0c27Y70aKjctAITxzHTE5OsrKyws2bN3nhhRcQQnQqzI5Kv/vwJEnC5OQky8vLPP3005319nstp1UNNHdvman/+ICZu8s8mF6ivhrRihPiRBNlkijKSKUCIRCWhRYgXIsWEuE0ELYgA6T98Ptakz18vutZCN8mcTd+h20piIVCCbAtCwRoBUq1se062oFMSJQNQlgIobFsC8ux8RwL34Jz705SKfgMFgqMlENeuHSej1+9RME/np5CT0qE5zjHO3RHAS9cuNB5PMsyFhYWePDgAfPz80xMTHRaJXRHg46rWuwsCJ5Go2FmaRkeT3bz6DiOQ5qmLC4uHlro5PRrMjns38PTLRxu3LjBc88917OZ9HNaej+Oo5RiaWmJqakpnnrqKZ555pkD33QflQjP2mKNH337DpMfzDB/b4WV+XUa7YxWOwMhsGyBBjIFyhVkjgtaY7vWxvUFlNbgapRnIQVkmUZoiSNs0kRCCo5nowo2juuQ2JqWVGRpiko0rmfj+i5JnCITifTBLbg4oYN2BDGaNFNIqbAyCH2bhidBKzxb00SjtObeaoS1Do5tY1sW4gMBFgSuQ+g6DBUKnC8VeLo6wCtXLvHxi5cOLVqepJTWabxWx3EoFApUKhWeffbZzjq6zfE7pcU2z5M7DKdZhdfPYz3uo0UOy5P5qs8A+zEjt1otFhcXGRoaOrTQyel3Smu3GVjdE8Fv3Lixo3Dolzg4qlFYSsm9e/eYmppiYGCAN95449CfLk9D8DyYnOf733yf8ffvMzOxxNpKE/kw4qIRCM8h0hYIgW2ByiSWtlAIMqFJXB/QWEBWb2M5NpZnI3yHdmijEIRohC3Qvsu61rglF9sXLAeghAA0fqpwlCYt2WSehVRguaArDk1v4/xZqvHSjHoAWkCQQNF1SSzFui8pSoeGm2FpcLCQWpIFEEqLmpsQaAs0JJnE1gJHC+abNYjg/12x+L3JH2AJi3NewHAQ8vTAOT51/iI/deUpin6w53v5JAme05xY3n1eIQS+7+P7fo8/TilFu93uVIttnifXLYQO0gT1NK5vv3rwPAofpk4TI3geM/YjdBYXF5mYmMCyLC5dutT5JHQU+i14oija8niWZdy9e5f5+XmuX79+JOFwEiiluH//PtPT01y+fJnR0VGyLDvSmg8ieA6zuTbrbf76K9/jg7++w50fTvK70VeJM7XhoUGQZgqlIdMQVApo10JKjcwkQlhoywbHIUXglRwix0ZoCG0BAlTJI7EEWmnSQCGSGDJFreJD4EAmEVFMNuChPAfHEWilkKkk1prMswgVNFsRmStYsy1IwEnB9V0sS+DYEKwkMOwiQ1jNEuxIIRJoWilZySKzNHaiIVZYKbQGLKyGJHEz/IKDLwVRkqGVRWYpfGWRipTESfCEzZqKqUfr3E3n+Mul/8i/+omgYHtcLFZ4fuACrw5e4bWLT2251kbwnMx595NWsiyrM09uc1osb6K4sLDQaaJ4Ummxw9CvkvTu3mtPIkbwPCYcROjkqav8k00/cBynbx6ezSmkLMu4d+8es7OzXLt27ZEXOlprHjx4wN27dxkZGeHVV1/FdV3m5uaOXMm23/Tafm9aUSvmP/zhtzdHJeQAACAASURBVPnhtz5gdnKJxloLKcHyXaJUkWUa17dxsEBoNGCXQhJsWhrcVKMyicwkbsklUWDZCln0SRwLR2iEAClASYWNppCBLlnowEEWXVAaYVmoOAXbJh0JiV2BFAI/1gg0UcEhzBSyYLEcCsDGkppiU1GrWniJRmcZjaJAWxBIB4EmtB3agHYFArAEhC2F8DXS1lARCNcm0xpVstFo3NimVWhR8h18C4QjSZ0I7SWUlEMxs9FWa8MrBCSWJhEQpRataJ2pZIY/X3wP/ycuQ0GJW+XzvDF4g/9k5OlTm991GjwqEZ6DsnmoJmxNi62srNBsNgF6qgTzAconfY375R1qt9uEYdiHFT2eGMHziHMYoZOnrtrtdl9FSr+rtPJU0IMHD7hy5Qqvv/76I20I1Fp3jJLbDfbsR9PAo6a0kiThr/7kbb73zR8yO7lEbaVJHGckUYbtOXilEBHYpFKhXQtsSBFkUoNtoYsFNBuvQ0iJ8m2c0MW2PSzPJnYstGPhoDc8N64Nnd9HG9Fuo4YCEn/j1uIkGboWoQYCsqqP345olXzKkaJhS9arDiLV2KsN7MGQGhnWxqSKjQqt0KLUyqhVBMqzsNqSCg6rJYm3nLE6JAlqmkLgUCtJMm/jvfOXFG7JolXMgBSUppLZiDhDFhp4JUUlColVC992UZHEly4JinW7jbDBTRy8UornJ2gNdupCZkMKnpNi2ZqaXOHd2j1+UP8evzvtUrELXBPD/JeNMk+XLmy9QMfAkyZ4jqP5337TYnEc893vfhfbtrc0UTzOwbr9Smmtr68/sYZlMILnkeUoQifHcZy+ipR+GeeEEKyvr/Od73yHy5cvPxZCZ2lpibGxMQYGBnj55ZcJgq1+jn40DTyM4HkwPsc3fudbfPDtD1mdW0MqaNVjtAa/4OEGHqLik0pNu5UQFn2E0lhaIRwHtxSgXAfLdci0JlUADloIEiBKYpRjowqb5ntpcFoZgZbo0EUHguR8gCsEXpqhAQHogQAhQEURouhgJxIsKCqB01BoR9C4VKRpCwqxQlmABUIo6oHAlhaDEQgEme+glOZc24KKQ7kBaUEDkkpTY0U2whKIgkC2JGFbUfBAFSVpmJJWVEcUrfptLGnhNm28aoL0Y1zABVDgaElZutiRjSsUrhdBtQH2w78D6dJouniWxHUcUpGxntWp63l+/cc/xhYFzjtDfPbCS/yn5z+JYx/P7bYf5eGH4TQFz0mdtzstNjQ0xPr6Oi+//HJPWqx7sG73KJX8336stZ9jJZ7UknQwgueR4yBCp1wu84lPfGLHEGU/fTf9COHmnpe7d+/iOA6vvfbaI18tsLKywp07dygUCnziE5/Y1fh9khGet772ff7DH/4V0z+eYX2pgZIaLSy0Bsd18IoBSmlE4NPMNBvJmQ0R3G6lKK1xKgVUEJBqgZ1qsrU6Gg2egygEYFs4BYt0oIRnC4SWKK2RWpMqjRQCZWtiLcnOFTbSbGstUJJsIECVNwRSIUpp+pqsvCESRZRRihVR2cGOU2rDHt5iG2cgoFa1GIg0SZJSG3EJZyOSsk2jbGG1EwJloTxNc3ijRB3AXZHYqSK+auOtJQzaDm07Jr0ECGhJ8OfBqaS4VYUrwUkcsraGFCxX05y3KdsWxXJGwZfIsIl7sddYL2sF3EgRuIIocYmlplxIUZZEpB4DfozwYpI0oJFKbCdlSSzyvz4Y598/+Pect8vccp/lpwZfZXhg8MgVQzmnWTl0Gn+/Uspjjabsdt5cdOyVFms2m0xPT9NqtdBad9JiuRA66LU/zknpTxKP9m7zBJELnfv37zM0NITrutsKnfHxcSqVyq5CJ6efvpujoJRiZmaGe/fuceHCBT7xiU8wOTnZlz/gXGT0+xPf+vo6d+7cwXEcXnzxxS1dgbejH+Xtux3jb976kK/85p8z/v27NOttokaMF3q4oY/UkjjaEMlJqnCLAUpYG99PJQiLTEEGeEWH2LLJujaNLFNgWVgC3MCFwoYhOYpiXEvQiCS6HICz8T67WuI6mnrR2+izE2e4liATAAJntY1eb0LRRbkWoW0j2wnCsdGWwPIEjpbIwGJoNSUrB1iJxIokzTRFKM3gIsiqi91OyZIEedEnXUog01gtG0tpKtrBQdC2JM6K5Jzj0W61cX2Nex+EZeEVPVpOisw8xD0L5cS4AykjgYtfVAhvDX21DbYGJXDqRUINVtNBZS4KgXIUFCKUA3G7hB80GSg0Hr53FokElRSox5LAbzDoQcWz8R2JVE18O0NbC4xl8/x45a+xFysMpSO8ol9isDjY00n6oH8Xxz04dLfznvUITzd7+Wj2Sos1m03q9Tqzs7OdarH9psX65eExER7DqbI5ojM7O0u1Wu14QzYLnU9+8pP7Np31M8JzGJRSzM7ObjH3RlHU98nr/bgBaq1pNBqMjY2hlOLZZ5890KehfpSUbz7G7OQc//5ffYP3//onrM/XiVoxUiq8ggeWTSZBt1OyVKLSjGCojFsIaEUSLSxaiQY2SrERG1GdTNh4FmRJilfwSTVk2BC4pDIlrhYgv7kWC0RKYymFXmygychCG2mBcCxCNFnBJSk4pAICPyBJExJXoFKJkJo0lZBksJ7hnS8S19tEBQerHAKCZrNFSoKIJf65gLDoYyNIdUbqC0LLwQodYl8QDPr4UpMKiYvAQSGLkortIISFlOCVQyylcVFoL6ZoRQyXNDrQZE6CClNoW9hNcF1NHKXomktQtonsmLhcJxYCt17CsuqUh5qd6xG3XOKkQZoGqKgA1jIFAVW3TdFfI6w2sO2UZvsCzayGpSQDYQzYtJIqA06LzLGRJDRY4P/hP3LBPs9T6W0uzz9Dc7yJlJIgCHpmihUKhR1FzZOW0jqt5n+HPW93WmxkZKTzeJ4Wazabu6bFCoVC5/GjcpCxEmcRI3hOiZ1SV3lURmvNwsICExMTBxY6Of3sjnwQcuF29+7dbc29/Wr0189jaa157733SJKEZ555hnPnzp3KWoQQtNbb/MF/+8e8/bUfsDq3jlIalaqNpn6ujeU5tBsb6RYtBFqAW/Kx7BJJqkhq8cP1bIinoBzQjDKwbZJEIkKHzLYhdGhrAI1XsGm7DpZ0Uc32huhybOyiT5olWEWL7HIZgcCTEp1kpO2UpB6hm22c4QKRK8haKbbWBJ5PWnZJswzdbKN8C227uJ6F9m201Mj5GlnBJrsY4Dg2fqpoIYnPOfgLbdSQS2Bpls+BvZ5xrg5pmqAHPWhL2rHcEHINjS014QAUbI1dtmiFMemABktQawrCmo3TTnAqEmtN4OAQZSlRBoVCaSM6pesUigkitaDlQBJjWyFqvojrtZFZk4obExbrlIptgiBFa2jVh4mjmCTSaGlTLieUi3OE0iFOqwxYdRrJAELFYCtS6XDOn0eqKpn2aOkpJq1xJsIiI9Xn+HTlZznHxZ7S6Var1dk4u6NBruuaCM8J0W+htVtaLL/2eVosiiLCMKTdbh9qplyOSWkZTpS9PDq2bbOwsMD7779/aKGT0++bwl7po+4qpsHBQV555RV839/yvH739DnqINKxsTHa7Tajo6OMjIwcevM4qmn5R9/+Mf/b//BVPvzeh7iOR9RK8As+Mklp19t45YAs1diOjRN4KKVBgFUIiSXw8H3wQpc0SpEKvGpI03IRlS6TdSqx4xSZJkjXRnsOWX1DPAE4jkVYLaA8C+0Ajk07y1Bphg49EttBxBEq0KjAoVAOaK+3sGLQjkXqO6RxTOZsiBvPC2hf3PgdToCyC1HZIirYVFYz7FShtUQDRW1xrqWR5wJkptEChmclTkmweEGjhUd4NyG7YqFLDmhNeTomvCZIS4ronsLzMoLzD2vKmwJHO6QiQUobpxFQsiBw2thhitQpQakJboJdyEgjQbrs4VsNPFdi+4qwmmIFKTL2aa+F2KlANV2iROKGDYqVJQolQdQYphou4oiYpUaZdurhOE3WRBGlLK6XHmBZUI8rtNNBNOA7swxYDoFtEcmYevI231x+G1sMcdN/hU9d+hw3/BvAxoabb4RLS0udiEDeyHNubu5E+8ecVmTpcYvwHITutFj3dPEPP/yQcrmMbdvU63Xm5uZot9s7iuCdqNVqXL9+/Vhfw6OMETwnxH7MyAsLCywsLBxZ6BwXuVDZrtlaHo2qVqs7VjHl9DvCcxjxFMcxExMTrK2tcfPmTdrtNtVq9UiflA9jWtZa85X/+S/45u/936zMrWIJi6QtEQUNwmJtYR0n8LCLIWkGtmNvdEFmIwKD6yFsB1so3MDbiPBkGqcUYoc+iQKhNTpJQSm0sBCehSx5pH4RkgyRZvihi/AcpNC0ULSLLlqDiBJEIvFsGycTiCSjHgqkDbLikw0VWAd4+CnVbqd4tqY2+NHvbhvwJ2s4RQcZJzBYwM00aqFFMxCIOCO6WsSba6EHLdKqi7ucIFxIBl0qsxnNgiJcyvCqHu6gi15ROIsZpXJGfE2ThBtCM7tukSmPgXsueqiFLksyUqxAU1iIGTyXIYbaaA3JlM/I5SZYKUndI5238R0fpwipELSkTwEL9CIi1qR1EFoibZ/FVoZnaa6ECXHdox0VsB3FfLOELYYZKS8Qumsba5I2i40KD9auUPabSBVTsR9wqdBGo2jLYTyxQsnLWE/P42OhxDSr6QR/ufoVBpwXeanyC1S9p6hUKj2f0LXWrK2tMTk5SRzHW8YqdG+Enuf1NRJkIjwne+5SqUS5XO5Ji3WL4MXFRe7evUuapniet2XSvOd5T/TgUDCC59jZr9CZmJhgYGCAS5cuUa1WHzmxAx8JnvwTxOaKsU996lO7Cp2cft50Dyqe0jRlcnKSpaUlbty4wfPPP48QgpmZmb4Yjvcb4VlfrvOH//3/wXf+r++TtBKE2Bh+mWWKpJ2RNOv4JR+/XAAEjudiuzZKaqI4BcdFCwsn9EilBmEjY4lGYxd8nFJA3E5wXZcMgbZtpEzQjk0wUCDJ5EZ35WKAShOaWbLx+oXA8m1EmqF8B10JgICs0aRZ0Mjqw+tb2EhRlmsSVyrWbIVotJBFm7bSuM022rVQgY0suYSDAXWZED89gFaa4F6N6OkS2rUYWM6w7tZo3wgQrkAkiqzsICKFP9YivS6Q5xyktCktCNYuZQhbcLmRITOJ48W4BYHVEliRTbquyJIEf95DNVOujghkuYb9vNzoTAgIAd6NmNXMw12uUrmwSOGCBBo910lFLunaOWwiClKidQtLZAyEmsC3kE0XT7oIJCprUfQy0E2Suo1whohlm6vlJW4Oz+WnZr5+HSE82lnE+bBO1asz275IEU1otVHY2EKh8QhFnVrybd5Z/QG+fY1bhS9wufB6Z335kOAgCHjqqac+WvfDaeONRoPV1VWmp6dJko3fh24RVCgUDr2Jn1Yq7TiHlu513tMUPNud27btLSIY6GmieP/+ff7pP/2nPHjwgGKxyPLyMgC3b9/m6aef3vG9/MY3vsEv//IvI6Xk7/29v8ev/Mqv9Hz/n/yTf8Jf/uVfAtBqtVhYWGBtba2zrtu3bwNw/fp1vvKVrxztDegTRvAcEwcVOrlYmJqa6rvvpl9lq7ng0VqzvLzM+Pg4xWLxyHO6jrqm/QiVLMuYmppibm6O69ev8/rrr/dcj+OusMr54O1x/vhffJUf//WH2K5N0opxA5csThGWoF1r4RZ9sliSSmvD7AtkiURbFsJxwHURgNAK1Y7QSmP7DnYYYPkecTslayWodoIUCTrwoOhj24UNQZMp3CglqbWRZQ8dOGhscGxkJUC6XTfWOEGJjORaGa01bpJBK0HHGeFAQLOd0NYSdSGgUCiyer7XWGnVYjwlWb7gAy7u3TqWztCuhX+/gfAssopFEHi0KxsDSTs/60HVt/BaCqVjiED4LkPzLspPiZ7aeG+8ZkBhCeLhGFXIEIMbFevl+YjSCzWsdZ9KSSGcGNVwidctPDuk0ZQEJY/IjplfLGO3YPjmGnbkItah4LQ4f2kZu7pxHiUFizNVnr48RxwFtFslbNfFCmOCcI1GaxBSgWe1aaUOnmgyUm1Sa4+w3Iw3hFLQ5kL5Hu3MZSUawsViJT6PKzIUEbb2uB5Mcy8aJGWAUAgqjoXSEZb+AWONMcaaVS6F/wWjxf+qY3LfvGl1Txvvprts+v79+zSbTZRSW6JBvu/vec84S40H98NpCp6DlqV7nsfg4GAnLfbVr36VLMv4u3/37/LCCy/w7rvv8gd/8AdMTk7yxhtv8G/+zb/p+XkpJb/0S7/EX/zFX3D16lU+85nP8LnPfY6Pfexjnef8y3/5Lzv//6//9b/m3Xff7XwdhiE/+MEPDvtyjw0jePrMYYVOTj7hvF/kUYd+CZ6VlRXef/99wjDk9u3bpyZ0cvZKaUkpmZ6e5v79+1y9enXHJof9MhzvdIy3//w9/t1vfIWle4soqbAsQRanxFFK3EoIKgWS+KG4iSWO56JSiXYd/IJP0o4R3ZuQEDi+Q5oqiufLRKkmlRJaCUE5oNVO0UUfHfoEngUKMq3JgEjYKMciG6miu8SNYGOUhFVv43sWWUHQDtVGF+ZWG1XyiX0HShu3jVhrnLhNdKMMtkUNCMZrxNeKaM9moJZQH7CxEzi3nILMUFWP5UtFAIK5FsmQhRzYGD9RuRtTv7EhmLy2oiwSGhcFYOHfSRCjDtpLgZRzP2lQveeSCUVdpKyPOBQnfLKnYoTWXFlROLdqAKjhiLWmIJypEF5fpzAAEJHXqnRiqTMeQ2sOstnEcRRCKJKWRfgwA2DZmgvXV1msV7DigCuXZjrvnZQW0opZlS6rUYnAVlwvL+NaitSKsewAiYtladpJxFy7AiJlsjHAkNfmWmGRVuaxmJSZaN3ioj+HVAs4wgNtYVuCTHs4IsGzPmS1/dv8IP59qt5/Rjn9/L7/vjdvhLC1m/DMzAxxHHeGbHZXi3Vvuo/raImjnPc0+v/k5z6q2HIchziO+bmf+zmefvrpnmNv5u2332Z0dJSbN28C8PnPf54/+7M/6xE83fzRH/0RX/7yl4+0vpPACJ4+sR+hMz8/z+Tk5LZCJ8dxHNrtdt/WlVdqHbWkcXV1laWlJaIo2ndfmpNgJ6HS3fvn4sWLvP7667t+QupXhGdzSusHf/UT/t1/96c8GJtDK03SjnFDD42gubpO8XyV5lqT9upGKiUcLJOmCqUFuCA0pKnEGyihgSx92C/HsciETXg+BMdBkIFlYTuCppS45wrgOiRKEwkBD++VWmZkVoa6UN74WmmsJCHwXSzXIpaabMCn5SqaZQ97qYH2LWS1N8UqohTSiOhWrx9AjRQ5t5yQ2ZJ20SLzfdYDqK5IVp8KGHgQgVKE9+q0nyuC/XCjtgS1Sz7BWAs1aOEHKe3zH20u8TMBhRUQYUZWgcJNi3Y5IZxzKF9PEWmGM+Ahpl3OhxH6QotU643cFWAVNXExQU0NU7iyjHA+uk5ixeGCnVK4dR8AGfuImsv5i4sAZIlHu1EhiQOwbRwvwR5oMLl4nQF/lcFKHdtWFMMVdFrkvOvjWBF2oniwdo7AThgqJthOi1RZCFmhZJVwrJRMZyy0HBaaVzkfWgSiTdGq46mUlbTKU4UaA84KE9EwrlUAJI4uUrEbWCKhnfwpTf1/IsI3kPJL2PbBN+Sdhmymadrxh8zOztJsbpTM50302u02cRz3rYHifnkSIzz9EpfblaVv95pmZma4du1a5+urV6/y1ltvbXvMqakpJicn+exnP9t5LIoiPv3pT+M4Dr/yK7/C3/k7f+fIa+8HRvAcEa01WZZ1Uj2HFTo5/W4WmB/vsIJnbW2NsbExHMdheHiYS5cu9U3s9CPytDml1V0SPzw83On9sxf9jvD8+PuT/N6X/oSxdydxPYfmUg1/oECWKRylSOMUPI/mwjrCsSldGEBpCyU1YmPEFRKL0nBlw4icSHgopsJKSJoqPMcibsZotWHCLYxUaCtwtSZtRhubvWOD54DjIJOYrLgxdNNqx4iCSxrYZGHYca7oNCV1FOphV2Q5vHGtK6spsZbEgwFeMyYZsLGtkKCeoFJJrCRp2SNDs1bUWFITXQix6gluO2H16kZUp92MKN5rYZ8PCFcyVKpw7I0O0cIWeKFDkCZoWyOnIjKlcQo+7TRFugJHOVRriuz5jU+lrasZzo9txLOS9EJM0bdwinU8EmwrRa376LaPwiW1ICkl1JeqFMII300514bypVmE9ZEAsv0YPZQw9+AmIxcncLyE8uDSlusdSE2rcY7ZlZABP+HayDw3RlZ6nnOhUuP++hUuFmZJpcODZhWZxTxdmWMtHWI9gmEHhoOYAa/OVOM6geMy4NS5Ht5loj1EIx2h4rg4okaqHWIdkikHxwpxRZuUhKD4dSZqf03J/c8ZCf9rbPvoPVtc16VarfZskFrrThO92dlZpqamiOO4J4WWR4OOKxpyWp2lT1PwQH+8j/V6nXK53IfVfMSbb77Jz/3cz/W8N1NTU1y5coWJiQk++9nPcvv2bW7dutXX8x4GI3gOSS501tbWWFpa2mL+OqjQyem34DlsCfj6+jpjY2MIIToN+MbGxvo6qqIfN65cqGyuFNupJH639fQjwjN3d5kv/Yv/kcn3p9GZQqcS7dk4lQJxrUlxuErSipASiFP8agnbc2iuJ5Bfd9ehdL5CJjWN1SZewadY9JAIEqlJM4XUGpkohGOhsXAHCzQfXhqFQPg+WilEJrFERupoRNnFLQdE7g5tBRotkgsB2uu9LWipkJYgFA5hPaJVsUhLNpHTe+2cpRbZgI2shFRm28jZJjIUCKkoTjcQniAZDRBpRuNifnP8aC3DizHt64qWJajMKpLnBCBISLEBG43IEoZrTfxJC2VLYt+mdVMjJmysqxuzs/TlhLjl4K+6OCMNNurEwAOKgM4E3v0ixSzCciKaUyHBoMIuR4iHyxGWxr2wwOT0Fa6MLBCEvWnmeL1EWcJzl97HshSLS08x4DVZr5+jlpTIkFQKq1TCiKsDMzSTEklW5BPnpwHIlMVqK8YTJZTlkqoG7dQhVU0amUCIEVISPEvgi3XaMuCqFzObBigUSvigLRzhMWDVWZU+IWuo7N9xr/YNAudvMVL4bw4V8dkNIQSFQoFCocC9e/d46aWXOlHkPBo0Pz9Po9FASonv+z1CKAzDU0lH9YPTFjz9QGu9r9dw5coVpqenO1/fv3+fK1eubPvcN998k9/6rd/a8vMAN2/e5Kd/+qd59913jeB5HNkc0QFoNBqdjfuwQien392RD3q8er3OnTt30FozOjraU8LY7/45/cjFCyFYW1vj7t27lEqlA7/fOUeN8MxOLfK//Nr/zg+/9T6O64BUxI0WXjEgi1Jsz0EFPvX5VYTvEZSCjfJyAVEt2lhDKcT1bFIFUSxRGnAcUgmpFBQqIZ7SxO30I53gWIhiQKIeTs1+eEztbHRORng4gz6dJKkEtxGh0wxZ8dHBw4q7ZpP4SglSibXWJvAshGcT2RCHNk3LoRQnrA4H2GsRNBMY+EhQlmsJtcsByhYUmxJfbJSURxWb1Arw79VJrvrowIaWhd3IkKWPbrwj803at0Snimr9kkP4N214sStSoRSXFhvoZxWRBP++Q3i9SRgLRNmHBR+hNqpEKGS0bYF7t0xwo957rafh2jMTgKA9XeDirY3oTZbYRCtl0rRIhoO0JaXBiNVkiGIUU66ukC6dYzBocWP4bs8xzw9PcWf+AjcGFzlfWew8vtY+x1q7SqYgDGr8zcoz3Bq4S2Cn3Kwu0Uob1ONBMnmB9UxRcW1iXaeWSRYTnxEvA6cEFLgbV7noPiDRwzRlSmi3sUSFpqpQsWoUrJhVWaRkN3D0H7NY/w8E7ueoFn/poL/O+6I7zbJTE704jjvVQouLi7RaLYQQW3rHHCQCfRrRHTg9wXPU7u2HOc5nPvMZ7ty5w+TkJFeuXOHNN9/kD//wD7c878c//jGrq6u88cYbncdWV1cpFAr4vs/S0hLf/va3+Wf/7J/15TUcFSN49slOqSvXdTu+nVzoVKvVQ2+8x5XS2ot8pEKWZYyOjm7bfvw4BM9Rwt55ua3runsO9tyLwzYNjOOU/+lX/5jvf/OHqCRDRgmuaxFFCVmaYaeSWGnEWhPtOhRGqrRXGkQrdexyEakFdsFHJSnasoi1jbA25llFzQR8j0K1SBxlRO0EJTd8KRooDBVppRIlFX7JJ8pUx7PSeV0DLvVNa9ahB6GHlUnEYgMqFumwh+1o4oIDAw5J9/OVppSlrA5vbEqyGmA1EqylNulwSLWeEBUE1ZqkZkuS9TZRaBNXNwTR4FLM6rMh+qGYiQsWAwsWtXBjZMXAXI32i5v+VmxBezRkYEKSbPgm/3/23jzGsuy+7/ucc+769lf70tV79TLTsy8U6UBQ/iAoMRL/EyT+ISsQZMuGYCN/GBSjBBJFB5ECBFYgE0GoKI4I2QQdi7DEWAklAYIgWyFFUkNxpocz03t1V3Xt9eptdz/n5I/bVdU11T0zPVMzPTT7Cwym69377j3v3vPO+97f8v0yuxIhz94hpQrSYwXme5LKUwZ7JAESRtYS5IImLxzylqCYzihujeHMlaQmXPGYPrOEVBawVI4NWb46xfSpFRxPUxvfBrb33+PYZetmA7Fco1XvId0YU5ZS7cPRyXU2+yMUekizUl71VtihFXZ29+lEOTe3zhJIwUilw5HqEvjLu9sX4zEaCrq6irUZs8Ea3x9O0HAUbWcDg89Ae5zwe2gEm1pjbEFVCTp6jlnnNomtUtiQQKxSFH/Adu/rhP6v4/vP33MOvxe8FfkQQhAEAUEQMDY2tvu61nq3ZX5zc5OFhYVd7Zg3t8x/mKJBD4vwHKZ1Drwzwug4Dl/4whf4xCc+gdaaX/iFX+Dxxx/n137t13j++ef51Kc+BZTRnZ/92f1F86+99hq/9Eu/tPsQ+dnPfva+zE0DxQAAIABJREFUxc4fNB4RnrfBDtHZIQ33UkaOoohvfOMbtNvtd010dvBBp7SGwyFXrlwhyzJOnTq1r3vjXsc6rA6y90Keer0ely9fRkrJ7OwsSqn33C32biI8f/qVb/LvfvvrxL0B0WYPqRQycOivdFCeC75PEqdILH6rStwZEm0OwHUQgY9f8bDakmQFeD4iKxDK4lY9kl5MONokGaZEneG+8zq1gGCsTlpotJTgOSTa7iM71hp0qDDqroUyy6HQWAE2cNFVh3DcZTuQVFONzjR4bxKV1IaqMGy39xNTGzg46ymiu8HgVJOk5tAvDLXNjP6ZJvVuQaoN1dUhW6cP3pvuqKR9JaI+aUiO+6jYYiRoY7CSspjZkXRnFcHLMRP1BPnkwfsjLyjMFR9OxCgN3tEIhh5OPGRkKidd9el2DTpqUQl6TJ9cvEN2SghpqR7fZvPWUUbnbh44vs4kYa/CRx57A60V3fUmxyY3SVKX1fUWgzggqCiCSp9GrU+7vkV3WKG7OcLR0b16nl7cJi9GmKve5kz9VdbjGtJIVvpjDG0T3xkwHa5zJNxgO6uirOBEZYt+4dNQHhbNVtGg6WosEdeSGiOuS10mGCvZ0j6BTOnocRxhcEWEKxw0ktRuUaT/mDT/Earh/4hSh1vD8aBQSlGv1/fVkrzZaXxhYeG+AoqHFfF4UDwswnNYTulRFD3QOvnJT36ST37yk/te+/znP7/v78997nMH3vexj32MV1555V2N8f3GI8JzH9yL6Ih9Pyh7NgpZlvGxj33sPRGdHRx2SstxnHseL4qifZYKd7v7vtXYkiQ5lHG9G4IxGAy4fPkyWmvm5+dpNpssLy8fSlfbg4xn8coqv/OZr3Dr9duYJMUai9eskWz1kVbitGpQaFRR4LcqmNyS9WLc0MerBmVtjSwLdXEUvuOifIc8zSnijCLJcOo1kmF6Z3ACp+KXHVqA9lx6UUk8JeAWGseVpJmmULLs5qoovKpHOkywSmJCF9vYX9PkqYLtoIzaDH0FRhIsDsnHA7RfupEHLnSrDl5u8OPynJkviSsKf9Ql8EM2agqZG9xOTH+uXFDjbkwz0qimj7sYozxFoQzak2Q+yCSDuYx8kOGOvEU6o7CMVYc0XItaiNGxwAoHGbjomiCvQXaiwLzmUKsniBZQzzA4DJegOpsyMZkCfYJXDWqlQpwKCrcgnE5Rni1FCGfXWL95lPGje6Qn26wzFWzTOHL1zhzRNMf73FiZ5PjUKsem1/cNNU5D1rpNeomHFZY4CRipuDhEnBlbB/YiPePhgI24QV3lHAtulPegqHAtHmVYZEyHXV7tz/B4/TZ1p+weW0nbbGbj1FSGpwq2ipya1RjrofCpORF9U8VazYhK6ZoWMKAqLJoAqb9JNvyvwPk5wso/ePuJ/gHirZzG3yygGEURL7300oEi6febjPygW1p0u90fah8teER47omiKHYjGfciOisrK1y/fp12u82zzz7LSy+9dChkZ+d8h4k3G4jGcczVq1cZDAa7ROednvP9SGm9E9xNzubn5/dFod6rl9YO3gnhMcbwv/36v+cbX/tbTKFJO338eki8PURgStKiNXaY4rdDilQy3I7AdcFxQAmE5xBtR0hrsaEPxkKeIuKS3AhXQRiiAhevXiGJM6yxu2THeg7G2b/45dqSm7KLy+qcouZifcnQl+Df+4nOFZp+401EQwqKsSqOtlS6OUWgGaYFOB5xwyOulYRJaEu90HQmfPzrPaQXILICHSraqykEimwuQOYF29OSslwYdnrjg9tDvCmDaXrEhUt4OULO3yO1aQzHOhn2WUMBOFdDqk9FlI5ce0k325dkTahvaYrLAnncIOsFRjkkKw7BVIyNJNPPrtO7MsrM2TKFpAtB93YVq5sMU00wNuDaa5Mcm18jv1Vh/tQNlNofTXDdnFprwMLqOMcm9xOe0I85NlGS79XNOcYqEeu9OoiAi8uzTNR6TNT3EoxjYY/lYR0dh4yHMVUn5nz9Tmu8lWTW8p86xwil5mSlz7GgzzH6LGdNEgMjqsKEO2Qpq+OImMxWMCbGV4pNPY1Dl6oKiI2LLxJcKbCkaP2viPtfww0+h+M+d8/58WHBmwUUi6Lg5Zdf5sKFC7tF0ktLS/cUUKxWq4faMv+wvMMOK8Lzw24rAY8Iz33xTojOYZGc9xNKKdI0JUkSrl69Sq/X49SpUzz++OMPvBAcJuF5Jx5YSZJw7do1ut0up0+fZmxs7MCY362X1r3G81aE56X/+Dr/++f+iO3bW+Rphus52EIzWO0QjNYp4pSs08cZrYEXknQiamMNhgUorzTYHKz1GHQG+JWAXFtEVJIcJ/QwSlJIRX28ybCfkqYake0fj3XkXpEx4LgSN3CJ4qwUEBQCt+6S3emeqqaGPMvJKi7cldoSeUp/Yk9XR2mLrw1ZkqKVQLcCBq5GGUs2U8WqvWsuCkOQ7tXzBFWPSmHpNxySuoPupDh1TdJQqI6FWEO4R9AayzH2WJkSKz+TIB4PaawU6Km7PmxumFjsYJ/cG3dyypK8pGg+u/9+i7phdCCZ/HvrFLcaVMyQ7qWQNLSYUctgwSewObShcXqT1ctTTM6voBzLyNwAGLATU6gqn/jVkPFWyvbqJF6lS721P4Loezk0E26ujXJ0YnPfttW1URqO4sJE2eFScXIUDiNB2fi/GTVZ7NXJLUw3hkxXOywNmog4YCwso6fXB216RYUnG1ucq+RciadxhM9rwxFqqsdc0GUxazLhbuEKTSgMPePRdmIy2aSwMbk1tJRHbhUOOaEs0NaS2iqCAZ7YhuSXKbKPIIP/AfmQ01zvFDvRDs/z8DyPdru9u81aSxRFDIdDer0et2/fJkmStxVQ/LDjsCI8jwjPI8JzT0gp93VdvROi87C0Id4OO+NfWVnh5MmTPPbYY+96nB+Uy3mWZVy7do2trS1OnjzJ+fPn7zvmwzIilVLesz4pTXL+l1/5t3z/ry+RpxnSV7hGMezFVEbr5IMYowu0gGB2lHilA7UKbrNKPMgIAodUW/rdGOEoZJrjtFyKzgChJLISkFsQuUY1PKKtIQJACsJ6SJJplBRkhcUbrSMcgVWSOCvIhCDTptTZASyG4V2t4okAfBe/AN8YhhIEGj0WUteGTBekjiCtuaQoaFbAWirC0L2jwxOsxCTjHtZTSG0JtWbYcKjdjkh1wdAXJHeUk93NGFqKpF4uzrrtEV7qkV4ot9evbmOf8PaRLwAbSnqZpLKcIaYdRKSZ6GzjP3nwado+7tF9KdtHevxNwcTselnsfazHxkWfyQtdpIRozSXTI6RbOZwt92+e3uLmK2McfWK/to4uBK3MMvXCAms3jnD8yHUABoOAwXCUrZ5EuppGc0i9GWNrgtsbo8yMbdLtVYi7LR4/dnvXMwugEQxZ6IxQcRSBoxmtDBit7Pl19dIGVo+wpAOuRgOmg4xz9W24q9R82ttkUHhcqJXF1OtZk0Q3uaGbHPGXERTUZUhiHBwMvgBHKBKrKHRO3fEYaB8lM1pyyNA2EAxxhAT7HUz8M+Tyn+JWfvzA9f6w4a0KeHe6v6rV6j6DzaIodjvF7hZQDILgQMv8h3ENP6wIT7fbfUR4HvYAPqx4kIjOzo/uYeV3dzRh3kv4dIc0rK2tUa1WefbZZw9F5O/9TGkVRcH169dZW1vj+PHjnD179m3H/H6mtP6/P3+VL/1Pf0J3tYMwmqwXIwIHURhEkdNfHCADB9WoUGSavBvhjjdwHQfPdSn8AqsUQW4o0hyd5sh6iHAUqlVHxxkmLZCAVRJh2fOSMpaoH4ProlwHGyqMAKQgzfWBbizHlcSVg2khqw1FoZGBQ+g7pIFk4Gisr9hLNd11HXoR3TsigQDZeEg90iSFxk9SqLoYT5C0XQq5N9/dtQg77lBU938H4vk6jfWCqk6Inr6/LpJtOsTrluqtlKmwj3vuPj9qEnjco7jm4JzsQ9cwEWwjg7251LyQsnqxweSFHpWJnMrEKuqyT3QxxKl5yKkeExd6+0iPNRaxGDA1X6a7xo8ucunSNGfOLFOrJdRqS0ztiRDT64f0t0KStEIxGOfo6BKnj9++55iPtbd4Y32OJ8cPbq+4MekATtXXWEyaTAURV4Zz5EbQcjpMh32qKqNb1ElNjC8t414f0GybNovpFDWVI8mpyT7bpsao0+d27pMhqcgqqTb4SpMbhVUCTYa1Eke4aJsjWSc0v0kx/Ets+M8R8u07Jx9m4fCDrouO49xTQDFJkl0itLq6ShzHu6rT9Xp9t3X+YdlJ7OBRSuvw8Ijw3ANRFPHtb3+bdrv9jgTsdjqrDovwvBd15CzLuHHjxq4b+NTUFIuLi4dqHnoYuPtYWmsWFhZYXl5mbm6Oj370o+94UTvMCM/OcbIs53d+9at87z++QZHlKCyFthjPwS0K8jhD1XyCsTrFMGGQFiAFMnBR1pLkJTnSSV5ed1chaxWCsQYEHsNhhuMqlO9gkjKqFI43SaMMWfHRVoAobSUAMmPBUeSlIA+ekggBuSxFBq21xA5YKVACdJyVnU4VlyJ0QDgUxqArltyVuIWhmhs6odizdgCc7SHx3B7ZEXGB08twah6s9ehcKNMHqpehlUW3PNzUUO8VxNMu2oVgqHFjjRlkmEwjJDgmQUwa6iulzo7jK/JClxXXqvysju/gqYJG3KVeSQnWPeLtHJMLXNdFuS5GQKY1sqJIggLzHcGpqR7+mYNdjc0LCasvN5h+uvTTqtQjKq0UlyGOzFi/NkZ9LGfptXFmz6+TXaly+vE9bywhYepEh4WbYxw7elBluVGPEcYhNAZH9piopUTDNre2K2RGUvETplsdQq8c29nxW7y6fpLHxxeAsnTr0voRJusxz4yVRKjlDbmdjHK2tjeOjbTGWtYGBJtZi6bbRwiXY/4ak2KZrcKnpVKkgE7hoa3HjWySUTVAo/GEoWvaRCalJiWbukJLpThC0zeSqtQIoMAS2L8gjy6i/d8C98Jbfl8eVkT7sB4shRCEYUgYhoyPj+++rrXerQ1aX1/n+vXrFEWB7/ukacrq6uoHLqB4mEXLjwjPIxxAGIYPpNS7Y/j5IMq+b3e8ByU8eZ5z48aN3ejI6dOnkVLuKp4eBg67hmfHwfzWrVvMzs7e19jz7Y5zmDU8V15d4l/8yv9FZ2kTHaVIV2C0IV3vouo+w1SjtMYsd4jbNZSSIAShryhyQ55ZRLeHbVYx7QDfdZBZTt6LSAB/agQZp5gYrKuQzQphPSBBYn2vtFgA7rYN99qVMqpzB4W+Q/AE1CseqQeZA9qF3JUQHoxEeqGkd0dhWTul0afXy/F9Rb8iqaUFnakQZz1CaEtRdyjaHnkzRG8MyWdLIiT7pe1D0fao9jSVRJN6KR4uqQNZS5C1FBCCNjQXuxQXaiQ3EoJJiwgke/1le1C3IkamY2TbQa8HMDKgMrtzIfaKlHe/EQmMpl0a1sFejskiB7ceIFsG20wRCppPJix/t8H0Mz3C1gCvXtBfqdBowMx8STI2dJ3Vb7aYP7N24JopR1MfS1lbazIx0d237daNac7NbFIJy9TTa9eO8NTJZVrV3u4+2kjWexNsRRXSoqAWbHNlcwZtLC2/4KnJlf3nE5Y4s+jQou6QiTE/YsyP+H5vlFDEtJ2UxEpupFNoLIKYK3GNqjKcC7u0nRVeTxqMOH3WizpbRZtpb5VOUUNbhRI5A1NDklKVObktr6grhhgcBF389B+Rm5/D+L904Jrs4D9X41ClFI1GY183005t0MWLF4njmI2Njd2W+fcioPhOURTFoZg09/t9jh07dggj+sHFI8JzD0gpH4i87IgPHhYehFgURcGNGzdYXV3l6NGjB6Ij92tLfzc4LI0gYwzdbpeNjQ3m5ube1tjzrXCYEZ4//8OX+ebX34A0RzkC1QjoL26CtehqgIlSxCChqAXQrOJLgRN6FGlBsh1jPQWOi2pUsP2Y2myFZK2LBqznYmsBTj0gNaAKg9UG4pwoyRGVSslxHIkVAmnL/JYK3F2yI6XADV2ywiBdSaYNXWPIfBdHCmpK0TMaI/c/efsYesHB62t9BcbSHhT0a6Vuj67tX1irmxH9O1Gf+naBUAIdFcQiIcs1wxmHypYiqe0/pygMk4OUwYWyOLo4HqCvJqizFvEmS4rRlZzqqRT8ct7m4wXD5SrhRA8VHowi2K5hcrBN8/ECW2SI5ZDRcx244wimU8lwKSDqKFxVsPqfKsz+6AYgqE9FbFyvMXnE4HgFY0f71IsMGQu8ocPt2w2EG+BU+zTH+/hhQpE3iKIqlcqQLJMM1o7w7Kn9mj3nTi7y6uI0jx/ZI05KGqYam0w1ysLm5W6LJHWpu5bU1vl+p0bF6TNb7eHKcg6faW7y0vo0L0ysAvBGv422iguNUtNnIa5xLCwjTotphb7xqSvFtBdzPR1FCIknIq6ndcbcjFG1xJoeQQpDRfYZ6DpKFmgbklqJQeCRIlGk1sUVMQKBm38FU3yDPPiXcI+C5odFeB6GcagQAsdxCIKA48eP775+LwHFLMsOCChWq9X3dK0eRXgOD48IzyHgYagjF0XBzZs33zYN9Oa29PeCHf+rd4u766KCIGB2dpbTp0+/pzEdRg1PURT8y1//D1z62xukqz28uk+eZuTrPah62Lyg4kkKrWC8jgo9bJKDo8i6EbLi4dZ8pO+Rr2zjtGuo6TbCdwiPjGGygqwbwSBFtC0yztCuAt8BCyLNka7E5AZbGBxPoYVABS6JABk4CFeRa1M6gCtR5kSEIKh7ZNJSAP1cI42l7kiGwlA4ApEX9FsO1loCKxBpQaYLVMsnDgRFoskbEpEJ3F5O3t57Qh2JDeuzISIzeEsDUmWIH2sACnctoZh0sIFiOKMIX++TnivJkkg1jU6fwfz+SFN8KqB9raA4s0fA669vU3nGwJtIUD6tMQs1aseGyLsemu265ojqUjl9Rx/LsejxjI1LAWNnyi4n5RsaRyMaR8Foi3+jIL06TpzEVI6ljJ4YsPR6kyNntpDCMDHbxRSSQjucPrsXdRkOKiwvN0gLh55bZ7xdpak0Z48dFCgEmBjpsNkPGa3v7+pKcodLKzM8PbuC2xrw2upRLkzd2N2easXicIxhUcEYi++kXNwcwXd9zjdW9x2rqz1uJlW28oAna5tIEXE5btByIlpOxEJSx1U+BYqtwhK4KQ3ZBRy6xqJEH2wVVxQINNY6ICUDI3FFRm59pFQo20NwHS/5NJnz34L/9/aN42ESnocVWXoz6biXgCKwK6A4GAy4desWw2EpHPpmAUXP895RWvBRDc/h4RHhuQceNDf9QRIerTU3b97k9u3b7ygNdJhpqHebs7fWsr6+ztWrV2k2mzz33HN0u1263e7bv/lt8F5TWusr23z+n/wb1hfWMcMYt+oSb/aRvsRWPWxniJpskFqLlhCGHskwJZcCOUwIKh7WCopuhBYpWEhzTeg4RJtDJOC3qnijNbKtIVle3ldpLI7n4AQeSInbDMkLS9RL0Heusy4swldYIFASYS253rOPsNbS1wXcdf+tFAyMQQF1bdBNF40mcQRDT0HVYedrb43FSIPxXfAVqrA0e4ZuQ1LrZHR8Q30N4hEPMRkguiWhcDcT9KjAVPbOm46HiH6BcKA+HKLn713g3znqEL4U4zzr0X5ti/qLpUHovaCPWbbfCGidS5AuqDXD0WYfp7X/u6ECC9Mu2wuW1rF03zZxSTL71DY67yJuVJis9Vh8bQTfL7h5cYypIwPCyTIytLEc4vkOQVgev1qLOD1fpi7WltrEGw0aI5bXL1epVS2tZodada/jqlFJuLo8QbMa49z5Tb60Msl4NeWFo3sFy5ONdeJcEbrlvPWV5litjNqsxxVuDZo0Pc3R6iZbaY0Mj4EWrGUO/cIhcR1cYbgaNZj0c6a8iNtZyHbh81il7PBKjSK2kFiHrmnikBEIQ2IzHBFjcIEUi09uDa4waKr4YoCwBVrU8OwAQ05QfIbM/NeYcE+s8MNEPD5s5/U8j5GRkX16YXcLKG5vb7O4uEiapjiO87YCio/a0g8PjwjPffAg0YwPgvBorVlcXGRxcZGZmZl3XO/ybj2iDgubm5tcuXKFarXK008/TRiWKY7DImLvJaX1d9+6xhd+/d+zvbiFH0jSKMFIgWoGuFjcwIVWhej2FsFoDW0UWZJhhwmeo3CqHlZK8o0+aqyBuONlJbYjRC1AZuU9TNdKYicaFRIDtSOjJN2EIjMUWfkDnSIw2t5JWzlYA3mc4yLILER3VI49R1LkBVZJvIpL6gkc7tQeS4txJLmCRAjA0K2A1zNIIdDe/vkSRCmDqT1ioh3BMNMEVweY41XyhktmLP5qxPBYhXqiCSONbitM9U2t5b4sU1PtgsSX6GsRGMBahIUgKFWfsRCEHuOv9nHDFPuKKMt5HIFf90mLvCzU8UX53zxE12pMtCMm2us4jXvPZVXRpIlLb9nQmC6vVfI9wbkXyhSTci312Yxhp8bxCyW52F5p0LnWImtu4QUFY9Pb3Lw8zqnTq/s653tbI0y3I+pz21y9Os1T83tpq61enWEySmwclIyYaG7ydwsznBzbZmO7zRNH90doAEbCmL+9PcuLs3seWkkh+d7mNE+NrvP8+CqXum18VeCrAb3cZSUd4bnGOpeGUzxR3zv/Zuazko3St5qmY0iMJJAGX2rW8zYz7iZVuU5iJFeSJufCAdumiSYnsxVaaouBqWAxSAGZ9VEiwLERuXCQVgMurvkDTLJA7v9zOIQu0neLH1Si9WYBxR3keb4bDbpbQDEMw9390zQ9NMJzL4/EHyY8IjyHANd1ybLs7Xd8h7ib8BhjWFxc5NatW0xNTfGRj3zkB0I0a3t7m8uXL+O6LhcuXKBare7bfpiE590Quj/8g7/mP3zpr8nSHEdZhitdZMVFYikWN2GkinEd5CDGCEs/yakYi97o4c60SdKCPDeorT7uTAsrFWZzz/MqMhYHsEJgmhUkApHk1CYCko0yKuDWfJTnkkUpuhdDNcAaSzbMsQL8mo/yFNZXSEeSpDnGlbhhgLaWyBY4yiHxJMiDUZLIGhCKrOmBsTT6mjiQ5K4giHL6kz5kBreXIYxB1xyMhHQuoKiUxwuWhsSnynuXpTlyI8HxJPWah/AlmbJErgGjSccybDfDedZFsb+VNwMEAWJY0NzuYE4r/KUQb37HqsQCCW+unLPGUjURwVofpQvSGwIvrDIcJggPVAP8cYHwDf6IIe/USLtDxIblzLP728C9Sk6v7zDsulSbOa2pHmYDNi41cSs+4diAo/PrLFw7xslTZTdVv9Ok7afUayUxnZjcYqsbMNIsxz3SiBhpRPvOsyxDtroNAldzafkIVT9itN4lcPfm+9Fmh7SQ+I7h71YmOdZK+OjkHgESWHIjeGl7gjO1bZ6+k9qKTbkuRFpxcTDCY7VNzteWuZmMcTTYIDGSN5IanrAc87a4nY8x6ayzmAecCTZYyKqMuxGp0bhCsKYbeCJHkREbH1dIClOAKNcYKQzGGpQQSP11/GiVNPydh0o8Hsb6935FllzXpd1uHxBQjOOYwWBAv99nMBjw8ssv70aD7m6bf5Br8YjwPCI898WDRnh28rSHAaUUWZaxuLjIwsICk5OTHyqi81Ytqf1+n8uXLwNw7ty5A/ntHRxWsfGDwhjDv/j81/jO//syCItJU9K1Hu5oFWEK0pUewewISEsapWR5jhipEUYZWXeIblexwxQ1TMB1CY60Ub5HfHMTd7yBxVJsxwRC4MyNUvRTdLInaBj1093+pHyQkpNipaAy0UA2K6SFIc8KjLbEAJnGrTgk2hDWA4ZJvnvdqtWAjmtQqUbkhqLq7Ir6ibQgn7iLdEjBIFA4ucVdG1C0FUEmiKuKtHYnypMZpM4pGh7+4hArLXnLoXJziGp46OMhKsvpTyv2qlQEXgS1wJC0PeJZj8p3+6hnDnarOBspY+4Qda6cx71ZiftdQfOZe3/PbGGovdZn+iN3omBXWkw8uYpUCW9etrOeIt5SmIGlsyGZaXYZLPvUZxLEXWSwMRmzfq2OF27jeobxqQG1ZsGw4zLWGLJ6ewaIuPT6FJMTPWpCU6/vEZp6LeXW0ugu4bkbUeKxtDnB88cX+LuFGZ6c2asHMha2kxadpMYwVxSm4PtrLqFrmaoN6caSVI+QmwKEZS1pUQjF441NKmov2usIxbd7YxwPezzf3IseHQ02WEzaHAk6zAdlp1hPB3RyiM04x7xy3xEnBStIrUtFZgg7INIGXxkCIckRKKEp8MBajAFPZlirsaKB5Lt4yd8H83mk/OBTSz+oEZ4HgRCCSqVCpVJhYmKCzc1Nnn/++X0t8ysrK7sduO9UQHEwGNx3Pf5hwYfjF/QHHIeZ0trpYFpZWWFubo4XX3zxoQtf3Y37iSwOh0MuX75MnufMz8+/7ZPEYZukvhPkuea/+yf/moXv3SzTP2mGGSTI0EVqzaCf4FcDoiKHpEAbS1CvkN/cKFupJxpYQKz1cOdGAUG83sO5s/Dn673S4mG6jVMJSLZjxF1kB0ci72ov99oVjOuSRzlRL0M4DvpO0bIbKNK0KNvUM4N2BIM4RwrwEWR5QZJIcAXWU1hP4QB+ZikUiIZb+m/FOVgwrkCHirSmUFqV5CjT2PreElDThm7bw001FSUYTnnkdUWeO/i9hLQeoPoS2SswjfJ9TjfDdzOSu9zUo7M1qt8bIJ/aIz3+zYiRmRTZ3ps3whHk50LSNyz+2f2Fvrajmehv0/zI3vVyTkdsXpthfP6ggJ/X0HgNTfKyYP6/XGfzeoXJ6SFFIthcrBIPXZyqoD4bM36yz61Xx5iY7HJiqkw3dvHJUsX07BLTwMpyg/WrE6jpPkUzxnH2yPnc7G2+f+MYjx1f3H1tcW2Cup9y4UhJcs7PrrI5CBitlcRIChgJe4yEPYaZw2sbk4zf/ZgdAAAgAElEQVRW4JmpPc0dgNVhi63c43h9i9lKSVyMhUg7vNIdQePgOTmLSYVA5lTV3vWJ7f4HiOXcYdzbZDVrcDNuM+n3qMmCtbzNpNthQ9epyy7IBqkdYkhxhY8iJ8eg8CiEwNocCHFI0YQIc4NR9d8w9P8hcObAvXg/8YNQw/N+YKdTrNls7qvDeTsBRSkl165d47nnnsNa+1A/w4cBHzxV/s8Qh0F4rLXcvn2bb37zm2RZxuTkJPPz84dCdnaUmw8DbyYqcRxz8eJFLl68yNzcHC+88MI7Cpt+0IQnjjL+2T/4P7nx8gImy9BphrQWPUgoCk0mwKt6xJ5ErPcRSuAbQ7a4ifEUznQLbSzOWg/n6ChplFHc7mDbVWyhSyI02UQFPqKAdKmLGGYYz6Go+xhPQTVAVTzsSBU5UidNLfkgA2OxgL6jr1NkmjTKEcYS+A4uAkcIlFM6octAETYDwqpDFUHFl3i+BAeGjqHwBVZZHE+SjvukEz5528MECl9DMhVQ1F2KukewGCO0pTm0WFdS3S5Q2tKdDYgDAdoQbMSks2UUSNcd3DWDNRankxJ4GXriTXNUCobzNdzSmYGx2xljZ3Jk++ByI5RgcEyy/bd3+XVdT5nztmieOzg/xIk+1751sPBSZ5bgusO559dQrmXizJBrr4/ghgWz57qcfm6D4+fWGa0PoOPhi4KVV1ukcUnKxqf73Ly5V2TqiYDjx7c5MtlH5i6ri0d4/fUjLC6NoLVgbnaJpfU62giuLpzg+Pg2E629KK/vaK6ttw+M8/srk2Q65MWZ5dLw9Q6GmcO3bk8zEvQ431qj4uytJ7eTKm/0m7wwssJzrZsc9XtcqG0g0VyPx/juYITFtMJ82OVa0qSrPV5LKhz3OzRVxqlgq1R0tpobWciI02Etr4KNWCncsl7HhPhoYpOTWBdf5AhSsBkaD0jIrETbLbRw0Kwz0/ptZPyvD3zG9xM/DBGeB8GOgOL4+DgnTpzgiSee4MUXX+SZZ55hdnaWNE35oz/6I376p3+aW7du8ZM/+ZN89rOf5ctf/jIXL168p50OwNe//nXOnj3L6dOn+a3f+q0D23//93+f8fFxnn76aZ5++ml+7/d+b3fbl770Jebn55mfn+dLX/rS+/bZ3w0eRXjugwfpSHovhMday+rqKteuXWNkZITnnnuOJEm4devWuzreW43vMESxdohKmqZcvXqVbrfLqVOnGB8ff6Br9kGmtDpbAz7zj36f7nIH3U0QjsD1BFZbzHgdZ2sAWUEhLF5hkK5DsdbDNEPUeAPTjdCbfVylKEKPJNeoOMMqidNLEI0QrxqSbw7QnoPs73UKySRHJjlOu0Jc9SmEQhYW/eb54sp9YoMAFoF2BJExuPUApCDJC/rCAhZ0+QVOgKqVJNaWWjpAUhQUFRevk6N8RVwpfyTc3Qrn0jQUT+IvDNie9ShaHjIWSAy5J/BXMoJQsX1iz2gUY8hGXUavp1g/xloJCwXClsrQru/i3Kmr0imMXxxSn8pJr2SgKI1IHcAV4ApkqDDSUpwP2P5OwoTf58izMdK9fzq58axh4W/bHHuuA0C+CY1+xOTZ/bU004/3uPzdCc49t19UsD7ax/ZDjp2/yc3LE1gjqI4OOHFunddenub8k8v0NxyOPbnJ5TdmeezsMkePLHP0zvuj2GdltU2cN1lbKzh7dAMlD87ls9MbDBKHWlCw1q+w1m/w5MzeWOQdKe2XViaZa/R4cWavhidUGYPC4ZXeKM+0Vpm5I3DoSsvtZJy2t4AnDUeDtd1xLWcB1xOfAstJf8/UVAlDZARNVzMrB/SNT2I1vqwxJreIrYsgIbeSmszJjKWXV6g5CUpIchuVZrWigqaJsgO0reHIHlL/H5D0McE/vu/9Okw8zAjPhynS/nbYEVB88skn+eIXv4gxhh/90R/ld3/3d3n55Zd5+eWX+ZM/+RN+7ud+jh//8f0ealprfvmXf5k///M/58iRI7zwwgt86lOf4rHHHtu338/8zM/whS98Yd9rW1tb/MZv/Abf+c53EELw3HPP8alPfWpfjdLDxCPCcwh4N4THWsva2hrXrl2j2Wzu8+rK8/yhCRm+HYQQu67rJ06ceEtjzw9qTPeDMYZXXn6D//m//3/QUYZC4IxViRc3yaOMvB0SJCmxr7B5gRIWsdbHAPlkHWEMzmqZ8rAzTYp+CkLgbA5htIobePiBT7y0TZ6Uhcj+RJ1ife+H12kE6MCj6KWoUOx2brk1H5QkizLQFjd0Si1hAbLqIn2HOC3KVJoU5FqT6PIHMpQKnWkyCUJKjIC+KDvEKhkoV1L4Hl0secPFGqj3DXmRY0Z9mpEl8SAOBbnrIloCt1+QtyxOVJCOuXirCaqXkjqSYElgAoWoO2QBeGlGekxQ3XDIT+09be9pIhtkr2CmSChmLYNXC1rPgVA7e939/ztzYLOgWe3jpTlyvcCxPkUiGHZTrBUE9YA0yxCBxWspwnOa699qMjXaZW5sm9qZez+pzj7T5dYbR5k7u6ed07s+zvHjSyhlmD3ZoYhDWq0By4tT1BuCxRsTTM+U0Zr5s0tcX5jhxLG9epxKmNOuDxkjI85GGGumREnI8naFTFeIUkM9NLRrEau9Nq4jOdpeZqq+hrGgjcBYgTYB31sd58xISU4GmYsVUBjB5V6L080+HxlZ5s0Y87Ywdn+d+mI6CiLnv2gucSlqcCsbBSwz7iZKCI54Q1byMcadDWoyxRcpS7lL1VUYq6nIgoFt0LYDUnKsFGxqCGWCFFBol4xtXGqlhQkphfFx5Bay+AokChP8w3veg8PED1uE57AeCqMoolqtMjs7y+zsLD/xEz9x332/9a1vcfr0aU6ePAnAz/7sz/LHf/zHBwjPvfCnf/qnfPzjH99tyf/4xz/O17/+dT796U8fyud4r3hEeO6D9yvCY61lY2ODq1evUq/XeeaZZw6Ykh6mOvKDju9+2FF03tra4ujRo/zIj/zIe1p4DjvCc3ch9Y7A4Xe+/Qp/+K++j80t0VKXYKxCvh1h8gLdDgiExWiNUYJq6BLHKf5si6jQyCTD2b5TVxK6FJlGpQV6pIYYZsi0IKsEmNVeWWRxB+kwRwGi4kEjJN9OEFmKVQKR7X3efFBGgQSgah4RYKsuQt3pOsv2G4SmhWZH3CXWGlSZj64ohWMNhRIUWhNTYK2gYh38YU7cckklpBWJ2wGdZciqQxyWx2pkhs6oi3UE1at9ihEXrEHqgsEzdSrXIpLTe/NzZNuQHpEULnTrAcH3hojzDsLbG2vlxpDGTI4ekQgE+smQzZdT2vM56k2KzNYYgu9HTF3IkHMGkKy/EjB3PiIINXtNvPv1dWwiGGs7BNrBdnzWl3zywuDXBX6roDKWslNT25pf5crfjXH66Q1WLzY4/9gSSpX3zA9Suls+YaiYmStJzZVXJ1jpNgj8lGo9Z2R8m35UpV4pSdDaRpuKWzDaGrC8JtAGKkHKqakU6OyOcWmzzmAoeP7kbaQ0aCNQ0pIaycXlCWp+xOOT6/s+15Vek8IIKk7CQj/khmqjRMSJao/anTTXTDjk0nCSU5VVukXA9TTkQvUuhWchmXLL427pKn1d5Yi7RU3GFFYgsKzqKuPOBl0zSlXGDIygoXqs6xEqYh0lNEL4JHh4VuOovFRnJkJZgzAKBRgkDn3Qf0Acx4jwl/B9/33z2Xq/rSXe6rwPK7J0WE7pd9tlvBWWlpaYm5vb/fvIkSP8zd/8zYH9vvrVr/JXf/VXnDlzht/+7d9mbm7unu9dWlo68N6HhUeE5xDwTlqjrbVsbm5y9epVqtUqTz755H39UQ5b1+e9RFN2hA53JvL09DSjo6PvedE5zAVxR21ZSsnGxgZXrlwhSxX/7vdeI08LklubBONVbJZTpDkicFCeQGhIQw9vrUeW9FBY4ok6TqGR3ZhitApSUG3VsNfKHxBvmEK7Qup7eMs9jKvQI2FJjqoBSlvyiRrusIDtZFdSzxmpoeP998ACNHwKIQnbFeK0wGpDEDgkSbHvEd7edb2ssQSeg3UFGxQYLApJ4CsKJbESBnciNTI1eL2crOUS1ny2moC1BLcTtFOajnobZY2QM1dn0LI0twq275Cc6GSFyuWIeD6gtjAkOuPsU0VOzlapLWtMO4OqoH2lh/+0QKg3zY/zPlvLivpWQnC0fL+7ZRgrBgQv7pd0qD4hWF6s0XSGNOYOfg/sZcXUzDbhY2VB8Or3Qk6f38IL9ghlkQniTo3tdUWWKCyCy385xlPPraGc/d/ViZke116f5Nz5kjR4QhHUMyquYOHSEfz6gDj1qBwbsHR7lKl2Sr1aErDpiT43Fuc4Nbe3qGsjuLp6jBNjS3SjFO+uepzX1sYZq6a8cHSZha2x3dcHuc+rnRbPjq2gpOWbq9O8MHHXMa3gyqDBZhrS8F02soKNfILztQ0uVPd3iJ4Kt7mejnHE26ClhrTUkMR4rOQOoRonsV0mnTJyaUxEblOM9SmswoqIvq1TZYgjUgw1cjKsreGIAYaAAoWUQwpbI5Q+hc2QpATy37K6PODm+sffkaDeu8HDsJaAH/xi6cO2lfipn/opPv3pT+P7Pl/84hf5+Z//ef7iL/7i0I7/fuER4fkAsEN0giDgiSeeeFsjuMNO97ybiNHd+j/T09N89KMfRSnFpUuXPvDuqreDlJKtrS1u3LiB7/vMHjnJ5/7ZVymSnGyjh9PwyyJlo3F8RZJnsDJENUI8o9FJjgkcnJpHYCz6jp6O2hxiZppEwwRlLN7cCPEgRiUFIigVY0SucTaGyIpHPlrFRhq3dzC9klq7+2WzAnS1VFiW2gKGKM0RCISFNC6QpYk4jqtIswLhSAJPYZQgQjPYqeNBYFzQriDDInKDn1pM1SG3ZVGw0/AJLSigFUHiQT4TUI0LBo5FY0gbCuNagstDiuMB9R5lXVOUYY2l/so2qi1wrhX4oUs6vENSBBQW6l0Yq+cUgca8ZgibAXGUlid1BE7oYD1FYmqY7w2Y9GJGnoj22UbcDf+IZdCroK9A+3TZrZQuWCbdnNbj+xW6J5+KuXGpzdHZPkG9HJfjWerjferj0F/1oONw5Ikumzfq2ESyvuqCsDTGhoxODzl5bpXXLs4wN7fF6flNPM/w6stTPPlUmVK6vjDCd759knPzg12ysztWfxttSkWAjV6DQRRwbrpMoe08B20NA9aiMc5P7HV2ITKMtVzamGO6tcELE3vpqxP17r60lRKWE9UuJ6pdXumPMhUkbOYeFwcjnAoHjHr7Sc+OResOApkx6hi2jCQ2gsJKHGFoqJieaVORHTa1T1UOSWmQIsmtIWBALhw0PYz18dCk5Bg8XDkgMeUN9ISPKw0zY/830zNzZPLTBwT1rLXv2l5hBz9sEZ7DtJV4pxGe2dnZfTWki4uLzM7O7ttndHR099+/+Iu/yGc+85nd9/7lX/7lvvf+2I/92Lsf+CHjEeG5Dw4jAtHpdLhy5Qqe5/HYY48dUNl8P899Nx7ET2unW+zGjRtMTEwcaIt/GO3kb4Udca4bN25w7tw5rHX4lX/6bxiu9yniFGMNDHOchkuegsXiacBRJfG43cWMV5G9BLM+oBip4gDGlZhGSMV1yJa62JpHVGicVCMsON272qhDjzz0kZFBphpaYZnm6qe7pSoeAi0F3liVIjfYTMOdmhykKO/5XYEHa8FqS45GO5Su7b5gUOh9TgzWlN1Vu3+7EmMtvpSYpMDxJN06WAlBJyNquwTrGdYTRFWJ6ubUKx5xLjAbCfExn2q/oD+rQCrq6w60Ia67uJs5fj9jcFSADMAYqgsxQbWAkw6bCPwln7YnyGczvLt0Wqwp8G+khGlKbV7jDDx6FwXN2RxlPZJugU4sUjgURRmtc2sesTDE36gyxhanfqSHcx9P39EzCSu36zSGQ0amyshPngo6F6uceXobd6ac/6PHh3SXq5x/ai8F1O/6rN2u4ynFwhszTH2kXOzPPrbOraUmc7Ndjh7p4EpB4GREUY2ltQpx6uB7BROjPa7eniVODefmtpho7NlNhL7HpZWjTLVWODd+F9kBthOfeGOEM+MHvbkmKxFXe1Mcr+/VDi0nLTYKyfk7Sstr2STPNJYxFq4lY/QLwZlKn1BmHPP7XIpbnAi2AbiRVQlVxIizxpYepW9itPUZc9IyJYVAiYJN7TOmeqTWAwpiUcOxcTk1RUqKi4tHLsoiZ08otE3JbUpmNUq4uOn/iutBu/339xWr3m2v0Ol0uHXrFlmW4bruLgGq1+tUKpX7kpofxgjPYaW03mmE54UXXuDy5ctcv36d2dlZvvKVr/DlL3953z7Ly8tMT08D8LWvfY3z588D8IlPfIJf/dVfpdMpU7t/9md/xm/+5m++5/EfFh4RnkPCTuu3lPL/Z+/NYizJ7jO/3zkn1rvmvblX1pK1ZFV3VVc3u8mm2PSDoHkR9ELowTD04CdZMGAIkjwvAm1LhGAbsgHDmoEgj2yYEgSZxpiWAVn0CCNI8oPkGXJIttRNstldXWtmVWXlnne/sZ3FD5FZmVkbe8lmNzn9AQVU3hsRN5YTJ774/stHt9vl5s2bKKWe2Xzvx4X3QlIerRZ79dVXn1jV9UkhPEmScPPmTZIkoVarceXKFcDjN3/ja+yu7ICwkGTgK4wtcMMc4cE4ywl2RlhPYJMUPVcjWCsVBN2u4O2OoFVBGYvcGeF8D4wlnG1g1ge4whKcmSRfLVWGYGEC3S8Tol26Ryo7e2QoUNi9vBwaESYxZKPH1R8dPF6hZSUQSqwEL/YZqdKjSxqHZ8CLPcbGIPbyh2RuqQYeY2VJGoIsLcib6uF3flfjnKExDhDNEJIccgfOMsgz5LrGNX2aqQIpmF+F0aiHq0ncOsQbEFVDCD3iWwY7HtBsgWpJnPSxaw5rLYWDjcLhX/No+gIVjQh7Y+pnLf4L+0cncM0CFmI2V0L8XsHsZwzSBygVJbPiCIZjahMJE1/MGa4qOnemqbV2yPuKbKQwhUD5Pk5qKi2FDBMGLiK/o1AJzLTHXPn89pHzGkQF1ekRqysNFs6U173ezAnCLg+u+1x5vsvd27OkmeLEqR2kMqSp4s7yNFef2+KH12Z58fktnjt7kJg+TAI2Ox5LCx26w5CRVyHXlt1hxCD1ubTQIS0C0sJDCiicz0qninMOh+T1tQViP+N0Y0g9OGho2Mkki3Xo5SG3+lNcmbzP9KGw3Uv1bXpFhaY/5lS4DSHkVnEjncIXgroy5M5jVbeY8g/Uo6bskjtFLFPWdMyELOjZOo4UX0b0rCESei+FbEhOiE8VQR/nClI8rPXwhI8WDil8Cpfgixra5TjhSLP/kchW8Cr/4cPffZq9wmGzzZWVFcbj8txWq9XH1KB/35KWtdY/dh8tz/P4gz/4A37+538eYwy//Mu/zJUrV/jKV77C5z73Ob70pS/x+7//+3zjG9/A8zza7TZ/8id/AkC73ea3f/u3efXVVwH4yle+csRT7OOG+BG5Jx+fCdPHDOfc+7KLeP3111lcXGRlZQUhBBcuXHjPEuKT8M1vfpMvfvGLH3j9w7h37x7OOU6fPv3Yd4eTqBuNBufOnXssifq9buv94pvf/Cavvfba+1K08jzn1q1bdLtdLly4wNTUFD/4wQ84deoUv/Nf/AVr19YprMW3hqyfEgQlGdVakwzG+Fvl23c6U0WOUrzOgVKjp6plqfn2CGFsqdT0MnQzgkaMyA3+7hh/oYXeGVFM1fB399SE2TrB4An5Ju0K4WSd8bAgbkRkaY5LzZFjLupleAsgqPmMjXlYOg5gA0ERPWGS15Z61cfVJFuirKzZhzcoSGdLZc7rFQjnMAEUTY9gt0AWGjkVEEhJGkPhO/IIfO2Ic0tnyhFqqBaGwZ56Xd0piHJNfkpgA0H9XorXKmD66IQc3M8I+xnRSYdSlqnMIecSzNhhE/BlQNrNcRqcBc9TRNKn4afU3RAv6FNfKIja9kiXZIDBXQ86hsWXehxu9Gs1pOtV3FBSqyZk3ZhqmOOAILJUGgn19vDhOukowiYxU9NdutstQhST06UasrUxyfRkWQZ+a2Wa3Y7k0rk+05MjjBU8eNBk8VRJlu6uNalXJaMMTk+XJNhYuLl+hjNT97m10ebKqYPE5LfXTzDX6NCuJLz5YOZIN2aA3bTOvVFMajwklrFxPNfaYiI8Gkbbx3e7c3ym+XgjRoDl7ARd6zHj36OujhLtzaLKpFeGwbTzSFyrPFdsUyABQYDF3yu3T63AMYWhUz4UHPjCx5CDcESiRuQsgRAYAR4S6zRR/L+ggs8/cf+eBWvtw67C+/+KoiBJEk6ePPmQBFUqlY8sQfowXn/9dV555ZUfO9na2NggTVPOnDnzobbz1a9+FaUUv/7rv35Me/aJxlMHxKcKzzFgMBgwGAy4ffs2ly5dOpbksMOK0YeFUoose3zC3N3d5ebNm0RR9Mwk6veyrQ+Cp3VtfhL2q8Q2NjY4e/Yszz333JGJ7r/9nX/FxvIOVgnYGZELCOseQhuS3hhZFETakk5WULUAMUjLMJMo+8cUExH4Cn9P7QEI2jUS7VDawSBH+QpqIWmSo5qVh2QHoBIG6MOEJ/bRlRBvrNHGIbUj2y3JlVMCvxaQJQVKW/zYJ3UW5ws09gjZAdCPnB5nHco5qHt0TUEuFUJDLRcoCQPKRohBp4CGRzrt43dyTCwJegXZCZ96HlBkBUNTkLYUlUwwvaEZqIzMOipD8AOPLNNM7loqDcHIZRjhUA8EUS1grCRBWqVxrcAFQ+K0IDzjUBfLB2b5T7INiGVHu2IIzxRAQTwP4YbEG+QElT71cwahINtUuM2A2lSK1ZDtCkwSIonIxw6TO7TVvPVvQurhkLpnadQNs4sDwsXBobPUYedejBsqFs6XRKTIJZ2tGoNeSDaWaC15cGueqy90qNYPrt307A7Xr81x5fktnruwzg/fWWB7Z5Jub5J2q4fyS+Xz1vJJzixsEvgaf1zG2u5vNci14tKJ0otrv9fOvU4D7WIuzx2QkxfmttkZV5isHKhF7WhAOxrwxvYMzXBIMqrSKZpcGypORENOVw8fI1yubzPQAXXv4OVsq4jp2RqzwV1M0QZhuZG2WQgSKrIcg5NeSmoVkTR4QuO7Xbp2Gl9KpKggGJE5gbSQ4KNxSEZIGkB/75ESYhB4TpMywjFB7jQRCUZUESIgT/5zAvkvUd77e2BLKanX60fUcecc3/nOd2g2mwyHQ7a2tsrKMCEeU4OOu2eOc+4nWlkaDAYsLi5++B36CcenhOdDYDgccvPmTYqioNFocOHChWPLhD/OZoGPen31ej1u3LiBUup95RbB8Ya03gvhsdYeqRJ77bXXHpt4vva/fY97727gMkM2GhP4pallPs4IYx+RFdj+nlP3ySZJZ4i/M8YCSIWarZP6gvCQ+acTgqKXIFSZKOyPygd1stiispNBevCAcUpQ7CblM0BA0a7ipRZvXD5EdXr0fEnj0L0MBZiaR44tK5/KHOQjEELg9srRnXFIZ6HmkwuHsxaz51ruPMHQc4jcohKDm/ZRQmASTXVXEzQCnIBMWtxqRuYMo6UYrEJJh+klbCz6eNZH720zSw1TqU+/WaD9HNc4mC4yLODhNnJsWHpbBa+Cy0AMwQwNLnMII/Gkh6RCr2eov54xWx1h9RARWVQNVNVhc1AxhDMGZhQrK/M0SGmd6QAJzo7xN0PS1YJGoJl8IaE2VdBbmSBwI5JdSXe1RZEq8tygAktc19QWEm7fmqdZ6zI5myBdgSoqTE04Fk5tY7Rk+UabVrOg3wuJqx5hdcCFpQ1+8NYc7UnJi8+ts9utEEc51Ypm+Z7i7755hslWzt31WVTgQOQsb5ykVetQiQxruzWUtPgq5J0Hp7kwew9f9Y9cW09atpJZJit3Hn727m4b4wyXJ8sKrUaYo8k4WS3H0p1Rg7FtocSQ89UOVaW5OZrjcv0BmfV4J5ngdLTFrFcSoxl/l3t5nVNhB+0Ey3mTSZVQVzljVyuTkq1g4OoEYoeOqzNBD4OHJww7poov8vIFjJzUOSIRg0soxBBFTOYEsfDRdMmIyZxHxQ0JRR0tcsT4P0VU/gzpfXDFe/9ekFIyNTXF1NRBhdthj6mtrS3u3LmD1vo9e0x9knFcz4D3E9L6acanhOcpeNaNMRqNuHnzJlmWceHCBdrtNteuXTvWUvKPojvyYDDg5s2bWGu5ePHiBwq5HSfh2d/Wk97GDidPP8sl/v/4+r/j9jtbuHFBkmdUgcQUVCohKMFokCB7KQ5HPlUh7iV4O4c68jZC8mFCNC5Kp/L5OqqX4rWq6MTgjTK8xUnMqEsxVcHPLFSDUoXZU2zMRIyfOLxWBet7+IMDMmQDCcXj/Yb8ZkjhSYyx5Viz7HWzBd9XJJkGJfZyJCDwFaPIYoRkP9IstUV7JVkUuUVllrypcFKQhxCMDFHFJ69LtuvlMkFiSE8H+J0clRnCHUM9UmycC0AK/JUMfSEk3C4IapbevAQU/qoibxxEuGXhONF1ZKcKnKfoW8nMfYE9mUPoUPXDDQkNXB/RbiTEZ2H3TcPS5x9XCXUCZughdIAdG9a6sHutwslJjRQjqu2U2UuOsHFgCNo808UUgtXv1bn4wi5R9ejYTHoBed+wtdNg43qLRtXgB4Y4KEBAVNFcfGmT6z+Y5uKlDlFc3sOd3Yh07LM2FFSDCaanuvzgnVmuPr9BfxAzM5Vy5WIZqrq70SDwfWy0y6npMlnTWrixdpLpRp/MetzZmaCXhPhKMFHJma13iX3DXGWbwkrWh1U6ecylyaM9S+p+wrd35nmlXX5+stIHSuLUK0K2iilyDP/Qn2I6HHC+cjREBlCRMTDEE445v4/ZIz7TniGxip6tE8vh3n4XDEWTwA3BgcahXYuYHkJYIlEwdhDg4TuQwqAxjKyiJmuEjBg5DyEqaOeIiMjYwo3/E8y/mvsAACAASURBVMLqv0Sq43/k7HcVPjyfPc1jSin1WLn8J8WU+Uk4LoXnU6f0Ep/cK/0JwKOO6ePxmFu3bjEejx8SnX1i5Pv+R0J4jgNaazY3N+n3+ywtLX2oNt8fBeE5jP0O1Ldu3WJycvKpydMA3339Nv/P//U6jHKyNKMelOE2mWmcp9BJitwc4DyBP1mD+13cwsGkWExXCboJwVyDor+LAIK1ATbyCCaqsFFWw2S9BBohalSgPECXBEZNV7FZQbVdY1g43EAj0qN5X7oScKgNCzLyyCoKXbgyJ2giJNvz0BKAMQ5jdLkvSjEUGuMsxlN7Nc6H+vF4JYmJkAwjga56+AONrUgaWtJrlkpMbeAIk4J8WpGcLkMvnhGkVYUdaIoqeENNsFuGwirLCe6CIj9U/dU54TG1pUmmHZU7CfG0Jj1zSGmTgi1P0uo4ZOtgH8M1SyXrU3vp4D6KP6O4/a065147Gp7xYvBijdMFwdBnYbFDY6Fg8x9Drrx6oI6YQjLa8kkHAekAjJYg4Iffm6KiMpoRhEFAvTlk9sSI+VcOcmiW32kxN5cy0c4xWtDfabK96SHweOf6LJ4oUCguLu3yM59/QJ5LVpbbIBpYK/jmdxf4/EvrGOuTZJJry7NcObdB4Fuur54GOlxfncT3DJcWyqqs6+vzXHjEJNRYwfpwghu7VZxcoF25/xjZ2cfV5i5jHVHxjjq0N/2MjaKg6qX0TJMtHWJFyKS/e2S5ttpkx9SpqZLUqD3ik1qPrWKSptd9uGwkCqwryAgAgxSOwo1IXZWIBCc0pdYjMXhUMNRkhaFN6NuMhoyIhM/YJdRkzMh18WjguAPj/4y4/r8+8RjfC35Ur7PD2PeY2veZ2ofWmtFoxGAwYG1tjdFohDGGOI6PEKEoij4RatBxlqV/qvB8SnjeE5Ik4datWwyHQ86fP8/U1NRjN4PneU81YvsgOA5ikabpwwTfKIp49dVXP/RN/FGEtPaxu7vLjRs3qFarR6w2noTN7R7/4vf/X/Jhih7mBFUP4xwYQ9SISe/totoRIvYocHC/i6j46NVumV1yZgJ/ZfdRDoGohQTVELs+QFQDhJJIW/azke0q5lDejtkaISZjxk4gnCurWh6dkz0J2pUJxe2IPDfI4mCh1BjEI3Est+dunnigYwVKkGmDcA7POCqBT5ppMs8hcwe+JOxqhBLEzYBRmpNlGWEfhHXIlgeFw+uVpfCmqnBKMNG19E77mMyiqwrd8mh3HUIkZIXB61hk4pAGbGFJ0oL2Zka06GMCicktBIeUnAlFvlEjbAwJ+oJ4q0fzpSd30/Zf9tm93qZ98eDhbAuHuO0x0e7QuHLAEmdeyfjht6a48lpZcaV8S2MuozF3oBLlQ5/iQYP5xSHpRpPJqS6jYY0Htxs4qxDSEEQF0wsjCmD59hSL57YJw5RqPANIpqa28TzL2v0Jet0KK8sRhZYEoWb9QUCtFjA/3SUvfG6uTtIbBDRqGW/fmUEpS29oKYqTXFk8Wn5+cW6Nd9amuTR/QLzWB5OMipBXFu4yyEKccGyOY+73J0DAhYkujbBUECtexre3T/DK5MF2b49OkDHkZKXMCaroEU44QllwK50gsz7no11CaRACMutROyQUbBS1vW0nJC5GOE1NZvjCMjABoTKMrUI5RyAjcpeTuIiYMbGIGLscg2boBA1A4HAI+lZTFyCcZWATmrJJ7kZoG5G7H+KGv02l9t88cUz8KBzupv5B8TTH8SRJHra4WFtbI03Th80Tq9UqxpiPpVLrOAnPpwrPp4TnmciyjJs3bz40yLxy5cpTb7jjJjwfRuE5XMl07tw5zp49y7Vr147ljeWjUHj6/T7Xr1/H8zxeeOEFqtXqM9crioL/+nf+guH2ANvLoCKx/YyxstQ8RXZ3l2CuRtYfY3ONNy6vi25HiFFKPl8lWC4ftE4JstUuEtCNEF8qBKB7CflcDZRA5Q6vl6Gm65RWnXv7MV0lyB3ebvngtUqgax7CgD8uAIGyAm86IskNMjNHqM2BrlPCASpSFHtV6kEgydQhwiAERjiGWY6OBUWtvH2VhqgekhQ521ULVQ+/W2AiSdFQOGdJagcqmRwZRKpJY4GTPkUsqQ0sWWQZVwqCHYs96WFrB2QmHFhiCrzcYWdKBcoDRO5QqUD3NUpLrBE03la0JlNcPcQtW5zvIDYQGeReXryQMJwDez1g8lyGfkcwe3JE9eqTKyNnPp9z4/UJlj7XPfL5eEcxuhNy/mqP8PlSMSqaPQqtmJrfedKmSMceu5uwtTJPuw1BLIgqmjz3qFbHnFrssLY6y+XLG3R7NXZ22pyY7TIaK7K8wf2dBtVolzMnujSrKfc2J6iEBVfPb/LGu/PsDqqsdaoU2iOONbONHpVAo61geWeGzBRcnN14uD+tOOX7G7M8P/OAybgMt1oHN3stenmNapBxqbHDbhaxltYJPMdc5WjvnoaX8eZgjudqGyyEZZJ2Yn1uJy3aKmHe77FrAiKpuZc3mfCGD+eDzNXwRU7ftqmKHv5eorWlQoEmdmMkAgOMXUCF8Z68CNY5Bg4Us0ixg6XCwJUVZoEbkNocnypOaHKn6RZ/i00uUYv/4ydem2fho2o6KISgUqlQqVSYmZl5+HlRFAyHQ/r9Plpr3njjDZxzD9Wger3+gZonvh98GtI6XnxKeJ6BlZUVJicn35NBpud5JEnyzGXeDz4I4SmKguXlZba2tlhcXHxYyXScZqTHSXistVy/fh0pJUtLS+9Zcv3d//4vuX9tHbB4scJs9vBrAVXrKFY6OAEFFtFPkVl53E6C6aeIiZDgwUEopZiuEqwP0e0Kfm5glMFUDXYS/I0h+ZkW3l4pezLK8SnJSDFXJ+xkeLN19LA8H9I4gr0uyyJUqMkqes8mQj6hUtL5B9qO9UDFPrk5IDguOLqOyC26IhHaUdQkonDUfI9+ZDDWkjYUXl/jFKQzB3lR0h1IT36nwEUwvBTiO0u4XUBRKkGhl5OdD8hjiZcb9proEmwXNNuGoq5Ib3tUOLyPDh04aEi8jqWh++g22GBA8IQUMZeDGUrIPIrdHD2MsNs9GhMSN6rQv+0h/Ix4yuLFR+Wy2vOOreUW04sdxtuK8Z2ACy8P8H/maJfhWqtg9d2IuJbyaHrYg1sNpPH53Bd2GA0CPKGo1Q9IltaKnZ2YnV3YWDtJvaYRIud+EpNmFeKa4er5G+z0anQGMaO0QRQ5LCHru4IXL6zx9vICV8+X4alx5rO8M0EvCbi9VadWyZidOBqaAnhxdoMfbp3m4lRJZKSAs40O0CEzPm92p9nNFVMVzWTwuKEowLm4Q2Z9QlmOwUgWnI1K0ncvbzI0MaEa0vJHHCba+/9TYsDQeaUXnK3iyPFFFY0mEJrcKSwwdCG+0ySuQuoCNI6QBI9ZMroIYZFAzCSpGyJFwbSKiSkoyBlkf0To/Ry+f7R774/Cj7vpoO/7tFotKpUK3W6Xl156CWvtQzWo2+1y//59siw70jxxXxU6DnJ2XI0Hh8Ph+ypO+WnFp4TnGbh06dJ7Nrg8bv+r97M9rTUrKyusr68/0djzo867eb/YD7Vtb29z+vRpzp8//57X/b+/8QY/+O4yRhuCwpIUGX6osKbA3ush2jGVdkRnq084VUEaR57khO0q5sEu6gmN/4rZGmE/L7sfA8m4JDacbhEVZThKAMGowCqBnakT7oW2ROTD8HGPLL9dZWgsaliqOjYo1STcXpk7grgZM9QFxpcgBdYcVnNghCnLYTWImqIIBeSWoiIJU0dWE/RE+dt2XKCEJJt6/JaWDigsUacgOeXj9oaGt1mQnC4ZQXUlowgAazG+JFopyC/4NHoOf1pT7Ckz+bmQxk6Gnjx6X4TvjmlfzJHV8vHZ+WGd2VeO5ugAiAC8tsUNMk4XhuYrHcZv15h/6fGHeD6UJB2FTnxs4WMKQT60jG9WmZnPmDszQogn3yMLlwa8/Xqbl14tlbyte1WkmeDChQNlpVrPeed7M7z4mQMlqMghHU/y8osPuHZtmpeulmGoG7cXOHd2DesczgnurbapTxTMT25xb6PJC+c2kBLGqUeawz/cWiKINOem7/LciYPf/N69WVrxmM1Bja1Rk8JZFie6TMQJpxrb9NMajagk2Lf6bbazkHPNda6272IdvDucBhw/6M5S8wNOxg/wZTkGGl7GjfFpTsUHtgBQhq961qMd9NkuKmgzQUNs7rd+IpZDUltBiRRPlNe1qw2BBCUMqfMRlBYozglymgxthhIBes/tPkMi0ISiSe56WCHwxIiABrkbMLQJWsRURYFxKZ3xP2W68fWfOFsJKSXVapVqtcrs7OzDZQ43T7x3797DqthKpfJQCdpXg94PjqvxoHPuY2mc+EnDp4TnGfioHNPf6/Z+VL+bwyXbCwsLfOELX3jioH4v5qbvFR+G8BRFwe3bt9nZ2eH8+fOEYfgjw1eHsb7R48++/u+QArxEkwYOpw1+zWe8M8TzFariM17rEm6XoQEHuHZEMU7wQ5+sFZfr7CRgHCLwCNaGuH3HcwGqlyLm6theikgt0WIbPcqxhUPVIuShPJ5RpjkyhcUeqhmRd1OCuRpmVBIele97X4GQAr8e0NM5bq/K6ohxEuBFEuvABZI8Ktd1hUU6S0X6aG3wumVplxcJRhMSYSDa1uBACkGwl78UeI7QF4zPPCJ37HE/v6cZn5V4BUQ9jehYjJTEqxnqlMHGR++D4X1DNLnnTJ9bmndG1F+2HFYN7DnQfYXXeHyshHcl7cltoqXyu+hCxmgnpDp5dLwHNUtQsw93NLvTZGZpm+GDBmcvl/k8zkLSj8hGMUUeUmSqPJXSUp0suP7mHNVAcf75TaTc4FEsXdniwWqdEwsjrv9wivn5hKXzZa6MHzg63ZD+qM3SuVKxeefGFLlW/Mxn7vD2jRkalZzAN/zbH5wiDgyz7SGvPl8u+8adWRyWa+st+mlEMyp4fn6bjcEsjbjDTP0gSfnBYILVQRVrI1SQEIVdTtU3mT/UpF0KmAtzQHC5WR5LYgJujKZRUnO+ssNCuEFmPUKp6egGfVOn4W0yo0oVK5QVArFLx1ZxBtpqhJSUpeR7l69nIrTwcc5DihQPSeICAlel64qy6g4PnE9FaFInEAICYdk0lgnZxLkeIySJTWjIOiPbR8qUxMZUpMGaVfqj/45m7b987Jo8DZ9kW4kgCGi320e6Cu9baQwGA3Z2dlhZWaEoCoIgOKIG/SgrjQ9L8o5r7v9pwKeE55jg+/6x5/Ac7p1zGNZaVldXuXv37jNLtj8KfBDyZIxhZWWFtbU1zpw5w9LSElJKkiR5X+Tpd/+HvyQdpOhugqwpfK2JJquM313HMw7/RJ2iN4btg7LzfCrG2xkjJNik4GEBixTopUnCxByQHcA1I5QFOyoIp2uYBwPSlQ7J6Qbx0CE7R8MRKj9QOrz5GtmgwPXKh0teWB6dJh0QtSOGmQYlS/Vl31LLldc2rvp0rC7PdebwlSDyFCNjyFoeOaXq5KeOvCHJlEA/Qa3OMkMsBZlvwTqam47Uli7qeAJdV4jC4ktNESrCB5Z8yYdpRbiaMxs63JZkrHOY8tCNvZyP8zGVUYZKNU0zJHz58d+WsWDr+xHzrx7qbTRyVJbHzL0yPrpsYNm+N0N18t6jmwGg6PrY1YIzL5bf+1FBd8tnYrpASKg0UiqNo9fFGsHdN9vUawnPXR6TpZJxEjMa+oyHAi+okGUWayxJGtLbnqFaK+jsVujsUuZL6Zidbh1jNe/cXMAYw04n5DNXSjVqdmpAXgieO7ONNjM4B0YqXr81R7OScfX0BjfWpliY7rAUlCpSphWDtGBjtIjwxigpECKj4g94buY+gTJ8f2uOka7y5naF07Vd2tFBqLwV9PiHzgmuTJRkKVY5l2plKfrIRNxNmxhbw6kBM2GXpp9ymIhWZB/tIN4Le3VstRwbaohxkoENKJyHEA6LI7U+VRlQ2ISBy1B46L0BW5OWbRMxIUG7lCEaH0nXFjRkE+eGTCrDpsloyTq5S8nJwYYIenTyf42f/ByV+LUnXvdH8ZNmK/EkK439Dv77atDOzg7j8fiZzRM/bH7Q/nz9Sag6+7jxKeF5Bj5OhedpJdtra2ssLy8zNTX1mLHnJw2HHdefpEA9WqX1LPzR//5vWF/eIR1nRL5glKT4FrTRCOPQkxHc6+It1Cn2XuSzuQrB+hB/skq+duCw7YDo3BQ21bjVPnqqUqow22P8VgVXONgcIfxyX23kUQsiTNNiXIrKyn22gURltjTvnKxQdHP2p2MLR6qxAFTFI1UwGhXYqnq8OguIayE9m+MiWQYLtEM6GEvz0BtLJQYTC7L23t8GDo88Zx21DIYTgp4HE4liXDOMawIIUNpR2THokSUc52TPl2PIHKq4qgeQpBlclnv5R4ZgYGHLwhjcaMzEiZRg3gNtygZCj0BckhRdH3+iwLyTc+LEgMorT77ewdkB/Y0mjdlD18k6itsTzJ1aJ3jx4GXCCww7O3NMTD+ZIPXW63iFz9VXy544nZ0JWpNDwmhE82FHhg7WwsrNkzQbGWcXD0JqWeZx794cM1PrzM4eELbvvTPH5156QJb73FiZIgo1u70IqSwvnLvPMI3JjeH0dEluhkmAtoK37swzOZHTSSH0Ck5P9aiGG/TTkNXhDMOiILN1amFBoEa8OL3O3cEUKh5QD1PujebYTBRn6iOmwi4vTzzgneEU52sHPmG9osJK1iBWGa1glW09xXI6xULYIZQH5zyUY0a6RSTK49onPkPbpK8VvszZn/YEUOAxshlKhCTWwzhBTWZoFHqvxLFroSGrODeipQI2jaVvC6qyiiZHoOnYnJaqUnVdMjS5aJHbnO3sdzjh/zme96O7vH+cBp7H9btCCMIwJAzDI47jT2ueuF8hvB8W+yDNE0ej0ftS0n+a8SnhOSZ8lDk8zjm2tra4desWExMTfPaznyUMn2Ib/QmAc4719XXu3LnD9PT0UxUopdR7UsVuLm/yN//6++SDlNhXCCxezyATTT5OKVohweYIrENvlXkj6XyVYLUPDvL4UOm0gPDsJNnNLThTPv28fUXoRJ2hcMSbew85bcvlp+qkgwx/UPpV+ScbpJtDbC0iqFdIC4vqHa0ushWPvWIXnACvHZGNNXJviBh1tKlyEHtoAUOdYyqitI+woCOBFYJK6OEoS4xHraOTrzzEq/yRRTYkvfrBh9kjc7XxBKM6VH1H1feI1x3dWcjnPPyxwe9rsjMWu6oIDtfZ1yXUJeHtlNoZS+2ERagcZ4GBwvZAGZ8idWRJjgth7Kq07X3OfvHZCf1CwsZ29JDw5JsRXm/E6eeeTGoapzcfqjz70IXg/pstnnu5jx8cEJXNrRqtyeGR9Xu7Fcb9OksX11i9d9C1d31jisDXXLzwgE43Ls9fJrl5a5KXLpdKyo3lST7zfFkOfm9jlp1+TJpLalHC9QdzTFTL72pxzsWFbW6uLxD4GbORppc2uNOxnJ/MaUQZleA+13fPcG7yFtYJ7o+m6WdVav6YSITsphUWquss7D2v1rM2D5IIiWU7i+mZGSxjpsIOZyoHBMhkcCrukFmPXj5JIHeZ8MqQoSeOEvHUevSNxAiFZBLP7YJw7NdqFfgUpgIUxKKgZytMCE2KpiJCxs7Rt4aK8HBI9usPR1ZjnU9L+uzajI5JaMsaiR0jlcCnDOuKwX/FqdY/e+b4gJ88hef94EnNE621fPe736XZbDIYDB42TzysHO3/e5bC3+v1PpSv408TPiU8x4TjzJOBgzL37e1tbt68Sa1W4+WXX35mb5pn4Ti9uZ6GfSPSmzdvvidippQiTR+vWHkUv/8Hf0vRz/EDRTpMcf0xXmqQEwEJBcHOGKzDtkPEWh/vbIvg5vZDQpEnBQFgPYE33yS/Xb6B21F+JOSUK0ksyk7FwjqKboq3OIle7aPi8jiEdRT3++WEPVNjlBj8J3RStqGH0qDqATmOfKwPKrIU7NMdCzgfEmOQUlBEAmHKCi2956kVSoENYKwsPOHtTjoQmaXuKXangUceaGPfIQqH8/e21ykQdUuyIBFrBXoRJjqS3AriXKG8nEIKigWPYDeD9sGYCVYyJpZyRKiw90PUmQwhgaZBNQEMPuADqiuYEX1mGhkisaS7EooQW3hkQ01RaKqtCBlbRJRTWUy59/0ac7HkxLkHePNPV//8yLJ5Z4aJ6TK003vQIpKOqz/TfWxZL+wc+fvam5OcvTBkcrEkCOOxwxjB2z+Y5oWru6i9VgBKGXZ2IsZJxJXLBz10Li52yQqf0C8YZT5hkDLOPN5ebnPp1DY37i+wdHKVtU6NYaa4cKK0jnh77QxLc7cBKIzH7d15hplHM+qysrvIfPM+89VN5vfIzepwkq1sivvDFkoZQs+CzKn7OZFK2CrajG1AKxjwiMcqp+N11vMpmkGPUG7gHKzlZULQjN9lYCZQIqFjqkhhCZTBOUNqDUZE+ORIYVD4FM6QuIJQekhycNB1Hi1REMqcsSkVwrHzkMbRwMfJkMKOGNmI3IUYN0DjWHceLRHi3ACLQRCzbd5gIvm31OP/4KnXG346FJ73A+ccnuc90UrjcAfpW7duPbN54qdNBw/wKeF5Bj7OmOdoNGJ3dxcpJVevXv3QkuRxWlXA403Aut0u169fJ4oiXnrppfdkRPpeQlp//q/+geVbm0QSRpsjqlUP7cBkBUJL/E4KpnzAx7WQ7nyV8BDZcTi83QQbqtL64V75QHQCvP5BkqxbbBHe62OjgGK2StRNsRUf/aCPDRSePlpBZaZr5GNDMDQ4CUVcNvOThcXLbGlE2o5IBvljBekmlGXNi4LSmLpcIqj7OAyFtsjc4ayjUQ/pmAyNQ2UgrAULwkLoK6QQ+J5DIBjqvHQafSTKKYTA7xqyaY/qeka+eODPlU4qvEIzbFkwjuCtBPfinvGnlATdgLxdylL+ak57MYew3N9ez9LmyQjWBe1WF69puPd6zIXXetQqlqPBN4CDa1BsedTwqQTrdO/WGXUM1gi8wEP6Dj+0qKAgrBdUJgomFrfZWQ0YrdV4/rM9pHryC8f84ojN9QkqsWaw2+KFz2we/GYuMTrm3ber1Gsp16+10FoQVSP6A4E1mqmZgiQNiKNSxavEKd97Z5YTcxlLC6sI4VjeaPKZiw8YJiHahLy9fIZT86tMTRwc33NzK7y9Nsul+Q18pTnTOjAS7Wea6zvPMSwyqmGPufoureomreom2gre6Z2lqzMiP2A22KTqaRrBiDvjNr4sWE7bjHXA6WiXmpcjBVSUxblyeAkBU36penV1ha08JvQUoToIm+8vZ7AYpwicwxMZhgkcgoER1GWAwOKQdGxMG4/IpRR49GydLeeYUz65zhi4cs7yyFFUCURC4kCJgoAWfZsyL4fEssJa8s+pRV985pz706zwPO13n6aMv5fmiX/+53/OX//1X3P69GlGoxHf/va3uXr16jPn5r/6q7/iN37jNzDG8Cu/8it8+ctfPvL97/3e7/HVr34Vz/OYnp7mj//4jx86uSuluHr1KgCnT5/mG9/4xnGchmPFp4TnE4Z+v8+NGzcAiOOYl1566Vi2+1GUpnuex2AweLi/zz///BF34w+7T6Mk4//8s+8ih5qBzZES7DDD9jLySR+3Odgz5BZYa7DOEt5/xKBxpkbaT/AjH7t+UCatGxHBsAyHBEvTFLd3sZGH1JZwYwTn2shO+TarGiH09kInnkTONfC2E8L5ChqDsOCPDh1HK0SGHqM03yMfZTm6sHuJyb7A7c2ftShgOMqxCoa6eBhAEkLgVRUdCpwCKwB/34G8hM0MQd1jKC3jFoAH1uENDN7YIazD+gI74SGHjppISS8cnbhtIPHXLMVpBTj8k45Aa+wNQXrWY6AcIVAdSBoLBS4+WNec99CdAu8RpxLvumbqYh+1J0aGZ0OsBvmM2Wb8Q8nipS5qtsDbsbTmHldqDsNo2L0e4ycV5k6k3H2njtECP4pIxxprXclqcQgJo92QhYWYPE+4/sMJmm1BXBmxdr9OkWle+exBOMhauPbOLJ95cZPVjROcPrGNdbDTbdLpVSk0eJ5hY0sy3XJ7+1Oe11qccWJ6ndtbLe5s1TFmijMzu9SjBCngTHtMP6nRiA9CbDvjOsv9Cs/Pfp9bnVNM1rfYHs9zf6SYrWwyEY652rrNG7sLLMT3cQjeHc6hLZytbNMpqjS9jBNRj8JKVrITSArmgh22inma/ibWQddMULgqUgxpBGNGtok2EIsBci8u6gmDdh4gyPExTpKYHCs9BJKCOjV6DB0EwnFPR9SosWsV7mHDwjHbOmLag77L0UBFQO5ifJHQcz6BKahKn76r42yKcTusD/858/V/+vRr/jESj48jV/L9lKQ/qXniiy++yK/92q/xp3/6p/z93/89X/3qV3nrrbdI05SlpSW+9rWvHXkBNsbwq7/6q/zN3/wNJ0+e5NVXX+VLX/oSly9ffrjMyy+/zOuvv06lUuEP//AP+c3f/E2+/vWvA+Xz6s033zzGM3D8+JTwPAPvV+H5MGGjfed1rTVLS0s0Gg2+9a1vve/tPA2e5x0r4RmNRty9e5ckST6wP9ePIjz/7F/8Lb3OiCAShGNBpREw7CUUrYBYG0yyv65ALTZJ7nbwTzYhUIzTHJloXD3AG6a4naOVQXG7ghn2sIstittl6Zat+Mh+AQ4SHD4OD8iVIAQIFXKqht0u81Hy0UGS8j6ikw3SJMeN9WM3lxXARIBwPMzlGQ3zktDEZacT5xw4MLGk2OuJ4h6d84zDN460LcnF3lu8djhPlNVndYU+xDtrOVipiSoeqgOjRy9VVo7z+r0Me1kh7mjkZUFlq8AjxL9vaMwPcZWjapzwJXa1Aq2Dc+t9b8zcq2kZ5tr/bLJg41qN+ReO5tEAmNwhb3osfeaAcKzda9Ka23ps2X0461h/idPyTgAAIABJREFUo8Hzn+1x/204ce5wv5+jhDdLJJt3ZmiclCxdPigDTxPJ2v05Lr+wzg+/dxAu6Pd8trcbXL5SZr6P+hmcKEvCJyd6TE6UOUZvvD2LNiHv3Jrn4uIaS6d2Wd46yenp+9zbneS5hbts9KrMtzfRRrK8M0d3LDg7ucvOoEktGlEYxfWdE5xs3+X52TLsdr51j+udc5ycuAWAdYJ7o1l2s5D5aMA4n8bz+lyolftXWEVfR6ArJH6HmmcJ5YDcKW6lUyQG+vY0SvQIlcYTB0nhEh8h+uQEOGsJKfCko9iLnEocHVPBFwbpHKHQDKzAF4KBqZOL/ZCrR00mjK2PETCyAQWSTQ1zfkDX5sRSsFVAW0Z4ZDRVwbYNqQqPET65k4j0L5kI/iPi8MkNCa21H4vR58dFtI7DVqLdbrOwsMDP/uzP8lu/9VtAeTy3b99+TO3/zne+w4ULFzh37hwAv/RLv8Rf/MVfHCE8P/dzP/fw/1/4whf42te+9qH278eNTwnPMeKDhI0OG5IuLS0d6eNwnFBKHUtSdZ7njMdj3nrrLS5evPhEX7H3s09PC2ndurPBm2+sUJMevcGIiu8xvrEDEqKqwh4qPVcna+SDBDnMMcO9fiNA0Qqh0BRVHzsRoroZ3p6TufA9/KVp9O0DLye/HuL6Bf7ZNnnhwFNYZYmjAB1ZTDXA3ylzjqwvkfpQObsn8KarJDsJWdNHPcLjbKgwsvTkEsaVYTEJSIFTDqcEUeAxsrokLofXPfS3SgymqUgOdWEWQuCNLUXjketgLW0j2WlrgnpINrmnaHUt3rZFVyX5jEfWVISJRS6Wq2kry9ymaYEmp/m9AXHkM7yXIWYkYuqAzYwbosyPyhzV2yOmfubJ1hCZVwWOEh6941FPE9ovHVVzwuknbwMg7QXQqXD1CyVBmjr99F5V6ytVanHA0pUt1u4cMMDVlSq+BxculknIYVRerDu3G7SnDOfOHzQiPLvYIUkUcXxwQd98e4aXLq+xuV2l3RqzPWiwuRMx1RozShXzrTU8ZemNKsy3e3jKcnryAacnwViJl0q+tXKRVnWD8zO3H9vvs40V7g6mmK9vI4VjrrLB3F4UYj1pcLs/SeircqwAgTS0wgFCSO5mJ1BiyFTQoeqV53G3qDF2VQaFpe2NkHtKTCS3SWyMFGWvqJwYaSWCjNx6jF0ACCQSjSBiiHKSjm0RyJTMlpYKnhuyZuq0ZUGBYeQUsYDEwVohOeH5ZC4BYnatZFqFZE6ROUEocoSIy+aErsLy4Hd5Pvyfnng9jTEfS7HGT3ruUK/XOxL+UkqxtLT02HKrq6ucOnXq4d8nT57k29/+9lO3+0d/9Ef8wi/8wsO/0zTlc5/7HJ7n8eUvf5lf/MVf/ND7ftz4lPAcI94P4UnTlNu3b9Pr9bhw4cKHIg7vBR82pKW1Znl5mY2NDYIg4PLlyx86819K+dR9+p//5P/DJhpbFASFQ+sMBRR1hWfB7nVFLmYj3M0d5KnaEd9OPRnhD3K8WgjrBxU7cqpKWlFYX+DdOOoqnViLV/URm2OYjPEHBd6JOkNr8KLgSNjKxN5DF3QxEWAR6G62f2AP84osYKoKqcFvBOS5wQskmS1fo51zmEBghWMoDY9ln1KSKd8JjDFk00+eAFXmOFzv5g81LrZsT5bkJAsFjaEgqTn0hERPlJ8HuwXermMy1yQXy982pzxUVkAoCO4XyLMCe3JM+cw1mC2D7AVYKyhqluQHMDcxoPHy0wl1sJjTe+DRPFEuM/gBnDm/Szz3+PWfOF2wsdxkdrF35PP1tyqcXEhonD9Qg2qthJ2NiMnZo9V+96/Nc+b8Dn6QYrRk7mRJVG9dm+fs+S384IBot1qad9+d5/yFDTx1lIBHkeHtt6e4fHkbax3ff3eWF/eqtWamRrx1a54Xzq8xPdHj7kaT27fP8LnnyxDv5VMbXH8wxYUTB/urpGWYGy7N3WSgFTd3psl0hfl6n3alVHl8ZZgMDKkOibyjhK6v60xVEiwS4QLGpkqgdql4JZlcCO/zIK/T0zUy26DhdWn7Q0Thg8rQRKRGEomEQFoK5/ZTsgBN7iS5raGJgT1fLxypUwgXom1JW7WNaauEgQ0wshyTu9anKS2hc9TUiERXMcCqlpz0K4TCkTnYMpIZFVNjSN8GBEKS2gq+kmybu/Szt2iELzw2Lv59y+E5TuPQfdXmuPC1r32N119/nb/7u797+NnKygoLCwvcvn2bf/JP/glXr159X130fxz48Y+enyC8XwLi+/6PVFHyPOfdd9/lH//xH2m323zhC19genr6I0+Q/qAhLWsty8vLfPvb3yYIAl577TXq9fp77p/zLDyNhH3/nf+fvTeJseS6zz1/55yYbtz55nBzrCFrZpHUYFFPFNDotzCeAAHWSm5oZQOGAS208Mq2Vl4YMLxwrwwDvXgW4Haj3RLQwHsy3GgBlhvtfq02HkWJljgUWVljDpVz3vnemM45vYibU2UWWSSTkp7Fb0Fm3RsZERlxIs53/sP3rbOyvE0cJ2SjBAdQ/YS44eDvjEicnExEkx7OSufgRA9/P5kMkJ0IO0oZDE9OGHp3gOs4yF6Ks1DDNI8p9lmgHECiD7u34t0h1nHQocpLQg429fIt3PkyOrGIsTaPhTyCAzmRCRUqywuUM2OwviAeV5IqKdBO7qNlhSAQCkfn6S6RWYQGk+U1NEkJktqzH1cx1vyxxhC0EpIZSOontzdbp8emrklK5RS/YKhtjDvHPAGPx4XgWQpNiV4/ZlUyBeJqgroeU6in1LOISlnQ/5mg+xNB7+eSeEVhRseiUAq2H5cwGYxe19z4bItC9dnjsd09KqzMEth4rcTNl7pUJk/LGGw/Oepc7LcdNt6b5OqtbVwv3//WkwKjgeLe23Wu39rC9Qxaw+62z4O7VXZ3JpmcGmDMM4yBXdAa7rzX5OVbmye+m6j2OXAEudDsEPht7m3OsdHKx5Xn5GmpA9zZmGJxcotykLDdaXBxYpvrzUeUw32eDBr8ZHOB9f4UtaDNzuDIyHJ9OMu9/hzTxW1qfpuGv08nlswW1ql5I3aTSR6PLjDUDgt+m5F2mfC2UCJmO5kAPByKKGJKKq8n6uoCDobUCjRFutqnbwISLLGNEIQoK4mtxEMDAinzOrKSgG1dpiQTRuaIDHSMj0bgCQcJlIWlISA1CVWjqCOoCsFQpzi2RFlYMmMo2JSeMSQ24v7gr868D78K1hL/LR73ebu05ufnWV09koFYW1tjfv50evGHP/whf/Znf8bf//3fn4i4HWy7tLTEv//3/5433njjY5/7eePTCM8HQIxX4c+D93NMPx4huXTpEtevX/9AknOereQfNqVlrWV9fZ3Hjx+fUnM+rwLoZ3Vp/ce/+X+I4gRfCJTnMBwMKPgK+yRfxbqpYdTw8J70D1WKGeXXPZ0q4OwPEWMFZJkcO08pEBfriMcddLNMttVFAulEmBcSBy7uer6qdcaTVNYIcIcaZ6gxrsSdChm1RwjPQdUCkv3oZBdWyQUD6TiqM7Y5wq26DLVB2jylZQ1kvsWpuGRj3ZI4G28s8v84gHEsgyKEVuGkEA9TjLUYZ9ztNU5tCSNwBhn4huHFs8eLfkr3WcSGxiAiuwLDfYuaTWhsuvQCgXJdaCW41/MLnLUkav7kvbKpZWaYol4yuH7ExNzpe5l2FNG2JO6CGVmS1wXVyZThTogKRwTls5+tyuURWSrpbzmUlcvtV59dxJyMa5Aev1NiZtZy+WYeKdHa0t4v8eRhkZYv8XzD8jtVKrWExmTEsOczOaXp93aZaORRwE7Hp9P1GQ5ckjS/jkJYXv/pNK+8snnq2LOTPe6tL3B1fo3Hm3VeWNrizXszzE30eWt1gaszm7y9NsNLixvc3ZykObGDq/Ln8KXZJ2z0J5kcCwhOFfeYKubptI1hEXB4a+8GMT2u1Hd4uk/zdvUJb3VnuVhqUXXbVN02xsJWPEEoA4ZZQOhsU1JdBsank/pIptAiwhUOCIEhG1vBuYcu6QAlKemYFImgJhXCDtnTdQpCUxQREgXWYUeXmVEJiAglCngiIbUB3cxBGsvaIRkKWXBSjA3YHL+HZqVGacEukoYMcG0EMqCbrLE3+hETT7Wp/ypbS3wSOM8Iz/MQnldeeYXl5WUePnzI/Pw83/3ud/m7v/u7E9u88cYbfPOb3+QHP/jBCWf5VqtFGIb4vs/u7i4/+tGP+KM/+qOPfe7njU8JzzniLPFBrTUrKys8efKExcVFXn311ecmMOfZSv68hMday/b2Nvfv32diYoJXXnnl1PHPi/CctZ9/+ekDNldbRIOUuu8wetJBVwXZVh8xbryR1uJuDxDHLCFMJ8bOlpCbPcSxFvJDwqMkYqEK44hQINVhg7S7HyHmKxB4IIZ50XCcoadD/P0EXcpXMTI1ZE/6uKGL9l1GUYot5i9CYfOIDMVcQFCQR3UcAfiKJDLjhy0nK3l5hMhJzlM1O9ZahLVEZYkVeT3NQGrwAO/k2BGpJbSSNNWEriJ2846ws/R64ppC6QyUwBloJtyU+EL+3aghKO1aRjMpzsCSDQWVLEXMja/vrEPeanVwwS1T2xrnSk4Q9992mfzs6Xoat6pxq5pg3dIM+wSRZPryMeuPoWDUcoh6CikKDDsJrufh+JK9FbhwyWBKlp2VOlkSI5RFORapDMqxeAWB9DPe+i8N6pOKlfsW9cinXE9oTMdsPPKZbLrcuHXUim4MLL89zbVbeziOZfXxBAsXcsJTrcZUq0d/R7fnsb1VREjJ3n6Ftc2QxoRlZmIbdxxpDJwuxsBu12GmCc3GECkNNxYe0xpUUKrI471ZJhtbBO7RM6ikRetjbW/HMBkOGGaaRnGbvcTjTusiSkYslXdx5NEzczls0U8LhG5eSC8FTPv7pEayGk2xnS0ihaakOhSdFGjTzWoMbC4REMiMsoLIlAAHX2giG5HaBHAxSDraUkSSGIOvYvZ1maZMkUBDGSJjkVbwJPVIyaNtTQd2jGLOsWyOn0chJCuJ5aIn2cgMSMFK6nPBTWkbSSAcYmMxwvLznf+JC+nMCYXhX7cIT5ZlzyXv8UF4XsLjOA5/9Vd/xVe+8hW01vze7/0et2/f5k/+5E/4whe+wNe+9jX+8A//kH6/z2//9m8DR+3nd+7c4Zvf/ObhIvbb3/72iWLnXxV8SnjOEccJjzGG1dVV1tbWmJube6ax5/Ps7zwIz/OYke7v77O8vEypVOLzn//8M0UOP8kIz//8v/0LUZRQUoq0M0I0AlQ6Qk2FDOOUTBiK/ZPaNqLkIkIJGyfJDoCM8shMMF8jXT2qCdHZ0fkn0yHu3ghHKFisYFa6WCHwhvk2Sh8RK6cakGjQQ40bnzxWUnaQGrzx57IgSU1ufXmgP2sCcVJi+Sle4ivJUGqMf/Rid1JB9gyNGZfcR2vYcDHlFOsIZGTx2hqRgg4ESWPsxu4rgp0Up2ApVVPi0lMRm22BmASKArVkaOxKopbG1EFXIHkI3jglX7qXErx8RFxEKeS4ps5xRMuGC/Nd/Kpm68ce05ePvvNCixemVEmBvM4miwd0f+5QnlVcenH/zH0eoLPtodIKn/nvtk983t712Fkp8fIrbbZXj+51r+PQ3mtw66VjdTXPuLZr62U8L+Pq1RabOxUmGl0mGnkX2DDyuLtSwxjBhZk2b95vcnkh75yabnT5+cMZbl/aoF7sUi50+b/fu0CpN8n15g7F4CgKfLG2zptbM1ybPhk9emv3MjO1VaSAR70FlhpjgcXMZ71bo+5JpoMNik7EZlSi4BzpYu0kM6SkVP0+Qx2T4dE3PiPtUVEjKk6bgZ7CiARDAWEVvugysoqhlXjCw8FQIMEg6eoCiajjipjUKCyCyICLx6M4H6fTzgBPalwLQysxVpNal9XUctkdsJYVkERYPB4ncNGTxCYGAp6kDtOuxiIJpEMmPAaij3VXGQ4vHSoMx3GMtZZarUa5XKZYLP5CiMi/hZRWrVZ7rm2/+tWv8tWvfvXEZ3/6p396+PMPf/jDM3/vy1/+Mm+++eZHP8lfED4lPB+Aj5LSWltb4/HjxzSbzY9l7HmedhWO4zAcDs/8rtvtcvfuXRzH4cUXX/xAkcPzIjxPp/TevvuE1maXOEooeA7JfsyoIiisD9CAV1DowGK2+nmxb9lFljxUo8Bot0N5skiy3T+K/AQOQoLfKJ8gOwB2rI6cTIW4vRSpLXGS4e6NiGZClHIRrQSjBHJMeGQ9QGcCUo1zTF3ZAknNBSVgTHbcuk/UTzFurr2jVV4b83TcxY55jbWWMHTpyvRUdMaMNAQnV7bWWNyRZthUWJl7GpV6kl7dYgJBNHP0olQanK0UlcBkySGa7ZIWT6+Uk4LCzx28mGzBSIwo1jXDtyXmmoNDCAxx346p/cZJqwgznxLvSfyJkyQqetOwdLuD8vPPy5c1WsOz3uNJx4PtmBtf6rB9b/LsjcZYfbPM/IUMXTv5fK0uN5icGjJ1q8+g59CcHwCCR8tlGpOGi0u7J7afmTtt0vvuexNcWGwThvn1mJnqsvyowZVLOQELg4TbSznJ0kbQ6nkErQrFQp6SmqwMMUYgpeXe9iRXZ3eolHtk2uHnGwsUZMS1Zn4ezZJGG4GSltQo3tpb4GLjqJbiZn2DjVGZicKAopNwvZofN9Iey/0aJQUrwwk8lWFEicDpcFBZEaqUVtogUG0CmWGtYGiqQA9rJMhkHOlUSGtIrERLn8QOwRZIKaDJ0Nbi4AEJNSvYMiEaQUNZ9rVAUmRfu5Skoa4G2LH6pUFwP61wxdNY8romi+BxAkteAbQlQ9LOoOkGbGaaRdeQSsG29w98efZ/PLwO//qv/8rU1BRJkrC+vs5gMBg/N+GhunC5XD43cdUDWGt/aZGl80ppPS/h+beOTwnPOcFaS7/fZ2Njg7m5uTNTQR8W50l4zkppDQYDlpeXD7V/nld+/DxFDI/jf/3fXyNNUsrKQQ9S4rKkmNk8MiLJozvCycsnRV6zohoF9JMOwWaPFLBKYJslCrUC3TjGt4rsKTFCAJMZsskC7iA7bC8/KGEQUmJdiRXkxqAG7ERANrLIzGAKigM/RuMIspKDNzKYhg8ZyIIi7qcIIPMV1hNYeSqYk5cfidw3ywTQVRmntyJPlR2DGhl0aBnNnmQNWUdD/fSLWSsw04pGK6MbRoRY5D1NVhLomaPt0xlJsW/RZDA3Akdis4zwsxq9rRl2JZU7CdOfPe2LJRxB+4FHc+LIKsS8BVc/2zqhyRNOajaXi8zfPE0y9t/zWJwfEd7M96H83qltAIyGh6/Xuf1KF6mgvzuu2ckEd9+oc/s3OoeEanezTOVql/vvzrJ0befQNuI4GhMxO1sBU838uO/dneP6tSc8Pccl8dnic2/dn+bVzz3g3sY0P70/y/W5XeYmurz5aIYXLm7Qix0uNHssby1yqbnC9ZkVAFZ7NXrRBDPFTd7dXmChtst20uBiY/3E/l2p6ccFJgonr5mvUq6WdzBWsN2fZT2uUFQZs0qgjtXj1N0t9tNJfNVDCItDP9fCNIp2UqCgfGJiQOKKAgMNliIajSLCBQQuBekhrUTLPlrXUMKwlzk0nT4CAzToG0liS1xy2vjCpSg1vgjITJ8QWHRKZBZSO6KbWWZkkZbRZFYTa0VZQC+L8ZVlL16hH69S8vNWaWst9Xr9hAigMYbRaESv16PVarGyskKapvi+f8JmIQzD/+bcwj+M8OD7YTAYnHBs/3XGp4TnA/BBD8lxY0/f95mamuLGjRvncuzzJjwHJCWKIu7fv0+v1+PatWsnXHufd19J8mytlI+CvXaf9+5sgIaoH+GnBq+fEoUC11qSioO/NUIfm+TdC1XiB7uI4GgYS21hq0+c5Z5Ooj1ANArIeoHhMMbdGyETQ1rx8AYZ8rgPlrWIsovb1yhtiCcCAitIXQc5MIckR/sKmUAaKoQUuCNDUlJ4riKxGjHSIMEpOaiqxyjO0MYc1ld7jiLLNEIJLIasLM6suTnAoQmpsbiRYTSd2z48DaPOXoUWUigKTf+yAVzCJEHfyKNN3rbGHzpEdUtakqQPYipejHgZQKDWC5iLI9Q0lCqGmU2JeFRglEb4Fy3yWAmKM1cAIqyxhCs+k5/bOPN8Oi2PeU5O3tuvedz4jTaOd2yinktIU4nrHt2j/r7HYCPgpS+NU0s9h7nLQ3qtAp1tn5e/eDKS19kRPEgqXH9x68xzOUC3V6Na22V9fYIb15+cuc31K3u0OgH16hGpe/fRNNeWcoKSpoKXltbZ7xZ5tN2gXhyRasHCZB71KXgndYimSm2mSu1cm0cVeK99kQuNx2ce+2Ztk/v9CeZKJ/++WPusx9PMhh1GA5/JYEBPh/SzAp6MmHT7SAG+7KKtYGzPRmRcIlvAcfIaHV9WwPZIGWGByHpUZIAnM7ZTS0EkYPqspXWmnCqTKiWyhpb16JoyTbXHgtNB2zKRcRnoEjWRsJGUycv66zQkZDYlVA6bWYUlT3MnUVz2YCP1KcqE2BhSW8pTnFLwZus/8upMnlI5q4FDSkmxWDwRlbbWkiQJvV7v0H18OByilDpluvnLSFU9L86raNla+yv9d/4i8Snh+RjY29vj3r17hGHIZz/7WZIkOdHW93FxnpEUx3EOW+L39va4cuUKL7zwwkda9XwSEZ7v/N3/RzSIcIyF1GCFQcQaU1C4CyV4kK/ijc39mONmgH2wizAWO8otGQ7NOWdLiP0RMtaYko/cH6H3R/jkRc/22gSOcpDxCJKjyVQYELUCohUBCn8vZjATolyFNQIxzAXacCVJqHAiC9piXChOFun0Y6QAF5ubb6YaMxY6PP6azjKNdASRtOhQ5G3o2ubExuSihI4vSSVoAcqRyMhASTB6n9b0pKSQcYY5Elahsq8xsxn9Y3ptdltCY6wTNC0YocFAaVuitEPh2lEEpzdKD7uDilsOg7TP1AsjAsAkMLinSLsSURb4l1KiNZ/KcMjk7bPJDkC4cHTNs1jSf1tw+9XWqe2ksrQ3i0zN5ZGetXdKzM3D9ItHZOnJgxBfCmYXEhavDFh/VKC776G1IB5JpFWUqnD37QpZKnHDAqPB+J5Ii+NYXFezu2OQFLh89dnEyHUMm1sT1Ks5wVnbnGR+bhs1tmW4sbjNZrvGVK1NozLg0eYCbz6a5ubSOwAs1Fs82J1ncfJkBCfOFMLZRdJgaBT3Ok1As1TZIRiLPUlh8Z/y5tgaVenjUfFzErRYaNPXRQIVE6i8TmhgKvS1oCQjRsajoFJGpkJsM4QwgEHiENsIcAmFg8sQiBmaDGM9akLTsyV6OqQoIwQBkTVUhKJnBbuZg7RlrCgS65i28ZhxLKtplZI0XHINsYHVxAUUbW256oPN2tRlQFcrFlwFZoShQE1FDLKA0E15Yh6S6iGuCp+7Y1UIge/7+L5/wnQzyzIGg8Gh11S/38cYc5gSOyiQ/mWIG56F86jhedrz8NcdnxKej4B2u83y8jKu656oeTHGnFtEBs4vwqO1Zn19nb29Paamprh27drHykmfN+ExxvDTNx5T8lyyQYwtSRgY0oqDlpr0wVFKSghBNBPgr/VyckAeATGBQkQafbGKWuseCv/5tZB0dPT77uUJ9GofOVHEjFKSqQJI8HZGpJMBztYIMTbW1J5ECom/n08eRgEVj8yTKGMx0qI0yLJPtJUTKiNA1jzkSHOWUpEFwppHV6eAQGRgXYE9fBLH4n8H/0otVlr8osrNPSNBX+rDdvTjEFLi7VuiWYHSlmI7Jrl8eruR71DgKfkECVkhZeJqgrOuYcIjq2u4JBBDiQ0N0u/iLFqygcApWqQH5ev68GzNQJK+O8JOxuy9WUGbGL+uKTYznGNzSHkuo/WkSjFI8AYjrr1yOr11gF7LY3IGHv90gpufPzII7eyHbK9Iuls+U9OaQc+hWNHMXxoxf2nE26/V+dyrbR7fn2Zuce/YHk+3ty+/V2NhcUCjOWDtSYXWvovjOhTLI2ane4fdWADTkx20EWxulyiWW3ju0XWUwrK7X2Sqlh/j0swaP398g+Wti1xr5pEba05ed2NhuTXFxaktbM/iqZSlel7APMpc7u42KXuC2eIGF4qbPBosMBVusTZcRLl9KvKoUNyVmtbIpVk4/ll0mOXURvEoKlJ2wDkmcOnJjMQGGAxDkwEuJXI9nr3UIoSPxVBSEY71SY1kaEKGNsMXBlcKtnUZrKGq4Jq7R1/XueR2MRSJtSAUkqZjaGvB0Ej2MouwE/RtytB6RGaEJ6aJTEZHBzRdwXZmmFCWt9r/C5+b+Cbw8QydHcc5Zbr5dEpsdXWVJEnwPO8wCqS1/qUQh/OI8BzUn35KenJ8Sng+AMcHynGjzBs3bpxSGj7PFNTB/j6os+r9YIxhbW2NlZUVZmZmqFQqLCwsfOzzOk/CI6XkP/3gZwx6Q1SUkbZGFAqKbGeENxVQMJAFDnGoML7ECyWFkSD1JCo6OgcVergXiiR3TxakmiBfIVkguVRDrOTkJ1LgW/B38miGc7GGGwZo4sNIka76iOMm6RYyR+D3DVJbVMklUZbU5J5b2hNoT2JHZ18bx5MMHUNHH016oXQYcPb2vpAMi5okkAidEVfHZ2YtztCgRiCMxS969ESGKUgKwkP0E5SfnEl2AKIpl1I3Q1eOJvKga6mHEbpmMLsSvzJE3g9ILgtGdy1BRRNcN4Cg97ZL/TOnU5ry3ojqCynzl04Wx1sDw23FcM8hGUj8sEC2MWDpoiDSsPOwguMKtEmQQiNdixcKlKNpbWtst4nrJtz5cZly3TK5GINI8b2AS9cjFpeOUkzDvsv6g5CXvpiTDinOLtSHvD39rZ9NcPvlPZSC+w/qXF7aY27uaJs4UayuVuj1faSAenXEm+/MMLfYIgyjU/u8cWGbdr9ArTRCa0lz4gGtqMTP1me4WOtwZXqH5Z1Rmri4AAAgAElEQVQpLk3lXmFvbFzgykwe8WmWu7yzM8elify7gpNyfSKPOI0yj9XhNK3EshYtslDtnDo2wHyhTV8HBOrke2ikq2jAlR6ZTdCmgmWIR4aUEIgRQ+MjsEgcNrPc9iGhQE1JPAypdRgaQyAcShg8FdK3CSFdXOnzKK0xMD6OKxlZj2Eq6Bqfi57lX0cOVZlSdQR9I3CEZSV1qCtBQ2kaKuJeUmDWlTh0WElCFj0Y4fJ49Cafe+Zd/Hg4KyUGEMcx/X6fTqdDmqb8+Mc/Rkp5oji6WCx+4t5eH5eoDAaDD2xC+XXCp4TnOTAYDLh37x5JknDt2rVnVry7rvtM4cGPAsdxGAyevfp9Fqy1bG5u8uDBA6anp/nSl76ElJKdnWcbMn4YnCfhsdbyn/6PH2PSDDeFAEE/SilM+pi1DrIZYqMMJ9OoqQL2YQc9jFCpgYqPrAXgK6wrGD5unx7QUmAcQTpbIVg7di2Pad/EM0XsToRjFVmzAO0YJkO8/QRnoUDWj7CuIC27GAuetjgTBeJ+gjQgfEiKEmkE6hl81yk7DG12qlYnHqZQfirapi0IS6/G4fZl4REfRGWEICsKsvF7LBqr4PqJJekM8d0M7Yg8fPCMSJ5+YmHM14sdKIV97HhY2wkP4Sc4NyLMPUFiBH50NK4z74zC6J+mLPy7nDy2H3vULh4RIiGh2NQUm/mY2X89oT4dM//C6TTWcbRWKxRcuP3lk+N2+1GDUmnI1FxMrZqTMICVeyGVKtx4+SiiNzV7usAaoN9zebJW5OXPHUV/RsPT6QPf01xaPIoKbW6XkYHDo82QsOVxeXEP59jl8F3N2uMmtdIa9zYnWZzbYLM3xY25FXqjIm9vzBymN5d3jsjOAQ5SUU+j4KTMhU8Y2Yt0U8XdzjR136HqbePJo0HnS81WXCRQR4RoLy2SoZFCEMgRmVXACIEgw0PZFIlFkTHSPonNi4JdYTAI9jNLRY5IdIWSMmA6KGlYTT08oYhFna3M5bI3ZGQs9+M8glKUiktOh4Eu0ZAZnlRg4UVf09WWJbc7rmurYm2ZBWcAtkBB+kw7mlgLfFx2TYft4Z0zr8snhYOUWKlUotfr8ZnPfAatNf1+/7A5ZTAYoLU+lRLzPO9XJqLS6XQ+tgXQvyV8Sng+APv7+9y5c4erV69+YHGvlPK5W9ifBx9FHXl3d5d79+5Rq9X4whe+cCIffV7ndh6EJ4oi7t27x/Zuh1Evw7WKIIAoVghhUEOLLbok+yNk3ScbRYhH+QSZzBTxV3vQjRmVHPy9AVQ8nG6CCRRyskjiCGya18roiRLBxsmVvu/kk1s8V8JvpQgDIwz+dgwzIfE4atOPE1xPokOF29c48yVUw2G0M8pVmgNJVshVkE9BCKQSpAVI0GcWJoun8l5F16Ff0qRPacP0ovSQoJyFILJkKmV0y6MyyNAzub9W2BJknQQ54TMoZ4cEKCl4eCSEO5rK9Ah7TN8sbhgKuw5MZnhXLeG+pNr1MDpFKIF7BUzXRVbyPzp5I+Pivzsik+0N/wThOY7WfxXc+HKL7sbZHU8H2H53koUre4RPCfPdfa3Ojc91cFzL8hsVJj6f39e3X6ty87M9XO/kdStVMna3Qyanj85n5UGRcg2u3zqZ3lpaahPHEt8/2zbl4eoE9UaH6xMdNls+k40+e+2Q/c4UYaHLxWZOMq7Ot4lTyTDJx9ilqSf0RkXKhQHlwoD7WxdZ3rpMrXG6OHqpscP91iSzT0VwMiN5uzPHQnWHVneKZjH/PjEOW9EEUggm/T18mTLrt+gbB1cY1uI6gZMdkixHGoaphz92t7VYMuugkMTaoJE4IiM1Th6tERmhyNjJKlTlEE2BRLgYU6Ag8yiQsZZpldDPfOrKoy4htpqhdklkhUxnPEmPuoRu+i0iW+FRkjN2XxiqqkDX+BghueSNsIRs6wIXxQilfN7s/Wcq/OaZ9+WTxPE6GqXUqZSYtZbhcEi/36fdbp+ZEiuXyxQKhV9Ka/vTxqG/7viU8HwAGo0GX/ziF38pjP3D+F+1Wi2Wl5cJgoDPfOYz56LQ+Sx8HMKTpikPHz5kd3eXK1eu8J//8T10miGMJYkz4l6MshnZdj6BegtF0jShEBbpF11UpPGNgMkQ6wi81fEqsRvDQgW51oW1Lq6rSOZLsNnHD3yiZgHrKmSicVoxbmYZLZTxd5OjLigJRgmUFnh9Tdzw0a5AOHkbuqx7dI2mYhVpQWIBWXLxjUD4eRt7onXuYO1IShWPXZse2V+cNYbG3ykBGYZWeDbBta6kGMPg6cnYWBpGsjuVwrhLyzMFMiKsLxhMaZhSQIabQNgSOEYQ+y7h/QHlaxH2DLHfwZqlOK73lJtDEpnib2o0IWI+IdooEFZS9F248Bsnu4/c5hkRoARGb1mufzmPvpSaKaOeolA+OY6yGNoPp7h0a4to4DF7KdfQGXYl7ScT3P7iUUTGZIphX7J6t8RLXzwtPXCAdrtwSHgeLM+weHH7hHnoAcIw4507DW7e2j313XsPZllc3MB18vPd3qkz2ejTqA1p1PL6nJXdGt1hhelKi7X9Oeam83SUqzR7vRlKhfsAXGk+5serL9BtX6IabDBZPBnFzdKTRbOpkbzTmWWhmhP+y6V99tMSgZPgSM1UkGsDaSvZTWYY6YjMSiI8Cs7p8XRcqRlAYuhmLlJ4DE0upaEwlKRC2T59U8InIRQRa0mIS5GKHGCFS1sHBMJjNcmnkr00o+HCVpLvR5Cyp0tUpKU79ipr64C2VlSkoWskDcewnrrcCno8THOx077OFcMHxsURA57Eq+/H9z8xfFDhsBDiMCXWbDYPPz9IifX7ffb29hgOhwghnjsldl6L0263+2mE5xg+JTwfACHELy08+Tw1Qcfrim7dukW5XP7Ez+ujEB5jDCsrK6yvr3PhwoXDNNvdB3s4RjJKc70PlWbIKAMpGDUc/ActnIUy2YNdAnJSElyuMUggG6aE1yawcYbeHUKcYZUkWSjj7kUEq30soKYq+I+OVvM6dKDoUVQOERLVinMtHpGrLge7CTZwcXoZNijgtzOsLxm5kkJLkzKCskKlYIY6Lzget7c7AI7ArXr0ugmicqAsmLeVkx+GYsFjMEyQSuBJSTvQuebP+8DtWzg2F5YyyciJ2W3kho4H2PMtYWyx/slxqz3oTWkwhoknMQVi5GOLM+GSTp0cZ+mUA2hs21C9laBbknBeAz3aP3ORFUHywDJ/uYt4aj4IFjX9DY/SbE4ysr5EbGRcfuWIGEkJu+s+izePIm/dbRcVh1y4lROFjWWfic9nbNwvUC47XLy5d+I4pUpAv5Vy6/Nn6/UcoN+FOJIs36nw4udO+2EdR7F4Wjtr+fEFli4/PPHZ0nyLLJM4zhFxmp1oMzvRxljBve0m3WGB8rjOZ7K0SaoFrrL0o5DFqYekQuGqjLe35/FkxrXJ/O++MrnJdlSiFgxJtOK9XpOF6tH4VVIzTMoEzsnrIYWh5OxRUA5b6RTDTNCPA0IVj20lcoQqJdJO7tVnBUMdkpETDInGoNBIRkZSEDX2tMJBk+ASWR9vbCvhoik5be6M5ljyUnYyxV4WkKUpVZnQMR47aYmuVlzwUvpa4knLk7SAQXLR69PTRYrjAuq7UZEZb4AUBXYyjyV/j8yWSKyhpw0d5yHwyvvev/PGR+2UOkiJHc8KaK0Pu8Q2Nzfp9/torSkUCofpsAPhxPNqSf80wnMSnxKeD8CHJTsHysznQZLej/CMRiOWl5eJoohr165Rr9c/9vGeFx+G8Fhr2djY4OHDh8zMzJyw2BhGMfs7I0Ir8boZTllhKh6DUKI1FFZ6CAvJVh/pSJKSwkcQ3dlG1z28vRHZsYVQNlskaQSUUTDtkLWGyG5C9mCXrB6ihhnpXAl/L8bcb6GuTuLuRCAhmfDJAodwZ5z6cCSm6FJSDqOCye+nEBgBSc3BG4zdyRODdY5pAzV8BklGOsjtL4S22HG9UL6PfLtBnCJdCaFgkGVgBU7f4Kpco8e4Au2ftKHIrAAsZIa6VOw14tw86elr7klKLZ/ezOm0ktPTzCpNfEsTt32KMwOQMc4OZFsC2xCIGQFTiuSRoDhIkU2Qs4bhI0V4SVP7TErW0jh3Ijojh+JiRjBxckU6atcozW6T7LkEwz4TN08X3/c7HpATnifvhMwtZITNo7oeHUvW3m0yd3EPvxCzv+UxGlRo7aQkA0WzmdHe9djb8gGJch3SJEMIKJQ80iRBKcOgp3i4XOLFzz3bgPQAc7Pb9HsOpXJGmkoerTS5tPTw1HbVcsSby02uXz3dfv9gY4Lrl+7xeHeat1cvcHPhMfXikDsb81yZWePBXoPLcxu8tb7A1blNrkzlROdxt0GUVFmsrrEzKFNwEu4Pm8xVTp/3RNDlrBhArB32dQVf9fBNGVfmY6CXFjHCUpQWyQgpLNoK+trDHg4yQUGkDKxCoYmMwB8L9zQcwV6Wv2MUMSvpFA4pFSW44u0RWZdZB/ayBgPjUnMlAs1mmqcuVxKXW0FMZi3LcR7FeZxUuF3oAi7goJF5+ZqJgICttMy0N2RkKiBgK3wT+B8+8B6eJ87TVkIpRaVSORFxsdYedol1Oh3W19eJ4/hQ62xzc/NQOPGjpMSe10fr1wWfEp5zxgFJOa4G+nH3dRxxHPPgwQPa7TZXr15lcnLyucnVebmvP+/xdnd3WV5eplarnak8/X/+X+9g4owUSZpmuJlEbwxwKg6FzOQt3tMhBArhQrDVy01EAa+VkC5WcVY6qNkyRoBzv40quiAUZpSvQo0vMY2ArFbAEQ5hL0WPozHZdg8rIQtdcBxK+ylIibNYxCkGRI+6DDyJY3J7iaQqSV15SHYAlIFEglQSU1IM4+yEVrJMbF5A/NT1C+serSwBYRE6b0vPPEmWJ8ryDQ0UMoEeZBSLPiOdUWgZ9Ixlr5C3tT8Lncjw9F0urceECynxuJwirQnSBwL3qkVOgTdlAYvcdYieZFgcap87igxE+znhATCrGeGEw/TLeS1Jb81hsOXghz7uVExKRPe+pNnoUrr0jEJ+J39Gtu9McfnGDmocLRl2JbvrAXHLIXISnjwKmJiPqDZjwmSfZNDgc1/aZ/NhyMLl9+9ifPfnda7eHDAxFTPoOfR6ZfZ2BNoIPE/TmMpoNPocLKZd1/Duu5NcvNxir13l0tLaM/ddOCMttrFfoVrr4DqaOBZcufCYdzebzFX6lIKx/s84LVYNThZUN8tdoMsoc0mMw+s7F7nZPDsiVXK7rI6mqXlH0a1h5rOnC4TOOLJmDwwewFP5ZxrIrEtmBEPj5/pVx4aREgZhDQ4uXSMpiBFNR7Oa5GRn3u3yIGrkP3sWbSMi43I/nuAFP2JW9XGFxhEFJl1BSWRYDAJNYnxqSrPkGQT5+I0zKKkBS26MoYrFR9Bl1jEk1mC1YSUNuOxHdNT7+6p9EvikfbSEEIRhSBiGJ1JirVaLR48eEcfxiZRYsVg8jAaVSqUPjAJ9SnhO4lPC8wH4sJGaAz+t8yA8x801syzj4cOHbG9vs7S0xM2bNz/0uR1EZj7p4rlOp8Pdu3fxPO9964le++kjPOVgBgmy5BIlKQKLjRJkwcFkFrM1IJ70KHiSbKMHEmSzBKGLHyj0LRf7uIMd5pOqGKSMLhXxV3MxwmyySJCAu9zBuVjPU19SkNQ8TEESXqhiOzFON827o6ZCUgPR/hCnGeAZifQtsubjCUEWa5KiQEiJtHnRcaHh04syRHJ6ApQp6LF7ubWAJzBFQUsnR3xFCYpDwaD01JpdwkhaqCmyOMGvKAq+Q88kBBsGYUD7kNVlrhF0DFHDpdE1RBWDSAzNToq5eZp4pCbA5SlfrMmMoATlJ32SdwzuTVChwLkANgOkpTob4/h5y7mQUF7IKC9kHBiA7j1UCKnZ6/oMd+oMOkOEsCjXojyLWzAkUcqD/7dBua5ZvzuNchPKkyOyxOAYyRf+QwvnGFlsb4XooeT6y/nEF0clnmVYmsSStQdTvPSZPO1z9+0K1293KZZbzMyd3DZNJU+eFOh0AtJE0u8rtnYbXLh4tuLyAa5e3GNlp0pzMid9nUGAloZqIb8GV+e2GMYBV2a26EUFOpGiu9Vkftx2vjixx3p3monyyYm84KQYCcoxbA+r7EVFyt6QhdLJSI97LJc4yIr0TEDoHF2PUCbYU7QXBA6x9UiQWCTCWgKpUAwwQEW69HVMWRokKdrUaTptrJWYLGPWbWOtx34W0HQlbw5D5twuI6sRBLwb5eToVhCxk2g2suMFyxn3I0nMgTFxiRt+xHJykKv1uBUMWEl8tAi4FgzHESjFwA7YjlaYDi687305T/yyjEOllIRhyMWLF0+cy2AwoN/vs7W1xf379w9TYk8LJx7MDd1ul6WlpV/4+f+q4lPC8xz4sAai56XFc3DcR48esb6+zuLiIq+++upHJiznGX06C8PhkOXlZdI0PVOn6Gmsr+4TRymutKhWTFZSJHWXYGPA0AMPyEKFux8RVR0ccoJhtvpYBUyGiNRghim67OE3QrQrsVGCc3OKUTvC34oOQ//ZMJ8MhLG4oYeTCmjHeO2cfKRVlyRUqFSjCwrVStF1j1gKvK089SWLLk4EVmiCZpEoyRh0Y3AVRnJEYiwokUeGhAbtgqoqYgycMZbSyEBRnAraKAM2y4imBZHUWGtwUks6ezQGhIHSQOLFAiEg9iz9gsHpORRNRDEYYZbOHr+9GUHQBnlMacEdCBqmj7ptKK76qDRmcF/hXNH033PwSJl6OR/jrXsejesnU2f9e4KlFzuMHkoWP9sHThY1A/S2FKpb5YUvnGzLXnurRHM+QxQ9HOeIiK28U2d+cUBx5iiV2u+c3Qm2tR5gEocbLxzVuDheATi7sNl1DXNzA+bmBty50+D2Z/dp9yW7+wFb22WsEczMRkzWT//+fqtCc7JDkin2hmVmJo8iMr6rWWtdZH7qPuVgRHlmxI+Wr1Krt3HG+gXtnsfEU2V3b+4ssNjY50FrikowpBLkab/NUYWRruDJHvNhh0lvm/00ZGQ8RtYjcE6Sv6KTsJ+EeMf8wwQeHS2wWBxs7j+HYGQMUKAsBOupAkI8kRIIyVbqARNMOx32dJWOLhwSqSnZYsFNSQkwSHazABdDiiQ2EYEMTpzTo8jhSpDyTpSTCE8Y3hkWuBnucX8cRerpgDkvYzV1iW2VsoxITIK0Hnf6P/q1IDxn1fC8X0rsQDPoICX213/914dpsXq9/lyL8B/84Af8wR/8AVprfv/3f59vf/vbJ76P45jf+Z3f4Sc/+QkTExN873vf49KlSwD8+Z//Od/5zndQSvGXf/mXfOUrXzmfC3HO+JTwnDPOi/BYaw8dgY0xH8t1/QCflOlnkiTcv3+fdrvNtWvXTsi5Pwuv/ewB8TBBa4NvDIkCISzuXj7JGQ66piwqyhDyaMK2Apz5CtnDFiw1YGeA6iVkYxsHdbGKRODtjTA1nzRwsI7AtYL4QhHHOgTb0VgJOcY2Sxgh8DLwNMiCT2IMSZgTIxFp4qpAGYFX9bCOIopShr18gnEBVXYYRSfvu8biFh2kMvg1j/4oQUjyIuenonNCCdyeIR0XOUtrEakhmhTYYx5ZQkhk18AxgmIl9IsGjumLeQlknSF1EeG6Dskow5zRjYUjie47hLX83MW2pl4coKbzq9MZZUxdTqnUU7pvuWB86lPH1YWrwJFOzuCRYHamj182tKKzX7B7yz7TzZTN5GR30pO3m1y+tY1y4Ml7hgtLuSHoxnszXH9x+9R+vMLpsbz8VoOlq0OCwklRwObsHkks8PyziV+WCd5+Z4IXXsoJy70HTV548QmNxlFR9W47ZHOnQqEQUCzsMzPR58rCHlHisLI/y0Lz0an9VgsnSVIpjFhvT1D2Y6Yrba5M75BqB3dMgFZ7TWZqecRnsbJHJwkpePn1rvkjauNo3FZUZj8pYk2I9IYEZ+oi5J1bjEd6aiQj42DHSwApDPnKIUcBn54eW1lgcNAMTB55mXNTHsXjVJYTs5YVmHa6/GQ4z4zTo+RElGXEnWyR24URd6KAgS7wOClyMxhwNw6pq4zNOODdoaDhava1YspNeZS5tLJSvhAQgqEpEh8Y+dqUgvCJxvX6D0aP+e/P/Es/GWitP7EF4gcd93mI1vGU2PT09OHni4uLvP766/zN3/wN//AP/8Df/u3fopTi9u3bfPWrX+XrX//6qeN961vf4h//8R9ZWFjglVde4Wtf+xovvPDC4Tbf+c53qNfr3Lt3j+9+97v88R//Md/73vd45513+O53v8vbb7/NkydP+M3f/E3u3r37K+nf9YsXBvg3jo9LeKy1bG1t8S//8i+HKpmXL18+l4r9D9Pm/kEQQhwSnR//+MdUq1W+9KUvPRfZAfgv//UBZBZXCJACFWksBjc4eLkI3Pm82wrAGepcYNBa3Ev1nOzAoRniAeILFZz1PmkvAmORrQh/o0+w2sOzgnpQwN8aYhxISw7RhEe/KHGLHpEv6CsYxAkjaXBHFjXSuN0Mv6ORriTupwzjFCMFWSAwgUS4knQnwuTG6mgXbFVhaoqRMhggaicYN7eRgNwyQsYWN87/LwwE1sEaQ2AhKRlGTXF8PjpEWnEItp8RcdSGynZEWBqSvqxwyiHpXIIoGNSOQd2zBKsS2ker/qQZYA3IJxlT1T7O5NF36oog3s5fE5UXU1ynT7wVY5LxhW8OOXBLSHc95qYjCrV8jLnl0+e49fMi8xcHhLWIIBib2fYlKz+tsPRiTnYAvMDQ2XHYulvi6hlkB6DRPIpoJLHkzk/qvPBSl6Bw+vkrljI2NqbO3E+7HfJ4tXRIdgAuLHZI05Ovx0ZtyAvXNrm88IjpiS6tfoHt1jTvrd5ksrb+9G4BmCzvsrKbPxPdUcCF6S2ixMULIpa3LhC4MZudvHZjf1TEqvhAXQBXGUbJ2dpfVS+ioFJSILEua8MaW1GVWJ+MqPhjUcLUSAbaOyQ7AOLYzwrLnja444VFTUFLl0iMQ0mOWD3mFG9l/kxKLBaBJw3vjabYjCvcDFo8ij3qKmIvy39nJ/NwsUyOa4tiq5gYpyoPNDc3kgJXxzVOPS3YSDyaTooBNhMPYWNi7bOT7B2m+X8R+FWK8HwYzM7O8lu/9VvU63X+4i/+gtdff51//ud/5lvf+hazs7Ontn/ttde4evUqS0tLeJ7HN77xDb7//e+f2Ob73/8+v/u7vwvA17/+df7pn/4Jay3f//73+cY3voHv+1y+fJmrV6/y2muvfeRz/yTxKeF5DnyYWpmPQ3j29vZ47bXX2N3d5fOf/zw3btxAKXVuD/iHFTJ8FowxpGnKa6+9hlKKV199lbm5uQ91nVZW9xl2hjiZxaQaCRSRmG6MaAT4JR+iFI61ajuTRcylKum9I52UaPsoXSKuNPDXBwgLeqt/ooMpni2hWxFpN39Zi9Tg9BOK5QIFLTHrfUrlAJWBMzKUlYcqOCRWE1UUcqYII5uL+SkHJ7E4kUVGBpsaZCAx1mKqCqfiYAQYc2xyMVCKVf7ACYF1BcYXpL5AewIl4f9n701+7Mquc8/f3qc/t48bfQR7JpPJVFIpZSqfBddzFVwPMKCBhhZgwIBhjzy1hwI88N9gz+2JIdj+B6qAB5SBKsuyJSszlQ17RjDI6Jvbnf7svWtwbsSNYASZzMxIycLjN2Hw3nP36c/+zlrfWl9elDiRITMKNxXI7MVpVKGdIy+xQzR2ctoiwdzQqLFsar1hYJfqTp8DbhiKSyXWFLh9Q7AK5XqJ/nnBzPwIu31yTGEJRmuTB2+3o6g1LexhQf+XFjJQ7N3xSDcFLdHDa05ISOtKgS6rc2C0Ye+TNtffPcDxq+u5M5uzt+aS7nrceO+50vJC4gmLq2+/2BqiO58TDS0213xGBy1uv//y8vRoeDoK8mR1GmHnXLx8sutzu5WysXF6YjiOwEspjKbV2iI3hl89XuTR+mnCr8rqZKzsTWNbBt8u8J2SC7PrfLx5AaETCmWxndWpeyfTdFqfTgdCld4yEtpBH1tqZvyIthuDUPSLgO2syaiYIrRKcm0RqRd3/5UoRsoZ/23RtYZsFC4WippMCLBpWoK61Eij2ShaXHF3eTwWL6/mbS65B1jCJdcCtMUlp0+qx715SocbQY4rJvfy57HNBSdDHtMhbec+vlAkutqWUqcYUxJrOSZXhkRrNrJHLz0v54nfJOE5j/UOBoMjZwDf93nvvff43d/93VPLHUomDrG8vMyzZ89euMyhL9ne3t4r/fa/Cl6ntM4ZX8Veot/vc//+fWzbPmFGCpOozHlc/F83pWWMYXt7m4cPqwZq7777LvV6/Qt+dTYG+xGq0AShTdTLoCZxxhO43ktITQ5r/aqKqu0RdEIOTE5jP0M7ctL3ZpgjWz5FN8Be6R9JYGSpYb4GOzHZYYNBbSj7KRaiahI4X0esDVFzNcRSDZ6OqC3VwLLIRjlWqhFKQtcmyQtq0z7xMMPspZQdGzuHwhc4DZciVTgarAxirSstjuGosWDg2iRJgZWDbgow4PsO0pcMRUEkJtVZMlOknaoM3k4NNW2TjXLcukPuGVJLk/nQ3rPpzSg6CbhBTvxGiXpeBGRLyn4Ne/q0RYnqGLSr6Gwm1LoK0YP0oUS0DN6lYynERQujQK55hG8MGd236MwogpmY4VMbNQoJagPqN06Sads37D7y6CxnZGstLt+eRGqyyCbadli8kpKMBA9+WSPPJEHDY7BZMjejOdiv8WxVoctK8B02AtJRirQMtbaL68Gze5Lb741oTb2c7ABcuTYgTSW+r1EKPvloipu3t44MSU8dn5fcx4ORz05UY2GxKll/stvkzcvVQ35tv8Vev8nF6X2mGjHXZjYZZi6uW5GZS9M77MYN2mHEjbkNtgYt7u69yWJ35dR6LrT22cubhM4kRbeTtpC2wB5Hb7KsTmgEDLsAACAASURBVHisWsu3yiMvrdLUyXSN3GRgqqiMEAZr3BBKooiVh0TjihKlFaXxCUXGSPmU2KRGsTVuhigw1KRCmoBL7gH7ZchAB2gCPBHzIGlTGsGv4llaRuPaCS3boHWONDXaVsZQOSgk2thkKuewudROYfFubYtfJfPVMU2neLv2jDk7ISkbWJagMIIH8ccsBde/8HyfB35ThOdQjPx1cZzwvMZrwvNK+LIRnlc1/IyiiPv371OWJW+88caZ5YOHUZnnS7q/Cr5O9Ong4IB79+5Rq9X47ne/y507d75yr6Eozoj6CcaCIs2r5oBKk6KxgGzKJRhmVcmsBmc/ozTgBAK9NQIBqu1Rhg5+6BI5AreXo2sOMp50Nk49iXWpjbcZH3VTlkkJdZ9iysffSdGupAxtrMIg5kNSR2LvZUhbVOH6doArJfmoJE9SbKgqaCQ4SyEmU+TJhGaoRGEpUIGsSM/4i6QsEbZAWFC3HXLfEGU5Jq8iPcehPYv2gaDf1pSeoI+CwOJQdSRjgxtr/NBheVAwbKfEL9GH73clMysCcfnkxD6zafDmIritAYv8kaTx7WqSL/YkZtcjMzneNUF0z2F2uoqC1N9QDNdsGheqyixvVDJ1JSfatRlt2uSxhRAGv6Nw4pD+5z0cL2L1l23yVAOGrCd5690Yr6kIp0q6FzPivuRgVfD+/xiy86jL8tXn+89M9DDR0OJgc4aZRYt6S7O76ZKkdXq7CmOg1XXwvRHdufSo5DwIFZ9/0mFxKWJzy+XWd85OlR3i2pU9dvfqTHVPRlk2d1oUdsHszCQF1hs0me1W1VpznT5zncpV/bNnc4Sux8ZQcPXiGiCQ0rA1aNIOKxIauBnxMGdt0CUuHK60d3DH1g9SGHbjkIutivBspg2MNHjHuiXLs/KewKh0KYygMAnyKLpSXddVsZ0iUx5ajz21pEYZwd64qmraHvA06zLrTGwuDIIZu8dH8SwuJZH2WHYLQmkIRM5Ie3wr2OZB2mXGSfksmfQHe8eJWU8rhXYoNQdZwQVXMGspJFXvnUxN0RExI11jVDrEpcvDrMUNf0ShBSWatXgFXu7yc274bU1pHWI0Gr3SS+nS0hJra2tH/3/69ClLS0tnLrO8vExZlvT7fbrd7iv99r8KXhOec8arkIo0TXn48CGj0egLPbrOs+rrq0R4RqMR9+7dA+Dtt98+unm+TrTopz9/SFloQsemSDOMMDi9nLRjYwEyyTFRPomSAMKzCJWhpPrM6mVYvQz7UgdRlFib1eRhLEFZd3GbPuFUiJVBfsEiKybbauo+XgFlICmbHrWdDEpDMhNAVgmTM62rjsy9DG0LjGUfkZpgKiDJSopUUWbjvjSyElN7rgWpwkhd9QASYByQ4bhCC8hViZtIVE1grMrkM1AWZVyCACd0SISi3bcYNBXKArTBTTQ1zyIJFcm8IZYZXgphKbASMHsKmYNxBaYzMRcFiO2Qmo5AgrOtmLZSrGsnr6u0HlBXBcICp6uhm1SVcgNDuZ5jjqW7hhsujQslwwcWCzf32H8QMnMzojY9GTPe9Ei3Blz6vUOikpDHFnv3XOqziu7SJGqxcT+k2TBc+3YVqejtGZZfUE278nmNbtdw7cYuo4GDKgXT8zmwz4XLJ5ctS8HWukdeNOjta3oHDkWpuPrmFzchlBJ29jonCM+jp7PUO7u0g5MvNVcWDiiVwD4WLbKk4friJloLHvaust5bZrlTRYGmw0lE5snBNJ3akEa9EiTHhcejgzYLjREtb0DTHQuV4xbGNnjWyRS3Y59Oe41Kn9TYSGHwRECin69os8i0RzLuZxDIjJHyqFvVfh2SHYB+2cBCobDoWCUPkmlKY3HV3+NOMsda7rKWu7zjZ9zwIx5nXSwEd5Imc07OVuHiCMXnWUBdloy0TawlrnDZzSUrRQBU0Yy3ZQxI+mP9Tz5W2ucmxSIEnbGTv9hG5Lzxm4zwnNd6X6Wq93vf+x7379/n8ePHLC0t8ZOf/IR/+Id/OLHMD3/4Q/7+7/+e73//+/zzP/8zv//7v48Qgh/+8If80R/9EX/xF3/B+vo69+/f54MPPjiXbT9vvCY854yXEZSiKHj06BF7e3tcu3aNW7dufWGU5DwJz5eJPh2ae0ZRxI0bN051cv46hOejz56hlUYWGqENaA3aVF2VOw7O+ngyqLuYYU6xGGI/6UP4XLVE3aXcHSFax/wWlMEeZKR1B7Ed4e1mCCaODNlyg2A9QWhDOh8SlAJTarIpD69fknUtzKDAcgVlQ6ItgywNeSCwc0PRtFFpFUUqkqpRoWBiAlom1TGxFMhQgGuRlYpcqRMK61xrvD4UbVBSkEgN4wqtAgXaYCuBs57TXfRJ/ZJBW5FaJ4955gvKwqW5l1Iun3ywiYHBGwp8aRMVGcE+TNUTam/liDPufD0Lg09dWrcnk6PpG9r9nPr/SPEOLLJ7AXRS/MsaXYKjy6ryjBowSZsdPHCYnhmhjkUmD9ZcPEtw5TsjHv9sUov94GctbnxndKKCyq2dTieVueDxp11ufvsAe3ws682CO79s8853z9a62LZhbjElSwt6B21+579vst9zsR3D+rM6vYMAraHRyFhYGuE+10xwYXZiIXFnZZm5pVVs67SmrhFE3Ntc4uLc6UaFnzy9yO2rqzwddvho4yJvz62x0Ozz+GCapc4Bnlcw0xiwE3VphANCJ+dqdxtt4MFgBgzs9UMCv8Q/Y91NZ0S/DLHluLKuCCixqyosQD/XBsEYiLWkLh0iNL4oSbSDoppg6zJlPZvc75mRzDl9Noo2FoZs7Ka+nrewhaY0kq5d8B/DWS57Ay65Qyzp86uRZNbRbBUw4yhWCpfv1GM+jKqLb94r+WwUMuvm7I4JjjKKYDy+QPM46eDbOYWROBqMDNkrz7/S9EX4bY7wfBk/Ltu2+Zu/+Rv+4A/+AKUUf/qnf8rbb7/NX/3VX/H+++/zwx/+kD/7sz/jj//4j7l+/TpTU1P85Cc/AaoX4T/8wz/k1q1b2LbN3/7t3/6XrNCC14TnlfBlU1rPa3iUUqyurrKxscGlS5e4cePGK4/5647wPG/u+fbbb5+5rV+H8Gxv9rG0IStLpIZACrIpF4xG5pN9lTUPVWrsvbFwNS4QdRczqtJgpuEiN0b4rn2izX7Z8XH7OXYn5Pj0kF1o4qUGoQ32xRb+RkTa9ZFNByfWCFNZQQDIqaAiY5ZE1S38wCEKNNaxU2ElmrImT6hmNFW/nQKDXQgiV43vMgGlQSqo+S5RmqNt8IeCvAGFNFiAyDRuaBPXFTtOCbgUWYktq87TYSzRvZLAd8htQ1rTKEfSswIWtzSDuWNkpSlAlYhBRKemkHMG+cxQPJRIIxE1jZzTiGPZ0mIhQGc50oNyxbAwm2JfzwHB3hPB4vt9VA4Hn9UYrHlc+F6V1rG7k545u585LF6O8Oqawbjq59lHIQtXY8LmOFUDpJFk87M63/qd0/qbxWsxRQ7OeNv2t2qYwuVb3+3xfLMiP3z5dfj4fp0gLHnn3aovz+5Oi6npmMWlEYtLE6KklOTpsyZZ0SRNS+r1hMW5AfcezSBCn6WLD166HnPGRPzR4wtcvlRFdaKkxZvzT9kYLtJ0BhhdZ3sIM60qYrE39Ggc69EpBVxsHLCb1ng6mEIqg29Lmt4BtWOmoFIYotKh5Wb0Cp8S64jsAOQmPzpmFdlxqFyzUhwhyQ0UppoKLCwGZdVT5zg8WXLB3edOPH/02Uh73PB73Ek6TNuaNSxsofkwmuaanzIlc+4kHlN2SXNM1FdTiY2mROIRo6kx76ojwrNf1CuxszE0nYxeEbJoK0oVok1JRg6FxYNn91loLxKG4TfqdfibjPCcF+F51ePzgx/8gB/84AcnPvvrv/7ro7993+ef/umfzvztj3/8Y3784x9/xS399eE14TlnOI5zRFC01jx9+pS1tTWWlpZO+Ei9Ks47wvMikvIic88X4esQnuEgRRgotcE1BoHA202JZ118ZY5IivBtbD+keDBpIJfVHdxRTnaxif+kmij0QYLwHMgVOrCRQiBzTRllR4/tbKmOv5mQzdeQgQNbMRjwQg8xUpjxvkilKQOJ1csRTbsyFR2WjNzKNf24eZc0YKRBjF2gjQWiaZGOxddlobFSUP74gWMLtA1DU8BYt2MKAzsKqw1lIDDTgtg+eVyVJxGppKU0/UYJoSRlvIw2uH2QQ8W+gU7s4rdzZJFgz2vUpeNjCXpXfTpPU9xbxXj9YNYt7MwhiVOsaUN/zaXlJCy9M0IeI0PhLU26L/GnNM3LMcU9zc4vfYKuRf1ixGijjhrAxRv7WONIieUYVv6tzo0P+shjl36ZSbJdj5sfnB2ZcTzFs7t1Lr+ZcOc/Wtx4OyaonR2dvPzmkPW1GosXTn6fZZJ7n7R4+92DE+u+dvWAaOhQa5x8MbEszfJSZe9wiIN+g5IWo6hPtDLL8vw+vn/2/Xh9cYudUUi7XhH0T1eXuXxp4rXV9Ks02kxji1HmMcoUadrg8thgdL6RnBozKlyGyid0crrjcY2BzbSJMT6OjOi4MWAYFE1KFFKcfLOXaBQWxkAyJjsAymgkLqVRtKwYgSEtJY60CIBAKgQDJAaHkqjwmbEH7BV19FgT1Fc2nii5F1fl8PfTKRacEQ/TOu/4GW36uDIEUxHx/dLndi3jV7FHpKsxVlIbC40lYDMP0UiuhhGIlF4R4kiLVKcUuChTIizJ4/gByX5KkiRYlnWi03C9Xj+3bvLGmG+8M/1ZOI8qrVfV7/yvhNeE5xXwVSI8h4aZMzMzX6tp4HmVkr9orJeZe37RWF+V8Iz6CZY2hKGDlSnKpHoYNl2HYn8fOVOjDCzcwCH58OmJ93njWlgXWnhrEyGlAKypgHInQnRDrK1qYhBJCcLCvtCqCA6gfIua5RK5JQ3PpY/GCiX4EjtWyNxgzwbovYyasSgo0aLqeCwK0BZoRyA02LlB5hpsC1GT5PbYEf34cUrNhPA8D2UofENRtwiEIGlVJMEvJW5msJHgSIayoLBhWAjCdYiPWSMIoOFLfBcyK2PY1YiNjLBboLcF3q5DJgqYAULAFhxc9PEe+8grQ4QDLCoUCudA463nBH6Kk5b0PnXxuppwuUpbWZ5g/xOfxQ9i1DPN/PcSrAS8ZsHBY5fBPcHsQsnaL0OMqWwnnMyiO2/YeDCLoUDInMG6zVQjQEjNk88D4mFViSUk2I7GDTRhsySJWzz8pcO3PzhdYfY8tjbcE4Rn9WEdx1W8897BqWV9v+Tu3S63bm+9dMzP7s6wsHzAjWt3WdmtMTtT9ebZ2Flgt2/RCBKW5/ePdDuWNGzudmnXYx6sL7CwdHL8hWaP1X6XuWafupdxZXabf1u9SqkktqVp1w7YjDq0w4oEKi3ZL2Zp+T1c21TGmqLqpj3lxRwarybaISpdRtql7kiUyXGkwh2nuCxhKLQk1RYagS8sIKbQksLYpMamVBZGC2yh6ZeHzyoJdKlJRaYsQpHxNG1jo1nwcppWH41g1h/w08EVoBI1TzsJu2WNZ5nDej7L95oxWk/I5X5ZlZmvpVX1UK90+VYtItaSR0ml2fElQPWbXmHRckq0CSl0FbVVzZx33ngHqMjBaDRiOBzy9OlToqi6Xo77TjUajXMRAf+6cB6eh/1+/wu73f+vht+eK+C3AMYY9vb2GI1G9Ho93nvvPTzP++IfvgRfRnfzRXiepHyRueeXGetVYYwhHmZYBuIopeE6ZGmJC+S7EUKA3okq489rbUzdoai7eKFDFhdoS6D3Up57iUX7NvJSG7E2SY8IZcjnA2SqyOZCQFMzFurpAE9ANiuxXBvvYJIGSrsupaq2pxhmGNtCtx3stPK0IquEwQB4EiHAmnKIXqArEFT9dI5XYhlTlQZnHVEpY4FEaVwlyC1DamtSGyqrx2pcrxD4uUSUktq2IjMRQUeSdRS5Y8iPrXGw7GP3PNylIZk3nmg0iD3wMxdK2CYn/IVD680cf0MR1nP8Sxli3HpG923CIiZcLMn7ErVXJzrIsGua9LMa87er7srbd1wufFCANtSnChberaIjg00LYoGIDItvVxN43LM4eOxz+//oMdg0zC6eHd3RGu7/vMlUN6YRFDz8JCSJLMJmgFERnbmcqZmT0ZkrN2OKcTPEB3e63Li1e9TE8CxcvDCiyCXOGQagw5HL6rMWb9yYRGdGvSazM30cRzM3s8HcuIdhkjo8252jH8NUI2K+PeDp7gyt7gGWPK2hGMQhc82KrD/cncP3SzaGUzT9nJY/4CAOjgjPncE8C40qKhTYOVvJFHXvNPnbz2v4jsLlZHdppQUGicQn1lW6ChS5KQGHSLlVChaFMDBQAZ54LuqFwjIpvbJDy6vObYlkLfMBn5osWbIHXPP2MKLBo9TlbtJlxlE8jALe8BP+fVDj+/WMt4N9jLB5lIS8W+vz78Opo/WkWtGwJ+diLbG5HFTnMyoNlnKpeZLcSLQpGKjJtWPbNu12+0T5tdaaKIoYDofs7Ozw6NGjo1Lv4yTIdV/cn+g3ja+7Xa+NQ0/jNeE5JxwcHHD//n183ycIAt56661zGde27aM3lvMY67Cc8FXMPV8Gy7K+dL8hgM2tfiVY1gY06FIhFJSexOoniKaH6WeIpkuxOUCOCtxRZQTqAupyAzPK0XUX5Vto16IWegwdSb2EZKlO0/fQSpMZjSlB7yZ4lsBMhei0SnPlczW8vYzgoo8ev0kqV+KUAolF1hJ4w5LSk+iSqlzeqBM3jCkM4YxPbknQCltKlNITq6zx88rNBekh71WGsl65uJ+AFFjbChbOfqvLHEMmFd6oJJ+COccmcXLklsHKDdgC0bHIagqkYL8t8NcDurMZqqZBgulCQo61pwj3c4JOgfU4J2xpRCqJ71t4Cxq7aZAtGOyFOL0Ut51Da4C76WINFNlBzMbPfBqXCvxZTdYX1MKCLBunOZ40qTUG1BdLNn9RpTqefRIyPZdz7bsVIW3O99l60mHuYv/Efu48rZEPBLfHUZ3Hn8xx853DlOaEzEZDi/2dgGHPQhXQmfN4sGkzNz/krdu7fBE6Uxm/+lWXm9/aOfH5vQfTtKcHJ8gOwJuXd+gnAWFwMu0U+AUX/Kcctl279+wCT+KAZmlzcWbnVCfw+cakOsxyFPP1Aa6XkZUO9/fmaI99sz7vzbPQOFmNNMws6s+9P+0lHVw7q/ywlDwxSQoBEpuRKgBnXGclMGgKbaGxEGhc4bBXVFd2ZhzqMmekq5efGXvAg6TqBL2et/FkQaYnxQMLTp9fjeaoyZK+crng9Zn2LEJpeBgFR/2AMhPwi0GVXvFEgTQOt4NtkC6Zdoi0S5uSrp1hkyGFxhceS86Ap2kD1wGpQAuNNjAoT6f/jkNKSaPRoNGYiOMPfaeGwyH9fp+nT5+S5zmu654gQUEQ/JclQV8GrwnPabwmPK+Al138w+GQ+/fvA/DWW2/RaDT413/913Nb93lqePI8p9frcf/+/Vcy93wZLMsiTdMvXvA53H+4jSUl2pTIXJMrhRACFUqsAYhaRXhUzYInI4wjEeMmg6bj4630QQrkKEeOX/L0lELWPfR6hAdkDCun9KUG/n5FZuyLbcqdBKEgna/h71UxkUOnIQOojoczUFWn45GmCCyslosYjH2mlOG4YLasSYqkQBVgQklx2HBQgDDguzaebZHnCmEMhQ+Rr08ZhB6N50nqhcXIOR0tcgcFYk6QjBv5jhIL0zCwfKzZDxqRCfyhwFM2eQ57jwytmYRQamppidVKcS4auHj4C4fkvmbqWxMykW0L9L6DbTkcUKO5c4CrI2Zu7cNSlbbTawH12Zi9z0M27vrMvJHh1DRP/yPk8ncOsN2K9RWFYPVnTd74oI98LuKxtw1z4+1II8nKxw1uvT/CWZ4sM3/lgHjkENZPkutaQ1FrjMbjePR2XC5eGRHWFE8eNciLkDTOmZ4zdLp9vDM8tKaPldAnic2TjVkuX3ty5rnx3JKnK4vceOPs77WBu88usTi/ysHGEkuz+2wPW+z2msy3esw0q+M7Ux/yaH+G0ljMtCtC86TfZb7Z58LUPit706xHTea7A56/UJznKvTW0ya+nVVpLkAZG1tMlsm1RYlAj8cRVAQo0haeKBBUDQgPyc4hGnbEKHeZc3o8iOeOPi+MzVU/5W5cEZ6r3j4fj6qQ4CU/4ePIZS1rsZbB7TDhqp/yeVyjYyX0S8Flb8BK1iQzDlGh+CyaJtKTqHKrMeRZXOPQFK5t7fMgbjHv9fGFxaB0cKwUZSS94sUduF+E475Tc3OT/cqyjOFwyGg0Ynt7+4QuqCgKhsMhtVrt16bl+TLVVS9Dv99/TXiew2vC8xWRJAn3798nTVPeeOONU2XbVdri678lnAfhOW7u6TgO77///tferq+a0trc7iOBEnCTkjQAxxM446ydsateOmZzhDQgZ2rojWqyyB2BqwzMhLAz7rsDWHUfLz+ZmrCuTaHG5p7pYh3/yQB7qYmyLLz9SYowTQtsoJgPcPrj/Rk/cOxUY/sOo1zjpBor1eBU+qbCE5jxRCNKjowPD2EEJEVJUpQYYygKKD2BPTIIKTCeoHzu7hNC4IwEHLuUghKkXTK8dKxtMzDwofNYUF47OYbxIPEMyThq1dgwyFjTbEVIx0JGDsXDAmu6iuIApG9Iep+3aL9VRVu8WYN2c/RqTDifoyJF0M3Z+diD0sZvCTQJesWm7sfoBYfpKwm9u1NMLY6IDxwwNjv3LVoND1fE3P9ZA9s11NoFnYUcL9TMvNkni23W7gbMzed8+/unU1xBLWf183lu3DodtYmGNqt3Gtx6N2J+rtLqfPyLDrffO+B4NKgsBc/WavQOPLQS1Jqa2bmIhYUhd+51EZbCqyVcvnI2mTnE9aUBpbKwnyMecRqwHU+zvLgKwNXZLQaZR7cxojsmZQ93Zskyh6tzO8SZh3ZcmuMy/riYTPoLrR4f71xgJ2qixJDZcHAUJZoPYw6fBCujDi1/Un0FlZ7+8JLKtU1hBEIYhHHAaITwiMY2NZ500cZhNz89iVvCMOv0eRiftskoTALUCKViPZtET3afu5j7hYMrEt7wYwKrpJf7dFyPlfGtt1M4XA1yfhVV+951CvrlRDvYtBMSVb2UhFaGJ2Arn2LRTsG0icsvH11+ETzPw/O8Ez6AZVnS6/XY399nbW3t16oLOg/9DryO8JyF14TnFXCcuGRZxqNHj+j1ely/fp3p6elTxOaQpJyHy+7XMfwsy5LV1VU2Nze5cuUKN2/e5Kc//enX3ib46oRnrxdVPXcwoKpIiOznlaCWan/NQp3iUZXGSKyqh45cqOM+rSbkzJNHfXXy5SZirY9puEeP/nw6wHsyQC/UyT0Hb6eKRI0keP2c44EGoTRyOsAZHOtcm2lAUPqScj/FMlCEEjvWyLpFplQVeTpcnor0mLNOt4CiISpjUaeKBB3C1kCkkQa80GFkSiJH4e1pyo7AjgvipcoN/SwMGh61KMXUThNrp1/SyRLkmwaDhbVdR16vIgpHmxlJ2LcwMfTKguz/8+l0E6YaEn+5j5yYL5Pc7TBzexfIUBmUTxrEGyWyI0n7msf/T53lbx8welaj0ZG4lubt36tIyPYn07z5/YmAV2vYf+awfreOzCTLlzyiPtSamqB2WlOzdH2Lzach88vVbFnkkrWHsywu9fj2BydL2m99u8fTlYDly5OUh20bli5ELF14zp19o0uWNzBuhFQ2cVwQhs836JugWRvx0cN5rl2d+AStbU5j1zK67UmnWd8pWd2/wMLsZLkLM9X1nJc2StSw3Ekqr+NPtmulN0PgFnRqlWN6L6vRywLmgoy6O2Q/bbKf12j5p3V92khAoU2dkvyIfwthU2iFMRpPgC1SCmXIlKFt20jh4gqDoF8Z+FIyLBw6VsJABahjJepP8xZNK2bWtvh4NCE8G3mNq37CozRg2Y24G7X5dt3w6cjne60IbSweJR4WBlsa1tImb9UmUZplL+azURMLjUKy4Gn65WSytmTOjKPYKzpIS9NT50d4zoJt2zQaDcIwPHIMP64L2t7efqEu6OvqNs+rFP414TmN14TnFVGWJY8fP2Z7e5urV69y8+bNF0ZwzpPwfJUqLa01z54948mTJywtLfH973//3MOxX5XwpHGBKhRGVRObMEBgQVGSTfvYyqCiycM8dJxKtqtOh3lVzcHdrSY2ERUYKZG+XWlatKlISWqwlxpEaU4t9MnylMKRGKuKzhgJrrTATPbFThTGsylDGzcx0HQQqcJpeYy0wgTWKdG0VRhK5zmLCGEoGpUbvACcSJO3j72RS47sonMUUEW6arZFP0pQgUDmgucMsCf770rEuo1549h5KDTLI0O5EFeipzE2Q5iPQB7rvkxNQ61KeLgbiroqadgpsqbI12skByW6NFiBwW3nbH3oEzrQXU7xb+5QXnAwfeguarJdF7+u2BlmyEwTAaO9GjNXFN2bO6z8qsbldyIOnjXI+zVmlnos/5+VnmXlF9Pcej9GazjYqbH7zCJLwfM1ndmC6cWMKA1RKuPehy0WlnLePCPiAxW5UUqi9ZEe/BSiyOfBgzrXbuwwM7/Fg8eLzC1soDWsbzY56IUENQ/bGrA428e2Jye7XZsQorurl5hdfHKiu/IhfOtsb69hMsVUe5fdtMv6YIrF5hpz9QFbUYOGl9EIEyxpjiLETS+l6U1sJTbiJtKCUe4QOsVxf1yMgUI3yE169GzS2qYwDgKNRJMZgTEWpZH01XHtngDaTNmKtcyhUBApH4GhZSd0bIUrIhCCmkj5ae+50CJQH4uOW+O5+n7sYKH5t16N/9aIuJ9YvF3bJdcWnxddHsQBrtDkRlLqjFRbXA9HPE5DpMjYztrYlmZU+riyRCKwRYbAQ5tv3jH9eeLxRbqgXq93Lrqg87KV6Pf7XL/+6/Ec+23Ba8LzCjDG8OGHtA1fnAAAIABJREFUHzI7O/tK5OG8e+e86ljHzT2np6f54IMPzoV0nYWvSniyNMcYTVmWqJYNWYEVOkSjAn8zhoU6iQVBO0D3EogKsrkQd30i4JTxWGTc9I8sJdAGXXPw55qIrSHJYg3XtrD2h6j9BLFQRyiNc8wx2wDOxTZZWqJaDiLX2ElVsWICG19LNBovdEhSRREVmJZES5CaE6RHlCCFOOpqq+WY7Bx7yDnSIjf6xGfHYYzBDyy2WwVOLshnquXsBMJMUowKvLpLREHRrIhUf9qhvVmi5gX19Yz6TEZ56fTYui5RWy3k1ZMiYVMavLs5U99KkS7o1Tb+7A4Q4R8bJ9sSkNtMv9VDl5Joz+PgnqTuQekbytgmedbird/bZfOTGpffmaynvxUw2G/w6f/lMTVX0F3ap96enIfL7+3y6O4yV9/cpDMT0Zk5ue0rn4cMdg27T2Zot0qyxKIsSmznbK3DpWsRv/rPDu9892RJehy7PLjf5MqNXW7dnqTP5md2GQ0D6o2E+fkB8/OTay3LbZ6stchUDWMKptsjHq3Moz2HxQurZ64f4NL0Lo8OppluT8baHsyhnITAKRj24XJ3g/v7cyzUe8R5m6S0adQrIrc+7NCunYxIDYoA2zJMjYXTygiy0iXRAm0E2njEWgEWjhBooyjNpPFgpfYy9FWIJ05HstpWxE5WI9E2i+6Ax4mPQdArQ3olQINpe8TA+EgEV/0EVxZs5j57pcuDxKVrJXw6qlh1rB1u13b4OJqhUCnfqZWUGBpWte5EW7xdH3InCnmcVDYWdWsIhOxldUpjMedm7OU1WlaEQWALRaahcWrrzx+vEmk5SxdkjCHPc4bD4VE06FAXdJwEvUgX9DrC883hNeF5BQghvpTu5TwJj5QSrb/4beZ5c0/ff0FY4JzwVX25drf30GmJ7zhkz0a4iyE6z/HHjcwsSyIHOWqQwVRA4gm0FsiZWtVhOSmweynZchPv2WTSMrakWKihAKMUjcBDj0o0Yw3PTkrs2BwPNsuLLcrtBNUNcMbC5CKwMI5AOQI3q457mVbfGcAVNgVgMHg1B60MRVoiqaq2tA3aMhR1cYrYFMZQKyyiM0qhhTZ4nmCvUQICH5dsrMMpAxgEGtoWCQqQUBgakYRRiatt5p2c7EKBrp0a+ghbbcPCvsCaGveN2TA0RUTw3cl5TGdTipHAqU/IhF4N6c71yEqDHVSl8ls/d7n4vSF7H3lMvzUkXqmjy4inHwYYA49/McXSzQH91Q4zSwcs/u+bjPZ8nBy6cyXDXkB/p0Y8AERKd2mL+5/OcO2tHbLYYXejgykF3Zkhb97KYVx4/8nP2ixcTlCF5MnDgP6Bixc4eF7C/HKC51fH9vrNAbvbHtOzGXFks/Z0hrmFDd66PTH8PES9nrP1eIF647SGx3NLLl/YA/ZQSvD56jyl4zDIMvZWlphqjJjv9k/9DmA0Co8Iz9ODWZwgJnCqa2l2bBx6qbPHMHUZZIJ6bXI9R5lD+9i5fBbPMB2MWD/mEmsJg2VnuAZ2sxq2pTFifB1ricA6auJpIVDGkOjqDsjHUZ/DJoR1K2U/r5GMRcRGnL5GazIjKV2eFHU6luLzeLKBC27OvNujIUP+Zzp5ydJIXKF5kDTZKUK+2zwg15NiB0sILvl9HsQV4YlUnY5dsJVX2znt5rhSoLSNlgpbQKwMk/ak3xy+KvEQQpypCyqKgtFoxGg0OqELOmyWeEiGzivC85rwnMZrwvOKeFXiAVW35a9Ssn0WvigM+iJzz5eNdx6iuC9DeLIs48GDB4xGIzw3wHEdyqyawIaDmDB0UIOMyiPT4HRCzCCD/QSEj0SjxyJl7UhU08NIgTUdkkc5MitRvk0wLFC7fazZBvmTHtK2UR0fb2+cIisn56+c8rF2UgSg7WNRmFSjUyjrLkpIrFRTDHKwJcoTUGi0XZX/pkk1uViuxJUWcV5AaFGELz5n5bCE7slj72goQsMwPCZKdjV231C2XjCWIxg6mq6UxG3FSCWI0CBigZc4iISxitWQ2UXlLu1JBg882rUE/2HB1O0U8Vw6xgoEB58EzH43RueQfgqL71dRhzISaGWI7re49EGlSTFINn4ecu13euzf7XLp3Uqrs/LzGs/+I8CvRxzqS+vdlNFeyPAgoNFJaLQnE9/ehkt/L+XOL+awVIkX5MwsZqf67Xzrv/W483Gba29EXLyWABOtTlnAzmaT4SgkzzRF4bC7q5i/sMvVG2u8DNeubPBwfYnFhWdnfr/ybAn8AZeuVON8ujbPxYuV2/pBFLK910ZpyexUzHSz0t9c6u6gtODJ/gxhPcY7Vn03FfZ5NmrTrUU0/BxrpNmOmniOInAKOseyTatRhym/IkNN++S1o7SgX9QJ7ZxYV3GcXMsq+ihAm0MHXofk2OPLIPBlSaJdalZKL/dJj1VM7RR1bKEox07stlDURMZKUU3gS17GTjEhNhu5izIdpsSQS26fulPwWdTlTtzhkjfg81GXK36f/xx0+J3GOu/WRxyUisdxwBvhhDCuJiE3GzH7h0JurdhLWsx6ipGGhmOTlFW92TeN87aVcByHTqdzosBFKUUURYxGI7a2tnj48CFZlmFZFisrK0ck6Kvogl4TntN4TXi+AZxnhOdF+CJzzxfhkKj8OgiPUoqVlRU2NzePzFL/7/+5hZACURpwJKJUlMMUmSkIbNQwxfYsDqe5sO5jjKEcV7TIQmM1AyQCtTvk8HFkmi5kJcaSlEqjQgepBJaQoMdl5WPCozyJYyyMOfz85H4UXQ93pMEXFIHASQxWzSGXpkpl6ZMVWao0JJQoe+yJlRqMFGhHnCpBN7ZE5gbtVl/UkPRbRbXsMQghCUYWw9YLSLYxtLYz0jcAIcjWHPylHBNAGjxPtmWlgdqGLJK4nxbYoWL0mYMbCrQsseoGu6WRLohZj3Q9wS9yFr5bkPUlJnUZbZXkdwLCbszGhwFGQ7oHt/63SnzavHxAHrsYo7lwpSDarnP57YoA7T5z2XvqIyxDq+NgdEkWS/rbdbqzisULQxYXhsCQJ3fbLC/HBHVNb9dh2GuSJhbGJMwu5dy43WPzaYtWrmgeI03Dgc/ujoXRBe2plPmliJVHM/QPfNafttBa0Gwrpro9PO/0C0nTj0gzG9+b3LtPns2i7JLpxZPpq24tRSmwLGjWEpq1CfE6iEO2Bx0cx2V10+HC4g6uffo8jrKQbi0iKRxatZgssklKj37epu3tUxrJejRDxx9yeCFpkqOpvtQWw6yO7yZkykYIQaYsJJMKUYVAKYezutY0bYksUwbPkR2A0tgseQNW0w4Cw5LT4/No4ej7gTr5/JAYQgo+j7pgIE0cLvkZU25Ky4r4nC7TbsLjtIUyLj/vVxPxhaCPJ1zere9SUJCbBjVG3ApjemWdQik6bonB5iB3abrVPmn920d4zoJlWTSbzRMtQjY2NoiiiCAIODg4YG1tjTzP8TzvRCToi3RBg8HgRDPG13hNeL4RfBOE51DE+Krmni/bNqXU19b2vCziZYzh2bNnrK6unhJNH21pqZE1B2cnQQWSctqnZtsUK3sYR4IAIwXZ2gGq5hxVFmlbwMaAdDo8Sk8VczXczQh8h3KxjrMe4Sy1cEKP4ulEQ+FWumDcmQZq91hYPS45tA9XrsTKK41Obgms3FCEEqUVYpx2k7lBeeIEl7FcSeZXDRXL2nhfTWUG6lkWudaoMclxRoZsStC0LXYb+Qs1PbF3ukszgF8K/CShuDH5vD/r4qc5vCiTaQnqo5zmeznhboB7ZfJWfXhmFBb5wFA81rTnS+wZQ64ksinIMo0fGC5+Z6Ir2f3E5cK7CVIrnvx7ncaCpjiwCV3DpVs7BI2UuO8TtlKml3Kml6qoXm/LYePhFIGtKsKblpS5OOrdc/HNHnsbbQqlaE8ntKf3OI7+vks8Ejy57+M6Po4juPJmRqcb0+me7A119foOm5sNHGfIzHxFzLSG9fU6o1EdYdk4dsT83JCZqYgPP5/nzZtPWVtvM0wlF66sn3k456d6fLp6kYsXTrujN8MEIQUPe10a9ZJeXKcX1WiFMXOtyXGf9ivStdKbYbl7gJd5hN6AkIz1UYte7rPQHJ64vwO7oMAmKW1GhUfNrahMZUQSYJGAEChTWVMo4+JYNugUWziUpsAYgTA2tukzLKaO0ljPw5NVZPS6n/HRcOHEd08yn1knY7uo7sJ3ajk/O6hIzNu1mE9GDqupx2rq8d9bhrZdsFfU8UTJk3QyCY8Kl5Et+c9BpcqxhMapZ3waTWMLTd3u48kMgcAIiTY2YFCcrd86T/wmjUMPNUEv0gVtbW2RJAm2bZ9IiR3XBb0mPKfxmvC8Ir4sqUiSl3cC/TKQUlKWJc+ePXtlc88X4by8uV50PA7tKqamps4UTYd1D6U0ulDYdRetQTkWdl5A3a5K1jOF7NYQoUPxeA9xkGICB5EUFPMNvKcDvEMTT0tgJSXakshOgLMRYTwLdyrExCW65UFaIjKFTnL08hTsnpwU7URRtpyq0qrp4iTjsccCZCs3ZLbGFlZlJmjA8WyybGwSC5hQgBlHrsYwAowvSRjnF0qDlRkE0HIsduovJjtQRYO8TUiOiYeDgwJ/zpB3T/7OeBK1YmHdPCPqVmraKwnh7eq73rBg9vRSFR4qFj9IaHmVfxYIhg9smtMZzsJknTsfuyy/NcL2DMMHTa58UFVc3btXJ5ytJkrH0zz6pctb358c782HbeZmM5Y+2GHz8xluvlcR0iKTbD9p0Nu1gILppZg4FSSjGnNLFcna36nR368jjGF+bsSbb43IM4u1lSmUjnhwp02W2dSbgqnuiEazugfn54fEscfDe1Ncu7GPlLC4OAKOO6XDytocceLw//7HJabmD1i4MOmKfBYuTO+QpA6BP4kWaS1Z2b9CrbHN5dkq5fV0MM/1hUo7tDussz9q0AgS5lq7POrNMN+u1mPbE3IeOgW9IqSfBxhTJ9UZNTuj5eZsJz7GCEKnIFNVxRU4ZCoDJLYQOMIlQ5FpQao1k5K96t+WJUh0QKo8GlaBK1NsAZYoUDpgpAX7qsYVb4ePhktn7v+yl7BdeCy6OR/2JkzbESMOmwd6suTO0GPKjtjNAy75EXdGHaadnN3C5XIwQpnJNHS9NkCMXz4uhinaeAxKQcuGhpXg4jLlCIz+5jsh/yYJz/PPzS/SBQ2HQ9bW1tjf3+cv//IvuX79OnEc89FHH/Gd73znRGXZy7C/v8+PfvQjVlZWuHz5Mv/4j/94Knvw4Ycf8ud//ucMBgMsy+LHP/4xP/rRjwD4kz/5E/7lX/7lKJX2d3/3d7z77rtf53CcK14Tnm8Ahwai5wFjDGVZ8rOf/YyFhYWv5Lh+HF/H9PNlGA6H3L17F8dxePfddwmC4MzlaqFLmSvIFYcdYYwU2K5N3I9oXJkiWT1ANn1MWkUEhBDkbQ+nVDi7Y2PQQYoB7EtTqJV9yrqD0/DAcSj7MSYtKdeHR+F/I6Do+NR9l2LaQg9yrGPNCr2GB46FHk3IoJVqsMYjWBZW3SYfFUgNWZIf1T1rr3KePtxWp4TirDvLFihL4NdshipDKkGQgaMlSEFiazLXnEiDlY4FurKLaG5n6GuGM3rFAZA3QgJOlkO7EbSiCOf2hIiVs6evH50a7Ic5098r0AMbMT59Bx87zN2MsX1DsiWhBdsfulz81ghrHJHp72tmqTZz4XqCTGD7UZM8LVl6Z8Ro36Y+VXL/35p864M+9lgz5U8NyDML11M4nmbhUp+FY+TuYMdh9ZHDxuoirp1w/VbM3M2T0R7XU1x7c4f7n8/x/7P3Zj+WZVmZ52/vfeY7X5uumfkYPoTHkJ5RkUMEVKeaUqLmAQlEN+KFSbzwF4CUCIkHJEQi6r1SapBIXkpKtdTFS7800DTqEmRWZGRmRGYMPocPNl+zO555790P59rkZhGEh3skRcnXk9m955x7xn2+vda3vu/S1c1jruiDvYC9vTqIEKVyVpYn3LtzngsvfIQxgq2dNv29AG1zunNjls48ZOkMFKXi9toysMfD9S7jSYgQ0GpOWZofIWemnM1awr07Z7l4oeL9POwvEBvB4tzxrM80kbRm1LpuY0q3UQG4nVGHuFgkEmtAyVw4YZiHhG7JqPCRwtL0MyBjn4mxljRItaLlV1pWntRkpYMQlb4NQGEEhS2rDiLlMH3seW8ozVbmASEaw17pAyc5Ihf9bZLC4ZI3QiAYGsF2UTsA6UNtcITB6ozMHpKO7qUtBBaL4JXakO/tLXLF2WPRSVjy4YMJnAl22Sl65MYyKA7BkkOCpTpZrihAlGxlXVpywm5ao+uWbBSW+uOeHZ9DlGX5mWx3nsXvflrS8mm8oL/7u7/j7bff5vd///f5z//5P/MHf/AHxHHM1atX+b3f+z2+8pWvfOz2vvnNb/L1r3+db3zjG3zzm9/km9/8Jn/2Z392bJkoivjrv/5rrly5wtraGl/60pf4hV/4hYNs0p//+Z/zq7/6q5/hyD//eA54PmU8SYbHdd1nkkXZz5YYY7h+/fozSU8+63JbmqbcvHmTJEl48cUX/0WSXCPyMHmJchWF1oBFGIuclkShQ74+RAdVO7jYOJzxWiEpFut4j6rPbFyQL9Yx22M426JQAvfObEZ+pkm8Fx+VocEqiVsI8rREDnKUtRQ1B+NJVG5I8xzPHh/0VWmRDZciLgg8BwtIV1bluGIGdBTox94VEQ5DTp5jayEIJCO3xInBtGHqAEc6ThwNYSpwSkiLksIXhGuG+pwlvvLJafxhQxA+AmYTcv9BQaeXIheOryfaEr3jo+arTIzuW9pa479WgfR8oKELe2+5rHx5Osv0gBQuoxstzn9xG3mE7Ny5nKNLePTDGte+OuD+9+ucfaW6TvfeqTHZdJmfL3ntZyccRXPtpYz3/7l9qsJyPHYZbM/x2s9us7NmWVmtjGV3NmtsrSl0Kam3ClbPZ3h+yZWXNrn5XpPV8ynRTCun3Ulpd6rsUhw79He7jEeat97q4dQVSk1ZWNqi1Tqe8XMdzbVzD/nhjbNcvHQfeaSak2YOO8N5BhMPRxmWu1M29xbYnIScWdmgfso4cWl+g624SSM6/J31QRvpKyIxqXg75Tzz0QaTvMFWIlhqjFmfHAemW0kdVxoCtzq+TCsy4+BIQznTkcq0wgh5JHGYcXSYbyjDZuazX8hc8CZsZCfHlQv+gPcmy1wOE96fHj7TNVmw5Ka03AmJ9vliuMV/HZw5tu6g9Lkc7XE3afPRbN22m/Hfhj3m3AcEsgXCEsiCG9M5SitxMHhKc2OyxKVGihKGB3GdFxoJF6NtMhNhERQWXAH+TyHz8qwUj580tNZP1aVVr9f52te+hud5/Kf/9J8Otnnjxg263e4nrvs3f/M3/MM//AMAv/3bv83P/dzPnQA8V69ePfh7ZWWFxcVFtre3/02Uz54Dns8hnhZUPG7ueefOnWf24D2rDE9ZlqRpyttvv83ly5dZWFj4VKCw1a7j1zyKQYwxAhUokBY9ychcj8ZCA3OvTx44SCkw3QC3EWB1AUbgXuySa0OuDcZ38PYS5CBD1yt4ky9GeOsTbOhytJNDLDeRWwlZo6zmskLgxhri6lzoTogNFFbbmWdWFWlRIATotMSTLtpY7Kzj3GApo5Pt5/E0h6Y8lqmxFnxXMJ61TRcfw88pFYxr+7+v8EpoKJfMiWn1XZJBBhLclkvilJg6HFOfSyMgpn4ro/Fytk9NOhGjB5bOPJR3LZ25BL93CLrMFAZvOTSXc/rv+5SJxBiBHRsunNPs3eqigozaYoobloRdw9o7NRZWquzb6vUJo22X5kLBhetTbv5/LRoNwwffbdFeEiyeHRxkYs5eH7G7WenzQFVa+vD7Lc5fTrjycmXs2Ts75MN3F3j5+h7zS1PmD22Q0Bq2NpqMhiEGy50bioWej+tZtjZ9itIyv1TQnR/QW12jNwODDx+2cGoprVbKaFRjb9RiMgHfL1juTamFMa9dXePWw/N0Fx/hztrJA79kZWEbKbtMdZvN2KCxZFZw8+EZQi9nsTMg8A4zvI4y7I3qB4Dnfv8s9dYujszw3JhJWScMt3kwaTHKFPON6jx2g4L9J3Vz0qEZTsh0HciYllV21FeaSVmpjBsbYMTxZ1uIkmqYt9Slx2Z2/H4L1clx6ry/w3uTFQB2H7OMmBqXO5kLWYNXoyFxobgU7FGXiu1SspZX2ZmWk/Nqrc9bg161Xrk//ZCc9wf08zqXoz3eGVUXczWKaToDfjxaIdOK8+GA29M5hHXJtI8SgrqTEWtFw7U0nU/QX3hG8a9V0irL8ql/93E/LqXUpzK03tzcZHm5Qvi9Xo/Nzc1PXP573/seeZ5z6dKhEOUf/uEf8sd//Md8/etf55vf/OZTK08/y3gOeD6H+KyAJ45jbt68SVEUx8w9nxXv5mn2bT+MMTx8+JAHDx4gpeSrX/3qE81G2q2QYpThtQKs1mBc3GGKf6ZJlmbkWfWisFKgOyHuxgS7myJ7NdQkoxiPKhPEdjDrmAI6Ib4QGCVRSTXgy6TA1gKEtoheA7FV8TnkNOfx2z7v+HiDkqIlEdaiWi7FtKwyPIVFhwoBFHGBW3cpCg0KtHvcTHQ/hBC4maUIDr/zJExqh4OQkBJ/ryTpfTxIdOKSsmHYiqARwCAsoFuBuGymzCxyS5hKVGIpRjkDbbhY5NRXQO84aKFRkcA4BuFzkK0plEP5k5T2ckbWV0zuuzieQ14U+KOMha9X2Z9gln2a/jik98YAZzOntVJdI2NgvO4w2XKJ1xRnL1YvauXC1lqb5sI2452Ql786ZOd2j5ffqDgto77Lo9shyjWcfTHm4X2P7lLB/Q8jlBRc/+rJjM/ZS3362xFzC8ezMUrBYm/EYm+E0XDzgzlK7TIeWqwShJFLmqWVltMRT5EzZ4ZMphHb2z0WFjZoNo+L/A3HDdZ3IooC7tw8R9gaMEkjvEDS6vRpdPdocChs6PW7iKCgFuYYA5u7LaZpHetYmuGEC3PbjNOIfrZIu7N1uP/Ssjuts9TaZTGaMsgjtpMaoZMzF8bs5QFbcYvFenVOBC5x6SBFdoBzCyPJrYMrT05kBKAAgWErP3mvxdo7sqzlnF/w/gzsAPQLn1U/4VF2vET9chTzg0Gby9GAGzMNHYAz/oSVYILEsn1knTtJCwfNdhaxnUUsBSUeh6Cw7eTEunoup6VgIXB5pT5lmId4qmoy7HqWxIIrLQ3n9JL5s4xnpYfzWX73aQHPZDL5WImSn//5n2dj46Qe1Z/8yZ8c+18I8YmT2PX1dX7zN3+Tb3/72wcT8j/90z+l1+uR5zm/+7u/y5/92Z/xR3/0R09xJM82ngOeTxlPSlp+ElBx1NzzypUrx0hpn2V7nxSfNcNjrWV7e5tbt26xsLDAG2+8wQ9+8INPrU20H/MLTbzIQ5Ylk0lK6DvVbKTQeI7CPBwifQdR6mOzlNBxkPMexcwQNGyFGAS6GyEeDAkuzTNequFvVi8uARC5iMKg4/Kgfd2dFJiWiyxmisiuxBMOFo1R4JQCPS5n7uYVAPLrHllcnX9XyQrwAEiJcSWytHhCklt9kO0RmYUZ4FHGMO2czNAZJJyOmXDHJeWcRc+8t6I9j3F4Uh3XeoLYM9AEt6FoFRl4JdnS/nURs+KaxBoLU4tNweuXRG+UmIbCWQAHix1YvLhAmcP7w5QWfbdO73qlxbP7MDgAPFJCa7lkuuly7Wu7iNxw558aLL8SU1saoQtBstPAW0ioL0wO7B6acyXNuZkhbFrJ3/3T/9Xl6vWShZXjwGM/gsiwvRGcADxQAa8bP2nTbOe8+ErF8fnw/QUuX1s/WKYoJJubcwwGPq4v8dwxS0tjlv2M92+ucuXKof6ONpI09XHdEC1Tzqz2KYxiZErGhWR3fY7Qz+nNjwlmXVJn5nbZGsyRCkUQJCx1h0DVkdWfNNicnuNRDLhQTBrM1cYHgEXNRBXvDuc439xjUnoEjubRuMUoq9GsCbaTCF8qxroEIXFEgCclWkskCmsN2jg4UuMJi6YAW91eDg6Dwjn1PpuagK6bMygcFt0R709O0tnnvdExwHMlSHhnGKFR3EnahLIkMdWr5GFW52FW5yuNDWqi4LXGNu+M50mN4sVoh7vTDi9EA96bLPB6Y8wX6luUWHyheXfSo+7kBDIl1xmSGplRbGUOvTDBClWRlS20nU/WG3sW8W+1pAVVleBoq/vR+Nu//duPXW9paYn19XWWl5dZX19ncfH09obRaMQv/uIv8id/8ie8+eabB5/vZ4d83+d3fud3+I//8T8+xVE8+3gOeD6H+LSg4jRzz9OA1bO2qsjzjzdIPC2GwyEffvghURQdU3FWSj0x4Hnh4jxu6FEOiqr1PClBCIpxhnIk6WKNyFGwM0FPUmTgUhqNfTSgnI9wAdkOKe7vUfZaCClwASMM/nZ8/Md8RV7z8faOH6/b9NH96sUpFmrYYfUCV6kGUUEjIQRObrESsqI8wCXZNAclMICQAlWAdgUpFmklMjdYwChQtppdT04BO1B1Vvl7JVn3+Pf1TDBZPF7uGubmE6XWvN2Cua6maAjy2wr3FCVaIQV40N4VqCWLc6RxI/1I0GwneGc15e5MrygVmAcu3RcPfavKx2aeWx/6XHhpiB8aHn4v4trPDJkOFRv3asQbc1x9tWrrbi5MuP3DJlf+3fHsjbWK7pxPtwkrZxMmI5+NhxHTsaHVLVi5EKNmo9TZF3Z47505Xr5+2Nr94btNonrJtS8c76h68aVtPrwxxwtXKgDkuoalpT5LR8pheSHZWK8TuR5vff8FcHOCWkJvZZdofoPH6aquKtgY11mcP5wdDycttkYRhVaEXo7IJYWxFKXLKJ3HD1PqtT0WogfMt+DG3jIL9TGTzKc/bWCsoBkk3O0vsNqpjmGYhgT1Cb4T0nQS6l6KpySDLKJZGQmgAAAgAElEQVTh+giZYC2MCh9flQjt4imHqsgKmQVwkBgmpUtaWjSKSIArYwIJxmosNRIDbTVEmog78ekvt4E+vFEu+gkfjkPKWWdVYRUvR9u8Ozk8sS/Vhnxvr8cXGjFvDxucCXIW/JSaMrw/dqmpgo6bY6jzzrB6Kb/Zvoe0MM59zgS7fDBeZiXIaPoZG5mPAPqZxFdQWMFC8PnzRZ4F8Pgs8SwyPMPh8DOJDv7SL/0S3/72t/nGN77Bt7/9bX75l3/5xDJ5nvMrv/Ir/NZv/dYJcvI+WLLW8l/+y3/h1Vdf/czH8HnEc8DzKeNJMjz/0rJPau75rDM8n3ZbR0tsL7300onWxv12+ScJ13UIIo+99QFWQDnOMKHEbMe4K03qRpIrMOOZCvJcDSksPNhD7SagBHng4gwSjK9Qqabo1SkNqE5AKSVI8IQk7NRI7580cUyyHA/Q8yFyeIRrEWvyluIorcG2PExZGZHK0iJKi/QkjqdIMIjCgDvr1hJg/OpvT1t8HLbDglOn1rNQU+AIj9AblozPVOWYo5F2XRr9Aj13clvRRk60klPMXNNzqahxSpfg1BLupMgrFvHO4UGaj3w6yyNUWGW9vMigpwq9XjL34ujYJmoXyqppTMF4I2SpN8YPK4AUzFUgv9bSvPjGgJ/835Z7P2pw5cuza+AenwRMh4rRhs/Fa3sYA9vrHRaWJ1x++RDQpInH5oMmaeoQRCm9cwnTiU9/u4HnF7z4hdNtHQAW5gqSxCEMT79HPdegXIkQJV96/SH3Nnt05/ps7LQYTSpQX68lLC2McJ2SWhizIgs+Wl9idbniNrTqQ1r1IVpL1gcLJKZBnBg2Uw8rLGEmcDyXwK24YOcbO/STNo1wQt3PGCZNtqYN4sKhP1miEe7gKZ9+6lHzd8nygHHuo62kE6QMCgdhJHHpEjhVWdNXJaU+HMoFFoXPcHbYkZMzLCJiA5gaR89YxykodJ3S1HghjAHBpJRs5x52No5t5B49rxIIvDv1ye3x14YrD6HhohvzYBpikLP29AYPU4+HqcfPdXZpOxmpqbEaFNjZc6EwpMY7UHV2RclqMGQ7rxOq2cQETWICPGWYloZl/3gW/POIsiz/VTI8wFP/7mg0+tgMzyfFN77xDX7t136Nv/zLv+T8+fN85zvfAeCtt97iW9/6Fn/xF3/Bd77zHf7xH/+Rfr/PX/3VXwGH7ee//uu/zvb2NtZaXnvtNb71rW891XE863gOeH6K8VnNPZVSZFn2Ly73aeLTZJ+KouD27dvs7e2dWmLbj30RwyeNqO4zkBLX84AEEVTnQLqKbDeBrCBfqKGkxOQFoSMpAFkavAtz6K0x6lwHUWrc7QlyuUk+zpDD/KAzy3oOZT1CBArRDnCkJNueIguDnOZo30Oeggk830HPQJz0VAWkDIhIoaVBWgg8l8IToCsjUFcIisdIggWglUEHApkYnBQQoENxoLIMUEZq1sZuCUYl8Vl7nIR8JERfVBYRR2JpD/TFAo7YY2Tdk4+13TZ0fI2YdXo5Mz+v5Ecwd32IPLJKreEihwntqyfvOb9t6d8NiNoldTen3jkEE/OXMvoP2sydHZCngpffGJHs+tx7p0a7Jzj3yoS12xErl1KGOy75yOXiteqFJiWsPzQsHNe3IwhLzr6we/D/zmaD994KabZKPN8ShhGtzmOZvVl052I++LDHpasnxQHv3W8TZ4KLlw/5NA0/QWA529s9tmypBf3dOfqTkEJD6Ofc+WiZubkxe9MFtIR6Y4d6Z0CdWaZpsEhQm+Aqg7GV/k5pWoxLjTaCQdohNR5LrSG9TkG78CmFxAqH3LrkNkOWDpMioOmlBDN+zrhQ1FxJ4Byedymo7FeQYAWJURzh3SNFRVo+CrwFliWv4G4coa2kKWNux4dZE1eULHolLUdj7ZiaCvj+bnRCkRngfqoQGJSAhixYL6tyU7883N68G3N70qHrxAwLyYJfMJzpK1xrjhiWVVv1xdo2mXFpeoLMarbygJUgxkfS83IkFQ8tvrvHrb1bB+7lT+JG/mnDGPOvQlp+FvFZMzxzc3P83d/93YnPv/zlL/MXf/EXAPzGb/wGv/Ebv3Hq+n//93//xL/504zngOdzjH11ZHg6c0/HcQ6M5p42PilbZIzh/v37PHr0iAsXLvDiiy9+4iDyWflAnbka61Lgu4oM8Gc8k6w/hTiHmgtY5PoIW3NJmwFmqV7NOF2BTHPy2MUJq8FXIVGjana6H95Km3xtiAp87MaU/TyLbfoYR2BaIf7k5L6XoxQxq6HYloedGYeWaQlKUloLxjLJKpAhAJtoCI7PyIxnyTG4Y0PRkORHOJZqavDy6v4oIoHc1KiaJr4g+aRsUFL3cG12wBNa3TVk55ITq+iWwg4koj0ra93XNOczxJEqgNvQpD+AhS9XgKMYCordgGIX6mHMOJeku3X8msTxLcIrUEGBW9PsbfgEMqd5+STQ2F43zJ2FRz+u88pXR6x96PLyG2OKTPD+P7VQouLjyFJx9tJxQHXpiyP2dpp05k8HMO+93eLStYSv/E8JyVTRnqsQ62DXZ3M9wFifICxZWBpTr1ffXbm8wdr6PL3lqix3524HXMXy2fUT25/vDPjhzVWuXj7uu+Uoy2J3l8VZJm5jsIRWlo8GbTSaQjuMizadxpTWzOF8pb3F7e1l5rt7SAHzjQnT1JDrBWwwpZ/UaISaQbJEaQGRMMx9jFDM1/YwWAZZh4ZjUUKSlD6jXFEaQVa6aCSBVAiRY4VGosmMIjcnJ1CFtcy7BTszf6qaMmAkt6aHPJiGk7GZHV3H4VHm8CiDa6Hh3kSSli6Xgj515ZGT8jDtMtaKvTLghXBIy3H5b3uHejD3Y49IFsTG5Www4geDHh6aS42MST5lr6huyFwX5FoAIVJEeHLE3UmNq80xPx41mMYOQSPlYeLzQsMwsQVfe+VN4jg+5kbuOM4xN/Ioip4qU2Kt/VfL8DxtPPfROj2eA55PGU86e9gHA2maPpG552nxeZOWrbVsbGxw584der3epxY3/KyAZ2GxiVvz0LpAKxDTDNHwUIGLaHhM4gx3lFYcH8/BGou7OcFS2T14BoyU1H2X6WIdsVUJDOpmiIoLynaAWB8hbdXNZfoVsVQAjDJq57rkjqL0LdYReCXYrDoOJzXYjqTAYrLDcy5yS6WtJhinBTaojBots04xe+ivJXQFcgBUaikeEznVNUlypKtW7hWYDoQPNVaCajikoUU/9nQWdUW4BnrZMreVkl35eP6U7asK8Nwsab2QI48ArmIL9CNQdUv/Jz7egsWbtxSbms7VGHesmbtwekYxnyqiyMMXIWs/rhF1cpq90YEuz9KrCfFIEYbV+Tx3fcxkoKi3Na/8zJBHtwIevV/npS+dBDWOa7n7kUvnsYRiPHX46MMar75+WJ786M4C7bmqrNTuZrS7h/trDGysRYynddLE4Hgu94pF0jLj/MUtPimuneszGIc0GyeV0tf7c4wLn+XFNWpAtvUC3fnjZqOTxGeSd9iNFUJYbj/qIV3QEhY7Q9rt6vfbUcx2Os98WPGBHow7KGlwlWZtXCdwIlAjhrmPJqLpJ7QDCMoALfIDJQRjoTAKbRWlkQgMofQobEJp1YEbupIJ4NF1pqynLQp7/EW+kbepqZSpPpyIBTJn1dX8YFSBmPPRgJvT/YvTRGA5449Z8BK6Tsx3984e26ZGciHaI9MOPxj0sAiWg5Q7k4DXWzvcjhc4G+xxc7LAvJ+zEsTcGtf5UnePtqtJtaCwkjO1XTQRAktpNYt+QBiGhGHI3NxhyvOo6vBHH31EHMcIIY6BoFqt9t911ubxdvLPGs8Bz+nxHPA8QQghPvUNKYTgJz/5CWmaPpG552nxrEnLR0HKfuap0Wjw5S9/+Yk0Ez4r4Dl/fo5/1oZyWuAFLibNyR2FszHCP9+pQERW4qy0ycsSGVekY9VrouMCXfdxdqakvsNRT0YTuci4wPE8iKvMRVIUxzRkTeRSDnNUaLBGQm7R1uI2PFKjcTNLaQ1l5CKPbFsCUkmK0uC4EnxBbkwFdqSgJh2mVoOxFPUjxqKeRGWV99Zp4Y4L4osubp6TLhxYoVbfTSxyrHFKCCKfQmiYwGpDk71gPtFNKJkKGu8V1M6WZPckOpNYX+AsuKj1KXNfO17PS96FhWtTVAB7tyzNCye3mU8ErGnOvL5Nfs9y9tXqHKcTxc6jJqb08Js5ezs+L71eAQE/tNz4QY1XfrbiAk36PnNLAVFtzO13GuSZ4Py1KVFjBpBe2mU0CGm2q2t+78MGzXbOK68f52KdvdBnOnGp1U/WJaWE3kpMj5jBsMajtZLhEFrzJR++v4TWgrlFSbO5Sxgc7/oK/Iydhys0G4dZnp3hPGsDl/Or69SP4ITVzn124pBadEiKr4cZ9XCDXgvu9VdoNaakEnLtsDlukZYuFkHoWLRUPMjbgKAbTpHCsBkvsxBN6SdQdwKEMDhCk5VNXCmQIiHWElA4wiE1etY+DC1XsldAbEr2VcxdUeLJEoWh52rWsugE2IHKkPN82OeDWUv6qp8yyjx+PDnk59QfK79bBA+yJotewoeTeXZzn4vhlHkvZVhKbsUtGqpAa3XA12l5BQ13yrAMuFIbE8ox95Mumbb0giltd8Be5hI4hsxUz0OhXZSwLAQGhGLBP12D5zTV4bIsmU6njMdjHj16xGRSkeaP+k/V6/V/FXLyafGstH9GoxGXL19+Bnv0P1b893GV/weKfXPP8XjM4uIi169ff+ra8udBWp5Op0+defqsgOfNr13lO//7P5LvFEhXYSYGlVfdT+UkxRmlqHNdiiRHWIszSilbAbXApdydYuYbMC3QrsLbOiz1WUHltbV7+BJzBkklDDNr0ZXNCDsusOMcd7lJMcoRQlBOipk8m63auE+5ZGVcgKcQjqDQFsdTaAwN6VKWVUuW8sQxWwkhBK1CseufPE+1EgarM0PSqYCF498XNQE1hwyYopGpZs5TjHsZoKAwkIMyApMZhAYHhYPADEq81xVZs7KDEIDdtQRFioyO70vytmXp9WS/QQ0TnBxws5FEbResvFRlZpKkDVTZiaCuWX6x4q4YAx/dqXPru00ufWmM41l6lzOMFkhlOXMBwmAPkFy5Xl27PBXc/GETY+DCSxM21lpE9T63ftzl2vVdTqsqhFHJO291uP7lvZNfAloLbt1eZOXsJlevldy/32KpN2S5d3y57d06o3EDRICUOfXagJcvrnN7vUtYg7VhyNnlR1w8xYrId0t21jvUouPibFuDLlMTMNepuEB7o7O069s0gsOs1jAN6SdNFhtTpKgyNfdGcwiRkGQeSRFRDyYsRRnTsoUQI6yFSekDlmnpIIQilBJtZ2VXckIpSWZlrWBG3h8UAbH2aTqWQrt4lHRdjSOnSNFgVFoGpcde2UFR8kK4w3vj5QMS8X7cjH3qqmCiq+07QvNqtMP3BhXxasnPuZPUuZNUY0lTZTRVxuCIo60jYnLj4AnNO6M6l2oJ54KEOX+bR3GbuaBkVLRxjaXuChaDKVtZnXNOiqM0Aodz4acnLDuOQ6vVOpbtMMYwmUyYTCZsbm5y+/ZttNbUarVj2aB/jXhW2j/PMzynx3PA8wTxSRmeo/yXc+fO0ev1aLVaz4RI9ywBjzGG8XjMu+++y9WrV/9FqfFPis8KeBaXWgQ1j1hJ7DQDC7Iw6E4NaQ00Ayg0cpQSztco6zky9DDjDN2tQaHBkdjSIHyHsu5jlcRRAhkf3x+ZaejVYZhV1hTjw4xAluQnW70dhasU2pFoYYhCj3SSV/uoQTkSLQVg0UmJDiUDXaBigwwhbZwEC0mpK+W0I51XTqwZLnFAUC6aDjIrTygvH5zrRBOQM+pJemNF3tBVKiOgUuONVFXyM5bgo4SgYzHNw3vV2ZUETopcNIR3D2fqyduG3leOZzm8cxx0YgGkA4m3l9O7eljm8VfGFKnADY4/D/e/V+e1/zDg0Y/qjDY8hrsuF1+b8OC9Lkpprl6rQM6Nt1q8/JVqtu0Flhdfq/5OY0WpFT/8rx2uvjo+FezsxwvXEtJUEDy2Dx/dbYAyvHBEW+fcuSH3Hs6xvHrci2uhO2Whe5wftzvsMC2W2NwdoY3mo41FOo0J7cbJMtyF+W2yUuI5hkkSshX36LbWCeThspNM057NJ4yFteEK9WhEIyiRAtIyZDsJWGmMSLXPKK8RBTGIgq2kRuR4jEuDReAqgwI8KYh1jhHiAJv7wsVXOQJNql12soCjauOjUrAaTfloWmM9d+EIEKnLkhVvwoqcsFOs0HRSdovjmZTcOlyvb/LWcJWGKlh2x3x/dMgyPxdO2MgO86kvRCO+u7vKsPS4EOW0vAxtA25MWrzS3OJqvU9uQj6KIxYDw7AM0Zmk7RXcmda57I2pO5LtrCof72aK5RpcrR23snjSkFLSbDaPdTEZYw44Qf1+n7t37zKdTnn33XcPAFCj0fjcVYOfJeD5t2D18NOO54DnKcNay/r6Onfv3j3Gf7lx48bnVob6LKG15t69e2xsbKCU4o033nhqMPY03WOr5+eZ7kxI4xSnU6NMM0ShES7InSllJ8JrhEyyEm+SoX2HvD8lWG2Tpzm65uFujLFKoXZmmYJeE+UIgtUWJivR/SnCQm4MYSvET+2xMpAaZeiaf6x0lTdcpLbYpES4iiQusAIQIC2Y3FQZHAdQEqGrFnJdkxg0zsSgfYF1j5S1JIRDQ9KtEIRXQDLPsdZzowT+hiE5fxIwOVON7+SU89XLq1gr4cVTrl1m6Ozm2JcgXFMwkxw0dw3+Uoqcje+BL7ClpfixofeVk9fPqcPwvkfnYk6yKwnGGUuXHyv9tAz3365z6cuHpaZH70a8+sYs0yMtS+dyls7lrN2eZzQoaR7hEYXt081101ixsDhiM/FozxVsPAwZD+uURca5Sxm1xuH+1usp777d5QuvV5mU6dTh1s0m11497vW1H1bXgf6Jz/dDG8HN+6vMLaxzeXWXfi4J/MP9TDKPnUGdOA0QwkF5BfUgZqPfhSAgqm0x3zlJhm76FVDcjWsMsoilVrUPO3GNPAmJgpyF2gRtFHHZpubtQekjBcwFCRuxg+t4JMaQlwpPalwZgw7Z92ELhItBsVf4WCr1ZYUgUimONLiEjHXBTuFzuZ5xY1aq6nkFgdDcTzy+P1xEiXmWnQH9fJGGilnxLYEck9k665liT4cse2Os9Xl/ejzTMjnSGvZqfYd3h3OUVrEc5NyNfYh9frZzj0XfRVPDFYpSOCz5Y+LS42pjk34+R2Kq8+UIh1vTCpx7SlDMhtOvdK597DX8rCGlPChzQQU8fvSjH3Hp0iUmkwnD4ZCHDx+S5zm+7x8AoHq9ThAEz6xD7FmWtJ5neE7Gc8DzFLFv7tlut/nKV76C5x22bD7LrIyU8okF/vbDWsva2hr37t1jZWWFn/mZn+Gf//mfn8kD+jS+XC9/8RwffO8u0pspLSuJnOR4q03yIEMGDulejOdITODg+i66EYC2WM8BKRDjjLJbw9mNoe7j7iaUS03K9YovIn2HPHLBaESjgR0ef2kLY5Ghgml1DGXdOQA/KreISFIU5vBcCYvRhpIZAgJkbtFh9bfxFGUNrBCEmUXnBh0prIRZ1QGZGdKGwXinKC/LkwNdmIH0c8oj4oWFljiPMXhkaummmvJi9bkIqmMyH2qalwrkkabAIp/g3TEsfOnjwepk26PWgTCesvjCSXVjAHvEOmOyE3H2fMz+WH32C1M270UsXUhYudQnajqsv9uiyCWuZzhzOebu+w0uvnSYCdnd8rC5onc2psw1xkDvTELvTPUCNAY2HtUZDiKszVk9N2X5TExRwMP7S9RafV7+4seTks+srDOOa9Sikx2PHz3qYF04d/7ewWcbW4tcONLNFfo5Z5eOt6yvDc+QCEUz6DNMIrKRS6EdjK3OjetYlKt5b7M3y5hJ7vfnEAhQTXKRkKSKoKizpwXIkkVHEDk5ifZIijadYMwwb1Fzjl4vB19lTAqHwnpUtP3D1vPQsZgCxno/BQjgEQiDJOGVGgwK2EgbjPXhfaetZFe3WPET1rKID2OAKtMz58YsOlMkmomdIxQJ99MW+YwTdCtu03JSlv2cG+POQUlsyd9jLe1xPprywWiR0kpWgi1+NF7lfD2m603xVcDNcZMX6jGJzbnWHBNIy4W6ITUZiICWK3GloOt9/uUmrTWu6xJFEVEUHSgOW2vJsozxeMx4PGZ9fZ00TXFd90SH2GcZY59neD7feA54niD2b+DHzT2j6HFN1grwFMXps9ifVuwDsk6n86k1f54kngbw/M//y0v8H9/6f8CVKEdguyHl1oS8MMhxhqpXIoJ+I2AiBZ6xFDWPcmtE7eIC2YPqxbPPv5StCLM5Ro4S9gd9m2vcXFMsNtBYyoaLKwR2dEgydVNdaeZIgXUU4giO2G9F3w+LQASKKHRI0xKjRNUqby2OlBQehCnENUhCAaFCFJZ6JkkNeIOSvMuBXcTjUTQdomFJPJuYuWONapQHHV/7kbRcGhwegxxqWqKg7B3uvG2VeLckwbX0gJtT9gViz8X0B7irPjvftwhpQVTaJsqTuIFCKjCmhM0Riy+fDnYA5q7l7D70qc8VuLmgsXgc4A8HAUtUYGXrbo1aUzPeCRgN4cJLMXF8+ELY3XJnYKc6ruWzGbffa3Hl5cMMkpTQW53QW63KX8bA+sOI995pMrecozwHrQXqlOwOVGrLj+50uXr1EPDEScjN+y0uXX50zGsLoPYJz8skiVgbzbO6uMYCSwRRQis62dm1PW6Q6C5XFg/VqsdZi9jAXg6r9THaCO6Pu5ypT8hQjHKfTLskpUsrGAGCQhvco9wwwJoAR0gyW4GdhnIpbIKxitxK2l7MdhZikQQypyYt07LGB5Mq1XbGyxlrRdsp6DojHJlTmBqbuQ9S03YcRqXiSjTGGsn74xbrcZOGKvHRbOYhjtBcCgd03IzSCpoq47v9sweEYwBHGAJZorVDvwhwRUmuW5yr9Wk4Hm/tLvJG9w69wAFhuTnssRDkdIKE29OIeV+RW0FuLQvu528pARXgOa0lXQhBEAQEQcDCwiHpLs/zAxC0s7NDHMcopQ4yQZ+2Tf5ZZnieA56T8RzwPEHEccwHH3xwwtzztHBdlyQ5OQD+NGI8HnPjxg2UUh8LyJ5FfFbAMxgM+OjBTaJ2QDE2xA92oelW/llFib/awRiDVZJpWuBai6oH2KxAd2ukxsBcDdGPqyxPI0BtjiujxGlOudjEGVWzYdkKcScFBQlOKau8iCcrN/Vco0cp/nKLPHIokuMvbJEaaKjKg4rZ/DlUFJlGewKZGnAEKrO4TUWCropIR/g61hWMXQsoxCRHpaASi9tymTga6zw2C9zR0FLU0wq0FKc0pBQtB7GbYbsCp19S83Ps/BFRuZFBbmiCHkzeVdVvLAlcKQnrMS4C70rMSQk5DWjih5JOb0J3KSNLFUk/pJi6FCnoosANSmrzJfWFkq0HAfGGwytfPal43Htxj/GuQ6Nb4nuWiy9PycceF67lvP/dFudfmbK37WOtwRbOAdjZD9f/5OFp7eE8y2em1BoOi2cqZ/UkUWysN5hMPZS0tNspS73JAQhaXRygtUQIw/u3l+mt7HDlFGFCgJXuNqk5hnkxFu7vXCSqb7K6WNlmOPIkt8dYwfreeVrNDbb7ENYr5YKHkyW6UZ8mYKVhWnjsZRHLzSorWZaKhpcjC8swD5gUIU0vJXIPz01hJJmWCKFBaMAHROWzNevOqhrSDUv+EK27rKUB249p9KznDueDhI/SkEF5XNFy1etzwesT5y79YoFHqYee8YHG2mEhzNgpDKVV3Io7LPs5S17OnUmDuiq5UktQYsx6VmdU+rzS2OatvaoDrOsVlDbmg9Eyb85tcTbc42E8R9PPyU2Viowcc2jzAqQG5kP4QvvCx98QzzCeFHh4nsfc3NyxNvmyLA9A0P3795lOpwghjnGCHm+Tf1YZnul0Sq32+TvK/1uL54DnCWIymbC6uvqxysNH41mWtPbjqJDhaZGmKbdu3SKOY65evfqxCF8I8UyM8Z4U8MRxzI0bN9Ba88orr9Bb/QkPPkiwUkCm8RebFMaQD2LcVojaGVMuNnBdhS00Ii9R/Skm03jWVgKCNQ8CD+cIWLG2qktZAYVSOFmJM8oo5+o4iYbcIPIKEGlPonxBnpUnGrMk4DsO07zK1Dl1h2R2vDKtjD0jJNJKcCTMDEi9sSFvHx8snbgkXnIQrqGsSVIMGHCGmjoO2TRHB4K85uDv5OhFjal9Qkp8B9yspLGk0T44fUW+USCVolaA+BJMlUEsVU7vTl8RqTHuIqQ/coHT/dSmdyS9xRFRR7P14zZnX+vTWD1d9LLIJcJtUAum3PtRm8WLCVHzsOziBZbbP4y4dH3ChZemuD7cejvg+kLBq2+O2NnwuPd+g6svpyycOTk5OHOxz+ajiKXV41mmshS8906HV1/bQUqo1RN2+g06c2PCUHPxheO+Wkmi2N3rsDt0kNJSbPXA2+HiYwKDj0cUJNxfX2B5qQJTW4MusQlYmD++XiNISDgEE9vjBtPCp9epSNPKkaRFxKios1SvMj1bcYfESKQ0zNcOz6+xLtqWJNqj7SuUihkWAaHKya0iLiNAH4wDUlRO6PYx+r0UmtRIxmWLSa7QSJpOTssROMIQa0m/UEysZtGL2cojaqrkjDdmVPi8O668sV6pTbgd15BYzgYpXRWjZM5eEfCl1gYPki7L3ogfDBd5FFdg5fXGmLcGTaCBKwznWn1Ka3ml0efDSYeLtW3uT1uci/bYTANcmZLaiA+HHlfbCZcau9yZdrjUhLO1nLXEJXANSsL/tvyzn3jNnlU8C+DhOM6JNnmt9YFW0KNHj5hOp1hrDzrEkiR56gnqfmPNv1XRxM8zngOeJ4ilpS66yKUAACAASURBVKVPDWKeNeDZ5/GcNusoy5K7d++yvb3NpUuXWFxc/FQKyT8twFOWJbdv32Z3d/eYVcWb/+FlHrz3iHC+QZmk6CRHeAqSHNVrIDs1wpoPxiCFwJ/meBcXSO/u4J6fI3uwS6QUQkh0OwTfxfYnOP0p1ENkt44cHHkBY09YarquItvLcLsReamJIo8szrEzAmayl0CtYsykj5U8MJZYGqSdWUdEM2+gQB0TIqS0FF0HIaGVSvq12V5IQdlSDLDQmrX6Dku8vESPBe6eJfJd0nGGpPIhU0qQJDkmtviixPguaVOQNiWELt1dSTmNEUcI0d6GIuqMUTPqg+6cPnMdfyA5e3GAX6+OM298Mm9s822fL/77+zz6bo1rb46wBrbuRUz2QrzQsHB+TO/FlK2P5rk6czE//2pCkStcTzPfy1m7XZDGlhs/XqDVmbC0egh8pIS9QeMY4NnZCpiMXa6/vntsubUHNTpzJ33TAMJQsxruMD+n+OD2Aqgx58/tsLdXJy2aZLnHNCvxvYJOM6XTGCNnZC6HBlmxx6Pd88zN3aemRie27zslu2mE75Tc2Fxmdb5Po17tszaKYSlQxuK7I3bTiEw7bMUR3XpCzTte9rbGZVQ2aHhjBrnEEYK6m5NryV4a4iqLesx6pO0I9o4MNZHM2M2jA4PPRTdjvQgZa5fxkcdVWkPT1Sw6hmV3wMNY8e5ojqM2tT+Z1nm9NeTtYYsHacCDWWfXpXBKbnIu+FMyI/hiY8hWHvEo9bideDRVQdebYi38094C/665wU/Gc/T8DEeGCOHQcFJ8OeVuvETLG1ISobBsZ7OylYBpoQiUZT6wzPs12j8F/g58fk7pSqlT2+T3tYJGoxG7u7usra0RRdExcvRRjuiniWdttfE/QjwHPJ9TPGvAs7+9o4DnqAnp2bNnefPNNz/VQ7oPVJ6W0/MvAR5jDA8fPuTBgwecO3eOq1evHnsIf+F//Xf8n3/5/zIdTJGuQE8qFeR0qYVNNdpYymH1AgxrPqXnkGYFTuSR700rwJCW2J0JthEiBwnWkfi9FlMB3jA7lrUx/Sm6U0fNVJWNAFkPkEmJyKuEfdWCbnECh7LQCG3xlaQIJMURgo+QApVadCQwEtJS07Q+Y11SOAJveJjlqfmKgVu9QIfCIFODCU5eJzXV6JaljB3KGT0gw0D3+HWqrUGr65NdMBSVuhCkhnAzJ7ssiT48XDZcdwmXR4gjY6U8I8mHAq91eDyjdyQXXx3g+Ief1c5bNt4P6b10Mvvy6LsBr/37CsS0LtqDNvbFCzGLF6oST5nD1obH8J7m4hWB61miRs6tH3R56fUBaSx58fqE7bVFrr5akY0f3A4Z7Pqcv5LSbKesntshniqimubOzXkWlwbML57kFZ05M/lE/s79R4t44ZRXXn7EcBQghWC+OwVOZq+KUrC12yLN66RpRH/nMrGOGW8uoZTBVSWeo/G9nNDL8RzNxqBNZlxcT/OwP0/gupRCsxO79DpDIi/HkRZPeGwULUK3oOml7KUhkyLAAg0vJ9d1Iq/SFqo5DnrGOM5MgKMsShokAdrmKFHldjQpECIxOPhsZcdbp0NXcJqXrJKWUMR8f7TIijtkrZjDl5qeP6GpNNq69AvJh0nAldoOd+Mur9R2GBUeNyZdoEHPz9lNPVJT3c91mXM+HLHkTtjMFniYVM9AbGp03RhHwKTImPMyXKGxtHixkdAvQl5q9qk5irlgQF238KRhULi0Xc3UGF5rPV07+pPEs+LSfJqQUh4Am+l0ytzcHJ1O51ib/L179yjLkiAIjvGCPM87AWyMMc/BzsfEc8DzBPEkN9HnBXh838day/b2Nrdu3WJ+fp433njjidKvz2rfPgnwbG9vc/PmzU/cvyjymV9uM1nbBUfhd2uYvCSNc2o1DzlJKebquMYwTXKa8w3iu1tY18VrRkwaId5Wxd3RnkLGBaI0ZJsjassd0rpEOQqGKWKfh3Nkf/3VNtmM62PHGdFyg3iSgxCUM1AkpSBQikSezHYoKdHGVq7vNUVpLVZYnKlBuxWZWSWGwdKRlRxJfc8weswkU2YG62vKusJ4Dl5ZYk65pNH9FPOCIHmQHMzDnUzg9nPk5dlLp+UCBeInJeH1/5+9N4vRKzvP9Z619rz3P9dcrGJxao5NtppstVpycCy5jdjn2LEdO7AV4wS+EAJDNwexTxDrwhfGMRxIB8hFYATwhQREseELxRexYeQmtuNjQMKR3K1u9USyORTJqmLN9c973mvlYtfIKnY3u9mSAvO7Yv3cw/r3Xv9e7/6+93vfcJe0vBNCCvr3LUaulGWt7g8lp6+2MY7Av92ByyQHAc/S9z0+84U9Em5lPOTOD6s8d+1ghsW0IelbnLoU0dv0aa9JzrzQpzoSlgKFN+pcutpjEJRu6VLC7OmI2dMRRQG3r1dJIqPMCFmay9c2eFyMjsXcuNnk9NmDXVRR5HDrXp2LF/a6req1mIWNFiMjR7eoW6bGczLaAxgbu8eEf7S3F0BeSK4vHGes1aayz5X9ztY4LW9IJmrU3HKObQwnwOhzrNrhVrfs+mm6EU23vL7rcYOtNGXELMs8SkcgSmd0SyakhY8UCogxyumFK0yEMCkkrCfOgezMTrTzsoyV71NYnrC69LMqN4alEqNvlnMh0Qb344NZlEDmTLt9aiREeYVhsTdRVhKbz9ZX+X57CoHmbKXN/WGd20WLQkkiJWnZEU2rzZhVbGdvfDKVIs0qYR6zPGjRLywu1Ie0M5/5fp1pPyNVULcKfDsEw+aXJz732PvwtONpcWmeNIqiwDRNhBAEQUAQBExOlvdIa00cx/T7fbrdLktLSyRJgm3bVKtVlFLkec7k5OTHEpL9lxDPAM+nFJZlPdUurR2QstMh5rruE5uQ7sQn6a76sOP0+31u3ryJZVm8+OKLeJ73mL3LuHj1BOv314j7JaFPZQojTBEjAbri4kiBLKDIcgabA9xGQGQaJWuhH5GPVLDjDGNjgDlSJe9GqFaFbGOAN9Mi24zQEvKqg8gVZi9CjFRJbRPVO9iWnXWislNr32dKQ2SW+juGb+CZJmGaoQCFxowUuSNASuIkRwWS1Ck7suhCMVEaoe6PyJLInD1AkyqEznczQsqWmIs56YmDP8/mWkF8WoAhEEbZgix7Gq/IUCf2FjNlZpjvZDSvPn7+SacGbBC+bXH2c48HEpVLinDLwG+V93npBwfBzu7xKocB4fItn0tXB9g2zL9R4+yLAxZuN5FmzIP3G9QaJUCYmEm49XaNc1cGu/saBpy50GfQN5m/XiWoFLz1WoOgBsdmQ1zvMAdJ5Qev1535cerNzgGwsxPdTnAk4FEK3p2fZmpynbnZRQaR81gLj/XeODkgTHbBzjB1WOo3OdlaZ7lfZ6LWJ80NHnRGmWntgbFH350Whg1aboid2RgipZO61K2YQWFQaFGWscTBaywEpGSoQtLPDGypqZmSWA0Y5g4F29YMWjDhdFmKmziiYMzqcns4foD3s5LWkBQoDqLjmpEwZfX5p60TTJoRi3G5kFaNjGNun6qRUiB4ub7JVmLwWntPyvpafZXXOxPMuh3e6ExzOgi5PazycquPJW203sIxTOp2wqy9wfXeJLNBxJgb0skcfBukEChl0XQdZvxHpMg/xfi0SlofFh8EtIQQux5i+9vkdzrEXn/9df70T/+UxcVFwjDk93//97l69SpXr17l3LlzH5ix2tra4rd+67e4d+8eJ06c4Dvf+c6RdkiGYXD58mUAjh8/zt/8zd8AMD8/z5e//GU2Nze5du0af/7nf/7EJbgfRzxjNT1BPEmG52mBip3QWnPz5k3ef/99zp07x+XLlz8W2NkZ29PI8EgpdwlySZLw7rvv8t5773HmzBleeOGFDwU7AL/6bz9XtnsDyTDBcE2sioNOc7QsxdN0lqOtUnsnMQ0cIUiURmQFaE0RJrgzLQrXhMkGZr8EMunSFk7DQygwBylGnGPWPLy6g2Ecnvo6yqlWD5YDck8SZzmi0OSFplfkKFn6CrlSIg2jREWAciT1bU2TtGHi+Saim2K3891tALQtcZe3wUihcJUiHT34MNLpwbkW3I+JZ4vd7i/hgNxQ+DJDje8rtUUCHsbUjoPaMknXINuAoiPIO1D0oQihp1MGr8PJq48HO1BaZTy8WS5yD3/gcfnlo7cfPxtz/529rpCwZ9CqCXaeeea2mejsmQ6TszGrS5LW6B7gdCuHH/LDvkPYr/DCy10cz+bKSx1On+1g2SkLDyq89aNRbrzXotstT3L6TIdB36LT8bg9P8HcyWUajaM7JatHEMJXtprcWm5x6uQinleOzTYP/06SzOSdhVn8YItmdQtpldssdqYotMXJVklybicBK706W3HlANiBkmgMpdjhwrDBiBeVnliAFIqGHdPPHXqpg22U2/rmo6BSkyuDSNlULJNUSzaygkHhAYKGGTLtZLTMkMAwmbS7KGVwazh5iOTcKzzmvIPX6py3QVEI3u6XIGbM3rsW/cLixrDFP/cmEQRoLO5HNU4GEVfrq3y28RBHpnyhtcCN/jixsvCMPudrA/rZkF6mWE9qvN2ZpWlrulmTWX9Iw4ppuEXZGSdACwVC8ELjx1fOgp9shudJSmlCCBzHYXR0lF/4hV/gb//2b/mLv/gLPv/5z/NLv/RLLC8v88d//Md89rOfpd8/muMG8PWvf51XX32VW7du8eqrr/L1r3/9yO08z+PNN9/kzTff3AU7AH/wB3/A7/3e73H79m2azSbf+ta3PvqX/jHGswzPpxRPq4aaZRl3795lY2OD2dnZp2II9zSUm3dCa83du3dZXl7m9OnTXLx48Ym++9hkg+kTY9y7EeHVPMgVSghsITD6EWZzlHi1Q3Vmu93TkMhCUeSKpFAYhkTVffJuiNWokEiBdi1knIGGYW+IKeRukiVHk23GWGMVlNJkeYGR693W83RjCNvt0E7dId3mUAghMGNFVjFQQtBTeam+nBc4rtzteRpmOUKCloIoysCBdMREpAq7XWDbBgNHU9gm5Ap7kDGcOfwzTEddRJ6CKajciynOP9KFkygq45qsrVCLIGyDzNe4gxRv2iRv7oCJknC9f6nUucYZpFRbMdGmQzY0iLZyVCowDAPbNzEdEHaOdFPkZMHKDys8//IqH/Qsjou9+z5caXHq/N4iP3t+yMKtOrPP9TEMaI1bPLxfocgV51/sM3Nyi7XlBuNTJSm4vWGTRAbTs+XfvY7i2PHtKWDA7PEBs8f3MkIbG3XabZ+NTZOxYwMmp9YfP1BgvLVOXkgMQ5GkJg/WZpmYmKfaOAgqbKsou6m25/Sd1Qk8L+bMTJk12uiP4AcRd9YnOT66J3rYT1wKfFr++iF9HwDfFkS5STsNGNkHNMS+fJLWAikEQrtoEW+7vO3MFU1amGTbxGRNCOyVMbQQ9AqPXgEGEocOUV5nzM5omGXpqF8cBPctu8d8VMEROWfcTd7oHTvw/0JGwF7npytzzvtb/HNnghcrW6Raci90uYeLIxUXgiE/7JTk3MDIcE3BjbbN8/UYV7sYIub5xgZvd0Y4VR3QzaEfVejlBlKCJaFiSaTW/OL4ix9wN59+/Dg5PPvjaQCtXq/H+Pg4r776Kq+++upH2uev//qv+cd//EcAfud3focvfvGLfOMb3/hI+2qt+Yd/+Af+8i//cnf/P/qjP+KrX/3qxxr/pxnPAM9Paez35pqbm2Nubu5jZ3QejacBeLTWrKys7GpLfP7zn//YKeBXf/0q3/oP9xFSoJVG9SNoBGAYDFc6OGN1ijAhSnNklCANE+XZOK0KcZyVBGPHoVjrIaXEaFZQrkmRK4xBgphsorsxdisg12XZrNgaIqoeMtMorXEqDoYhiHsJXlUSKs1QqAPVKKFBxsUBc01lShIbzEGBsgTKkYxgsUGGcgSFKxG5RtuSZEySABQlQdlfyMhbglpPlBo+vtjV5cksQW1ZUXMF/fMSo6sRHYVv2MRbEc4pi76XQWV70UoUYz3Ini/o3oDRE4+5b0ONvxxSv5qT3mtht1awWxDMPv7+dN6wmfQLuksjpKGBUgLTzvFqEX4rwjDLizR9JWJzqUY6qHD2wuqh4+w3o6xUegw6Dhde7HPzR1XGphL6PZfxqR7rKw5CSaZn98jJZ8536XUtavWjy3SWGVEUgvEJg5mZNZTSdLsVuv0Kvb5EoPC8jPGxiEoQ4jkpNxdbKGmB3Wd6+s5jv3+WmShtM7/R4tT03veKUp9bG02krRACFremUCIlzU0GmYUf9FnuNsiVgRAa18pp+jGWkVBoD6VNGo+4tcttYnyuDCxZNv4pYtLCwDEKtNYoJLkyD1xP8ZjCW9VQKCWYTyZIc8FqagNl23PLSmiZHSzhMCwc2nmN425MmKpDYAdgOdkDVON2iC8zftgrCWr5vvN7MmPO6zE/3Nv+TKVLJ63wXCUh13VypdhMW3iyy9n6Kr7psZV5dDOLqpMz6mkipYiUYMKyuFI/9dj782nET6qk9TTO2+12n9hWYnV1lampklg4OTnJ6urh3y+U0icvvfQSpmnyta99jV/7tV9jc3OTRqOxC9RmZmZYWlo6cv+fdDwDPE8QHydr82HaOUdtv7q6yt27d5mYmNgl/C4sLDx1x/SPG+12m/fff39XPfTkyZOfaDz/5a+/xJ//L/83w4dtgpEKds0n6Q4Rno1sD0ijBF318D0H2QgYDBKMzpBiuknNcwiXtnCnRygCB+GaFGGMYdkQZxSuTRHGmHWXJAexY9GRKVSal+U0IUiHZY5GSIHIFIUnUUcYxXraYLin4F9q+NgCGeUoz8DpFnRcjbA0RdVAGYJKt6A/su9t0RBoqcnrFvGU2KYEl/8vBwVeISl6KSJM6c9K8q4k9U3wwdoCddEiNod7inihotpOyE6Vg0qO2egiOUxW7kOlN6RyqQS76WxGb8GkNvv4ubD1A4OLX1gnXLZoTLWR5sFrkqewcd9muGWhlY2ta0y21nZJyPtj5uwWD+cDLEdx7GRCUaSsP3Q490KfcCDZ3IC7N6o0Wxkjkwf5VZatuf5ujSsvHubd3LjeYmKqx9nzW6SpQZIYOE5Bsx7SrB8mHA8jj/mHdR5uuYxM5Az6kvXNGn5gUYgcQxa4tgadYBgp76+NYdqSDMWdh5PU3BTT0qwOXC7OLGJtl5yywuTW1jinR1a4sXmM8coAGBw6/3x/nPWsQEqTlhSY+zJAFbO8aVrXkbKPqUxyMhyjQCkPgSAuDi+IUhx+GWqZEeupR7ItOFg3c9bTPV5FO7dp5+O7f1/yltlKPUZtwZgDw9xhOZG7JOX1zGfCHlC3DFYjyUq+l+3pb28TGBnTTp/r/VHG7bID7jP1h7zZneZq/QE/7MzyQmMRpQLqdpf3+xM4ScHZRkzDyRn3FLapuDmwmQkUUiquyulD3+3Tjp9USQs+eXXgcT5aP//zP8/Kysqhz//kT/7k0PkfN4b79+9z7Ngx7t69y8/93M9x+fLl/195dj0DPE8YH+SY/mjs8Hg+6g9nB0hUKhWuXbt2wJnXNM2nptxsGMbHIlQ/KhxYqVT43ve+98Sg7tEQQjB3YZz5KCMbpqi8QMUpOi9wRqogINnskjkmrtK4nk0iBDxsk9QD8F1UlJAKibExxKg4xKbAtE38kSppVmAaBpE0sDTopFzgxSDBaPqobK+MUQjQloFnSAZofKv0+orzEiRkeYE51OQVE9c06HnlvrlrYgwL4qaBERbUU4ONbcAR2gIz1eT2tr9SrklHTQpX4KzGJBN7XS/KNxgCQbdA1w2y6b254y6kpHMCZYKwy3d60SuoxCnGqb3rr6sGasnBOL4HGoy2pG70sU/tZfaEIVhf9qnNHtaWUTkMfiS4+IWyLOVPZSzeGOP48we9qkwbRudSRudS1u7AzNQC2YbNsGuw+sBHSBfbGTJ1MsK0NJ0tC8/z4dg6hqFZXXIZm07wK4rT51Z57T+NEg5skthg+vjB+T42fvDvMDS5c6fGpct7vCLbLrh9q8lzZ47mGiklWG5Pcmx6gWE+xqmZB0duB7DSqbPRn+Ty6fndz/LC4P31aY7XVlgeTu+CnXubowROypnR8s1YH/F7GGY2y2GdqWqXJBTUnJSkMFgLAwypaTkhUmT0syqWUfItIpVgbeMbRUyiKlQMh2ERHuDhpKqgBM0SgaZhDlmM6+ynadZMWD9Cb9KTKdN2wRuDGVpiyMPhQcHSSSdmzC6wRUZNdLg9mCTTB8thm6lL3UwYsXLeH5TlZ1MaXKiucbM3yuX6Ghr4bOs+SdHAMbqsRCUpdi7o0k0sFuOAuSBmJTLxzQLTSKiaPj/D6cfeo08rflIlracRjwM8f/d3f/fYfSYmJlheXmZqaorl5eVdUvSjcexYmfk7deoUX/ziF3njjTf4jd/4DTqdzi5IXFxc3N3upy2ekZY/xfio7d/D4ZA33niD+fl5Ll26xKVLlw6AnZ1jPS3ezZO2pWdZxs2bN/nRj37EzMwM165d2217/CTGpvvjS//N80hDEnUGGHbZlmlVXPIoJUNgjTXQCgZbQ7KVLQLfLi08fRuGMdnWABONMV7DrFdwkbjNAGEaiKQga4cYYYLKCpRlYNVdhCHQnXDXj8vwbai5ZLkiHeZUDJOwKIiUQgO2lPi2iVQCQ0Hi7iMLCxC5BqUpfINBkVEflKUrLIm5WQJMrTWOISi2jTeNIzqeg8WI6IyN3rdmeg9SOFGCHZRCmyA3cupkGLOHF9fOxt7Y1N2chtvBHjt8z41LFsOVgw/2PBLE7ynOfu6gYnHeSsnio4Htyvsex8aH+JWMdtug2iw480Kf05fXmT0bkqeCe+9VMT2faLC36p5+vkuvXQK+O+/VuPTigPOXu0wfj3i46PPWD0d4uFiSoaeOhdy9Vdq53L1Tpz8wDoCd3XGmR+tLPVxtMb9SY3bqDr6b4nlHL2hxavLmvRmqQY9I7ZWc1vvHaMdNnptYYiuscnx0nUHicHN1iulWm/o+xWTLOHitH/RbDAubqeo2uNwGRI5RcCzoMen1QVt0M4HaJ5qz/2pLfAyZE267ifsC3G25BAV4UuPIAlckLMVNHn28W/Kw/ceU3cUm5/p2+ckzDs+RtczhZuigdcx6WuVuHDBUJjUz5bTf5jO1Va7U1rlSWaNlK15qrHGtucXpYBlHZtScBN/QLEQtOtkIb/fqGKI0SH2uusWtYZNIGzTtlKGSxEpQMRS93OCc1UQValeR+McVjxN5/TTjaX2/brf7xD5av/Irv8K3v/1tAL797W/zq7/6q4e2abfbJMm2xMLGBt/97nd3OZtf+tKX+Ku/+qsP3P+nIZ5leD7F+DBgkaYpd+7codvtcvbsWVqt1sc+1pPER+0g2y8cODc3d0g4cP+xPunDYep4i8kTo6g4A72tAi0FWS/EaQWka12kFDjNCmgXlMaZrJO2BwhTonVJ8iyyAsu0yLKcYjWmaATIrEBWHCwgzXMEJlkvQaMxPBtTCqjYREKgiz3wlrRjZGCgrHIsCZokLxASaqakm6rSumhb+VZ5JtVY0/cBCYkqyOoSdyMl9w2cWOMo2Brbe7DFIzZupIm3G9r8xYjoTLlgC1EuWNXFjPSU2F2/RKZxtjSOl0HraAAST9noIkXcyZl4LsRwj36YSkuwes/n1GSZUUi6AnMt49TVw4J8/njB/bdGOPNIZ9fKTY/Z6YigXs6pEy/2WLxVY+a5vWO4geLExT633nCwLcHNNxs0x2LGj8Xcfjvg8ssdXFfRaGXcvD7OuQtrTM+ETM+UiPDhos/GmkccG/T7Fpc+s3EkGRhgcvzg2Iehxb2HY5w8scDIPmHCJD38e7qxMEmzPuDi3AKbvQrHp1boRx4bg3Fm9llKdJMq3WyMqr/FyfHDDu217Tb1pDB50G8xXXsEbByxuA0LgW/l9HIHSxpIUexycwQeGQkWDhllVjRGgxZ4UhMYgogeD5MGkTpajfhRns95P+bGoE66jwvkSefR3agZCePWkNd6U1zy9rKB/cKiHzWYtBMaluK97k6XXpVjbpdpx+S9/gQngi22UpeqJTBlj/O1AfeiFjP+Ftd7kwg0w8yi6qT4lkGMRpiSiiX4byf+FRv3V5ifnz/SkDMIgk9FZO9RkdcfRzwt3tDjMjwfFF/72tf4zd/8Tb71rW8xNzfHd77zHQBee+01/uzP/oxvfvObXL9+nd/93d/dfcn92te+xsWLFwH4xje+wZe//GX+8A//kBdffJGvfOUrn/h7fBrxDPA8YTxJSetxIKUoCu7fv8/y8jInT57k/PnzH/qjfVqt5DvH+jDAsyMcODY29oHChjvf8ZNqLhiGwa9/9V/xv/37/xOhYbDcxmgG2FWfeHELXfOR/SEqzYkQyG6ETDJkxUNUPIokR/ZCkIIoKRB5AVUPEacoz0EMEjLA9G2wJYUCJSWFITGExLGM0rjUsUh2Sl5CYCeaRGr0jhkooAzNllAQ50jHIsgFUZaTuyXZWaYaUTWJXUEjlXQmBDIHazlkOGFCYe61lxsSYymEM852ZmcvO+FWHILlhOiERqQauakQQ4Uc5hj1CLvuEC8k5ai2Hc8tz8KwBBgm8Xc7TF6MtjuMHj9njUsOWT9GpZpantC8cLR3FoB7qiDqGXi1cv48CnZ2ojBsHlUxvne9xoUrbbQShG2Xeivl+usN6qMpt9+tc+H5cvtm63DpdnompFYvWFv18CsRDx+OEacOaRozOhIyPrZ3rvGxIYsrVSYm+rz3/jgj4x3OnD5cujL2Aab2oMF61+XUzJ5mz4OtJrorGR/Z3AU7eWFwd3OUUEnmWg+PvEa5MrHNiIeDBsLQh8EOoB9xbluLK3hWiokiEAa5kuTawDdMYpUTq7R06jYMQnXwWicaAjSKgKqZUyciUhbdvGxP3x3XNk/MFjnHnZS3+oeBkSX7wN7ns06PPeudWAAAIABJREFUKDe5MSztYKQ4WBObc3sMcgtJCJSAZ9IZkBQOd4ceF2shS1GNaTfnR92AK/UtNtIK64nPpJ8xU9lkPW4y5inuDF1OOhkjrgapuVwfZ7Y1RbTR5/nnnwfKbPOOF9X9+/cZDoe7IKhSqVCr1T6SK/mHxdOw3vk453xaTulPCnhGRkb4+7//+0Ofv/TSS3zzm98E4Atf+AJvv/32kfufOnWKH/zgB08+2B9zPAM8n2KYpnmAK6O1Znl5mfn5eaanp3nllVc+8gR/mhmeDzrWjnCgbdsfSTjQMIynUtIyDIMzl6eZOTvN/Fv3cBoBaS9EBCUZUwgwWyUfx3UtUqURVQ/VjxCBixM4pFGCUBptytJ5vR8hKE1EdeChDRMlBVKB5dnYgUOeFmRJTrQVYTsGuVkAGt+zyFJVtq0PNUXNRCmNsqHwzZ0LiYgKeoEBtoGtwNUSYs3m9vMmVgVGIShM0O72fhrszQwjVngVh4Fh4N8LyUckzmKGzEplIt+zyJpAV5JWJUyAez+G522ypZTwpAIOlm8KQBeKsYcF1pyDNRmhJBShgNAi3iywpEXczco6iNRIE9K2w9kzfWonH68qDGBWctben2Lu4iJbD+rMHe/hBYfB89jJDebfrXPyUkna7azbTE6mlLhZs/TAY2Qi5dK1LmkiuPnWJIN+QqWaMz7R59aNOs+d3wMKDxcDLKvg1JkO198b5dzFg1mVMLJZ26jR7xkYhqLTs9js+px+7vHdIlIo0szk5tIUp44tcWK6zSCq0BsGbA5sCjykkbLZqxFFCZ6V0o5GSHLB6fEVeqFPL/aJMhuExLHBslJirVmKW0zV2rvt7I+Ga5hAgtawEteoOzulM43WGlMqQJArhcZFiPI5UugUHhEHrBsZDxOXQCR08jqlezrUjZyWlVDomM2sQqQsRq0MreG94dFZIGOffcrFIOT20Ccs9l5m8n111uf8NiuxT69wOeGXz5NRO6XQMGIPqBgpr3WO8YXWJm9st6fbUmFJwYlKQjcTPAgnuNgISbTEkhpLapYiwfGq5reP/ewhEGBZ1iFDzv2u5Pfv3ycMQ4QQhzJBTwpgftyA52kRpT8O4PmXEs8AzxPGk6RPLcvaBRabm5vcunWLer3OZz/72SfOiHzaJa0kSbh9+zaDwYDz589/5B/M0xJY3EmT/sZXv8T/+u/+DzSaOM5wah5ZzUckGVknQTUqZEmO16qQpDnaNGCzT1YLsAKXQgp0d4CuBIgsRwvwmxWSQYLd9DBtk7gfk/VirEKTbt9P17fIkhxjmKNcSbid5TEsicgURgrDANR+3ocABwMU5BJSCamjqUpJa6gYqJykZmKtJRRTDrknMA1JYkA6UgKVCKi0DRJLkrb25kRtMWHNShAjsFPLai7nZKcl2oB+w6VZxAdMQgEIFc2VAdbzkCHZfMNi9FqG4QnwcoIRgJT9s2/4Nky+nOJEKYatCNuSqG2SDiR5LNEKhAFOIAhGBLo+4N4PKzz3XPdIsLN7T7fNVLNUELUdJs/tgakzVzpsrTu0xlKy1GJqZoU0lrxzq8mFFw5yh96/3uDYbJ+gUp7Ldg8DbN9LOTG7QZZLbt6ZpDECp08tkyuDYegwCC2ixCbJDIpCUmjJIHVJVz1MY0gUNjG9LhYKpXwCH86O3do9/o3laWw748T4AsP1aUypaQVDWsEjWazOGD3lUneHLPWbSAGj3gDnEQHDTOeYSrKV1qk7j2bUDEo0qklVTq6d3URNTsYe4NH4ElbTss380UdTpCVLqQd4oDUzVp+e8lE6RNsJa2kN9UimSYqSy/OZyjKvd6cOCRSqbcBzKdjkzrBOpMt5rFRI07KxhWAprnIhWGdYOFxtdtnMciJtMheskxRQtQSdTLOReDTtjBzF/NClbkVk2mTMVUy5VS7UjtPv9z8UeBzlSp7n+W4maGFhYVc+o1KpHDDk/GlyFH+aGZ4n5fD8S4lngOdTDNM0GQwGvP766xiGwZUrV/B9/2Mf69PI8Owvr30c4UAp5VP15Xr5SxeZOjHG/bfu443USLohOsnAsXFGaiSbPXSjQjxMsGyTtOojeyGqKMjj8i3YblWwApcsyhGOTbJVLrTJMCYbSjSgTUmWZHiOSSQkSVjua5lgFTBAYXomaaGQdYtMgi8M0kxjSkGsFcqUZFpjbuXkIxYIMAYpWxM2Rq4pHEGQgAgc9FZGNGmhJbgPY+Jj5Vu4O1QMRwTOPlqMPz9kcNZFhjn2tmRgcGtIetHc5QvlIxb2kiY7vldikBsZTR1iP79PAHDGp97tYh2BX7WC+I2C517uIg1Y3QyoZjF+U+E3j2jn2Y6VN12qSUG/Y9NZ8+lvlvffDSS2l9CczPEqKWMnOtx6s4lKJS987qDKq+0oFjfqtMbWuXerwpVrHd57o8XzV9usrdYRApYWArY2XC5e3sTY96Q6MbdFp+3QaB5sXb97r4llp1w4u8jtezudQpp6JaZe2SMfr2w26QwkXlVxbGKnVCV5b3Ga2YlVTLPPSKNsf1/vj9KJJaem9tp5m8HhVvN25LMSNphrbRD3bQIvZtTbNlFVgrWwhhBVchEy4gxIC8mw8Kjah8uHO3cvVxLHsCjyBFu4JDrBFfZ2oVBjiYKtbC8Da4ijF2+JYsrpcC9ushFvAyDAkzkTdp+KCVpbtHONIOJSoHite3SXTaElL1Q7vNNvHtABSgtJw4wJTMlzlWW+uznLuFMQqYxhNoItcypWwvxwinPVhxS6Sa4dAjthK5VINOO+5H4kmK0o/rvjP1ue72OCANM0aTQaBxb+oih2QdDS0hKDQXkfHwVBP6nurKeZ4XkGeI6OZ4DnU4okSVhZWSGKIl544YVPPAH32zh80tjhAy0vL3P37l2mp6c/tnDg0+oek1LuHue3/+Df8B+/8k3yJMW0LSzXIe4P0b5DMNEgTXJUnqOynPp0k8EgQg4itO8h0oxsa0AaptCsIZNsdwGRgxgaFUSuEHkJJNJcUW0FdPMC0zGRnoUSGp0W2IFNEibk26IyaaYwM00YCLQhkHGOpUBJgbOZkrsQT5S5k8IUuBH06xqkwF8tqIcW3QCUbyFyjak0yofCEji+TQhUFyKGZ8synvJNRBRTWUpQzx/uPFpP9K7ubbCuqTZiRP0gWBV1g/V3PKZfOsiLKQbgrRXMfn6vbOSfhruv1Xnu84c5J1ACpM57VS59ZhnDgM71KnOXNpk8Qvx70DPobtisrRiMNSQ336gyPqOojwx39XmOnVyjvelQrZVgc2Q8pChgfKLL+AT80/87yUgrpddzabb2AIthwMJCnUazLGv1BzbzC3UunF3dPXalelh2oTtwmV9pcv7EQ3KqVOtlC/nNxUkCf8iFuQWUhs3QIk497myOcGbyIfV91Z/NQQV/n49XriQ3N6eYamwx1ypRqxQ2sDdeU2qmK12gvK6r4SiDzMQ+upmMQu9YgFoUOkMKk0zHVKRNrGIELgJNPz9YbrbE4edDIBNskXInGqdqHASxKQYLaYMdmfAxa4grMu6nJhcqW7jSxRQFSgtSldHPDaatPnfCcU54fUxpY4ohlihwyXmY1qjKiEFuU7c0ic4YsSO20iqXqksgfAoNWlSp2TlVZ4PNrEk3k8xUukQqYNITnK6O8HLzPPB0BQANw6Berx/IXhdFwXA4pN/vs7y8zGAwQGtNFEUsLCxQq9V+bCDoaWV4wjAkCIIP3/BfYDwDPE8YH5b9yPOce/fusba2xsjIyKG3jJ+G6PV6DAYD2u32xyqv7Y+naUSapinz8/NEYotTn5lj/o37xNEQ0zIgK0j7IbgWWWcAtQC0oIgyzMAji9NdIjCGxPYdsrT0sFKOhS0FeZRhpCmF3Jv2WmsGUYZbc8G3iKLSzkFKQdiJESYo00AWCktBVih8YZIFgtQzSQBXCrIogUJjb6XkgYlyJLFnMBoJNgKNaDnotMAwoRKDWcAwUPSr5cN8oAtaK4reMROrX2AVApFo/E4ExyVGR6E8gXb25l867VDcivFVSu1SBo+5jflFl/7NhOq5EuTFCzDqDGicP5zFsa4YdB74NI4f5PKkQ0l4S3Du2h6p1xiNGHZNgvrhDJ9XLVh5P+BnfrHN+99vce7FbV2Z0GRjJaDXLu0DBl2bL/xsmU2ZOBZz460mF690WV+r8NLLaxSFRbWWsLhYYWvLIwgyjh/v0aiX2Z0781M0mhtcOn9QGbYW7I0/LwzeuTvB3PQql06XnJ522GCoNFFxkKh8d+U47Uwz5cC56cOk5G5Up+WV413qTVDIlJOjB20sBEcvWlFu8jBqMBX0qCqTip0yTH1SbeBb4U7yDltahIXCkDk7GEYAkUqRFGgNkTosNKg5CPLGrR6bmc9mUZZ6JI/PxJ7zOsxHASPSZiWrsvIIXpQoXqz0+c+dGWJlsJMlGrE0F4JN/mlzjheqq8yHdRwR4BhDHsYNZt0ul+s93ulNc666xtnaCgvRONN+yLvdEU5UQyqWRS+rIIRiugL/7sQv75730yYPG4ZBrVajVqvtfpbnOa+//jpSSlZWVuj3+2it8X2fWq22mwl62sKETyPDs/NS/NNUqvtpimeA5ymF1prFxUUePHjAzMwMr7zyCp1O57ES3T+J2C8c6LrubkvhJ4mnAXi01gwGAx4+fMjx48d55ZVXOH/mef79v/6P5FGClALTd7C2ycpIiW1I0lyhspy8UEgBKi/QpoE3ViNph6VOT72CiDNyAcoyS9BRtVGZwmn4hHnJYsgHCZ5rEQlRMn/zgiCwibMCOcjIKhaJAViSIlOI1QR/1CGvGvQsIChLVEGm6ToCe5Ajwpys5uKtxvSPuwglEXFGe9SitpYzGAHSkiVRywy6DUVumuQmZHGBN0hIR1zEpN6tc4hEYcagehkyUmR9hTuakd4UCBO0rZBVMJogrO2dpKAtAoKsD4sus8eWcSpHZwsNW9BWFWp5tKuqPFxzqOmMmWsHMz/VsZz7P6xw8aWDnJsiEyy+3eDKZ9sAHL/cpb3h0BxN8Pyc2VPlcZLYorveYOHeGHlmMDO3Qa2ZoRTEkcvY+IC33qpz5coaMzMDZmbKEkQYGmxt+dxfCBgZy2h3fJSSNOrxbqu67+Z0QpullQb1RsSlM4vlvrFNL6yy1hcEysFzHN69P4NEYhk+Xa3RIqQzrGCaAtc6aP2Q4jBIKiwMqsy1Dqs+Qylu+GgsDBu4ZsZUULZ1G9svToEdEgBpYZHlFUxzSJ5LpCwAsW2ruxe2DDCFRcuUdPOCgqNfwGaclLth/YD7uXFEBkiiuOCv86PBBBpJog43KQQy5YTTp5/LbbBTxjEnBgze60/xQrXNO/0xXqgPaCcpd8Oyq0sIxc1emW3IVCm1MCxMcr0tzigKOpnNqKcQUnCtdZxj/p7o3U9KD8e27QPieUqp3UzQ6uoqd+7coSgKgiA4QI7+JIDlaZW0Pkgp+V96PAM8TxiPTiStNRsbG9y+fZtWq8XLL7+MZZW5asuyPpai8QfFx1E13jEg3dra4uzZs4yMjPC9733vqYznkwKefr/PjRs3gFLt8/TpUlV1ZKLOy79whe/+X6/Rf7hJZbxOb3Edw7HwWlWijS7CtUltC51lkBUIclSrTtLZK9/IoihZMBrktu5KPoygWSXKD1I2w40BTssjyRWYBmFSfi+rENBOSCsSt+nRL3J0y0Mrjehn2BWTimmQJDmhAe5KSjxuQ9VEdRLwTbz7Q/KKhTAFZDAcM6huZfQmTZyFkI3THsFiQd4w8SKNIzXDkw4pMLWQMThejkXbkswGV5kE7hBecBncKGhu20UISo5SphSiLdF9sJSBSGzC72c0a5vEDx10FYSX4DQOL4LmsYKl98aYvbLG2jsOJ453qTSPzg4cuzrg7o9qnHqhXMiT0GDrboXnX9rTa3H9goUHAc197uh5Lli6W+HsxS2uv9ni+RfXGfQMNtdslhfrfPbzZdblxIk+eW5gmntzbHFphLNnN7k7X+fCub3sSpZLNrZ8egOHza5HqnIqQUoYmlhGA9NMWN6coJcXfP7Cnnryg40WUWowWu8y4x1UnW6HHpvDKloEDAvFw6HFrC8fC3YAxL636zh3aKdNRryDbum2PLiI20aGbbQJC5NQK5zd3/je/TEoCIuUVBukOsUSmhEzZKgChoWJITwskVM1Im6HTR4N+Yg0Qc1IaJoJbw6mdj8bFAeXhCl7iNSKt4ejXK3sAdvTXpuN1OWM3yY1Td7pjWEIyIuUXl5h1gsJjIJONkKmJQ0rxZAWSlQ4W9vk3V6LU9UhsbaJlcSSBbYp+Orcf3Xg/D+J9vCjQJaUchfU7N8uDEP6/T7r6+vcvXuXoijwff8ACNpZDz4siqL4yNt+0NifgZ3HxzPA8wmi1+tx8+ZNHMfhM5/5zKEW7qdJNIYnt6rYEQ588OABJ06cOFI48GmMKU0fT3B9XKRpyu3bt+n3+5w/f548z1lfP1ga+O//w2/wn//2DSrjdQarbfyxBuF6B6NlgO9h2AZaCAxDUhgGIk5xTdCWQ5YViDSjGETIerUkPm+HX6+ghCAGfN8iHKYgynfpohMhKs6BpSEXGl13QOXERYER5ehEUHgm2jRxwoKthgCvdGU3lIW7EFIEkmTCRrkG0gKMUonZvtsnG7UpDEFjK6d9upw3Rs2j1s0pqgVDf+8+rVUNKusJaqy87yOLCRzPYNvENDofELybYF/aAxRCSqiDqIO6PWRiIsG6UiBv+1TP7i1cWQppxyTpQBFKHNcl6sa4FYv0/wk4daaHFCZFVmBYR2eFnMmMYddESoNw1ebslcOk3tnz69x+t8mZSyWguP12i+dfLMdx9vk2y4sBUzMhl15sc/1tk3ffbjExpRgd7fDuu6NcurTBYGDx4EGdi9st6fKRRckyNa4D7b7LxGif6akSlBSF4O7SMZr1LSqVNlPVMsO01qmy1q1wbnYZKTS312aYeATwNP2Iupvw3rrFeNADM6NuDVnuj9BNHFwrZaLS3bWYACi2Z8/9fovATqi7B8EOQFRkVB5JXPRzG1MIfEMRK4El9zJ7EkWsDZx9BmlKCDpFgNaaUbOL1AUmLR4mh8EO7GWVAE44fTZSi9vRwXL7RrInPHje32IxqtDbdlVfT8rF+GJlwHxYQQNSw1IUcK3ZwzUL/mmjJIv7pMz4bb7fnuJUdY1Rs88Pe6c45g/Klj8hkMYAU9WZDXLaueIrx17ANw+W6n4SGZ6PKjoopaRSqVCpVHaNN7XWuyBoc3OTe/fukec5nucdAEFH0QieRoZnMBjsquA/i8PxDPB8jIiiiFu3bpEkCefOnTtQ/90fTxvw7BCEP+xHsZN12hEOfOWVV47c55N6YMGTZ3j2u8CfOnWKCxcuIISg0+kcOo5lmfz2H/wy//sffgdpGKhCURlvEG72EIUCJ8BAY9d9hr2y9JB2IrzRGnk/RfgOQisMle+yF7TvEQ+2gUHgEA71zsAAUeqmxBm5a5V6KBWLaOfSCROpIauWDyuhy64sVWjcYYYac1BRQtS0Ua0AP4NUKsx+RkUbxFsxytQMn6vgxQorV6Rhit0HGRU4hcBKFeEgQ+YKbYPRdIi8EpR4vmYsSUnO5vBIKWPjpMPYjRzr/L5r2CuoLA5oXdv7rH/KgPdqjFzcLq3YAm+8wBuHspaXoe8ajHoh1ZMZMjRwGkOU0oRtk7hvowuHYTunyMo3byk1S+2A6QkYnw5JIonjHW4dd+sxaSJZmp/i+Rf3up4MUzMYuEDI+9dbXH5hg9vvN2i1Orx/a5Q0k9y+06TZiLh4ca+dbWxsD+DFicX1e6M8N7fCc3N93nh/kukpuLMwRRBEnJotu7FurExgOhHXF0Y4O/OQkfoewOnGgolHxvywN4eWQ86MlxmnrczDNgrmans6QGlhsTRo0stsfCsl1yZ3+yNMBn0eF55hATt2IxAWFUwRI4SgQOFISJRRgh4UBZJSniDlUbKWEAIpSof1VBnM2H08qekVBmuZvytyKLe7uC76a7wzGN8+5l74MmNru8X9xcoWb/abFNu+KyNWxHxU48XqGm/1R9HAz9Qf0Mkr5NKiX4T08hIQuTJjyg3pFjZaCIaFQ9WymfUjcgFLUY25Skyk6nRSyVRQcL4a8FvHXj10nZRSP3YTz09CHhZCEAQBQRAwOTkJsEuC7vf7tNtt7t+/T57nuK67C4BqtdpTIS13u93HrkfP4hngeeJIkoQ333yTM2fOMDo6+oGA4dPI8OR5fshna398VOHAjwqePsqYPgrg0Vqzvr7O7du3GR8fPyS6+Ljj/OK//S/4T9/5PrffnCdu91GujVPxEFISbnQxGjXSTohtGhijdeLOkGi9i1MPSMMELUTJqbAtgla1zObsRJQiqm6p8r99H7XWiDgnqNv0LINov+yOAD0osJoW2ba6sarYZWkryfCEpOdIrE6GNjISz8CKoWiZZFqAaSNtgcwVPBySeBIEmCsxzLlsBAKUoPJAEV/Ye9N1+go3KpB3IiIvR2yB5RmYDYvcV+RBCdrWJz1GbvVwnpNU7ytqUz2MawezMkIK+nMW8nqV5oWDC3IeStQDizMXVjF2+DvCxVyV1Cb6+M0CvxkBESMny32KXLD2bpOLP7vO8lt1RqZKEBJHkkHHJhqapJFBnkmKQjD/jsOx6YjlxSrVWkSlVv4+Tp3b4N7dBtVqeX+k1EgJZ5/b4L3rI4ShSZJUWHpYpVLJmZoaMtrq0O073F9qMHusy5WzJSE5VyCk4vZCi5Mze8TjexvH6EaKkXrOpROLh+aaZe1lAe+uj2E7JqPVhQPbeNbhOWobGSeraySFya3uONooQcxa2GDE62GIw+AvUSm+UXZ5KaoYMmQXxOryn44sRTBd6dIvHi/u2TIHrKY1JixNIQw2Cq/ErkDdDBkxU9AmQsNzbocfDSaPPo6l6SUFl/0NXu8d3Oa40+e4NWA1qXCtsYInM/65ewxbaEasAetZQDt2sWXOcW/IgzhAK0FgJHimwY2+w6VayEDZBFaCJmcj8ThdzUmF4H88/V8fWbr6SZh4Pu1zCiHwfR/f95mYKCH1DggaDAZ0Oh0WFhbo9/sMBgOazeYuEPqgZ/1R0e12n4kOfkA8AzxPGK7r8sorr3ykzMjTLh99EIBKkoRbt24RhiHnzp370Em/A55+HIBnMBhw48YNbNvm6tWruO7hDpMPMiH9n771Ff6HL/7PWKYkGiZE7T7+SB0hJSpJUUISBBZRnIGUoBTS2H54ag1JCoZREiXZy41IpTE0B3tbNEjPYjjM0XULMy5wHJMwK9C2UXaAdTOy2nZaPlfkhiIbc0iURpqSpLmvDp8qqmsZWV1iaY2MNF5f0W3aiDhHW5CNWIhhhh9JdCelwMB9I0Q2wXIK8pMWyYQJVNFDRT2NSGcg3dbokQmwpXFTkyKq4b22hdkYQmSRqRTrkQqHMAWdWRvjdpXamRL0DG+4TE6uU718cH5ZtYz2loleDahPHNSMWbvjUREFl14sifknPtdm/uYxTp5bwfUUrrdH+A0HDluLNT5zbY0HNxtMzex0bVlsbToMhzbrKz6T4wlRFHPqTJc7t+uYpuL0qQ43329xaV92Ryl4471p8lzRaCR0Og5x4rHWtukObJ47sQoIBsM6YSxY3Kzz/7H35rGWbXed32ettcezz3zne+sONd6q96pe1bPfw4amAzR0wIhgoJHpyIowrYjuJN2tQBxkIAKaqNt2QqQoEpIVgYQVEhyLCFCiqBUhAd0JeLbfUK/q1qv5ztOZz9nzWvnj3LGGN9SrZ7fp+kmlUp06Z5+999lrre/6/b6/71dLg21n3NmYoFQImaq3cI5wgyaqXdabI8TaY3r0sHPraFjqYU6eNoL7vRMU7A6najvc65U4Hezu/fw2zWQEkAR2EymG32cJi1Q75EaAON4RZ0kLvZeT9KVNNxsAD48ZgaGi+mwkw7JUZtrsd0/tR2RcVlOXcbtHWbpc7ReZctsUhaBg9cEUyIxikGdUVExQKLCW1FnwImxpcMQAS2iqVsSdqMp27jFmurSzMiWVokTG3ajKlVKXduxyqtBjqV9hsbjBm70JTvgRjuxSc0b2nleDEQaEzYkgIkHxkfELLBQerfvzNNvS32l8O0DWURC070z+6quvMjs7S5qmtNttVlZWSJIE13WPlcNc133s2vIsw/PW8QzwvMv4TjLgHwV48jzn7t27bGxscPr0aSYmJt7R+T0tb663AjxHeTqLi4tv2Z7/VsepjVX56H/+9/mjT/8Jnu9gspxBo0N5aoTOWgNV9EmTFJEZpO+SJxnhbgcZ+Jg0PxDri/vx0AtNgBQCow1pJ0SU/QPOjhU4RHLI5ylpQcdRDIwBS2JnOTrMyKUgkBCKnHjEwewRDYUUuLlNkpthi7w2lIyhNemg+glp3cHZGBCNOeAp3NzGDzPCVkpWkJiiIDxTwF/uk03Y2GmOW1S4G4akGeIFLiEp26Me4zdzsoUUMo1zP6JeUugTXWRR0MclXwLfj1BlQZ5AugNpy2ASgWM7GDRbrou5KnGSXc68tM5jdOtw6zmNLRu96lKbiUlDycZrAc+/1MSyjmeQaifXWL41xezpw+7Ee9fLjI6knLkw5LKMnRjQbhWpVHv4hZSZQsrtWyf4Oz+wyu0bkyileXOpyvaWz+x8F9fNWVhoH5CXN7aLNNseLz63RpgofC9jdb3MYOBx6fQ6t9fLjFZDosTm+vIYsxO7vLx4n7vbRSZHDzvN0kyy1R5nq+tgWT4bUcKF2fuPtYPItcC1j4+ZN9vjOFbKePHwes2RjI4jUya8Yfku1oqtuIQjXWLtIIiwHmGAmpkcKcAWikgbUuNQlBk9fThdW2hcGbOVHhHW0w//gALDSbfLm2EZ303JUexmRXYB0kOtltNeEwvN1Wh/oyQhh7IKuFjY4S92Z6lYCXNexEAX6aeGDMNWMiTxNlKLs8Uu13pJEs/XAAAgAElEQVTDzysE50s9rvVKnCxYTBZaRLkiNglCOGgMlrCYKxT5R3PHicrH7vnfggzPu/neYrGIbdsHIMgYQxzHB9YZa2trxHGM4zjHQJDneQghntlKvE08AzxPEO/GQBSeDlcGjov8PejL9W6FA5+WYOCjgMpRns7JkycPeDrv9jhH42f+i7/P3/xfX+fW127jFj2yQYROM/xqQNjqQ8nH8V3ifjTM6ngOjq2I0xy7FJAlGWYQIisBOjNoY7BshSUESkKowSrYRPLwPMN+hnQM2h8CmkxKCIb8CQloabDaCQLQjkQXbSIlKDUy+nUL0Y9pjQ935lYvQ2Q50QkPIwXeSh9tGXZnPZyBIR6xKLcMM+sZvaIkrliErk08yCg2BuTP+3uZKBdyTXslwftWRE1EFEbsoeN7zyXLUygZokWX5YFN8JUeIx/IcKbAmRKYzKBWE/w0JxgZ4I7FxNc8+jsG6abkAwsdW5jcwmhFnuTkOkPrlGbs0FiOODGtuXCl9RDYgSEfpzC1wdrdEcZPNLn1rTrPf6CJdcQCIygnrNzxKBQkytK88do4l6+sAYLJ6QZhaHP6bAtlSbR2WVktkguLrabEGFiYWWFyrMdOs0iSCW7f9zh/ZgslO9xZm2BidIdX78xwYmybF04PS1e5FtQrx8nUtqWHytkqp+JtMTPRZr1doZeOIFTMRGkbWx0CnEQfWjxs9MboacFM+XhLPkA/T3iUU5Urc8aciJ3UDAG2KZKZPtYD7eISgzGQku3xbxSxkZQU5LmLKwzGWDSz41ye1BxfpIsyoqQE18Nhiq+XPdxcoNBcLOzw+mAU64EM62mvxSC3uNGrMePGJFpyN/K5FGyzmlXo5sNne9ZrE0jF1T2wY4kcWxZ4tVui7iQ4KqKROtRsyf3IZz6I2M0UdVvwj+d+/C3nhr+tGZ5HxaPI0kIIPM/D8zzGxsYOXj8KgjY2NvjDP/xDvvrVrzI1NUWxWOTWrVucOnXqHa07jUaDn/u5n+Pu3bssLCzwxS9+8ZhNB8Bf/MVf8Eu/9EsH/75+/Tpf+MIX+Kmf+ik+8YlP8Fd/9VcHQOsP/uAPuHLlynu5Fe9biLdZuJ+OtO/fskiS5B0Dni996Uu8/PLLT2UA3blzB9d18X2fpaUlyuUyZ86ceSLhwGvXrjExMUG9Xn9P5xTHMa+99hovvfQScOiyPj4+zsmTJ9/xded5zle/+lU+/OEPP/Y9m/d3+NRHPsvO/S28ckDY6OCUgz17ixxpKdIkR3oOJkqwij6ZEQjLOihjOZUCyQOJLS9wEVWftjEPGRIJDHHZOva6SRLSER8ZJkTjhzV2YwxOZnCSjNzJifYWLiOAKCOvKhzfJhkM2+jTqiA+4WP1UvJAEvQ08Rj4MmdQAq+lYTuGHOwsRc4JSv0Ea1Zgaofn4y/1qZ8ymMpwwTKxQXQkKlIQg+jEjFcjrG6TsdMadyxBusefX5OBvOtRn27gVg7JwHkK3TctVKiZOjPAK2ZEy6NMnthCWSlJaBP1FXEoSCNJlkp0KkkjBw+bUjFDWQK/5JImMULkWJbGsjXbawFBYHHu/A6Oe7jYvvHaKFpLXri8w73lUeZnd1herbDTLnNqdosottjaDdhte4zU+uS5QiqF60h6qc/89G0C/7iydKNborDXVq2N4M7OFLmJOTk27Axca1UoVY7rDEWZYrk1hrJKeG4TY1J2Up9mHDBXe3xb+p3eCcr+8WPlRrIWlanYIZY0rEVVPCsj14Ju7uIpxb7kcTdzsKVHYlIkmvCIeacyGY2sSvwIrR/bJDSzYYfOCafBVlKnd0Q3hxx6+eHzOmoNKErBnbjAOa/BK91D/ZsXi1u82hvlUmGXXupwNyzT1w4fLq+xnXg4wuBKgZQSX0paGQhyBCm+srnRc9lNi1ys9GhlGsjp6wJVp01sypQc+L7aSf7Z6Y899j4CXL16lYWFhW+rcvDy8jKWZR10Xn274qtf/Sovv/zyE39+ZWWF3/3d3+XevXvYts3t27ep1+v8+I//OJ/85Ccf+7lf+ZVfoV6v86lPfYrPfOYzNJtNPvvZzz72/Y1GgzNnzrCyskKhUOATn/gEP/ETP8HP/uzPPvG5P+V4LMp7luF5n2O/DPU0AI/Wmrt37+K6LhcvXnxP7YdPi1C9n5nZ5+nYtv1Yns5bxVtxePZjYm6Un/jHP8z/8T/+33R32njlgKjTx60WsW2Fci2U5xC3Q1CSrBeiqkW0kHtdWJC0B8hygM4PF/woHnYj4aih5YQAXAuDwCAoa0Fn7+dzFXRHhjwJ7TtYrZisOlxEhBCkaISvSMKUeHY4STv9lGjcRYUpnVEHkVuofoxMMlSUE/TBjqCnY1LPx+6D6iTENQtqw64Zt5VTEH2sUobbc4iXY4QSOCMu0ZTPWmYofq1P8aJBeAJTzBFbPQInpfSyRjpgbRRJoxDfjckHEh26ZF0wqUWeQRpndO+P40UxtXKMp3NGTjSZeeF4q3bxzBY7HUl6b4qp+Q3q00OAtH2/Qj4ImDrToljes1G4N0HgRoxPHQKETsth+XaFs+c7bK4FpKmDkDFhaNHv2RgZoIXi1dclQsBff3mG5y9sE8Ue/YFLs+3x3Nkt3rg1yvNnt1ndrBCmFU6MrbLbt8EoXr87XKxmx5pUgojttse0J7m/M0vB7zI3epy0bKuHp0LPyjk7ugFscL9b416nTm67+LYh1xIlH/28ygc0dlpxnVwkjLiHXB2xl9VR0lCV0VBs0dhoI9BGkphhPk8c2XO6QmAJiS0ixl1NM5P08kPOTqwdFJo5N+FGOHLM+LOqUlaSw/niucKAOwObbbPXccjwOfNlxhk/4RvdCRbcDjqXrERlLpT6FGSHr3fqDPSeG7sVMW6nvDlwD1rXzxW6RHlOR3ssllp0MyhYIY4q0xyAb/lgYmb8Kv/Zws888v4dje9UhufdkoX/XYgTJ04wMjLC937v9/Lxj38cgJ2dHdbWHlYMPxp/9md/xl/+5V8C8PM///P84A/+4FsCnj/+4z/mIx/5yBP7Qn4n4xngeYJ4NyUty7JI0/Q9DaB94cDNzU3q9ToXL1584mPtx9OyhNj3orl69erb8nTeKt5pye8f/PMf4/X/7xpX/+0SSZTiV4tE/WE7ryd9DDmF+hDQRJ0BnqPIpcIYhVKSqB+jshQtFMPlxGBsC51oAtei7+4NCQPECcWyT7+bInyB5Uq6hePCYCoVZPuZoUwj05Sw5OHmQ9sJ1Y2JfYVxFUEGMVDsprQnXcCl1ExonxguOsHNFP+mJpzzcVsC4eQYX2HvxlDJ6Fcc0h2wqxlibviZBI1AYHqGXsEj+mrCyWqOooVVAqcmQQvAkE1qWri0b7mUspDq4gB7ZO9yczArLk4SUr/UweSabDlA54I8hSR0SUMLndrkqUUWQxJpmq9O45Mj45RKHbyCobNbobVdAJPi+CEx8K2vTzA+njDoFpid2+X5F1pIqanUEloNj8buCBpJoZBw6fll8hyu3RgjzyRjowOaLY/tLQnjRTQZ61sltBYsb04wO7HJvk+V6NuUCgNeWBiCi1zDG/em2O2XSC3F/MQdHhXZI8C2MYIbjQkQhvnaNpbKkM5wzISZy532CAjJdNDGUUf9tYbvaSU+sSlQsh9uT3cedCmX4JuUSNsY9EP2FJYw5CYFYcgosJ0NM4qTTgttBNtpaSjeJy2WwoezITVLswJ4MueMl/Ba//A9vtRc73vMOD0Ehld7ZVyRMee22cnqOHaGkRGhsQ/AzozbIzcK1zJ0BsPXLhQ7tFKLrSRACoMnzXDToANWEjhV7LERu5wqefzSqY9hPQJkPhj/PnF4nkY8yOEZHR1ldHT0LT+zubl5kM2anJx8W3eAL3zhC/zyL//ysdd+/dd/nd/+7d/mh3/4h/nMZz7z7yxgfAZ43uewbfuJMyn7woHLy8vMz89z/vx5Wq2HOQNPEu+Vw6O1Znl5mZWVFZRSfM/3fM+3jcz96//rP+Offvg32LyziTEaISXKsRg0ewSjZeJOHywLpKTfCYf6I45z0I2VxSluySZKDcax2XecjDoxVtkl2+fxuDa9ePjbiW6MVS2j2hHGtdDusEvLeDbOdkg84qHihHRkmNlKAwfZS8htiS4Mh1kXjbMW0T51uCvv+QqrmYCA/qUKhbs9pM4JckV4Y4Cetyh4CboyBFrJqEOjLanFMflhSR9RlBRSqE0bBmVD9a5H6bmQ/f7krAP0bUysGDRi2pnP5prD1FiObHcYm4sozrSxj+jn2Od7dHKL5VdHqJVCJs8ddmltX/MpCjj5UgdlaZKBQ3ttgupYi1L1gW6ulQLlCpQrXVrbNjoHyxp+j9agLEFvILEsSbGoCSMLECjLwXYUnj9c3AtFlzyLKfoWpWJOpDW7HYvA96mXhyWs/cxJGFvc3Z5AELM4u8nNzZz5iXXWm1XW2yXqpQEzR9SSsyP7lyi1WOnMUvI7zNcP9XZ8W7Nf7POtmOeqw06uREt2okkG2qLqdAi1ptEbYczvURKP1uIRD5CVc61IjEAJjaNAmowEC0/YhBgskdA3Ho457BITe8KDAAtug242gtZ9LAe20zKpOcyM2MIw68bEecpr/eMMo9Nuk8hSrEcFZv0+84UIdMy/ac8y63Ypqphr/TrFvZLbYqHDWuwOW8z3utYullpc7xVZLA3YSuBMKaKRaUYdGOSScSukmzpMORl/11wg3YxolBtvq0T87wuH52kZQz/OKf1HfuRH2NjYeOj1f/kv/+Wxf79dU876+jqvvfYaP/qjP3rw2qc//WkmJydJkoRf/MVf5LOf/Sy/8Ru/8R6u4v2LZ4DnCeLdLOxPUjp6UDjwQx/6EJZl0Ww2n5quj1LqiW0v9nk6++f2la985dvauWZZFr/6h/+U3/zof0dnt4dlCZQSGM8hbA1wSx7KttG2IUo1BoMlDfke78HkBpnnSMsitw+HgBAC04mg4h3j7HiOpBcUiAYJpjjcuchUY6UZjpTkmaCQanq5wdkYZhaUFEiRkvkWVi/FSIFMcgojLureADtw6FqavOpQ7AAmpw2E0z5uM6Z5wgWKVF/ZQdUFbiRJRgR5IEkrFjttw8h6jJ4anqdzc0D5VIopCkDQOu3T+6pm8lKM9MAqA+UUSKks7F3XHYvK6RbcdanMNLE9QxoK0oFN0lOkkSQZgMklO/0i7W9KKlZCQSTUygm5m7B1r4DlaCxHE4xvEVmae9+qUS1leIWcQbPEmfO7WGq4a3zuA1vEsc2bN2cYG91lZ6vA2GjIhQtbZJmg03a5vzxNu5tT8BOSXLK5ZfP8+V2STFEuDdhuBEw7KXle48rZZXINt9en0Noi0Yb2QDM1usbiiUMNnZHSEKpM1TpM1YYlup1ula1BDdvqIISh0Q9Y7YwyU9/mRP3eQ8+dEimPmjIdqZn21xhkNvfCOoNMoaUkNy5KRA+9fxiHC9wgt1Eix5JgzPD4WgiKIiQ3goJUdPSwfPAgMdkSOWOWIdM2K4kN2HvnlDJhDSgpG0yCT0AoOviWRd3eBQyCIpI+RekRGUMobSxl0c9zXunMcLm4xdKgRmwsLnhdXunWuFLq8lovQCOZdGJuDkpcKu3yRq+Kqwx3+z7nS10ik+CpApnJQCZY0sWzDX+ndo6fmvgxOp3OMSXix9kxfCesJb6bs0qP69L68z//88d+ZmJigvX1daamplhfXz/oEHtUfPGLX+Snf/qnj4HU/eyQ67r8wi/8Ar/zO7/zHq7g/Y1ngOd9jncLeN5KOPBpdVbBEPBE0eMm40dHr9djaWkJy7LeUtTw2xHz56f5T37zZ/m9X/3f6DUHJIMYLBvXd0jCBFcI0sxQqpfotUOyMMEqeOR73J2wF2MKAkSKX/QI42xoLyEksp+g94CNyHN6exORqyXpfvlKSTLlkAEySYnjlHSP22O0werG+OWARm34WSvRZLahYTS67NIvDoee7KUkrQTZHaBqRfKSha542J2MtKwwUwGOrYnmzfC4GzGiMXTM7o36eDe7FJOIyhU99Ok6EtnFgNW7FjOTMbJ6+Azq1FBdgdr5vezF2Yjl+zXGCzHFqT62n1AYOX6/s0gwuGEz/fw2O2+MMDq1i+0++lmcv7jLvdcncFuGE3Mh0cADA1lmMEYgpKA+usubb1bwbInr9ckygWUZ6iMR3V7CSNXm9KltVrcmuHxxhftrdXZaklKQ4bsh126P0OpaxMkCtj2gWuwwWu1zbXkelGGzVWZ+/DCDU/W7RLnEOmIBMVrqEHgJb+7W6GcWiSxTK8YUnEePC1vm6Fw91LbeTcsshwHTQZv5YpN8EFBxt9Ea+rpGN5f4MsQ90vFlyNFGEmkbZ88oFIZeaPsRGYeihN3skA+XHCEhV2RMbiSricOkdTyrZoSkkRcRokdJenyr75CY4+N13k2pyYh/2x6lpBLO+Ql3owCZay4Xt/lW/3Dh62SKF8s9vtU95AGNOQkjTsjVXg0EnCx0wMS8ORhjwQ8RsoNSHq3IZdwXnCrW+E8X/uGBBs1RJeJH2TEUCgWSJKHVar0rT6r3Gt8JwPO0jEMfl+F5q/jJn/xJPv/5z/OpT32Kz3/+83z0ox997Hv/6I/+iE9/+tPHXtsHS8YY/vRP//SpUC7er3gGeN7neKeA550IBz4t7Zx3c14w5BDdvHmTdrvN4uLiQy2LTzPeaQu/MYZzf3eexR88yev/egmdWyT9iETJodRuICgUHbo7HbxyQJblZIMIsV9bthTCAFoTxRlKCITRaCkxqUGaPSXl8mEtOtEQxDl970hWqD0gmQiQ7UNCqtuOiMZ97D3zUZEbdBSTln1A4az3CM/s7eQDmywzpAsVvPUe9pZA+xbGFli+QRQlu6OK0VsJ4WmBmbIxU3vlLYBXYayQIm9bxL0UHIEsC6xJBQ6YeZflpmJks0tx0aBbhrEopnj+eIu2N2doRQ6dV12mXzju/TTYtfAHhnMv7gCCsYsN1tZLeFnOxPzDJZt7r4/w/KUdlIJ2o0zeDxifPN7VdHupxosvbmFZhquvTvDC5WG31GDgMjrSplAIuXmnjrJy7q5OE0YpBS9ls1FmYabJqdkmzW5AMehyb2OaOA9Qss/8+BbIGM9J2WiP0h6UmKptUPRCOt0S9WKbTuSz2h7DUgkz1Q0uTAwVmrcSD9+O2B2UacTjOHafieCQzyCEITc2UgzHzUq/SjfzmC01WCgdgqR9h3MpoSSblKwhl6iRBUTapmwlxNrGCLMHdg4jJwWGz5wnEmItqFk2zUwhMCRm+NufcDJWYvvADX2QH+/UlGhOuR1uxRVqbkpyJDPkCM15r0EzK/Pl3iTn/CY7qccbA5/Lfo/t1DoGds77fXIt+Vb3kPdjC40SOa91q3vXbLBFjzcG0ywUIpTskJkyiUmZ9KHs2PyTqY+RZRlSyqEdxl7m5nF2DIPBgFdeeYWdnR3u3LlzYMxZLpefijv54+K7PcPzbgHPpz71KT72sY/x+7//+8zPz/PFL34RgK997Wt87nOf4/d+7/cAuHv3LsvLy/zAD/zAsc9//OMfZ3t7G2MMV65c4XOf+9x7vo73K561pT9B5Hn+jsHC6uoqaZqysLDw2GO9U+HAJEl45ZVX3lPr4n40m03W19d57rnnHvueozydhYUFpqenH3luf/3Xf833fu/3vuey1jtt4W82mywtLVGr1Th9+jT/0z/5Pf7qj7+EW/AIOyHKc8jjDLfko1yLNDEYJXF8hyhMEZaFKhXIczOsnfsO7H2nAXxb0YtishEfExwn3ykMcVmhhUB0Q9JRf6i43I2Ipnzs7T7x9HBhENqQBxBEGa368d2ptd0jWtjr4lrtEJ4LEGmO2xyQzPl4awlyM0RdcchKw4WheL2DuXy42xepYdQMkEXNRCNGnDwkzhoNpi2gIyGWYATjMmS63sIqD1DFFOU+enjrOz6jk5t45Zz+esB40KNUexjY5Klg5/UKi1e22W9MWrk2ybkLW6gjekZZKrnzxjjPv7CNlLCxVqRWzgiKhyXV+yvzzE2vcm91mpnxHdY26uw2PCYnmszNtGm0ClTLA6SEQWRxb2OKucltMpNR8ofXvbJTJUzLtMOcyyfvk2tBZ+DRiwOW20V6qWZmZMBUdQ31CMG/pdYU05XjCsvNqEwjGce2+ox6m2zGVdajCq6lqHk7Dx0D4HpvgjF/8Mj/62Qe2hTZyQRKuCDiY/+faUloHDyREBkbhWagXVyREGqHfhYwauWsJkcXekOSKaK9jqtxq4vBYTMdPiuB0WzuZYnmnZRIJ3RyD8/kjNkR3+yPAoKXgzbtTCOFwRbDvx3pEmXQyofaQVpLhPSZsDdYTcaxRI4UikBu0ctKLEd1pvwdbCmJ8fCtjMB2+a8WPsGcP4Mx5uDP0XgQBO3H0VbtfRDU6XQONGjyPCcIgmPlsPcKgr7xjW/wwgsvfFs9vNrtNhsbGywuLr6n43z/938/3/jGN75rSddPKZ61pX+nwrZtBoOHJ78nEQ58mt5cb3esnZ0dbty4cYxD9Lh4ty7ub3ecxw3WKIpYWloiyzIuXbp0oM3xX/7Pv0hzq81r/+YabsEjDmO8kk/Uj7AyG+U7ICHqRSDACJs803slLIHMMvK97xRAlA55AyLV0I+xBdieQyIFKYJgkNMlIx/xDz24Ahdru088VUCmGlsb8n5COZTsjDzCIyhwUb2MIBc0zw2vw9iKrFzA2o6Jph2YdpjeCRnc65HOefTOFSm+3sNcHC5e5ZUUcXHYCbNed6i+ElO4vFcakSBqBmo5kENHgOjSa8DEfIyQkPYFeehgIgtym+5uhMkBoQn7M9jdBrMTXXJp6GQ+lqOx3Rzl5EhpULZh4sUWby7VmByL6OzUWLywcQzsAFi25uzlDZauj1CrpFgIskyysV4m0x6djgFivnn1NPVyA9tKODm3gW2XsSxNp+uytlWlXt0bR8LCL2Tc35kiTBSuE+M5MZbUFJw+jgVvrJyiXGoxUd6mGPSYrG+y0amSy5ibm3PUgh7j5eNZJ5M/XKKteR1qXof7vRp326fZynyU3aHiPl6H51HRTj0GuUPVHmBESMmygIRES9I93o4QQ8DtiZzI2IAg2yMex8ZhREVY2mE1OZ7NKauQlbSOJTQLTpOb0Qh6b86fddpc64/hiIwzbsQbYRGDw0Wnz24uiLTDy6UWvuzztd44kT4E5peLIY0MlgZHylh2QiBi7iXjbCbD53AxWGc7rbGTBjxX6dDLi7iWwUFjSYtfnP1pTpcXjp3zvgRFnucHAEhrTZZlBxsnKeUxYHQ0E7TPG9FaH5TDtre3uX379nsGQd+tJa39e/Xt5jx9N8UzwPME8V5Jy/sZinK5zMsvv/yOhQMfnADeSzyuLb3f73P9+nWUUu+Yp/O0jEgfp8WznwXb3Nzk7NmzB4qj+5Ok1ppf+9//Ob/6H36G5WurSEuR9GPcgkscJrgFF6EUVmAT9mNcC5I0BSVBKXQG5CEUhtdq25LItrG1IXEsUilJDZAblNYkzQH+ZIFoZ4BlKeyCg8hy2kogM0BIUgUq0XQcMK6D6GdY3QQZDz2q7bKHig3des7RYZh5Cmsgkb0MXbRojEq8gUAGBufGgKjoUl02xMUc+1QEe5wPYUvap8qYb3UIrjzwfGYQ7HYoXNBkY4LlV6vMXGhhBwY7iGGv98ifP/xI77Zm9kwXaytgZPphX6ksEaSRIs9tgjHD/eUxRmzYXquAyRFyaAAqhEFKjeMq6uM91u5UOTUfUqnGVKox0IEZSBJJp90jzapYFly9Mcbz54ZlrjfeHCWOLd5cPkHBazE10mNhfJ1mz6NSHJBmgjeWxyn6MQsTTQBaaxbTlR3u7IzSDB3OjW8zWW7x9eUZLs7eB2CtM8p632O+skvND1HiaGu54k5nFERAzWswHrQZp03Unme6uEUv9bkTVlFSM1NoHzcIPTI/tFKfVLsUrR6uGnJ1jvqAOlLjkJBriLGRWAwMDKG3IdsDQ4GM0GT0MUzYLVyR0c4LtPMCgRRM2imJltyIjrcgS+Nz0m3RywtcC4uccGOm7SY7SZ2d3Oak12Uzc5iwnAOwU1UpE07Eq/0i571DDaZFv8l6GjCmUu5GJWyhOVXoo4TDblrgTLDJTlogUIbMhPiWwz+Y/CGu1C4/9PzsL8pHF+ejIGg/u2zb9rHmigczQVJKisUixWLxkSBoa2vrGAjaL4cVi8W3nK++3fZBTxNkfaesj74b4hngeZ/jKOAZDAbcuHEDrfV7Fg58Gud1FPC8F56OlPJ9sakwxrC1tcXNmzeZnp7mwx/+8AHo01of7AyFEDiOw2/+yS/xyR/4F/RbEf1uRJakSCnotwc4xQKWo7AdhTFgK0EqJCbNcX17qL6c52ghiJDDlnMhCDJN3zmclHMpoeCCVOS1Ybkri1PwJFXHY3d/d9qOSCY8jK2o72bsjlmk/uFwCwF3uUNQdHAaOTI1hJ5gUFFkdQ93tY92JUhNeL5E4XqH/AUfAXRvRVTWeojnBBSO7OaUoH26hPl6l+IHDyc9eTVk5ENHFo3nJPffrDBzooNTeRhADzYU8xMNvJKGUpdrXxll8YM7HNXTsxyD5WRAxuatMhcurYIxbCyNceGFR5d6Vm7P8uJLa+xsl2m1PaqVQ97L0o1xrlza4v6yRZYpRmsDVtbLNNseXsFldmaDW6t1Tk3391UE2G2PUCkOsC3D5ZNDrs393UmaIag9ns3J0V1OAv3Y5lvLM4wGMautMWaq20yXd5kuQ5JLbuzO00wEu9szeJaiHmwxW9kGth95LUU75Hl72AofaYf7gyoGwaTXoahcwtwiNTaeauOpjKNZdiHUQ2QBJSWOkWgp0NoQGXBEToxNUYaE2sHfa7nvGZ/engvutNPAR5GrFJShYlmkOiYxQxuOgnRRWHiyx4SrKMkeX+5M4ytYLDS5GtapqYjX+kPF9fN+yHoiuBEVqcuPwioAACAASURBVKmUq/0yEsMLwQavD8YRAlppQFFljDgt1uIywjgsFFoY4THuQWwiPOXx90Ze5EcmfviR9+9RsQ9iwjDkjTfeoFqtcvny5YN5YX/cA8fmiXcDgjqdDpubm9y8eRNjzEOZoO9UKehpZHi01s/AztvEM8DzPodlWSRJwtLSEo1Gg3PnzjEyMvL2H3yfY58AfVTrZ2FhgfPnz7/rQfO0RAyVUgcTWq/X49q1a3iex0svvXQgZGWMOZj8Hqz5l2sl/sWf/df82o9+BiGh3wlxPIckyrBtOTQRzTU61+Q5WDZklkWSamxLkA4G2KNl4iMTTxxqLJWT7U2EdpoQl33oR+BbmFwjdE5u28RxBoHEyjRZUWHs4WfatsRtJsS1w0xeoZ3QXSzSE4ZqmLI7NXyv7CR4uymObVNZhcG8JAcG58tUbwwIz9no0x7yHvh5BKFB7AhIJbkP6Sh0F8sUbxs41UPdgJkPHbdZALDPKra2R6iHLQqThxnIPFTUdI9C9ZBbMvLBiKWrY5w63cANjv/O3YbLeK2Ptec6fuLiJq99Y5JLHzgOFDZXi8zODkHJ6FiH7e0a9gCCQkS7U+K588MS0cx0l69/6xRTkwPmZjaZnuiyvhtQKiRcObvBvY0KWS45PdOkNzieOU0yC20SjPHoRBb/7415HCvDdzWOLSi4hthYNHuS260Fxko9xoIOvhNzcuQuJ4Fvbi8Qm5zNcJQZuYmtjl9vzXr4Xnoy4VywRawd1uIqzTTBUh7BA51T+2GOgB9jOCAUS5EhhYMkpySH3uJFGTLQDhrFQB/ngY1bIVFe4F5qEZmjU7nHKTchzCKuRSUCmTLrwHYK98MxzhVy1mK4Gg5BzpQd0kgCLhV6vD44JCZPuzGDTDHphrweToCAU26X3dQhUDGrcZ0z/hZaFEHYuDLE4KOkxfdVn+dnZt5eSfnYfTGGe/fusbm5yfnz5481bjyYCTq66XkQBO1ryTwOBB09Tr/fp9vtHgNBYRiyvLxMuVymWCx+W0DQ08iQd7tdSqVHubg9i/14BnieIN4pINBas7GxQaPRYGJignPnzj0VBP40zEillCRJwpe//GVGRkbelqfzVvG0uEVSSuI4ZmVlhU6nc2zSO1q+gscLZE2dnOBf/T+f4r/5yGcQQtBtDnALLmE3xBiwXJtipUCYGNIkH7bPOA5pZhBKkXQi/LoaghfXGe64WxGMBLhoBqUhb8FYFhiD6oak48NFIlISmWryMCIbP5RdF0riJoo416AkKtMMfI1RAoGg7Vq4ywPiWR9dthmUbQaA1YgZ3ciRPjTHoLVQIHitTXapgJCKRt0iuN/Hfs5mX2DQysCsGZqhhfUXOXMnO6RNsB+VsBvTbDdLVG72qZ5J0ClwL2b80sOcs5HnQzY3R6mGHcqjw0U/SyR5y6J65vjCvnBlg9dfGWfxQhPb0WSpxLV9XOcQLIyNNVleqTJmNBubHqVA0Wz5jI32mJrYoV4bZqSWVia5MHdYUpufbKMNvH73JCi4vjyP42QEfoda0GF2pMEs0It9PLdHmkvuNqaxlGa6uobcy5J8Y2OKheoOtxuTGGVxoryKq3Iujixzu1Nlttwgyl1W+tMYcib9TWyZU/db9LVkn6bUzVy24ipKpYw7Xaa8JomRlJwOuRY08wKZdilY6UHJzOyVq3KjUMJBclhKi02GFqCNpKw8WpnY013O6e+pHPsio2rBahIwbbWIzMTB5yesLkoYjMm5GU1w3muzknjciQPGVITnZFwPD5/NUSumldaoWvkxsFOQmkHm4CvN7ejwdU9FJKnLICtSt3tk2mc3t5j0GwgTkJPxfeVF/uPZn3vEA/f42N/g1Go1Xn755bfkoez/31Eg8qQgaD+zc/Q4X/nKV1BKsb6+Tq/XO8gEHS2HPW0QlGXZu7bjeTDa7TblcvkpndHfzngGeN6HOCocODo6ShAEnDhx4qkc+2kQhPv9PktLSyRJwksvvfSePVGOZmaeNPY7MK5evcqZM2cOMk3vFOgcjamFCf7Vv/5VfuMn/3t0ronjbEhmjoYZrbA9QHouloLMGCxhyIzA3dPpiXoxFDzQBpkkeI5F0gtJqz5KG3SeIww4Oz0YL6AbA4Q2oA1WBN1AIaIMc6R9PXQUI42U3TGJ3OkRnz2yE7MU+AWs7Yhs7LArrBTmNM67jG+kuHGKuDH056rcy+n3Inxb0Z8NCK72sZ8f7v6FBWJOoMnx7jhEHYvKYoyOIN4WZF2B6waEnRjlK1TB0Akc5K0IZ9Dj7AceT8b1Jvo0Gy75WkBteofdmyOcu/gwvwdg/tIWt2/WOTEdsr0+yflzw9bvwcCm1fTRpki7o1lerrJ4ssP0VJfZmQ6vXp3kyvNbXL01zoWTEdVgCJL6kc29zSpxajFe7eE5bWbGGtxcn8Rz24yWjneRbXZ85sd62Epzdmzom7XVL3G/U2GmvMt0sQtGsDg6PP9B6nCnNwciZNSLiXIXT8WcCoYChN3U4U5/Bi1iutoi0h6uypnwWswUjrfx+3II/pU0jMo+0EdrGJgSmgALgcSQkqDNUQdzc6D4HKiYRCdUlEU7DwiURS+XnLAzNlPBajL8vbt7HlaBzJmwWtxO6sw7CduJw6yTcj0abhgu+z3uhD6ZUcw5XRyZYwtBVdk0kh4lK2XKAfAwwqYkdujkIxQtzQwxhh6BDOnqMeYKIZIdbAExVabMDgVVJDERV9RJLnde5Etf+hKO41Aulw/+eJ730NjVWnPv3j22t7c5f/78Ey/Y7xYEGWMOSmEPZooty2J6eprp6emD4/T7fTqdzjEQVCwWDwDTewVBT4PD8zjRwWdxGM8AzxPEWy243W6X69ev47rugYnmzs6jOQ1PEvvZlCcBPGmacuvWLZrNJouLi0RR9FQM4N5rSavRaLC0tIQQgnPnzh3U3R8sX72brNbE/Dj/7f/5K/zWT/0P7G52SAYxhZLPoBejLYVJUnIN0rGxGbatJ2b42yoBBkOOwDgOMZD3I/KyD2YoDuegGWSGDAWlAgYQzR6h6yKLFtqWyF6K6qdYxqBshbEUlZU+uxceTjtnrkK1FKqXkRctRJTTPzG83q1Jm+KNkPyKj0gN/bUEL8wBBY5ksFCk+EaIeu5w0jYNTelsBLbHxjcFE5ciCnOGIXmky4NON5vflMyS0dv0MPlQsXfQTslT0LnA8WyiQYYAwrJPe6tGYO1y5+oktmMjhCDPcpIoRVkSbQzKkrx+tULNz1hZLlOthRSLKYVCCnSYzBSt3YA4GZ7NbqPAc+eGgOv501v81TfmKAcpaWYzPbrDc/OHZbJXbo/j2prn59bINLy2PEW9GDFTG5KWe/HDjQDjQY/xoEeqBV9fn0YPZhCiAQiKrodB008s+lmRnUSjhcGzMkqOJDcDKm4XW4b0BmNYUiCFR2YcHJEc+56SFRJy/PuFAEyCNilK+AgEvvSJdHxA59l/ugMZ0tc+kpyB8agqjStyRpXk/pEOraoasBZXWHB22UjK3E5GGLUybN2nJHM8lfOynSJFlS/3igdfMjAuZ+2ETMd8fVA86AQDmHFSPBHxZlKnlQ2/q6giZtyM1XSC3dRmwgkZdWzuRAEn/QRjSiByPly9zD888Y8OjhXHMZ1Oh06nw9raGlEU4bruAQBSSnHr1i1GRkZ46aWXnnp30ZOAoH0ri6OWFo/LBPV6PbrdLmtra/R6Q12rfRBULpcJguAdg5inweFpt9vPAM/bxDPA85TinQgHPo14EvFBYwzLy8sHnlyLi4tPldz2pIKIYRiytLSE1poXXniBjY2Nh7I6j9LmeKcxPjfGb/3ZJ/mtj/4OG8u7ZFGCsiRpP8KvF4clrDgl1OCXJLkw5Bq0FqhBTF4Ypph9G3pugOiEmEoBozXakVhOgUybITeoF5JNFDFK4DVjeuMuxrfJfJv9O2P1YyJPYm0MkIlGJhqr5BJXbFJPklc9/GbEwNUEmxHxxUPORu9cmcq1PskFG33Jh2VF7WZGYhn6U9Cd9wheG2BfGg5pazlCzAw/Ky66NO571KbbqMLDJOW0LVg426RQz1n/ZoHTH2ggFZSmH31f+zs50+UtwvVJTp69/9j7n6Y2Wa+ITmxGqiG+f9zKZOnaGJcvbXNtaVgyafTqjNXXePN+nVwLTs802G0HjFWbWOrwvJtdj/Nzhx5XloQrc0N+0I3NKYQcdizlWrAzKLHT9wkzCylyim7MZKnLB6eXudpYYKzYZrk7Tkqf2dImRzvqX2tPULAjtuMaI55L0WohBDxX2uBqb5JZf5PUSNrpCN08p2xFlKwYXyV0UhdbGmLtMtASTxocmeIAvUwN/d1I94CnT44kNQlFKelpH8mQDA3gyi5RrsiFZNZpD7NDxsYTBXxvgMHnpJ8TiAb3ogI3dZ26yimILteTGkVzeFGTdkQg4VbssujmB2DHFTnn/ISl0OGcn9DKhov7GX/AbiaxRJnd1Oa0v0VkCmwlPtPuDlKU0CT8ByMf5j+aOl7Gcl2XsbGxY12VcRzTbre5f/8+3W4Xx3HodDrcuXPnAAi9n8aTbwWCwjDkxo0bVCoV8jx/y0yQlPLgfGdmhgNt30i52+2yurp6DAQdLYc9aj7LsuxZhufbEM8AzxPG/sJ8tGX69OnTjI+Pv69M+XdrL7G7u8uNGzcey9N5Gnygd5vhyfOcO3fusLW1dazNXEpJmqYH4OndZnUeFeOzo/zmn/4yv/Zjn2Z3rUOhWiDPJINGD79exnMtoiQj6RncukOc5/iuRaIFBZPTzxlaS0jwlWIA+NLQV8NJy+lGJAUHU7DQaniuse9S7+Q0ykcmsCQncQ265mO1QpIx58BUFMDupqhGhEk1/mZGdvrhSbF9MiB4pY2+7JPVbBqjCd71EF9byGVFOhpQuKtJZ1NGzx7/PbJZw+a9gNHRPk79OOix1zSFy8N7Xnox5/7NSabntnD8h8uUOhO4YYg3meOdXuXN6yc4fXYVqR4GUlvLM5w9PfSzunt7lNNzbWx7eMx2p8T5xWE25uzpHd5cngSTcnu1xtm5Bq/cmOT8wi4nJnps7BZZ23I4PTssHW10xlgsHfe60gbWmmUGkcCxA7RWvLo5w7mxVerBow13+1nMSTvkwp5v1m5UZjMZxVdNZgpNprwUZfUZ94cLVyMp0MnHMKbPKX+XraRI3QkZdbbZbwZfj0t0c4+cClIm+KpH8MA65iiXUA/B33Dti7CNg6UtYj1U+PZFREiREdVloB1a2gckkSlSVQNKcsCbURGNZM4x9HJNbDx6xuOcu8utuEYjr3LSDnltUKUgc066sBTabAmJK3KW9rg857w2Le1zLXKxpGElKuPJjJPeLjfjUSoq4W5kccbfZDWtM+fGDMSAQBWxJPzQyA/x98Z/8pH3+GgIIUjTlHv37jE2NsYHPvABhBBEUUSn06HVanH//n2SJMH3/WPlsHcq3fEkIYRga2uLO3fucPbsWUZHR49lgI6W1N+KE6SUeiwI6nQ6ByBICPFQOexpkJafAZ63j2dKy08YcRyztrbGnTt3mJmZYW5u7rGZiL/5m7/hQx/60FNJ2V6/fp2xsbG37fTa5+kIIVhcXHxk6erLX/4yH/zgB9/zQHs7Nen9MMawubnJrVu3jt2z/Yml0Whw48YNlFJUKhXK5TKVSuWRtf93Gs1mc3jM3OZ/+eSf0Nhso7Ugyw120cUIhVASoSwGuSAou/TSYenHdxRhliKrRbJckyHQpGTjhzyDAjmRL+gVH/D5yTXSyoiLw4laNLvE84cpcbXbJznhop2Hd3Xe3TbOFGQyRfRzRMUhHLNhrz2+endAfE5Rk31EQeK+3sd60Ubnhvxmjr8TMf1ShDXyiHu2Y6iIHv70cALvXxdceOHh1uv+XYvJWodg5HhWpnd7nDPnbh17bXNpjFOnt7CdQ4C0erfOqbk2RzetN5cmuXBuByUNN5YmeG5xhzByuL06RpIFfM/528DQ6TyM7QMH9L3byfX7M5ye2aafWtgqY7NbI0ptPDvm/2fvTWMsS+8yz9/7nv3uN/bIiMg9cqusytrMYNx45BGyRc8HBnrEFIxkS4wFthGLpR4PAk3LaAbJYFrNYPXYuKF7AGNQwwy41TJG0MxYXtRVVNkul125R0bGkrHHjbue9X3f+XDj3ojIjKzKJbJcbfKR4kPEPffGiRPnvOc5///z/J/R4hYFr+ssa0YBthNiS0Ut8riyWWU432SiVN+z399YH+PM4OKdxwiYa5dZSfJ0lMXxco1WJom1vZ1l5QABq6lCCA/XDvFlSs6KceU2ocuGyEhQlACBNu1+JEWiHULjIJE4wiY0CQaJQNPWPnkRYXSOjrZpGUlFtriVDZAXCUUrZCsrkhiHgghJjWBdFThi14mNz2JSoLNdtZFo8lhUrZCFtEhL75wPp3zNTMfhkBdzJdoRy572NqlnJSKTsqm6a8ZpP6SmNOtZjpPBFk3lU7ISCrbPe4ffyw8OvnffY7gbWmtmZmao1WqcPXv2DUdy9KotvXZYo9EgTdN+rETv6yCytZIk4eLFi9i2zalTp940uX03Cbr93rkfCdoPSql+O6zRaNBut+l0OoyMjPT/tnw+f9/3i89+9rMEQcBHPvKR+3rf9yHuerN4THgeEC+//DK2bXPixIk3ffp4+eWXefLJJw+kVHvt2jWKxSKjo6P7vp6mKTMzM2xubnL69GkGBgbu+lmvvPIKTzzxxEO7A5aXl2m325w4ceKu2/S0TUEQMD09fVebee8psNFoUK/XqdfrRFGE7/t7SNCbLXZRFPVnHp06dYpcLkeWKf73n/xXXHzxBpZroy2bqJPgBS5OPiBKFdp2CAouoRbYEmTgElpWNz4CQxyH6JESlhAYrcmaHeSgg8y7aAOZaxE5AqTESzNaRYFVaxGevPPJy1lr0TkadHsy2/A6iriaoQNJMNfAnHQwnoREE6xqVC1BFW3cdkxxPMM6tm2X/04H54KFkAJmUo7nE8Rgi2RZ4Dl5OnGEPQz2MJi6YTBNcIYTBqM2haH97dPxmqSYRgwc7hKPjRs5zhxbw7LvrPysXq8wOd4gV0hJYouwVmB8vHXHdldeP0TOV/i2IdV5Dh1aZmZ+iDNH12i3KwxXGnzz6jjPTO8VQzfaHkv1QRZqDoNFzROTc/vGQwB8a3mCJ0bvbLVd3xqhlsLp6jKupbnSGGOyuEN4mqnHRlKlkdlkJqNkRyQmTyJDalmOoh0xvmsQH8BSfJjAXqelykRa4IiQot0lXotxhaKzY+/PdI4YSaQ0ofGwhMaw+6Zm09GSoowxWpEYhy2VJ5A2EsFaJjHAIatBU3k0tE9OGAasFm3l0jEeWntd8iQzylLRzjw2lUVmJNpoMhwyIzhmN7iZVohN97yWQiPJmHJhM5NYIsIWCb706WhJSkrZ6rCZVSnZDYqyyj8d/XGeqv6Tff8He/53jQYXL15kdHT0DR8M3wi7YyV6X1mW9d1Tva/7eXhbWVlhZmaGkydP9qvM94uDIkEvvfQSp06dotVq9UmQEGLPjKA3I0Gf/OQnOXPmDD/90z/9QH/L9xEeR0scNM6fP3/PVYee0PggCM/dLODGGBYWFpibm+PIkSP3ZIE/yPk5d/ucJEm4du0azWbznm3mjuMwODjYr2IZY/pl783NzX6QYD6fp1wuUy6X+y6JnutjZWWFkydPMjS0M3nWti0+/v/8cz790T/ia3/1CihFoegRhilWkoCRuI6gs97EHyqihSBONYGEUNhYOsMq5hFphvZcLGMQoyWM1rS1xuS3qzmpRrbaCGUI1mPah7uOL26LXEiHCwyupGwcEv3pvK5JCYMuiQkPlyguRqhJg3Il4aSEye4lG3YsClfXEYnETLuk53PwnRD3nIUYd2iUQ+Qlh+q5FOm16NGttA7JmuRWw6V6JaEwpTAdD7cITiFFOjtkxhvWtFse8UWbkRMhw7n2vmQHYOTEFhvrVdK0zepClQtPraA11LcCGvUARJ5WO0Oi2ar5/MDzt4AaYeRwaKiBY2vWax6uE3B6ao1MCWaXqzTaHtVixJHRGif8JfJ+gcmBJrfqA6w2bc5PrNx+WPHvMv/mRKWr+6lFAbPNSdbSlOVokqKnKLl1Br02h+wldkuXLrdzTAVbTNFtizXSAqtJGUTKuL9F2V4iMi5le7N/jFvKpaECCpZNqFOUcbpRD0Zhi5SclKA1lrDJTIzC7grkkRSlQ0cbtLFJDUy6IVuJACk47mowOZayErHRTLp1mqrAus6ztl2NERgOO01SY9MxeW5kOyU2IQQnvBBHCF7tlEDobtQKhmNeDVc4vBZ2q5dVS+BLwabujjwo2gJFlRE3pewM8M/Gfo6J/PS+x7kHpRQzMzNsbW1x/vz5fhTMg2C/WAljTL9dtLq6yvXr1/dMVO7pZm4nQb25aADPP//8Q1WKDsoiL4SgUqnsCf7sVYIajQbz8/NvSoIet7TeHI8JzwPifqzYB52BdTu56Ol0BgYG7muezkHt136EZ7dQ+tixY5w9e/aBbeZCCIIgIAiCfmWrZxWt1+ssLi7SbDbJsow0TRkYGOCJJ564a9n8w//q/UyeHufff/I/ojOFMAaBwbUhrLexCnnSdoxXDojDiAwPNyeIPBcQ5LWhYQypVmjRDR4tpNBWGm1JhC0xlRxZkqFLOZytJrqi8ZsZqhERVHM0LIMuujQKDkO3EtYnHLybDeoX9kZ5NId9iqspVFPULjGIm0H2gwWs2ZDCliK+laEPB8RXY9xjkC5LvCccNq8LKocS7O110CmDU9YYBaVmiq75VI7U+p+bhoKk6ZCGFhIPtE1Ha8KvNTkyGTNbK6Ky7v86V/TotGMEIKUgKHtsrg0yWlDUNisUig2qAyHVgRDo6m8ufvcQY5M7VY+rN4d5+nS3mjM5vsa3L59koNJgcrjGyYm9du9v3xzl6SPLABwq1zhUhpsbFWqhz/mJZaSAxUaRE4N7rfWtxGWpUyXRPq6VMhzUmMwvcdius9gus5YWiNX+14x9m5C05LQoOd3KVaRtalmReuqDJXCEgyMFyrTJWzGe7BBnOQQGbSSWsBEiQ6DwLYtYx1iiO1dHm5RYx4QmIC9tEh0TSIeW8pEyRqAJjc96Jhi26mySZyErM2QJFmIPieaI26SpCtxMC7gYmtuXtsRw3I1pGJuZxOHkrtbjEbdFpiXX4ypDdoSN4ri3yVxSZcAxlESNjaxEXkqMCRm2q7ww+c8pe3sjLG5HvV7n4sWLjI+P8/zzzz8SXWNPC1MoFPa1kC8vL3P16lW01n3hsNaaW7du9YOaHwUe1B2mlLpDE9R7oOshy7J+O2xubo5Op8Pv/u7v4rouYRjyzDPP3Jfj68///M/5+Mc/zsWLF3nppZd4/vnn993uS1/6Er/0S7+EUooPfvCD/Mqv/AoAN27c4IUXXmBjY4PnnnuOP/7jP36kequHxeOW1gMiy7J7ro7cq+7mXrC8vEyn0+H48eN0Op3+k8rddDpvhF6Z+Y3aXveCer3O/Pw858+fB3Zs5oODgxw/frx/8T2MzfyN0DsOUkrGxsb6/f92u43runtaYburbK/8p2/zL/+nf4PtuzRrIYWhIsa2adcjRODhlnKkloXWBp3FBKMVwmaIE7jIkkMtcPbkJgUmY6tkgxQYbTBJSLY9lNBvtGlM5vZs70YasdnBJApNSnTeJxvaf7Fw10KsqkZXt7OVLjXxnu8uqPktCPIxaaARs5Cup5TKMeVnu4uqWVYUrRhvYufz4qtw/Iku0Ym+I5l8YgvL3f9yb8x7nJhaJVkYYvLYTeRdWklZJlH1MpKIkgPV6t6pxLValWqxiWNrVtcGsIRmqNImThxmFgYJvJQTkzWuz09y+sgStrVzY06VZL2ZY7xyZ5sMYL5eYa3jEmaSwVyLVprHllDNNRnK1e6oAr26OcV09caeny1FA6wnRQr2JiN+V+9ztXOEsWChv81mmmMjzVOwPQRbVO0ON+IhBt02tTSgqX1sYVO0QxwRo41PS4PYrrJrA6mx0MbBCEVi7J3wUByMyfCFJDMJQmgSbRMbH0lAIB3WUmhoUNufd0ikZALWszx1vdPuOOKkXApznPBitpRkQ23PacLgYXCFoCBDZpNuRWfKTUlNSGICtjKbYSejaNWwZAELjTSGqeAI//3E/4xt3f2GppTi+vXrNBoNzp07dyBjLx4WWmu2tra4du0acRzjOE6fLO2uBL3VoZtaa6Io4uLFixQKBY4cObLn9dtdYXdDrVbjpZde4lOf+hTFYpFbt24RBAHPPvssP/VTP8UP/dAP3fW9Fy9eRErJz/3cz/Hbv/3b+xIepRSnTp3ib//2b5mcnOQd73gHf/qnf8q5c+f4yZ/8SX7iJ36CF154gQ996ENcuHCBD3/4ww94RA4Mj1ta30scZIXHsqwDi6q4X8fXG+2TUmqPzfzChQv9xe6gbOa3o+f22tzcZHp6et/8r94skHq9zsLCAnEck8vlKJfLHHtmkk/8zf/Cb/z0pzFC0qp1cAs+xWqOKNNIowmERHsWoVdAxSkmF4BliFPIO9vVISmIhSS0bEpbMY0BH9lsEk/tPJlFpTy5mSad44U+6Ul8CYcK3QGH9SaFhiCxM/RaBNqg8zbpqIdxJMlwgFOLcbIUNezgDO2QjnYF4qZDvhbCSYlz0sG6ZuNdSUnLGXoMmg0fdSUmd6r7vvyu/4F/XrMwW2VksEEwcOd5GqQJlm0Ijq4xMzPB4cllXP/O7eYvj/DU+a4mZn25jG17FIs71Zwo9HCqXSKxWs/hSIutdoVj4ytcOL3EwsoIrmM4e3ye5Y1RfD9hIN/dfmZ9ktP76HIaUYG1sEKkLIp+hKtC1qOAo5V1BnN3TozuwbUad/xs3N9k3O9WlW6GFZaTgC1lqGVjFB0LX9YoOxFFO7rtnd3/Z9UJqbJD8iLtYgi6dmyz7TzEIEQ36ys2EksYHCKkIOJ3NwAAIABJREFUMCQ6RosASYDGASNxRAqkbGmL1RRA4knDkMiwZIbWOZSxGXUyxug+oRpsfKM5Gyg6WpCTGk9qtIkpyghJkUYmkMApfwNpLBxSmgS4ssGoY2GEDQhsUlxj80z5h3j32AfuejwBtra2uHTpEocOHWJ6evptk+u0ubnJ1atXOXbsGKOjowgh0Fr3RcMLCwt9C3lvhk4vVuJRkqBeuvvuNfz2SlBvfd7dDrudBFWrVd73vvfx2c9+lk9/+tNMTU3RbDb55je/+aZtxLNnz77pfr700kucPHmS48ePA/DCCy/whS98gbNnz/L3f//3fP7znwfgAx/4AB//+MffDoTnrnhMeB4Q95uYvjvx90FhjGFzc5PFxUVOnTr10FEVDzo/Zz80Gg2++c1vcurUqb5u5kHaV/eCntvrxo0b/SeOu33ufrNAeuLH1dVVGo0G7/+df8p/+M0vs3h1gzhKaHZiSqNVwjAhixTSMriFgCyVmDRGFT0yIbE6GuUL0u1UTTdTWClYsxtk5+6smmVDRQpzbVpTuT16ntxGh61TBSK6babW0TyZu/16pnGWQvxEkCUZyoZcI0Je2HvpZkVJ089RuNhGnrVo+Rp/PMJdTHGMIV536Yzk8GYF1lSb6sTeG75/VLGxUSB/I6Z6bOemvfHdHE9cuNX/vnysxq2VYQaCOqXqDqFobFY5c3pHaDw0VmdlsYolDbl8wrWrhzg7vYzWML88SjtyOX9kre/E+s7MGBdO7MzWGRtcIUxcvjk/yrnxdaq5NZJMMl8rU+v4OJbmUKXNcKFFye/erF68Nc6z4xvbh01wrTZJpFLODqzuETivRlWOlO50pkXKZjGs0NIOnhVzOrfBRuagMdxKysSyiiXqFOy9RMqTO9e2MoJQF9EmxRYZrljHET6e7MZFpEaSIfCFDSZFCA+Fh0Tgyi7pSYWNT5O29rAtD9+4DImYQWmjTJvlrMCScUG7TNmaxVhSlIZhWxIbxVKaMeXazEYaEPgCJtwOkbbpqDwrmURgmHJsDJKFxGLKkRRQaATCQKoicpaFi+Jd+X/Gk8N3d2Ippbh27RqtVosLFy4QBMFdt30rkWUZV65cIUkSnn322T3VXSnlHe0ipVSfBM3NzdFqtfpDBx/GPXU70jTl0qVLwJ0aontph92NBDUajb4GqFgs8u53v/uh9rOHxcVFpqam+t9PTk7y4osvsrGxQaVS6VfwJycnWVzc3/X4dsFjwvMWwHGchyY8vTZRoVBgcHBwzwn4oHhY0XKPePRC994ozfygnvaazSZXrlwhCAKee+65++4X7yd+1Fpz/k/O8x9/7z/xpX/3NcLY0Frfwi7l8R2LWFiQZWjLwdMpEhelNUpKRDvDK0piS5JKiZHA5ADOcgdRcqEZEVTztF1BZkuSSp5gpkF4vAhSUKqnrJ/Ycck1ig72QohdMWQDLtiS9FDA7rPHv1HD+ocQEYBxJHrUxlQstCNoHM1TeLWDdV6itSA96ZB9R1G8kCAsaN6wyL+WIxlug7FxyzuE1xk0hLFL9G2b8aeaqFgycajG7ciPNmg2AjrzDmNTdbQSWMrGdfZq2kYnaszfHGSo5FAuZ3z78iHGhusMVjcZKLWZW6kyUArpRA6Tw3dWXLQxlALJ/3d5isFCTOnQCieG79wf6EZDHK/uHkZoOFPtErCtuMRiNMCAt8mwX2c1KVHw1mimLsvREG0lyFkdpnJbHM3vEKHvtEaYynU/c3BXDlhdFWmoPBkxJSsEYVhNiggMRSsikDttt6by+tzWYJDCIy8kEkFHgEeELQyJsVHGIiDDCEHdeCTCwjNtFB5b2qGIYlXn8KSmKlNKMsUyNmc8h0RrwMIRkkOOQBnNCUfhS0VDOcTaQtKhaPsMyxpaFsgwaKM47TcxusAWNhWrW/nJA0NigGfl+8maLq/ceqUfp7C7DVSv17l8+TITExMHlhV4EOiNuDh8+DDj4+P3tF+WZd0hHM6yrE+CZmdnabfbe4YO9kjQvf7dPb3l8ePH71lD9GYkSGvNt771LS5evLjvevgjP/IjLC8v3/Hz3/iN3+DHfuzH7mkfvl/wmPA8IO63whOGd6Ys3wt6+hRjDE899RRSyv7TwcPiYSpPzWaTixcvksvleO6553j11Vf7ZOduaeYPg14sRrPZ5PTp0wcaktd72vsfP/YTvPu/eyef+MBn2NjoILUhjWJ0qqGcw5OG0M9hmiki0OQ8GwTEzQQ7sMCRxCUHLQTk8xQzxeZYkUSKbtDoRgcrzPArOYobimYeNscAa++5lA0EyFaK2wlJJvc+LVc2FMkFn03jMTTXQZw2SAtYjWHNIJDE5QD7tYiwaFF8QsNTktaMS248JDimSDY1KB+bLegYwnWXpGWhM4l0wC8L1i4XKbkxlem9wuEe3FJE5lvcuDQCmeCpJ28RhR71ekCSBgjjkaUGo1MWV8e4cPoyYyPd93736gRPn1oiH0SsbBZY3ijx7KllosRhfnOARmhRyYccGdyi6NV497TCsVO+szjKYCFkqnonObq6Ocq5kRt3/Byg4rWoeC0W2gVerZ3hVtSmrUY4XVrleOHuT6S+vf/DQEG26CiBND6tNMCXbZSQJMbGiDKRbuGIDEsYNB4Cd7vV1EaKEIEk1AZJ10qekzaYiBQLIXxirRiWmi3l4Ai324oSNjnZZED45AQ0VcDNtLt8D1mGOSWRGA45Kb6QLKWacdfictStHozaKYEMWEzgkFtgIbaZdDMiHIys4MuMgtZ4MsVF8kThh/mBoQ/uWed6cQo9zd7GxgZaa4aGhpBS0mq1DqQC8jBQSnH16lXCMOTpp59+6JEbtm1TrVb3tMuzLOtb42dmZuh0OnuGDpZKJXK53J5jt3u/bq82PQh6x9gYw6c+9Sn++q//mq9+9av7fu7f/d3fPdTvmpiYYH5+vv/9wsICExMTDA4OsrW11RdJ937+dsZjwvMW4EE0PFmWMTMzw8bGxp4eb5IkB6oHiqLb9QhvjCRJuHr1Kq1Wq28z3+0yeBTtq8XFxUcWi3E7pk6N87tf/Rf8zi/8IS/+zXfwiwGxtEjDBN/NUxCazIKwkxGFCaZSwGAIWilqwCYUO4t9S1iUtxStgiBzLdRADgXdbOx2TOCAd7ODU/LJijadnOy3unTBQaeSgWXF5ti2dTVSqEoESBCC9SN5StdjgskMNWLDSM9lYEiHXfQ1hX3NEA/EWMcMzVWPXD3FndC0NzIEeVhKqZy8k4zrRKKXobORx/G6g/EwEqMlaWJQKRgt0HaA08kIQ5sgiPGDGNiZbLyyPMXkyGVaYYFSvsXNW4M8efIWIHBsxcrmCEon3FwZ4tDQBtNjK3v2Y6lWYmQ7RuLpqRWUhleXxyh7IUe39UD1yGOqvLDnfa2068xqpA4VzzDgrjOZbzEfN3nvWHfbG+0BGqpEzuowFqxiiZ2210JcYtjdcXs1VYHNzMVCMey0GHcbRLrDpvLJWSlldq6jbuuqQMcIHNFG0G2BKSHIiYCGirCFhUOHnDB0tIvGJyddLCyM1hgR0cKjpS0kPiN2hC18trRNZhJKtqGKARNvC5ANic5I8FEYhh2BMRHTjocjITEZkhZHvYAcHRI3z4aCYUfhCE2kJSVbU5F5/snQhxnPPX3HOdGrbGRZxuLiIidPnmR0dLRvnb558yatVgvLsigWi32zwO03/0eFWq3G5cuXmZqaeqTrhG3bDAwM7DF79GaH9VrlnU4Hx3H6mWErKysHvl+zs7N86EMf4l3vehdf/vKXH5k76h3veAdXr17tD9n9sz/7Mz7/+c8jhOA973kPf/EXf8ELL7zAH/7hH77tK0aPXVoPCK31PVdHbncxvRF6N/ibN28yNTXF1NTUHU9ZL774Iu985zsfeN97WF9fZ2Njg9OnT7/ptlpr5ufnWVhY4Pjx44yNje2xmX/ta1+jUqnsmYvzsBd2r1xeqVT2uL3eKvznL36Lf/u//RW1WkhQzBErTRJn2AWfzHOwbYH0LDpKkQ3kUULgiITMkdhA7NmkjoWjFCovCP3tIYGZIvMNcd7GTjUqaRNP5SFSBPWUguOiLEHDUqQ5SbDUpPNEnsKNBvrCnTND7K2Uiu7AkZ3jIxSMW00kGmclQbqGpGHDoMFvKgISxp9pYrQhft1m5HwTscuB3bxe4OSZRaKaTT6WDE7sn6LeXhhm4vAc85fGOH9uL+nodFws41EutLgyc5izR5bY2CoxXO5wc2WcQhAisXFscGzNSHFvu+r66hjTI6vsB21gZmsC345ZDwMqfp22KtFIYkaCNhOFxu2FM9biPK7VwbfuvG4bmcNMWMK1XAadNa5GJaRQJNpixA2pOs073nMtGmHIrW/vj0VkCoDAFg1C7aIBhYUyEksobOHR1AYLg9l+zRE56krhoMkjqRlBx7jkRcKmyjFoObS1IjKGIWkzl22TX2DUtkmNwafN1WSn4umgOeRktLTLSia2pzgbphxJXWXkLcGWkpSloakVQ06CKzzG7WO8a/hXce39NTg9TUwcx5w9e/au1ZPdFZBGo0Gn08G27T0VkCAIDuzGv1tDdO7cubeNhqg3/LRer5PL5UiS5J4S5N8MWms+97nP8ZnPfIZPfepT/PAP//AD7+Nf/uVf8gu/8Ausra1RqVR4+umn+Zu/+Rtu3brFBz/4Qb74xS8C8MUvfpFf/uVfRinFz/zMz/Brv/ZrAMzMzPDCCy+wubnJM888w+c+97lHmoV2j3g8afmgYYwhSZI335CdttQzzzzzhtv1+s6VSoUTJ07cdSDW17/+9Te0Gt4rarUaS0tLnDt37g236/Wdh4aGOHbs2L42c2NMv9xdr9dpt9v9Ra5Hgu61vBzHcd9Cevr06YcaWPawaNTa/MsP/ztuXluj0Ypx8x7GtcmkwC34JJZAeBZY0EJgPAfTbKPHcmS2hdWKcI0Bz6YjM1TFwxQEob8r2dxoynHGxpiFuc0/7XQU+RicOCYaaKOrNmpwH+KXakZWO+gz3ffbNzJGz+8M4MvNW3hHWhhhyJY89FzCodMN/EPdtk103aYy0sGrdKuH8TWHw2fXAdAZZHMVJk7Ms6uAxfL1KmemdwTNGwuHOTY509/m+uVDPHGmq6MJQ5cbN6fw3Ixj42sUcgmvXZ/g2ZNdbUGSWVy8Nc6zh5eQAuLUYrOdY6Kyd4hgpgWLzSIbYQ6lBZkWlP2IyHgcLm1Qdu/uzHqlPsj50sq+r4XKZi4u0VZdm/iQV2cjdVDYeFaKKyPKVogtuhXMTVVGEVPL8ghhUbaa/QrRZpZHk8OWCqtX3dEuCYbM2PSyPC00be0SCIUxFm0j0UZSEJCZHJta7NFuOdi0tWDUtmiqlIbpMtRRy+NGYnAFHLIT1jKHEJiwNTOJyyE7IzWGLS0py5CcdLC33WHa2BScIk8W/geOl3/0rseutwYcOXLknjUxu5EkCc1mk3q9TqPRIAzDPcnpvdDQ+/3cnjNsYmKCycnJt42GqNVq8frrrzMyMsKRI0f6+7U7Qb7RaNyRIP9mx2FtbY1f/MVfZHBwkN/5nd850Nb+9xEeE56Dxv0QniRJePXVV3nHO96x7+udTqcfg3AvN/iDIjzNZpPZ2VmefPLJu+7XfnN+breZw/6apiRJ9kRE9CzhPRJ0+yj4XhVpaWmJ48ePMzw8/LZYwIwxfOEP/pa/+uxXSbEJ2zG54SLGtkiVQtmCKM4wrsQfKmAJQSNJyWyNGtz5X/pRjCoYOrYmq3ik/l7iUogVrbImye0dducuh8RHJU6cUfE0UQWczQxP2YSNEFl2SasWWQClmx3caU1xIaL01G3n5y1DwU9wxhS6JRhKY4JMoDIJjsAEEbKZURgLGQ229mRjAYTzZUaGVgkKCVkqoWExdJvYeP76KGePL7G2Ns7R8VtsbJW5tVZEG0PR8Th/vGstX60VGcjHBN5encyVpRGGiyFzm1WemVxhYatEoks0k4SSH3Ok3MSztzOplGSlXWaq1K0MZRpmmiN0tMXRwhr5Xfbx7zaGOVnccZHVU4/NbJBallGxIyb9BrYwLCd5EBEl+85rW2lYzvJsKJ/UdO3ljpDkLE2mUzIkmTFIIRDCIABtAjzhEhMDFtooMhTKdKsukXZRwiJvYMM4lEWGJyOWVREbQU5IBDGZKaKFTy3tDhA0u9b0AoqczLGaaXY3qA/bGtAoQiyRwxUhYWaRyYyC5WIZwZR7jqcHPobr7L/mpGnKlStXSNOUM2fOPLQmZjd23/x764Pv+3vWh7u1aXpTnOv1+ttm3g9014qbN2+yurrK2bNnKRaLb/qe3hT53tfu47C+vs74+DhTU1N86Utf4uMf/zi//uu/zo//+I+/LdbGtykeE56Dxv0Qnru1oXbrdHopvfeCgyI8d6s89RaT9fX1Pfqhh7WZ90IBewSo0Wigte6Pf9/Y2GBkZIRjx47tcSR8L9FsNvvuuMOHD/NvPv4feOnvLiJ8txs9oRRWKYfrWzSUQbdCdMlFFwMCpUmymGzQR3nQLnYrdk6UYnKCzBG47QylNFnJJQksrEQhTUJ7vFsW9lZC4mMWumdT15rSfAtzxtn52TZkQ2PVFG4z5VC1jjtkkMMgdlX4TWTw5hX5JxL8pYTCoRhrqUjuyBrGCMLlAm7TY6S6hbAykAnSSXDzKY6vSLZ8vDAlbTqce2Jue5cEUegSRQ6QY2XRp+hkjAw3GRutoZRFvT7AUHmD1tYIowMbzN4a4fTUTpssU5LFWokwKbDWsnAtyZnRDUaKdxf7v7Y+xZND8/u+FivBzXCUrTTlaG6LuTAg0TYgKbotpoL6HcMII+2ynrkMODsho6mWbKgKGg+XLRrGoSDbuFLTUj6KAEEHRyga2sMVGRlFNBKbBpYwRNoj7a/BBomFwCU2NrFxSEyG1ja+EEQiRWu3T1wcBBVpI8mYV91rwhhwBeSEoCgz1rIihgxN1nV6SZuChBupxiAoSYMvBRqNhQSjqFolLlR+keHc/pN1oVtNuHbtGkePHu23sB8ldkfI9L6SJLkjNDQMw/4U59tb/t9LhGHI66+/TqlU4sSJEw8s3t59HP7kT/6EL3zhCywvL5OmKR/4wAd4z3vew/PPP3/P94t/hHhMeB4F4jh+8422sZukGGO4desWs7OzTE1NMTk5eV8Xx9e//nXe+c53PvSFHscxr732Wn+6pjGG5eVlZmZmmJycZGpqqu+82m01P0ibebvd5uLFi6RpShAERFH0wK2wg0QvhLXRaHDmzJk9T2o3Ly/xr3/t/2bm+jrBQJ4ojEkQeAM5tCeJJcRJglt06dgCy7XIeYKtMEIP5sisrvbJ2mwRT+X6ielupMglBqMNGQlx2aIzCdq781i7WwmBTMim9laJhILxKEGPhFRuJvgnY3QLnMgjaiiMAFE0BKlgwNeUT3ZbPNGcQ74QEwwndJZ8BuwmgUipHtqxWKvUIg090k6BQqKpVBbx/AQ/SNh9+q4tTGKihCdOdx1Qs4vHmZ7oOqjWaiPouMpAscFy3SfJoBiETAxs4TuKduyQpmVGi3WSzOI7qyMM5SKOVvYmnV/fGuNYefkO0gKwHvlsZVXWE4MjFKEylNyIRurhO5Kq26HqbPbbU9Cdn3MpLHMs2GA9LdHUHpKYEaeBKw2RtllIKgSWpqNtfNGmYnfJWEdXaBtJahSOiHF2iZ9TYxEZhx2iAwaFJE/HJGAMtsnTMAYloCw0S8rHFYKKjKgrB0so2tolpXue+MCAlVJTElfYrG7HYhQklC1BQ0XE2kZhM2DbbGYRw1aCJXJ4QjHp/zecqf7SXa/hNE25fPkySinOnDnzPdVk7J6bVa/XWV1dJcsyqtUqAwMDfRL0vXxA6q3n8/PznDlzZo+t/WHx0ksv8dGPfpSf/dmf5b3vfS/f+MY3ePnll3n55Zd57rnn+K3f+q0D+13fR3hMeB4FkiS5Ix33bugRnp6ToFwuc/LkyQcKrnvxxRd57rnnHlrEq5TiH/7hH/jBH/xBGo0Gly5dIp/PMz093S8lP6o4CKVUv/Q7PT29Z1r0/bbCDhI90jc7O/umeoUv/vHX+Ks/+jrNVCMti1h0A0SjOEXmHRzH6rYvAos0THErAZHstr5ElGEKHonQZElMPLFTkpeJwo0TzLCDqzNik5GmGabsEFcsjLWr2nOrg5q2uo/8QHk2JHhqR/nhbhmGRYYZ31sp0Rrkdw0DboSTV7gjKVagyG46DJxpUs46OG5G/WqRidNrWPbOeb4+M8zp6VlW50eYGl/CdXd+3/LiGCcmF4gjD1dYbNR9jgxvorXD7PIwrdCm6CimRmKGi3tJDMCNtaOcGbnTKn5tc5RMS04PrNJJPRItGAxCltp5mlmFzVgT2BmH8y2qXvdvVUZwsTnK6eLCHZ8Xa8lqWmQttciMoaEstNBUHXBkB812LIcRpEZQVy6BlPgWWELgiAyBJDWajk6QQiGFxkb300O0EYSmgC1sUtPpr8KucGlog2MEnowIjYMjimwqgw04IqWhHNS2GGrA8plPDbltErSpLLSAIZlyIy2RE1CVGetagxCUBCB8Ip2SlyGucXAlFO0pzpY+RtE/sc/Z3EUvhHP3VOK3A3pjMEZGRjh8+PAeEtRsNvuV4rc6KiKOYy5evIjneUxPTx/YupSmKb/5m7/JV77yFf7gD/6AU6dOHcjn/iPBY8LzKHA/hOerX/0qhUKh/9T0MELcV155hSeeeOKhKx/GGL72ta9RrVZpt9ucOXOmL4J7lFOSeyPVeyXpN1uY3qgV1qsCHcT8j1arxaVLlygUCm8oGt+NTivi//wXf8Vr316g3Y4RJQ8779FqdLAKLp28S14IkjimXXHxEThakxQtGjmJmxmCxJAmMc0Bi8AV1AZA+ztPrPl6QlJUxAM2aEPQNFhtjYkVIm9j2WDlE6xWTOnp/dusQ+sSd7gJwbZmJpGMuE0sP4N5j0KlgVaCzrqP7kjGR0OGjnUdUq2lgJylKI/VyVJJLkkplrpNl0atiKsThofrhB0XmQoGtoXGS8snEFpiiZDxoWVsy7BVrzI5tEmcWtxYmeLc+BLutibnW/MT/FeH93dl1SOP1U6elhpgvZMxmrc5Ulik6u9fZVVG8PLWIM9W9g5ci7XFXFSkoVxcoXEtD1fUGPPq/ddXswIaH09oIgQD1i2EgI52CE0FY0IKskNd++Tk3rEOWguU6IqWO1qRIslMhmGXVkl5WFKSEJOTeeo6QgAlbEJjSJC0TUBsNO52IyovXTayrC947gY/5AlEyqZSCAE+hjwCS3bQOATSoE1I0TrO0eIHGc791/seK9hJEDfGcObMmbdNAKTWmtnZWdbX1zl37txdA4F7M4J6rbBms7knL+ug1ojdWFlZYWZm5r7kCPeCy5cv8/M///O8733v41d/9VcfKs39HykeE55HgTRN3zQxPcsybty4wezsLBcuXGBkZOShf++rr77KiRMn7nrx3wu01szNzXHlyhWefPLJO2zmB010oNu+unLlCo7jMD09/VCl8l4Wzhu5wu7V9ZFlWT/w8EGHGl5/fZH/6//4O+ZubpJJSG2JsiVJOyLN2Vh5F+0KpFRoB9rS4PkuJonRRZumC8qVlBKNdKERRaiCTVpxurN5tKbUzGiPQBrs/ZtEphnaTCjkYwqeBrvbHsETJF6GKRiQIFua8lZCcCoht5SjfGxHxKtjgbfqUTqygbAM2Y0KBREhnBhp+4RpDLEhcBLOn9mbaZUmDrVbBUgFeS/BSA8/36HR9BgMLE4eugnA3PJxpsdn97x3rVEiScpYMmSqFNJOCyy3XKLMxpKCkh9T8RpUg5hY2cxsDfLUUFf70848boWDNBLBcNBhMuiGhGoD39ga5kJliYWwQDMrEqMp2yGTXhNHGtaSgPkk4Ki/yVo2CMIlL1tUrE0sATeSIoFs09YOoXbIWymDVrtfvVnPAhwR91tqyjgoCmBaeCIhpIBih3xqI8mMJMtyJBK0yHBF13KeEwobRdt4ZLvFyMJB6ISIIkLYdCc4dac0Yxxik6CFRWYSctLBIWZdC8rSRegMxxSRjR9Gbb1rjxPo9hDd3o37fqb/vhXoOZ2GhoY4evTofZOV3VERjUZjz4ygB5mS3EOv5ae15uzZswdGSLTW/P7v/z5/9Ed/xGc+8xl+4Ad+4EA+9x8hHhOeR4E3Ijy363SWl5d5+umnD+TJ6bvf/S6Tk5N7cmDuB+vr61y5coXh4WFWV1d517ve1d/n3vBAKeWBEZ0e6avVapw6depAe9y7sV8rLAiCPgG6vRW2u311+PBhDh069NB/88VX5/jcv/5/mbtVpxElBBWfhjYIT2N8i45nYRmNm7NQFpgoQwQO2lZ0UNDJEJ6FU3JIXUWrIHEb3Z9L38aULHwMm0MKbUNxJcafgKiwTVCVobIU400ksH16mAzstgUdgWprvCjjUKlOYUQj8gqZT/ozeLIVi5xJcY3DoeOLRJs5PBzyQ93IhdbcGCW/RmWgJzjuLhHN2igy7HBqutuOujY3zvkji2SZoF4bIVMuZw91X6uHBZpRkTDzAEGWSXKWQgiHQ6VlKvtUbcLMYyMa5Fhx/wpQoiXXWmUWwwLGaHxb4tsZRUdhSHCFwRYKRygWkxKRyXBkxLjbwZUGjdp2TXlsqCqWbFOyNsnJO4d8tnWR1HTQCCLj4wsLlyZyW7uTGpuO2XlQEFhILbBkRGwsMuPTNBY+CoFDjMIXHlvba0leKFyhEcZiRe/cTANhUZA2wmQsqu3AUsvHmAY2hkyUECYmh8+w/98yWf6F/j7s5wTyPK+fHn727Nnv6fiH3TDGMDs7y9ra2j07ne4VDzsjqGfPP3bsGGNjYwe2X8vLy3zkIx/h+PHjfPKTn3zb/C/+C8VjwvMocDfCs59O55vf/OYea/fD4NKlSwwPD993SnrPlSWE4PTp0wRB0BdAP6r2VY9QTE1NMTEx8ZZqAt6oFeYtvanHAAAgAElEQVT7Puvr6xSLRaanpw+8bPzaN27y+d/7MnMrdRSGjgNRYBO4ggxNFCa4lYAsJ2g54CaGQBmUVDQGbFILvKYi71hoD2olhUkVMlYUXZeknWDshNy4hLwgyinULi4tM8N4C8xQG53bOUflLcHIaBO7kBIsOxSKbayBmKxhYWIXaXzi2GAaCYeGa+QqEUEpJlweJF/eor4acPLEAsuzQ0xOrOEHKVlqISKPQqFOuz6K7zUpey2kMCytV9ioFwiE5Nhoi0qhhr9L83Nrq0zZMQwXuvNqUi25tjFMkjlMD2xQ8hKaaY6NMGC6XKeTeSy2c9RTF0s6FFyNLxsU7IS5zginiqsEVreysp4WqWcFOtoAMW1lc8TbYmg7FyvTkuUsR1M5WEKjDQw5daTQtFSOBB8jBKARIsMmwWCo6xy2ScjJep/k7JxzkjY5NAkWErld5REIlIF0e7i9R4WaSsiEJi80G9qjICSOiGgbiS8c6soiw1CQLr6Apm5Tkg5LmU3VslFkpCahLAsIFB5Qcd7FWPFXse8yPLC7jzvmhF4rptFooJQin8/vufm/1WLgdrvN66+/zsDAAMeOHXtLdDi7pyT3SJDruv2HpN6D0vXr12m325w7d+7AjBTGGL7whS/wiU98gk984hP86I/+6NtGN/VfMB4TnkeBLMv2hG+GYciVK1fIsozTp0/vaTm99tprHDly5EAGRV27do1isXjP5ee7xVQYY/j617/OqVOn+tbwgwz57Nm571UP81YgSRIuXbpEo9HoTz990FbYveBbL87w+5/9MusbLchbbLUjZN7FLrvUUchGQr7k0SoKYqtrWXdyDsYxRHFE4oIZ8YikIrelKOQsMtuQGEWWl0SeJl9LcewMPSTwMolvHHSq0RKMbaiYDDPeodJy8CeX90xUxhi8ZZdCsY032CUCOrIpmQQv1yGcz1MeaJBENknbJW/l8Lw1HC9FGIOlLTzbpVpaotEM6IQ+BcenlFtmbGCTrVaBvKOo5NvUWxWiZIip6hyOlbG4VWXEV5SDnWGBSks2w4Ct2MeIAgsNm4JjIYRhIFAM+w0GvA6O7F53rczh241BSnZKqCwMMOIbBp0axZ42qDnIsBthCc1S4mILh7ITMmQ3+o6qpbRKIDfxbqvopEbS0CUMLhYphg4CRccYUiORwsFCYREihCE2JWJCLDS7D7OgSGhCfBHg0CREIIxFU7tIAozQhKb7uyUGQx6LDFu4tE33+BRFjtgIJAm2sPCEROsOvlUgkOcZL/+vONbwG56PcRxz6dIlbNvm1KlTe65LYwztdrv/cNBsNvuBob2bf6FQeCQkxBjD3Nwcy8vLnD179ns+UG/3jKCNjQ2azSZBEDA6OtpfKx62Wl+v1/nYxz5Gp9Ph937v9x7bzA8OjwnPo0CP8PRaNmtra0xPTzM8fOei03MY3G9VZj/Mzs7iOM6bBrUZY1haWuLGjRt77O+7beYbGxusrq72RX67b/wPMv49TVOuXbtGu93m9OnTB1qOfhi8UfsqTdN+FeheWmEPglf+8zX+/Z/9A7MrmyjPot1JkI5EV13aQiMjhVMw6JJDyzWk7rZuRwlaxe7/y+1oskhhLINwNGrcJvEh6Ag8JRHKILKErJRiBgzlVOJlGsfVmCAmnxisdoITZPiBg9Lb2h4bsBVuB3L5OiU7pTK+a0ZOLFGrRQbGNkg2qwxU14hbRQZHF9BasDJfZnpqBdfNuHlzlOOTS2yujTNSWSdLBaOVJtoI2rFHK/JpxyWyNIdRipIPpQAcKyLntCm6LSxpWGhOYgvDkeK2bV65rIYB9dTDsgI2YoXBYtCJ8RyPRprhSRvbgkgnuBKEsegYl4odMuxsUbT3n+kzlwxQsddwhEYZi6YukhgLm5CqFWJt64I2shyBfWdwqTKQmgIZEbHJ0EiMkYh+9Uei8bHpYDBobFLAxUdoi0xaYCIUXRu7I0pkdO3rFm0ERQQaresIYeFLD2EyDEUK9nsYKv4Stv3GBGH3+X8/ItueVm63GPhh0sL3Q6fT4fXXX6dcLj/U/JqDhtaaGzdusLm5yblz55BSvumMoHt9sPvKV77Cxz72MT760Y/y/ve//23zN3+f4DHheRTIsoz5+Xlu3LixZ27NfrjfqswbYWFhAaUUR44cues29XqdS5cuUSwWOXny5B6b+e4pybcn+u7WwHQ6nT2TT8vl8l0v6N0hn2/VoLJ7RavV4vLly+RyuXsaBfAoXWEzM6v88b/9Cpfn18kcSSNLkUKjchb1qkQaKEpJ7INMNFiCushwlUENWXT87UtSQxAaaKXIAhRLFtgKHWgSN8NkGfmtjMDVBGWbsLMtoLXB8gRlATkvgaEWWBms2HipojjawU4tvMTBdUMsP8UYG6MkSUfiZB1cK8V1M9A2ec+iUlin2faRmU0lH2KMTZY55JwYW1hUC+uUcxtY0rBcG0Fom5PDXfdUpiVzWwPUoxI5xyZOI1y7TMFNSVSHoUCTs5oM+F03VD3JM98Z5HRxDSFgIynR0QEKiS0UeatD1W5wsVPlqcI6toCW8tjIfDraRgqJLzJKVouCFTKXjIII6WiNJ1JG7A62+P/ZO9PouMozz//ee2/tWkqS5U3e0G7TBm+yDUmnCQ0nnR5IMt0MgcwkJITThC0BujsDgZMmnYRtMpAJ5AQIhuSQ6TbpdBhy0gROEjBJY2PhBWJsLZYlS7K1L6VSlWq7977zQdxLlVyytVRJFVL/c/zBUql066rqfZ/3ef7LmcvesFmMS7xfBCakICI1VCnwKXFMlPfclyfHh6YJBmAIL1JCTMYQQqCgYAgnThQEGiE5qWhTUfEIFYGbMXMyt8uBE4+igRkmhBO34kQxY2hiNYXu/0Kh5+9mNHKKRqMp0un5dlvPxoOxDggzyYiSUnLq1ClOnz6dcf+a+cIiTJeXl7N27dq0n/XkdcK6F1PHglbn3EIsFuNb3/oWhw4d4tlnn2XdunUL+Kr+ZJAveLKBrq4uhoeHUwqK6TDTrsxM0NfXRzgcpqrqTD+NWCzG8ePHiUQiKYZ5c1VfRaPRlO6HYRh2i9sKCQ0Gg7S2tlJSUpKStbXYsEZ5Y2Nj1NbWzpnkDamqsGTFh3UfZjsKO368m127XqVrKEbUlBguiHsEkYkYWpGTiAYuCeFiSCjgipgoERN3kYPxQhPpmPz+WGEcwy1QIyblQNQXhQSocYFLdaCqAkwdj9BRi+IkSmMIKdFGwWcouD0Sr5bAGTfxFRiYwsA0JNIEEJhxA82MUeICf2GEuDnJYyHhxKUaODDQhIEKeN0R4gk3Lk3B7QgR1w0MU2KYoAkfBZpJXNfxOSMsKYjjcURxOyKoQtI9toYyV4RlvsmiImGqjETLGIr5kMKFwCCYkJRqUOSK4ddClLvP7NgYUnB8ooJ635neOxFTpT/hIWI68akaCRRcIkgCJ1KaOESEAiWMQ6Ty8vp1Jz51grCpEZcu3AI8ImwrtKQUROX7/jtSTi6cDuEBIsSlIE4BAgXJBAlp4lJ8BM0YTsAlPOgygip8BM0JvMKHJkwMcwIhChEoqCRwKpUUuK/F5/2vM3qPWR3ezs7OlFF2NmAJBqwDk5URZRVAU0dAlitxQUEB1dXVOeOsLqW04202bNgw6w61NRZMLgifeuopgsEgVVVV/PrXv+Yzn/kMd999d8685g8g8gVPNmCNs2aCmXRlZorBwUFb8WTBkpmfPn2aqqoq2zQs0zJzy+9ibGyM0dFRhocnN6ilS5eyZMmSRXNGToaUkv7+fnuUly2y9FxGYVaCspSSuro6hFB59rk3OPhuF6eDIUSRE+kQBBMxnE4Nl6ZgOmDUpaM7BMIEJZzALJIUFjoJJWJobg3dLZlwmQjDpDyhEHdOYEzZ37wRwRJhUuzUcSgxEkYCPWFOLg8ChDBxS0GRx0RxjaFEBD53jKKyMIoCxoQbR8JBYWGQRMSNxx3FNFUSEQ2VEHEdpC5Y4Z9ASpVIXFDoDjMR87CqeBxN1TCkgikFcd1LwgBVgFtxUOhMoCo6mhLDq8XwOSZwv0c+Ho0XkdA1VvuCGFIwECtjIO7Cp6qUO8dZ4pzsiEwYDgYSJaxxDTKs+xg3fRhSxSF0itUwxer7RUqfXoJfGbIDPy0YUhKRHkKmTkJO+iMnhIZXTOAWqZ47MFncTHaOEkjhRSGBRgJFCAzDS0IJIwBNCqJSISrAhUYCFwqgE54UmksniAJMcwyEwIlrMkkeFadWj9tzGy7X2cOHp77PmpqacLvdGTXEmymklDYPxjokWCMgK2i4rq4u7fh/sWAVYYWFhVRVVWWsIAmHwzz00EP853/+JxUVFZw6dQopJZs2beLKK6/kyiuvzMjvycNGvuDJBkzTJJFInPuBnL0rM1tMTTm3ZOZTc6iy5ZJsFVd9fX1UVVVRXFyc1hk5eeNfqNOMNb7yeDwz6rxlEmcbhVkZQGfLTdv7Vhu/2tPE0Z4BIqaBw+0gLHRCmonPFLjcKmOOBKEyifleh90TlWguGCvWwQRXWOBFQ1MU0ONoxSaGN44vEUMsj76fdi4lrhFBoSuBa+kEKW+Nfi+l5cM4Iw4cZpiyle/zVgxdIzzswiUTrF05gJ5wgZFAmgIMgVdL4HHECYf9VJT1MhoqY4lnlJFQCUt9o5T63ndX7h1fQ2XhaTRF0hsqJ2oUU+gIs8IzYBcm3RNllGoxSl2pxcaE4SCoewkZTqKmFwMVh6KgiBhrXYMUqdMfRE7FPfjVMC7l/U6OKSEsfeg4EZg4iWKio4gETiFJmBCWClJ4kDKMREdBEpMCE4FLCDSRHIRaQEzG3htdRSe1WlLFNAsQIo5QEhhyUrGp4EYwjqZ4UaXEQEcVq9DUP8ftvRFVm3ln0hotnzp1itraWkpLS2f8s9lGJBLh3XffRVEUvF4voVDI7hgnj4AWuvNhdcK6urqoq6ujpKQkY8996tQpvvSlL7Fp0ybuv/9++zAYiUR45513iMfjfOQjH5nVc15//fX88pe/ZOnSpbz77rtnfF9KyVe+8hVeeuklvF4vP/rRj9iyZQsAP/7xj/nWt74FwL333st11103z1eYk8gXPNnAbAqe4eFhBgcHqa+vn/fvHR8fp6Ojg+rqapqbm1EUxZaZQ/ZckmHydRw/fpylS5eydu3atIvT1PybYDCIlJLCwkL8fn9GiI5TkcnxVSZhmiY9PT10dHSgqipCCDRNO+soLBpL8PNX3uH373RwaiyIoYCuSXTfZKenWNVAQEIaxHUTfAqoIOIJJsolpnWYN6E8oWEWhCmTAuGKYegmesxESNCcCqoT9FiCAiWBpySKO25QviaQ8hqUCR8e08DjDaLEFRyOGLGog4lxB04zRlmxgaIZBEKCEleMAqcGSoxQTBKLaZR5opR6BXEzSjjmpMgp8DgjlLsmcComJhqm1EhIBSlV4tJLKOFCGgk8qopTBUU1kDJKsZagzBnBo77/uYuZKr3xImo8k50eXQoGE36GdZUCTaFEHadYnRx/jRoFaIQxUQiaXuJS4BEJ/GrqKCsqVRJSx6OkjrcMCTHpAFMFRUNhnMR7Lj4qHkxCICd9lRVACC8JqeMUHhRpEBchFBQ0ihFAXI4jTA9CGkizEEOuR3V9nqKii2e98VuhmhZXLVdGy8kFxdQizDTNM5RhgH1IyIZDcjLi8ThNTU04HA5qa2szds+klDz//PN897vf5dFHH+XSSy/N2Hr3u9/9joKCAj73uc+lLXheeuklHnvsMV566SX279/PV77yFfbv38/IyAjbtm3jwIEDCCHYunUrBw8ezGiBlyPIFzzZwGwS08fGxuju7ubP/uzP5v17Q6EQhw4dwuFwUFdXZy8g2Sx0LMm9EILa2tpZj60s19NkZ2TL68L6N5duzEKNr+aCRCKRwqeyzMSSR2HBYJBoNDrtKKyrZ4R//dUh3u7oIyBjxN2AUxBTTFAkqlNhxBVHkeCKK3g0DZySiBYHdwSz5P2ug5KQ+EImntI4FBgp1+occVJYPEap1PD6RxGOGNIUSCmQpkDEfDgSIZb7A/gKokSjDmRUocg3gR52U1I0jhMTn3tSyjwaXIFPm8yPWlN0msHx5SBdLC/oxqEmaBtZS5HDRBWCtQW9OKd0ZGKGRizhwe+M0h9bSth0U6JNUOEaSQkMNSV0x5dT7R5K+zcImy4mTBejukn8vaRwVUjKtCjFSjxt+GhcCsZNQbGawJAKMelFFQKVmD2umjCNlHGYRAFMBB5MqRPHBFRAQcgQplAReFCFgpAxpCgEKd4LFF2H4vwYceOTjI2HUiThM9n4k8m/me5QzBdW1pTT6ZxxQTGdQ3KyGsrr9c77c27lhlVXV2d0tDYyMsIdd9yBy+Xisccey8rf4+TJk1xxxRVpC54bb7yRSy65hGuvvRaAuro69uzZY/978skn0z7uA4Rp3xi5cQT4E4CmaTPm+0wH66TU3t6OEIKdO3faPJ1spZkbhmFn2dTU1My5Ra6qKn6/P0WJEYvFGBsbIxAI0NnZia7r+Hw+e+M/VwBg8vhq69atOZP/k0wWTRfC6HA4WLJkiT3WSh6FDQwM0NbWlqIKu/nqHfh8Pg63nuLne4/RMjTMWDyOoUmQgvKIE+kWjLsTDCtx3CGILjVwTzhw6w5Ut0QxBdKQSA2GRlXcQxKPL45alsA/4ca1arJgCGIwnvBRMF6Kt2AU1R0jOuKlrHgYp0snHPcx3udGkwZFXkloopzxuGTwtBO/O4pTK8TlUAnHEwzjxUhoxBM+TBkFYiRCKwnFNQpdOuuKJyMqJnQHnZE1CGmwxteHUzFoD1WwqXiSeLzK834e1rDupSfqx6dplDmG6Y75WeuK0xYtYcIEpKBQExQoEQrVCD4lhk+JUaSohEwvZVrYfq6EdDBuqiRwwntcH4eIMW66gDghQ6VAiVOgvO8TBIIJ6UYhhC4FmihEJYYQOoZUkUQmlWDSgySBgQpKKc73PpdSKkh8OORKpPYhhPsLqI5JSbkTKCgqtoUNhmHYfLnOzs6Ujd8qjKWUdv5bQ0NDzhBhk2XwsyVMp1srkpVhbW1ttjng1LiMmUbJtLS0oOt6RtcNKSWvvfYaX/va1/ja177Gpz/96UU5fJ0+fZrVq1fb/1+1ahWnT5+e9ut/SsgXPAuE+RY8lsy8qKiIhoYGDh06dAYpWQiRsdavlJKBgQE6OjpYuXIlDQ0NGW8ru1wuli5daueLWWTGsbExTp06xfj4eMoCbxGiDcOwoyrq6upyZnwFqQGk27Ztm5EEWAiB1+vF6/WyYsUKIFUVlrzZXffhSoqLN3N8IMzLbx+nZWCEoIwRSRiQkCzxONALJVpckHBKRjUdLQKOhIksNZAuCSiEAD1WSMFIhLARIzHgeY+7LPA6HfTFE8jxMjxmnDJviNFAAQ6XiUN14HTr+BQDZ1EvpqlSqBSyZPkQuq6RCPvx+/pZWTpZWIyFlrKiqIu47iQYWYamRagt6kYR0Di4hkKnk5gRp1CLYEqVQ4GlmKaKkApNoUricgK3KnAKiUEMt5CUOUO4FZ2RRCEVzgkCRgGgsdwRo0wLoE5RWZlSMGoWs1wbsb8mJehoSAyEjKEAKiZRCWVqCB0XutSJysnHgkAVGgZOJCYO4cIpEkAIiYYh3UAUlULAfK9zJCYzsKQTKdwgKkD7EML9GdDOnYOXrAK0YLkCj42N0dHRwcTEhM17GRkZoaioaF4ZdZmANSbSNG3Gn4FzQdM0SktLUw5c8Xjc7pL29PQQjUZTbDSKiorOKGZGRkZobW1l7dq1GbXOmJiY4J/+6Z9oa2vjpZdeYtWqVRl53jwyi3zBMw/M5sPicDhmzPdJRiwWo7W1lWg0miKTTM69sq4lUx/eUChEa2srLpeLLVu2LFjnRAhBYWEhhYWF9oJhnezGxsbo7e0lFAqRSCQoLS2lqqoqZzJnDMOgvb2dQCAw5wDSZCiKknazs0ZhPj3If6ku4qqNyzgVitPYOcLx4Aj9xFF1iakL3DooqsB0SIQqUccEmgpxRxRhGniWj2NokhAKSsJNiamiFYaIO0I4TIE77MFdFkaPuClwT5CIq2iOIC53ggkDoiOrkXqQ8qIAwQkPihCo7ig9cT/jI+UUOXTWFfYSTvgAA6+7H1WYnI4sIWoUExVxNhe1ATAS89IXKWGJS7DS3UN7ZCWVvpOcjhYzmvBSoBpUeUMpTsgjhpsyxzhljNtfi0mFgF6AgQdTxihWYwzqTrzKBF2JIjyKiSojFKgGHpHA815DxJSCEUOhTEsAAgdx4tIx6aasmCgkMNApfI/TY0gTHQfgBilQJ6nLQAIhigGJwIukBtPxERT3fwV1/hu/w+HA7XbT0dHBkiVLqKysTCmCurq6bDXU1GiEhYAVRJrpMVE6OJ1OysvL7d8jpbQzw0ZHR+ns7CQej+Pz+SgoKGB8fBxd19m0aVNGlaSHDx/my1/+Mp/73Od47LHHFt1EsKKigu7ubvv/p06doqKigoqKCvbs2ZPy9UsuuWThL3ARkefwzBPxeJxz3EMbe/fu5eKLL57RY03TpLOzk56eHqqrq1m6dGlKR2ffvn32Scbv92eEBJyrxF+YlHa2tLTgcrlYvXo1ExMT9unOMIwUU8CCgoIFayVLKRkcHOTEiRMLziFKpwobm4jyzmiYluAEfYkIo/EJdEXi8GhEtARCAcWhYzgSFAuB5jRAMRGmIBLTcSgKfhcUueIINYoJaKrA0AUlzghe7zhC0zF1B24lgVfVcRiC0sI+VOV9XlA4UsZyTx/xhBvDcFDuHqLYlepSfDJUxnLHOMOxIkChzGmgKJAwrc6IjlMBTZjv8WUEivDiEAYuReIVCXRUDKkwaeknUYiioKMJA5fQCZteljkmiEgXBgomCgKBJiQOkcBJHAVJwPTiVAzARJECJ3E0ZfJzHZcmEieKUJCoCBIImUCiIMT7BbfEi2ApprIRU/w1+DZm/O9tqSPr6+un/XymEw0kqwUtNVQmN+Z4PE5LSwsA9fX1ORMlY3WqW1tbcbvd9vqZHJcx13uh6zqPPvooL7/8Mk8//TTnn39+Fl5BepyNw/Mf//EfPP744zZp+ctf/jKNjY2MjIywdetWDh06BMCWLVs4ePBgTin5MoQ8aTlbyEbBMzg4yPHjx1m2bBnr1q1LKzNPHv8EAoF5kYCTOSeZSg3PFJKT1qcbXyWPfyxCdDolVKYRiURobm62FR65wCGy7kVvby+9vb0MR+O8Mz7ByVicYTNGQImCZuJ0KejCQFEkmgCpRJHuGIXCieEZQwH8pgPNNYFqmLgLQ5P8sHE3RW6T0oIBNO39bksirqEZXko9g4xFnFQW9eHWUonRQxM+4rpKhSfAEneIQMTPOl+//X3dFPTG/EQNJ34tiltVqHAG0U2FIb0YVbgRhCnXwrgUg8GEH78qGTedREyJX1NwijDFShxVSEwJQdNNuaZjSohJjbipoQMmickCSUiEcOMRE5gSpFQniyLhBBQURUEhhpgs/QDtvdVUQeBE4gfqMZRLwPtRyNLp3grVLCkpobKyctYbdLJ/VrqIiOLi4jkTgQcHB2lra6OysjIjTvKZgmmanDx5kuHhYTZs2GB3g617kRyXYXWXrftxrkNTR0cHN910Ex/+8Ie57777FvSzf+2117Jnzx6GhoZYtmwZ3/jGN+zpwZe+9CWklNx66628/PLLeL1enn32WbZt2wbAM888w/333w/APffcwxe+8IUFu+4FRL7gyRamS0xPh3MVPOFw2A72q6urs9uuM1VfWSRg65+u62e4Ik9dKIPBIC0tLRQVFVFZWZlzJ7P29nZWrVrFqlWrZrUYW/N965/V2k4mRM+V4Gl13wYGBqitrc0pVUw8Hk8JsPV4PCmjsPa+fvb29XHSiDAsDcaIomsGmiZIKFEKHCBcMQSgmgKHM0qRwwDXOHrUjUs1cTsm8OGg0D2OqkaRUsEwwTBVFMNDuXsMYYJTCVHk1ImZkyJtKQVIiRAKTtz4HaFJgq8SQRVxJhlEyRAI6aZQNd4rPHRUoSOQmFJDSnAIDUWAUwg0JYGKRMrJ32cKgYYDh5BoIo6KRMFAwUB9zyE6lHDjUEwmP1k6mmKgCROBE0N4EEySeCZT04sRLENSj6n9OXh2QpYPBpbnVX9/f8ZDNXVdT3EPtw5NUyMipkMikaClpQXDMFi/fn1OFPwWrAKxrKyMdevWnbNATFaRWvciWRkWCoVsD7XnnnuOJ598kscff5wPf/jDC/Fy8pgd8gVPtjDbgmfnzp1nfPh0XefEiROMjIxQX19vb6DzlZlbHheBQICxsbGUOISCggKGh4eJx+NnJLsvNqzxldvtzph5YLLleyAQOCMsdaZSV4v0uGzZsmkzdhYDUkp6enro6uqiqqqK8vLyaV9L8igsEAiwv/skR8IBBlWDoBonTByhJdA0E6EkcCgClxrDo+k4VB1D6jg0MVloAG41gseRoFAL4nMEUYRh1wHxuBtNunCKMZZ6RpEIRmMe6gv6U65pQvcRNd0YZpwyR4RyR5CA4WeVNoyadIsNqRA2igiZKqaUFKhufMoEKglMBLoUGNKBqnjQhIJp6hSqxmQcxnshDYpQEJg4hAEIMEwMUyDE5GdGSBVTepCiHJyVOJQdaO5LwLmwI95QKERTUxOlpaWcd955C/JeSyYCJ7uHJ39OHA4HQ0NDHD9+nPPOO4/ly5dn/bpmiuRoiPkWiMncqNtvv52Ojg4ACgoKuOuuu/jIRz6SkaigPDKOfMGTLcym4GlsbGTz5s12F8XapKwEb6uLYf1NsuGSHIvFaG9vp7+/3x7zZKrzMV9YxF8rNiPbYYLpwlKt/J+pYakWedwwjBSTx1yApQyzLPHnQlCdmhXWPTRIqxynW04QcemEiTBhRomLKA7FwOswQIngFIICLYTDEUaRDlSp4FZ1PFoETYlimKDLyWwst3BT5hjFNOMogJ/ydigAACAASURBVEs18KpxXApowlqlJhVOhvTgV4ZRhApSRQAORcejRClQIjjEZAs/bJZSqgRRhSQhVaJSIWEqqMKLJgQwgYqCU2hI4USgIJAIU2KaKtGYG5erHIdzNQrVqM4doG1g4r0MOWvsAZwRHputsa81ihkaGmL9+vWzznPKJCwisHUvAoEAExMTKIrCqlWrKC0tXdQ1IxnRaJRjx47h8/kyms8lpeRXv/oV3/jGN7jzzjspKyvjwIEDNDY20tPTw3333cff/M3fZOR35ZER5AuebEHXdQzDOPcDmWTz19XV4fV6CQQC9igpOcH7bGnm88Xo6Citra2UlZXZERQWwdE67U/tfPj9/hklH88H8x1fZRLpwlKFEMRiMdauXcvq1atzpqtjyfOtzmAmxx2Q3iDR7XYTcBgMusIMmSECZpiwESRBmLgZBmJIEUNDgpnAqUbwOXT8mo5TmKiKiSpMBAaKYJJDg4mGxKnoOEUMhwSPEkMgUBWBgo6C+V6KucGkAkrFrSRwogMOFKG852w8+XwqThScKMKLInwgC3GoK1GVVeiJlXR0uXE4Vsw4PTzdyMPiic3WB+ZsGB8fp6mpiSVLlsxoFLOQsFzWV69eTVFRkX1YSHZHXoiCcCqSPX+SjVgzgVAoxNe+9jX6+/v54Q9/eEY3S0pJIpGYUxf65Zdf5itf+QqGYXDDDTdw1113pXz/jjvu4LXXXgMmZe8DAwMEApMu6KqqsnHjJCl+zZo1/OIXv5jLy/ugIl/wZAuzKXiOHDnCihUr6O3tJRaLUV9fb4+SsumSHI1GOX78OIZhUFtbi9frPevjk6XgY2NjRCKRc4ZizhXJ6quampqc4gFY3kc+n4/CwkLGx8fTpqQvRliqtfmsXLmSVatWLcjGmDwKs94fyQaJFvF1YGCAP5w8hme5FwpgwhgjJsNEjRAJc4KEjCBkDKdqookYqkjgII6qRBHSxKHI9xRXBkJMRo87hIYmNJxCxamoaMIFKLiVIhxqMQ5RjEMpRWUZLkclTseZ46dkR+JM5ExZCeHpHLMt7sdMOXGmadLR0WETbHNpxKzrOsePHycajbJ+/fq07/dkd+Rk4UAyKTobB6d4PE5zczOqqlJXV5dR+f3+/fu58847uemmm7jhhhsy+hmz1uJf//rXrFq1ioaGBv71X//Vzkeciscee4zDhw/zzDPPAJNjtVAolLHr+YAhX/BkCzMteEzTpLGx0ebMTJWZZ6PQsci1/f39VFdXpw2snAmstrbFBZqajTUXhUdyd2IhxlezQSKR4MSJE4TD4bT8pnSdj2Tfk+Li4qy1+C35r2maKcT2xYI1CgsGgwwPDzMyMoKqqixdupTS0lKb+LrYqr9wOExTUxNFRUUZTcJOhlUQJhdBVjjm2STQwWCQpqYmO58ul7o6o6OjtLS0sHr16lmrN5M5MMFgkEgkYhsDWp+T+RxwLHVYVVWVbV6aCcTjcTvd/JlnnqGmpiZjz21h37593HfffbzyyisAPPDAAwDcfffdaR9/8cUX841vfIPLL78cyBc850A+WiJbmMkCYMUFaJpGbW2tLd3MVpo5TCaot7W1sWzZMrZv3z6vRVQIgcfjwePx2E7AyS1+qziYjv+SjKnjq4aGhkXfDC0kt8bXrVtHXV1d2mubSTSEVRBmqsVvpWB3d3dnfIGfDyxp89jYGNFolE2bNlFYWGgXhJYDbnLno7i4eMGM8JIVdWfzrskEkh2zrdFHsgTacg9PloNbI6Hzzz8/p7o6hmHQ1tZGOBzmwgsvnBNnzeFwUFZWZsdKSClT4mQsk0Sfz2e/LwoLC8/53tB1ndbWVhKJRMYjZVpaWrj55pv5+Mc/zmuvvZa192m6mIf9+/enfWxnZycdHR1ceuml9tei0Sjbtm1D0zTuuusuPvWpT2XlOj9oyBc8WYSV9eRwONiyZQu9vb123lW2ujoTExO0traiqmrGHUWTkS7vxuK/jIyM0NHRcYYhoBDCdnDOpewreN8SwOv1ztoOP100RHJB2N7ePi+fpGRSckNDQ86kYMMk56S5uZmSkpKULKfpCsKhoSFOnDiRYoQ3nWXCfBEMBmlubmbJkiVZiUaZCZKLm2T38N7eXvsQZH0ukiNUFvOzEQgEaG5upqKigtra2oytTUII3G43brc75dBncQj7+/s5fvw4UsqUrljye8PqOK1Zs4YVK1ZktBv+9NNP89xzz/HEE0/Q0NCQkefNBHbv3s1VV12V0pXs7OykoqKC9vZ2Lr30UjZu3GjL5vOYHrmzcv6RIt0HTtd12tra7JgBS2auaRrxeNzO1Mp0yKc1IqqpqVkUb5ipi5l1uh0dHeXIkSNEIhGbDxMIBLJmCDgbJN+3TOZyzSQsNZFIpPgkTR13TM0MyzQpeT5IjtKor68/q5LobFlhwWCQrq6uM7hR8xmFJV9brvFhrL/p2NgYW7dutc3wrEiE5HiI5M5HUVFR1pVQ1n0LBoNccMEF5+T6ZQJCCHw+Hz6fj5UrVwLp3xuKotiHRMu6I1NrZ29vLzfffDPV1dX8/ve/X5DXPV38Qzrs3r2b73//+2f8PEBlZSWXXHIJhw8fzhc8M0CewzNPmKZpu1xaY4fOzk7Wrl1rxwxY93h0dJRjx47hcDhs7st8T3NTR0QVFRU5wwFIjl2w1FfJ/BfLEPBsm342YV3bypUrWb169YKP1pLdsq3RhpWhpSgKg4ODVFRUsGbNmpwZ+0EqYTqT9816b1gb/1xGYVYHYLH+pmeD1TmZybUldz6s94Y1Jk3uimXq9VkE/RUrVuTcfRsfH+fo0aM28TkYDNpp6VNVcrOBlJL/9//+Hw899BAPPfQQf/VXf7Vgr1vXdWpra/ntb39LRUUFDQ0N/Mu//MsZ8RTNzc381V/9FR0dHfa1jY6O4vV6cblcDA0NcdFFF/Hiiy9OS3j+E0SetJwtWAWPtZj5/X6qqqrOKjO3zL0sEvBMHJHTwRqZeTyejBn0ZQozVV9ZhoDWvUhOSLeKwkzIfZMRiURobW1FURRqa2sXvcuUDItcG4/HcblcxONx3G43fr9/wfkvUxGPxzl+/DjxeHxatU4mcTZV2NRRmKUkikQirF+/Pqd8kgzD4MSJE4yPj7N+/fo5dxAMw0gpkJOVUHPtipmmaXtfJccv5AKklJw8eZLBwcG0nbpYLJZCio7FYni93hQ+0HSj6bGxMf7hH/6BWCzGE088MWdBx3zw0ksvcfvtt2MYBtdffz333HMPX//619m2bRuf+MQnALjvvvuIRqM8+OCD9s/t3buXG2+80e563X777Xzxi19c8OvPYeQLnmwhHo/zzjvvEI/H5ywzT+eInJwF5ff7UwqGRCJht55zcdRhyWvr6urmpL5KVndYJ31LBTWf9r5l09/X10dNTY1NpswFWN3BU6dO2U7J1tenegNNlYJnOyw1mcxdWVlpKwwXA8njDuuzYpom8Xjcdr/2eDw506GwOk4VFRVZ8ZdK91lxu90pn5XpNn3L88dSh+XKPYNJLuLRo0dn5TI9tUBOVskNDAygKAo7duzgwIEDfPWrX+Xv//7v+R//43/kTEc8j4whX/BkC4Zh0NfXR1lZWYrM3Ar4nCtPJ10WlFVMjY2Ncd555+VUyGfy+Mpa3DO1kKRLBZdSppgjnmuTs0wXy8vLc87QzSL+FhcXz0gyvZBhqVZAqtWpy5WsNXhfoq/rOsuXL7ffI/Pxw8kULJVTKBRiw4YNC9ZxmuqMbJlnFhQU2J8Xn89HV1cXw8PDrF+/Pqc4TsleSevXr583p846TP72t7/l+eef591332VkZIQrrriCyy67jIaGBurr63NqPchj3sgXPNlELBYDsiszt0ZmDocDp9N5xiY3tQu0kJiYmLDVaDU1NQsyIkoXC5HuZJs8hrFcrnMFsyH+nguZDks1TdPOJMqESV8mIaWkv7+fjo6OtBL96U762VaFWbDy1ixO3WIfSqxNf2xsjOHhYYaHh9E0jfLy8hTDyMW+zmg0SlNTEx6Ph5qamoyStN99911uueUWrr76am688Ub+8Ic/0NjYyFtvvcXAwAC//e1vM/a78lh05AuebCIWi2EYRlZk5taGHYvFqK2tTTmNTdcFsgqgbC7qkDq+WuzU8KkeH5YhoHX6X7VqVdZHP7OB5ZOUrVHH2cJSrU1/uk3OGnVY44RcyEmyEI1G7cK/trZ2Vk7GU0dhFlcs2TF7Pn+HXOYRJfNhLB5RMv8l2TZhriTg+aCvr4+Ojg5qa2szOmo2DIPvf//7/PznP+eHP/whF154YcaeG84dD/GjH/2If/zHf7RVVbfeeis33HADAD/+8Y/51re+BcC9997Lddddl9Fr+xNGvuDJFo4ePcoDDzxAQ0MDO3fuZMOGDRnZIEzTtFu750q/tpBO9WPJozM56rDGV+3t7QsabTBTWCOioqIiysvL7XsSCoXm7IWTKcRiMVpaWgCoq6tb0E3lXGGpBQUFdHd3EwgEcnLUYXGcMsW/Ssd/SZcMPhMk50zl0qgZJonwx44dOycfZjoScPJoMNOE+UQiQVNTE4qiUFdXl9HRY3d3NzfddBObN2/m29/+dsZJ9jOJh/jRj37EgQMHePzxx1N+dmRkhG3btnHgwAGEEGzdupWDBw8u6qHxA4S803K2UFtby6233sq+ffv43//7f9PS0kJZWRnbt29nx44dbN++Hb/fP6sFcGRkhOPHj7NkyRK2b98+4wJKCEFhYSGFhYW2yZkl9Q0EAnR3d89bBp48vtq8eXNOKZx0XU9Rw1gbdvI4ZqoXzlwVcrNFMjdhPjEf84GqqpSUlKQsqhbf4/Tp0/aoo7S0lNHRUUzTzHqXcCaYmJigqamJgoKCFHPD+SKdE7AVDTE0NER7e/s5R2GW628sFsuq0edcIKW0Sfrr168/p7jB5XJRXl6eQpifmJggGAymOIgnf158Pt+c3x9DQ0McP36cyspK27srE5BSsnv3br73ve/x6KOP8tGPfjQrBWhjYyPV1dVUVlYCcM0118xYHv7KK69w+eWX22vT5Zdfzssvv8y1116b8evM433kC555wuFwsHPnTnbu3Mkdd9yBlJKenh7eeOMNfve73/Gd73yHiYkJLrjgArsIqqurS7toR6NRWltbkVJywQUXZKQlni4GwVKEWVb3yYZvfr8/bRFjGAYnT55kaGho0cdXU5HM6VizZs1Z3WFdLhdLly61eR/J/Ibu7u4z7kcmwkGtjpPf78/ohp0JWH4/UkouvvhinE6n3RFLZwiYDZuA6WCp6vr7++es+JsNpouGSGeQWFRUhKIoDAwMsG7dupzr6kxMTHDs2DGKi4vn7DKdbAqYzjCys7NzTqNBwzBobW0lGo2yZcuWjB6ahoeHueOOO/B4POzZsyer69RM4yH+/d//nd/97nfU1tby6KOPsnr16rQ/e/r06axdax6TyBc8GYYQgoqKCq6++mquvvpqYLKrcOjQIfbu3ctDDz1Ec3Mzy5cvp6GhgR07dnD++efzve99DyklX/3qV7MqlxZCUFBQQEFBwRldIOukH4vF8Pl89igsGo3S0dHBypUrF82ifzpYfj9ut3tOcRWKokzbFZt6P2ZLALb8V8bGxnJyRDSd1NwaX1gLsjX6CQQCdjZWtsNSLR5RWVnZor7nLCPI4uJi+35YHSdLAt7V1cXAwMCMpODZRqZVTlOR7n5Y749gMEhfX19KSKh1P6zPpSW+WL16NfX19RkrEqWUvPrqq9xzzz3cc889XH311TlRgF555ZVce+21uFwunnzySa677jpeffXVxb6sP1nkC54FgMvl4qKLLuKiiy4CJj+c3d3dvPHGGzz99NP8/ve/Z8OGDdTU1PDLX/6S7du3U1tbu2CdgOm6QAMDA7zzzjuYponH4yEajTI4OJiRrsd8YXWcLMJ0Jk//6e6H5Xrb09OTQgC2umJTT7XJDtM1NTU5sfhaiEQiNDU14Xa7Z5QbNt3oJxthqclGeOvXr5+Xci0bsBK6zzvvPJYtW2ZbUVijwZmOwrKBSCTCsWPH7My1hVw/pgsJHR0d5eTJkyQSCduyo6amhiVLlmQ0P/DrX/86J06c4Fe/+tW0EQ2ZxkziIZIPrzfccANf/epX7Z/ds2dPys9ecsklWb3ePPKk5UXDiRMn+PKXv0xZWRkPPfQQJSUlHDhwgL179/Lmm2/a1v3WGGzbtm0UFhYuyMaZbnw1NRIiuevh9/sXNBLCUjhZNviLcfrXdT2F8BqJRPB4PPh8PgKBAE6nk/r6+pziOCUbLyZnvGUCyWGpljfQbAni1ul/xYoVORenkUgkaGlpwTCMGf1drRw5635kQxVmIZnQnem/ayYwPj7OsWPH8Pv9+Hw+gsGgfWiwiuSioqI5FcmHDh3iK1/5Cp///Oe55ZZbFnQtmEk8RG9vrz0OfOGFF3jooYd48803GRkZYevWrRw6dAiALVu2cPDgwZyyf/gjRl6llWt49913GRsb40Mf+lDa70sp6ezsZO/evezbt48DBw4Qj8fZtGmTPQqrqanJ+Afc6kycq5iwukDJZoBTIyEy3QWyOE4wSRZf7C5TMkzTpKOjg56eHgoLC4nH4xnremQCVnJ4WVnZjJ1r5wvrlG+9P6YjzFthu+FweF7RC9nCwMAAJ06cmDe5dj6uyNMhGo1y7NgxvF5vxr1r5gtrDRsYGEgbDTFdkTw1KiMddF3nkUce4ZVXXmHXrl2LliN1rniIu+++m1/84he2GOAHP/gB9fX1ADzzzDPcf//9ANxzzz184QtfWJTX8AFEvuD5IGBiYoK33nqLffv28eabb9LW1saqVavYsWMHO3bsYOvWrXP2mrEcdTVNm3O+VDLXY2oXyFrA5rLRJpvgLZbC6WywiompvjXpFvRkGXhxcXHWuR4WjygYDKZEnywG0tkmWLEQS5cuZd26dTkVCxGPx2lubgagvr4+4xYGU2NDkqMQzqUalFLS29tLV1dXzhlDwvukab/fT2Vl5Yw/95a3mFUYWtL4WCzGwMAAF198MYFAgJtuuomPfOQj/NM//VNOZQjmkRPIFzwfRJimycmTJ1O6QIZhsHnzZrsLVFVVddbFJnl8VVNTk9GF0+K+JAeDKopyBvflbAgEArS2tlJWVsa6dety6gSbLIOfaTERjUZTTvnJsnir5Z+p7ovlDZMtc8P5IJFI2HLulStX2pwgi/CaXBQuRlhqf38/7e3taZ2cs4mZjMKEEDQ3N+N0OqmtrV20MNl0SB6v1dfXz5tbZ/HF3nnnHXbt2sWhQ4fo7+/n4osv5sorr2T79u1s3LgxpyJP8lh05AuePwVYBcZbb71lc4Ha29tZu3atzQXasmWLPVr5t3/7N0pKSqipqVkwLoyu6/ZiHggEUszNLC6QqqrE43Ha2tqIRqPU1dXlVIozvD/mWLNmzbwkyek2uPnmYsXjcVpbWzEMg7q6upwa/UkpGRgYoL29PW0Q6XRdj4UKS43H4zQ1NaGqasaN8OaK5M7p4OAg4XCYwsJClixZsuiqsGTEYjGOHTuG2+3OuOhiYGCA2267jWXLlvHwww/T0dFBY2MjjY2NHDlyhH//939n7dq1Gft9efxRI1/w/KnCUr1YXaCDBw8SjUYxTRO/388///M/s3379kWT/SYroKwIhEQiYUdCrF27NmPkzkzAijawRn/ZaKdPl4tlcaOmI4hbY47Ozs4F70zMBLFYjObmZlRVndW9W4iw1GSZfnV1tW2+lyuwCjFN06ipqcEwjDmNwrIFqyNmKbAyBSklL730Et/85jf55je/ySc+8YmMrgXnioZ45JFHePrpp+3ssWeeecYurFRVZePGjQCsWbOGX/ziFxm7rjzmhXzBk8fkZv2//tf/4oUXXuC///f/TiQS4c0336Szs5N169axfft2tm/fztatWxeFSzE+Pk5LSws+n4+ysjK785Hs+5LcBVpIJPOIMhVtMFOkI4gn+6EUFxdjmiYtLS14PB6qq6tz4sRvwTLj7OrqytiGmMmw1FgsRlNT06zzuRYKVjFxtkJsIVVhyUgkEik8p0zeu/Hxce6++26Gh4d56qmnMurGDDOLhnjttdfYsWMHXq+XH/zgB+zZs4fnn38egIKCAkKhUEavKY+MIF/w5AF33HEHq1ev5rbbbktZmEzTpK2tjTfeeIM333yTQ4cOIYRgy5YtNiF6zZo1WTsx6rpOe3s7Y2NjaVPDk7tA1oZv+eAkK8KyVaCNjY3ZkSG5wiOyRoOBQID+/n4ikYidHWaNOXLhOi2TPp/PR3V1ddb4JtO9R5JHYVPDUpM7YpnuTGQCFmlaCDGnYiIbqrBkDA8P09raynnnnWc7U2cKb775JnfeeSe33HILX/ziF7Oy9uzbt4/77ruPV155BYAHHngAgLvvvjvt4w8fPsytt97KG2+8AeQLnhxGvuDJY3KBn0lRIKVkfHycxsZGmwvU1dVFVVWV3QXasmXLvKMvkvkcq1evpqKiYsZFS7IPTiAQSOkCZWrDT5ZL19fX5xyPaGohNlUGLqVMOeFPl46eDVg5Tr29vRkhr84FZwtL9Xg89Pb24vF4co74C+9zxDI5mpyPKiwZhmGkpMJnkiMWj8d58MEH2bt3L7t27aKmpiZjzz0VP/vZz3j55Zd5+umnAXjuuefYv3//GUGfFm699VaWL1/OvffeC4CmaWzatAlN07jrrrv41Kc+lbVrzWNWyIeH5sGMNzure3LZZZdx2WWXAdgjk7179/LTn/6Uu+++G1VV2bp1Kzt27GDnzp2zUgJZIaROp3NOkRCWr4WlKks+4ff19dHa2npON+TpkFyIrV27lrq6upzhEEGqOuz888+3CzErB8oyOkve8Nva2piYmMjoCX86hEIhmpqaKCkpWdTssHRhqZFIhJMnT9Ld3Y3L5bJHMovFfZkKy+DQNM05fS7OBiEEHo8Hj8eTkhWWLjttulHY2NgYTU1NrFq1KuOfi+bmZm6++WauuOIKXn311ZwqQn/yk59w4MABXn/9dftrnZ2dVFRU0N7ezqWXXsrGjRupqqpaxKvM41zId3jymBOklASDQfbv328Tok+fPk1NTY3dBdq8efMZp79EIkF3dzeDg4NZDyFN1wXyeDz2GCxdFygSidhp8DU1NTnn8WElTM+2I2Yh+YQ/NjaWUQWUZb44PDyck7EQVqSGx+OhpqYGTdOm5b4sRliq9bfNxohoNphuFKbrOrquc/75558zeX02ME2TH/7wh/zkJz/hySefZNu2bRl77rNhpiOt3/zmN9x22228/vrr03bbPv/5z3PFFVdw1VVXZfei85gJ8iOtPLIPwzBobm62x2Bvv/02TqeTbdu2sWPHDsLhMI888ghPPfUUW7duXfCTdHIGVCAQSOECFRUVEQ6HGRoaoq6uLueM3OLxuH3yz2RkxVQFVCgUmnUkBEye/Jubm1m2bFlW+V5zQbI3zExM+pJl4MFg0B6XJjsAZ7L7oOs6ra2txONx1q9fn1NxJDBJHj569CherxeXy5VRVVhPTw8333wztbW1PPzwwwvqsj2TaIjDhw9z1VVX8fLLL6eM10ZHR+37MTQ0xEUXXcSLL764aI7PeaQgX/DksfCQUhIIBHjppZd44IEHCIfDLFmyhDVr1tDQ0MDOnTu58MILF3WBNwyDnp4eOjo6UFUVRVHweDwpG/5ikn8XQ2o+VQGVSCTOUEBZm5thGLS1tREKhXKS52QFahYUFFBdXT2nv2VyoZzMj8pEbIhF/F23bh3Lly/PqdGpxcPq6+tjw4YNKR27+arCpJS88MILPPzwwzz88MN87GMfW5TXfq5oiMsuu4wjR47YY2JLfr53715uvPFGFEXBNE1uv/12vvjFLy749eeRFvmCJ4/FwdNPP833v/99vvnNb3LFFVdgGAbHjh2zx2B/+MMf8Hg8bNu2je3bt7Nz584FW/gTiQQnTpxIISVPt7klK8IWSrK/UAqncyFdJISqqrhcLsbGxli1ahXr1q3Luc361KlTnD59OiuBmvMNS9V1nePHjxONRjNO/M0ErEKxqKjonG7tFs6mCgMoLCykvLycQCDAP/zDP6DrOj/4wQ8W1OIhjz8J5AuehcC//du/cd9999HU1ERjY+O0s+jpzK46Ojq45pprGB4eZuvWrTz33HM5xyGZLd544w02b948bataSsnIyAhvvvmmPQobGBigrq7OlsRfcMEFGb0PU0nJK1asOOtmbZF/rYgMK/4gmQuUyWLENE07dLGurm5RFE5ng0WsDYfD+P1+wuHwtI7ZiwGrUCwsLKSqqmrBriNZJWd1xtKFpY6OjtLS0sLq1avn5dKdDVieSd3d3fMuFJNVYa+++iqPPfYY4XCYSCTC5Zdfzm233cYFF1yQc75HefzRI1/wLASamppQFIUbb7yR73znO2kLnrOZXV199dX8zd/8Dddccw1f+tKXuPDCC7npppsW4ZUsLnRd5+jRoyldoIKCAhoaGuyIjGXLls0rJNXpdM6ZlGwt5FYBNFUC7vf759wFsrgw5eXlrFu3Lqe4MPC+XHrqCOZsXknWhp/tzpiUku7ubnp6ehZNCj/1eqZ2xmKxGIqisHbtWpYsWZJTYamWAWM2Mrqi0Sj//M//zB/+8AfuvPNOuru72b9/P0eOHMHr9fLzn/8859yt8/ijRb7gWUhccskl0xY80ykD7rrrLsrLy+nr60PTtDMe96cMKSXDw8Ps27fP7gJZSiCrADpXgKBpmnR1ddHf358VdVg6z5fZdIEsqXmucmFisRgtLS0IIairq5tRoZiskst2ZywcDtPU1ERxcTGVlZU5YbqYjEAgQHNzM8uXL6ewsNC+L1PDUhcrF8sqZLMRq3HkyBFuvfVWPv3pT3PHHXec8bcZGxubNi5lJjhXPEQsFuNzn/scBw8epKysjOeff55169YBk+vvrl27UFWV733ve3zsYx+b0zXkkVPI+/DkitrPtwAAIABJREFUCk6fPs3q1avt/69atYr9+/czPDyM3++3N4BVq1Zx+vTpxbrMnIIQgiVLlnDllVdy5ZVXApOb6ZEjR9i7dy9PPPEER44cobi4OKULVF5ejhCC3/zmN4yOjrJ161YaGhqy0jWZ6vmS3M4fGBigra1tWiPAwcFB2traWL16NbW1tTlz4odU0vRsN8N0XknWPbFe83zJv1JKOjs76e/vp76+3uaL5AoMw6C9vZ1gMMgFF1xgj3Yt3kryPRkaGqK9vf0MqwCfz5e1Tl82fX8Mw+Dxxx/nhRde4Omnn+bCCy9M+7j5/M0Mw+CWW25J6Zh/4hOfSFFL7dq1i5KSEtra2ti9ezf/83/+T55//nmOHTvG7t27OXr0KD09PVx22WW0trbmXLGcR+aQL3hmicsuu4y+vr4zvv7tb3+bT37yk4twRX+a0DSNzZs3s3nzZm655RaklAwODtpdoB/84AcMDQ3ZXiv33HPPgiXCQ3qTN4voGggEbAfnRCKBw+GgsrKSJUuW5FSxk+xb09DQMO9uzHTGd1a3o7293Sb/Wl2g4uLiaTseUw0Oc238Z40nV6xYwZYtW9L+bae7JxYh+uTJk2eEpRYVFWWE5DwyMkJLS0tWFGJdXV3cdNNNbN26ld/97ndZI2U3NjZSXV1NZWUlANdcc80Z8vAXX3yR++67D4CrrrqKW2+9FSklL774Itdccw0ul4vzzjuP6upqGhsbueiii7JyrXksPvIFzyzxm9/8Zl4/X1FRQXd3t/3/U6dOUVFRQVlZGYFAAF3X0TTN/noeM4MQgqVLl/LJT36ST3ziEzz//PPcf//9/O3f/i1FRUW8+OKL3H///fbmuGPHDrZv305ZWdmCFRmqqtobeU9PD+Fw2JZKW063VsfDetxCxkFYSObCzMS3Zj5QFAW/35/Ct7HIv6Ojo5w8eRJd11PIv16v1zavrK+vz6gJXiZgmibt7e2Mjo7yZ3/2Z7MeTyYHw1pItgo4deoUsVgMn89nqwdnQxK3rATC4XBac9D5wDRNdu/ezWOPPcZ3v/tdPvrRj2bsudNhuo75dI+xCsfh4WFOnz7Nzp07U34231X/YCNf8CwwGhoaOH78OB0dHVRUVLB7927+5V/+BSEEH/3oR/nZz37GNddcw49//OMZdYxGRkb49Kc/zcmTJ1m3bh0//elPz+CnvPbaa9xxxx32/5ubm9m9ezef+tSn+PznP8/rr79uL64/+tGP2LRpU2Zf9ALjueee4z//8z/Zs2dPymYtpaS/v9/uAn3ve98jGAxy/vnn22OwDRs2ZFX+HQ6HaW5uxufzsX37dvt3TdcFsvKfkjse2bw+q2vi9/sXLRbC5XKxdOlS23Mo2fOlvb2d4eFhnE4ny5YtIxqN4nK5csasb3x8nGPHjrFs2TK2bduWsWLV6XRSXl5ujxSTSeK9vb20tLQAnDM7zYqGqKioyPj4dHh4mNtvvx2v18vrr7++6KTxPPKYijxpOYN44YUXuO222xgcHMTv97Np0yZeeeUVenp6uOGGG3jppZeA9GZXAO3t7VxzzTWMjIywefNmfvKTn5xzIf/qV79KaWkpd911Fw8++CCjo6M89NBD0z5+ZGSE6upqTp06hdfr/UBaos80JBUmT85vv/22rQhramqirKzMLoC2b99OSUnJvDcG0zQ5efKk3ZWYDW8hWRE2NjaGaZopirBMdIGSr2/9+vU52TU5efIkQ0NDthtxMiHa6ngkj30WcsRlXZ9Fpi8oKFiw323hbGGpRUVFjI6OMjY2xoYNGzJKipdS8tvf/pZ7772Xe++9l//23/7bgnUlZxIP8bGPfYz77ruPiy66CF3XWb58OYODgzz44IMpj01+XB5/1MirtD6oqKurY8+ePaxYsYLe3l4uueQS+7SXDk899RSvv/46//f//l8gnwEzFRZJ1yqA9u/fTygUYuPGjXYRtH79+ll1Piwux9KlS1m7du28N+J0pnfWxub3+2et9AkGg7YUPhPXl2mMj4/T1NR01uuTUhIOh1Mk4EKIFCPAmYbHzhahUIhjx47l5P2LRqMMDAzQ0dGBoihomnZGdtp8rndiYoJ7772Xzs5Odu3axcqVKzN49efGTOIhvv/973PkyBGeeOIJdu/ezc9//nN++tOfcvToUT7zmc/Q2NhIT08Pf/mXf8nx48fzpOU/fuQLng8q/H4/gUAAmFz0S0pK7P+nw6WXXsqdd97JFVdcAUwWPPv27cPlcvGXf/mXPPjggzkzHsgVxGIxDh8+bBdBLS0tLF261OYCNTQ04Pf7z9hMdV23uRLZlppbSh8r/8kwjJTxRjr1k6UgGhsbY/369TknhU8OI92wYcOsuybThcdmKjbEMoi0umK5FpZqcbF6e3vtrt3ZIiGsYnmmheGhQ4f48pe/zPXXX8/NN9+8aIXeueIhotEon/3sZzl8+DClpaXs3r3bJjl/+9vf5plnnkHTNL773e/y8Y9/fFFeQx4ZRb7g+WPG2ZRh1113XUqBU1JSwujoaNrn6e3t5YILLqCnp8fuAPT29rJ8+XLi8Th/93d/R1VVFV//+tez80I+ILDCKN944w327dtHY2MjkUiECy64wO4Cvf322zz77LM8++yzc0o1ny+S1U/pukBWsVNRUcGqVatySh0Gk12npqamjIaRni025Gy8l3QIh8McO3aM0tJSzjvvvJzq6sD70RAzcZtOFwmRXBhO9UtKJBI88sgj/PrXv2bXrl2sX79+IV5SHnnMFPmC54OK2Yy0/s//+T8cPXqUp556Ku339+zZw3e+8x1++ctfZvOSP5CIRqMcPHiQV155hWeeeQafz8e6detsX6CGhgaKiooWtbCIRqOMjIzQ2dlpk32tTc3v9885ADOTSFY4ZZprkg7JJPGpvJd048HkQM1c5DpZI9murq45R0OkKwwfe+wxTNOkvr6eV155hb/+67/m61//+h999E0eH0jkC54PKv7xH/+RsrIym7Q8MjLCww8/nPaxO3fu5IEHHkiRivb29rJixQqklNxxxx243W6bzJfHzCGlZNeuXTz++OPcf//9fPzjH6erq8segx04cIBoNMqFF15ok6Fra2sXtDNgmf1Z+WFSSpsLFAgEUrpA5/LAyQYsrtPy5ctZs2bNohVf1njQ+mcZAXo8HgYGBigtLaW6ujrnujrxeJympiY0TaOuri6jar7x8XEeffRRXn31VYqKihgaGmLJkiXs3LmTv/iLv+Dyyy/P2O/KI495Il/wfFAxPDzM1VdfTVdXF2vXruWnP/0ppaWlHDhwgCeeeIKnn34agJMnT/KhD32I7u7ulIX60ksvZXBwECklmzZt4oknnjgnV2ImUniY9J3ZuHEjAGvWrOEXv/gF8MEMSZVS8sMf/pDPfOYz096/SCTCgQMH2LdvH/v27eP48eNUVFTYBdC2bdsoLCzM+EYfj8dpaWlBSkldXd1ZOVrTbfbZ7AIZhsGJEycIBoM5ySWyrq+vr4+CggLi8TgOh2PGyegLAauYzUY0RH9/P7fddhsrV67kkUcesd/f/f397N+/n6GhIa6//vp5/56ZrCtvv/02N910E8FgEFVVueeee/j0pz8N8IG02MhjTsgXPHlkDjOVwhcUFBAKhc74ej4kdRIW6TW5C6TrOps2bbIJ0fPpJEgp6evr4+TJk1RVVdm+NrO9xqldIKfTaRdA8+0CWRlTK1euZPXq1Ys+UpuK6bgwyUaAY2NjxOPxtMno2Yau67S0tKDrOuvXr89o4SWl5D/+4z/45je/ybe//W2uvPLKrP59ZrKutLa2IoSgpqaGnp4etm7davtG5RWnebyHfMGTR+YwU95QuoJHSpkPST0LwuEwBw4csENST5w4werVq20y9NatWykoKDjnxhONRmlqasLlclFTU5PR0ZTlhGzxXqZmP83k+iy331AoxPr16+2MqVyBRUw/derUjJLXLVm8dU/Gx8dT1E+WLD6TGB0dpaWlhbVr12Y8GmJ8fJy77rqL0dFRnnzySZYtW5ax554Os7XYALjwwgv52c9+Rk1NTb7gycNCvuDJI3OYqRRe0zQ2bdqEpmncddddfOpTn2JoaIidO3fS1tYGQHd3Nx//+Md59913F/Q1/LHAkmZbXaCDBw9imiabN2+2u0CVlZV2N8EwDBobGxFCZD0WIvkak32BQqGQ3QVKN/KxNupcVYhFo1GOHTuG1+ulpqZmztL1dOonr9ebon6ay3NbI7bx8XHOP//8jBdS+/bt4+///u+59dZbuf766xeMqzRbi43Gxkauu+46jh49iqIoeYuNPCzk09LzmB3OJoVPhhBi2g2rs7OTiooK2tvbufTSS9m4cWPOpVnnOhRFoaqqiqqqKj772c/anYS33nqLvXv3cs8999DR0cHatWupqanh1Vdf5c///M954IEHshpBMfUap2Y/JXeBOjs70XUdn89HLBbDNM2U5PBcQbLCKRPFosPhoKysLCUZ3YqD6Ovrs8czybJ4j8dz1gLQkuuvWLGCmpqajBaL8Xic+++/n/379/Ozn/2M6urqjD23hUysKzAptvjsZz/Lj3/8Y7sge+CBB1IsNh566KG8xUYeKcgXPHmkxdlCUpctW2aru3p7e6flhljhp5WVlVxyySUcPnyYv/3bv82HpM4DQggKCgr46Ef/f3t3HhT1fT5w/M1hIJCogMYjEAVXDiFEOVbMNIZUKcGDjq1VaFNNolNLZSpOO0pjtM00NGPj2MYYj1as2FSwTYw4qaVGIrbDKYQUBalU0XBV5TZS2IX9/v5w9vtjA6uLLsvh85phRnYX+C4y7MPzeY4X1G47nU7Hli1b+PDDD3n22Wc5d+4cCxYsIDQ0VM0CTZ8+3aZdRV/dh9XU1ERlZaValF1WVjasCn+7urqoqKjA2dmZsLCwQQkW7ezscHV1xdXVVZ1I3HsdRFVVFR0dHTg7O5t8XxwdHU1Wa9zPQtJ7uXjxIuvXr2fp0qVkZ2cPWrBsjd8r7e3tLF68mJSUFJPln1OmTAHu/Oy98sor7Nixw7oXL0Y8CXjEgMXGxpKWlkZycrLZJactLS24uLjg5OREY2Mjubm5bNq0aVCXpD6MHRy3b98mKiqKmJgYKisreeSRR1AUhS+//JKioiLy8vLYvHkz165dw9vbW+0ICwkJsUmGpbu7m6qqKjo7OwkNDTU5fukvC2Qs/DV2hA12kNa7sNvX11fNxtiKg4MDbm5u6s+yoihqp1xjYyNXrlxBr9ej1+sZO3Ys/v7+Vv1/MxgM7N+/nyNHjrB//37CwsKs9rkHypLfKzqdjmXLlrFq1ao+tTq9R2wcP36coKAgW126GCGkhkcMmCWt8Hl5eaxbtw57e3sMBgNJSUmsWbMGGLwlqQ9rB0ddXd09s2QGg4Gqqiq1Fuizzz7D3t6e0NBQtSDaWhONjZqamrh06ZI69+dexy/9rT1wdHQ06QizZhao99waX19fm84csoSiKNTW1lJbW8tTTz1FT09Pn065B8mO1dfXk5CQQEBAANu3b+fRRx8dhGdhOUt+r7z//vu88sorJruyjH+83M+IDTEqSdGyGNmkg8O6FEWhvb1dzQIVFBRQW1vLjBkz0Gq1aLVa5syZc18vgnq9nqqqKnQ6Hf7+/g9UVGts/zZ2P/XOAj3I8svr169z5cqVQZlbYw3GwmlXV1c0Gk2f4mZjdsz4NpDvi6IoHDt2jLfffpu3336bb3zjG8OucFyIByABjxjZpINj8BkMBiorK9UAqLS0lDFjxhAaGsrcuXOJiIi4516wxsZGqqqqmD59utVbpY3X2Lv9u3cWyJgJulu2Q6fTUVlZib29PX5+fsMyq2M8YvPz87O4cLq/74uDgwPjxo1DURScnZ2ZNm0ara2t/OQnP8FgMLBnzx6bH+EJYQMS8Ijhz5pLUiMjI0lLS1OLGmVJ6sApikJbWxuFhYVqEFRfX8/MmTPVYujZs2fj7OzMzZs3SU1NJSYmBn9/f5sGk+aGABqPwYzZjhs3bnD58uX7HsI42IzBmIODg1WO2PR6PW1tbZw9e5Z3332Xmzdv0tXVxQsvvEBiYiIhISES9IvRSAIeMbJZeqTV3t5OZGQkr732mtnjK1mSev96enq4ePGiWgv0r3/9i46ODjo6Oli2bBmJiYlMnTp1SI9IjEXbxqOwW7duodPpcHR0xNvbGw8Pj2H3Qm9cDTEYwVhnZydvvPEG58+fZ8uWLXzxxRcmGby0tDSrtKDLyhkxTEjAI0Y2S5ak6nQ6YmJiWLp0KUlJSSb3yZJU62tqamLDhg3cvn2bFStWUFFRQX5+PtevX8fX11cthn7mmWeGLMAwHrF5eXnh5OQ05Ksgvqq7u5tLly6h0+mYNWuW1V/gy8rKSExMJD4+nqSkpD61QLdu3cLJyckqX1dWzohhQgIeMbLZsoMjKyuLDRs20NPTw9q1a0lOTja5v6uri1WrVlFSUoKHhwdHjx5l+vTpwJ3hZ6mpqTg4OLBr1y6io6MH7XsylBRFYdGiRaxdu5Zvf/vbJvf19PRQXl6uZoHKyspwcXEhPDwcrVZLREQEkyZNGtQskHHHlF6vJyAgoE/A1TsL1HsVhPEYbNy4cYMepBn3iD311FMWdbENRE9PD7t27SIzM5MDBw4QHBxstc9tjqycEcOEBDxCWKKnpwdfX18++eQTPD09CQ8PJz09nVmzZqmP2bNnD2VlZezbt4+MjAw++ugjjh49SkVFBfHx8RQVFVFfX8/ChQu5dOnSfa8mGO4URbHoRVpRFJqbmykoKCA3N5eCggIaGxvx8/NTs0DBwcFWy24Y2+EHWjhtrHkxFv4OVhbIYDCo2+FnzZpl9Xbwa9eukZCQgFar5Ze//KXNsmuyckYME7JaQghLFBUVodFo8PHxASAuLo7MzEyTgCczM5Nf/OIXACxfvpzExEQURSEzM5O4uDicnJzw9vZGo9FQVFTEvHnzhuKpDDpLAwk7Ozs8PDxYvHgxixcvBu5kYC5cuEBeXh6///3vOX/+PI8//riaBZo7dy5PPPHEgLIevYcczpkzZ8Dt8GPGjGHChAlMmDABMF0IWltbq2aBeneEDTSYuHXrFhUVFUyePJmQkBCrZnUMBgPp6ens3r2bd955h8jISKt9biNZOSNGMgl4hOilrq4OLy8v9X1PT08KCwvNPsbYEt3U1ERdXZ3JqHtPT0/q6upsc+EjjPGv/NmzZ/OjH/0IRVFobGwkPz+fvLw89u3bR3NzMwEBAeoxWFBQkNnOJeNCUi8vL/z9/a0SSBjXeDz22GN4enoC/58Famtro66ujq6uLlxdXdWjMHNZIEVRuHr1Kjdv3iQwMNDqA/EaGxtJSkri8ccf5+zZs/fc7n6/ZOWMGMkk4BFCDDk7OzsmTpxIbGwssbGxwJ2MTVlZGXl5eezZs4cLFy4wfvx4kyyQk5MTP/3pT4mJieHFF18c9GnBA80CjRs3DoPBQHl5OW5uboSFhVm1OFpRFE6fPs3WrVvZunUry5cvH7IOuaFYOSPEQEjAI0QvTz75JDU1Ner7/f2laXyMp6cn3d3dtLW14eHhYdHHCss5OjoSEhJCSEiIemx448YNNQv01ltvUVNTg1ar5caNG1y6dInAwECbbYmHe2eBLl++zP/+9z/Gjx/PmDFjaG9vZ+zYsVYJem7fvs3rr79OTU0NWVlZ6kLSoZKcnMyKFStITU1VGwsAk8aCixcvmqycSU5OVo+Lt2/fTlxcHK+//jpz5sxRV9EIYS1StCxEL93d3fj6+pKdnc2TTz5JeHg4R44cMen8eu+99zh//rxatHzs2DH+/Oc/U15ezne/+121aHnBggVUVVWN2qLlodLZ2cnPf/5zSkpK2LNnD+3t7WoxdHl5Oe7u7upgRK1Wi4eHh82zHsbt648++igajUZdCNrW1qYutx07dqx6FDbQeqOSkhI2bNjAmjVrSEhIGJKWeiGGKenSEsJSJ0+eJCkpiZ6eHl599VW2bNnCtm3bCAsLIzY2ls7OTr7//e9TWlqKu7s7GRkZapFzSkoKBw8exNHRkd/+9rfExMRY/HXv1Q6/c+dODhw4gKOjIxMnTuTgwYNMmzYNMD/MbTT68MMPqa+vZ/369X1e6I2rGYxZoMLCQtrb23n66afVY7CAgIBBzQL997//pbq6+q7b1/V6Pe3t7WpHmLEWyHgMZi4LpNfr2bFjB9nZ2aSmphIQEDBoz0OIEUoCHiGGM0va4c+cOcPcuXNxcXFh79695OTkcPToUcD8MDdxZyDl559/Tm5uLvn5+VRWVjJhwgSTLJCbm9sDZ4H0ej2VlZXY2dkNeE+Xoih0dHSoAVB7ezv29vbcvn2bK1euEBkZiaIoJCQksGDBArZu3Trs9oAJMUxIwCPEcPbVQWtvvfUWAD/72c/6fXxpaSmJiYnk5uYCEvAMhKIoNDQ0qAFQYWEhHR0dJlkgf3//AR1FGmf/+Pj4MGnSJKtcZ3d3N+Xl5fzpT38iNzeX6upq5syZw5IlS5g3bx4hISEPtIleiFHKbMAjB79CDAP9tcPfraXduKjTqLOzk7CwMCIiIjh+/PigXutIZ2dnx9SpU/nOd77Dzp071fqfhIQEurq6+PWvf82zzz5LbGwsb775Jp988gmtra3098ehcbfYF198QUhIiNWCHbhTtD1p0iSqq6uZO3cuNTU17Nu3Dw8PDw4fPsz8+fM5c+aMVb5Wc3MzUVFRzJw5k6ioqH4X8545c0YdJWBcGmv8WXv55Zfx9vZW7/v888+tcl1CWJNkeIQYBj744AOysrI4cOAAAH/84x8pLCxk9+7dfR77/vvvs3v3bs6ePasOvqurqzMZ5padnc2MGTNs+hxGE0VRqK2tJS8vj7y8PM6dO0dnZyfBwcFotVq0Wi11dXWkpKRw6NAhpk2bZtXCaEVR+Pjjj3nzzTf51a9+xZIlSwa18NrSPVhGzc3NaDQaamtrcXFx4eWXX2bJkiVmF/YKYUMyaVmI4czSlvbTp0+TkpJiEuwYPx5Mh7lJwHP/7Ozs8PLyYuXKlaxcuRK4k0UrLi7mn//8Jy+99BJffvklTz/9NOnp6Wi1WsLCwhg7duwDBya3bt1i8+bNtLa2kp2dbfXt6f3JzMwkJycHgNWrVxMZGXnXgOeDDz4gJiYGFxeXQb82IaxFjrSEGAbCw8OpqqqiuroanU5HRkaGOoDPqLS0lHXr1nHixAmTF8GWlha6uroA1GFuvYud7yUrKws/Pz80Gk2/G+QPHTrExIkT1eMKYxYKIC0tjZkzZzJz5kzS0tIG+rRHFGdnZ8aPH8+JEydYu3YtV69eZe/evQQEBHDq1Cm+9a1v8dxzz5GYmMjhw4eprKzEYDAM6Gvk5eURHR3Nc889x7Fjx2wS7ABcv36dKVOmADB58mSuX79+18dnZGQQHx9vctuWLVsIDg5m48aN6s+jEMOJHGkJMUzcqx1+4cKFnD9/Xn1hMraf5+XlmQxzS0pKsnhomyXdYYcOHaK4uLjP8VpzczNhYWEUFxdjZ2dHaGgoJSUluLm5We+bMszs3buXr33ta+oIgK/q6OiguLiY/Px8CgoKqKqqwtPTU+0GCwsL47HHHuuTBdLpdKSkpFBUVMTBgwcHJTt3tz1Yq1evNln06ebm1m8dD0BDQwPBwcHU19ernWINDQ1MnjwZnU7HD37wA2bMmMG2bdus/hyEsIB0aQkh+rKkO8xcwJOenk5OTg779+8HYN26dURGRvb5y/9hZjAYuHr1Knl5eeTn51NSUkJ3dzezZ88mPDyciIgI9Ho969ev55vf/CabNm2y6aRoIz8/P3JyctQ9WJGRkfz73//u97HvvPMO5eXl/O53v+v3/pycHHbs2MHHH388mJcshDlSwyOE6MuSZalwZ9jfP/7xD3x9ffnNb36Dl5fXgDvLHkb29vb4+Pjg4+PDSy+9pM7bOXfuHPn5+bz22muUlJRw8uRJQkJChuw6LdmDZZSenq4GxkbGpaGKonD8+HGCgoIG+5KFGDAJeIQQd7V06VLi4+NxcnJi//79rF69mk8//XSoL2tEsrOzw9XVlcjISCIjI4E7HVlDtfDTyJI9WABXr16lpqaG559/3uTjv/e973Hz5k0URWH27Nns27fP5s9BiHuRgEeIh5gl3WG91yOsXbuWTZs2qR9r7OwxfqzxRVxYbqiDHbjzf5ydnd3n9rCwMJMi9enTp/ebxZMAWIwE0qUlxEPMku6whoYG9d8nTpxQ9zdFR0dz6tQpWlpaaGlp4dSpU0RHR9v0+oUQwlKS4RHiIebo6Mju3buJjo5Wu8MCAwNNusN27drFiRMncHR0xN3dnUOHDgHg7u7O1q1bCQ8PB2Dbtm24u7tb/LXvtSx148aN6iThjo4Obty4oXYSPUzLUoUQ1iFdWkIIm7OkHb63d999l9LSUg4ePAjI7jAhhFmyS0sIMXwUFRWh0Wjw8fHhkUceIS4ujszMTLOPT09Pl3Z3M/7yl78QGBiIvb09xcXFZh9nbsCkcVeXRqNh5cqV6HQ6W1y2EDYnAY8QwuYG0tJ+7do1qqur+frXv67eJstS/19QUBDHjh1j/vz5Zh/T09PD+vXr+dvf/kZFRQXp6elUVFQAsHnzZjZu3Mh//vMf3NzcSE1NtdWlC2FTEvAIIYa1jIwMli9fjoODg3rbtWvXKC4u5siRIyQlJXH58uUhvMKhFRAQgJ+f310fYy6jpigKn376qbr0c/Xq1Q99AClGLwl4hBA2Z+myVOh/b1N/y1KFeeYyak1NTYwfP16d7izDI8VoJgGPEMLmLGmHB6isrKSlpYV58+aptz3ostSRaOHChQQFBfV5u1vdkxDClAQ8Qgib690OHxAQwIoVK9R2+N4t5hkZGcTFxZkM57t48SJhYWE888wzvPDCCyQnJw844Hn11Vd54oknzK5AUBSFH//4x2g0GoKDg/nss8/U+4YIuqLXAAACKklEQVRiQ/zp06e5cOFCn7e7rYDozVxGzcPDg9bWVrq7u01uF2JUUhTlbm9CCDHqnD17VikpKVECAwP7vf+vf/2r8uKLLyoGg0HJz89XtFqtoiiK0tTUpHh7eytNTU1Kc3Oz4u3trTQ3N9vy0s16/vnnlXPnzvV7n16vV7y9vZUrV64oXV1dSnBwsHLhwgVFURRl+fLlSnp6uqIoirJu3Trlvffes9k1CzEIzMY0kuERQjx05s+ff9chiZmZmaxatQo7OzsiIiJobW2loaGBv//970RFReHu7o6bmxtRUVFkZWXZ8Mr7+uijj/D09CQ/P5/Fixer067r6+tZtGgRYD6jBrB9+3Z27tyJRqOhqamJNWvWDNlzEWIwyaRlIYT4CnNFvsNxQ/yyZctYtmxZn9unTp3KyZMn1fcXLVqkBkC9+fj4UFRUNKjXKMRwIBkeIYQQQox6EvAIIcRXmCvyHUg7vRBieJGARwghviI2NpbDhw+jKAoFBQWMGzeOKVOmyIZ4IUYwqeERQjx04uPjycnJobGxEU9PT9544w30ej0AP/zhD1m0aBEnT55Eo9Hg4uLCH/7wB+DBN8QLIYaObEsXQgghxGgh29KFEEII8fCSgEcIIYQQo54EPEIIIYQY9STgEUIIIcSod68uLbPFP0IIIYQQI4VkeIQQQggx6knAI4QQQohRTwIeIYQQQox6EvAIIYQQYtSTgEcIIYQQo54EPEIIIYQY9f4PQYx3NmabOz8AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "from meshmode.discretization.visualization import make_visualizer\n",
        "vis = make_visualizer(queue, discr, order)\n",
        "\n",
        "x, y, z = discr.nodes()\n",
        "val = cl.clmath.sin(3*x.with_queue(queue))\n",
        "\n",
        "plt.figure(figsize=(10, 7))\n",
        "vis.show_scalar_in_matplotlib_3d(val, do_show=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 171,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "(80, 66)\n",
            "(3, 80, 66)\n"
          ]
        }
      ],
      "source": [
        "grp = discr.groups[0]\n",
        "val_view = grp.view(val.get(queue=queue))\n",
        "nodes = grp.view(discr.nodes().get(queue=queue))\n",
        "\n",
        "print(val_view.shape)\n",
        "print(nodes.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 172,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(grp.unit_nodes[0], grp.unit_nodes[1], \"o\")\n",
        "plt.gca().set_aspect(\"equal\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 173,
      "metadata": {},
      "outputs": [],
      "source": [
        "from modepy.matrices import vandermonde\n",
        "\n",
        "vdm = vandermonde(grp.basis(), grp.unit_nodes)\n",
        "dr_vdm, ds_vdm = vandermonde(grp.grad_basis(), grp.unit_nodes)\n",
        "\n",
        "# Use la.solve in real code!\n",
        "dr = dr_vdm @ la.inv(vdm)\n",
        "ds = ds_vdm @ la.inv(vdm)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 174,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "2.5275656016611805e-11"
            ]
          },
          "execution_count": 174,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "dr_nodes = np.einsum(\"ij,dkj->dki\", dr, nodes)\n",
        "ds_nodes = np.einsum(\"ij,dkj->dki\", ds, nodes)\n",
        "\n",
        "normals = np.cross(dr_nodes, ds_nodes, axisa=0, axisb=0, axisc=0)\n",
        "\n",
        "area_elements = la.norm(normals, axis=0)\n",
        "\n",
        "area = np.einsum(\"i, ki->\", grp.weights, area_elements)\n",
        "\n",
        "true_area = 4*np.pi\n",
        "abs(area - true_area)/true_area"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.5"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 4
}