{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GEONE - DEESSE - Simulations with probability constraints\n", "\n", "## Main points addressed\n", "\n", "- deesse simulation with probability (proportion) constraints: \n", " - categorical or continuous variable\n", " - local or global probability constraints\n", " \n", "**Note:** if *global* probability constraints are used and if deesse is launched in parallel (with more than one thread), the reproducibility is not guaranteed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import what is required" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import time\n", "import os\n", "\n", "# import package 'geone'\n", "import geone as gn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sys.version_info(major=3, minor=13, micro=7, releaselevel='final', serial=0)\n", "geone version: 1.3.0\n" ] } ], "source": [ "# Show version of python and version of geone\n", "import sys \n", "print(sys.version_info)\n", "print('geone version: ' + gn.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Categorical simulations - global probability constraints\n", "\n", "### Training image (TI)\n", "Read the training image. Source of the image: *D. Allard, D. D'or, and R. Froidevaux, An efficient maximum entropy approach for categorical variable prediction, EUROPEAN JOURNAL OF SOIL SCIENCE, 62(3):381-393, JUN 2011, [doi:10.1111/j.1365-2389.2011.01362.x](https://dx.doi.org/10.1111/j.1365-2389.2011.01362.x).*" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0., 1., 2.])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read file \n", "data_dir = 'data'\n", "filename = os.path.join(data_dir, 'ti2.txt')\n", "ti = gn.img.readImageTxt(filename)\n", "\n", "# Values in the TI\n", "ti.get_unique()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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7rJ588kk9++yzaS9z0aJFamlpif00NjY62GIAAOxzvMd511136d57741FrldccYX+8pe/qLq6WrNmzVJJSYkkqampSYMHD469r6mpSaNHj+50mQUFBSooKDBuS6bzaMaPUEzn/WHmx4kfEOxjk2Mqs6sCUv2/s3sbM2J++xzvcZ46dUrduiUutnv37uro6JAklZWVqaSkRLW1tbHnW1tbVVdXp/LycqebAwCAoxzvcX7zm9/U0qVLNXToUH3hC1/QG2+8oWXLlunWW2+VJOXl5WnhwoV6+OGHNWzYMJWVlWnx4sUqLS3VtGnTnG4OAACOcrxwPvXUU1q8eLFuv/12HT16VKWlpfqXf/kX3X///bHX3H333Tp58qTmzp2r5uZmXXvttdq2bZsKCwuNPqvlS1JRb/M2popg03m/H+eCjY9mwj5imPlzw48I15zdeDbVe7qKfU+dOC5peLpNCwXHC2e/fv1UU1OjmpqalK/Jy8vTQw89pIceesjpjwcAwFXMVQsAgAEKJwAABkJ3P06vccmKf9g5nxuW82JhP3cdZm7tu3TOa3qxrDCixwkAgAEKJwAABohq00AMm8jr+DN+qLydqDzh8qEuYjI/xrhEsqkF6VIkO8eslJv/WyK/l5SfwQLanWqJffQ4AQAwQOEEAMBAoKPaF8Y0qHfffqGcnNipyZ69joX8MstLOrND+SX6I54155fjDrmBHicAAAYonAAAGAh0VHuencmJvWY3KszmKDqnJqu3Ey36JQZF11Ltm0y+V9k8xoN23KUaAR6EtucSepwAABigcAIAYCAUUW08J2PbTCKmVO9NjnDdmOvWj9F1vK6iXTuRlBfr55eIz617v3rJL+tgd7SyX2JRp9oRtPUOAnqcAAAYoHACAGAgdFFtvFS3xvFjfJnMTmziZJzolzjNlOk+To7G7ayrF7Ft/Gekiu/d2ke5EtHZnQzEqf2dzv8Zp27nlc4kGrbfk4W5Yf2GHicAAAYonAAAGAh1VJtKchxiN9Yzkeq2VnaZRi2pXp/OZwc1tk2H6bq6Fdua7iev91GQTnuk2i+bunrPWGc+O2jxLNJDjxMAAAMUTgAADORkVOuFTGLe5PdnGvu6zY+jMr2eJCGeH7eHW0y3czqjmu3wyzZ3Kna1i3g2O+hxAgBggMIJAIABotoA8Es8Gx+HBSkishsnBnU0cZDa7ff2BUH8MezGXNf4bPQ4AQAwQOEEAMAAUa38fxsuP/LLKEZT6Ux+EfbYy6lJHex8j9waVYtEuXT8ZgM9TgAADFA4AQAwQOEEAMAA5ziTcL4z9TkRL+5LmerzUsm0Habn5Zw6X+TWscW5LcB99DgBADBA4QQAwABRbRdyKbb1Y6xnJ3Z0Mj52an+7Nfl7qm3g5MxSXl6aAm8Q3zuPHicAAAYonAAAGCCqzWGmsY3fZwvyetSvqXQiSzv7yO/xW3xsG6SbA/gJcbe/0OMEAMAAhRMAAAOBjmpvXj5cyvcmlkueHPw8v0cofo/x3JJObGtnX9oZoWhnlGvye/048tGLCSgy4cc43i1OjVLu6tj0y3EXBPQ4AQAwQOEEAMBAoKPali9JRb2lPMORek5GPEGNcLsStgisq9g2/jnTiQScnHggqDGZnUickbQIG3qcAAAYoHACAGAg0FHteakiMzvzmyZzKqZMFeEmC3Kk6yWnRp36JTbMpdGN8d+pdLZ/2E4dZMqt00N+HNntV/Q4AQAwQOEEAMCAK1HtBx98oHvuuUcvvfSSTp06pc9//vNas2aNxo0bJ0myLEtLlizR6tWr1dzcrEmTJmnlypUaNmyYo+0IQvTg9qjcIGwDU6nWKSzrGqT1MI1RuxrVDASF4z3O//u//9OkSZPUs2dPvfTSS3rrrbf07//+77roootir3n88ce1fPlyrVq1SnV1derTp48mT56sM2fOON0cAAAc5XiP87HHHtOQIUO0Zs2a2GNlZWWx3y3LUk1Nje677z5NnTpVkrRu3ToVFxdry5YtmjFjhtNNAgDAMY4XzhdeeEGTJ0/Wd77zHe3cuVOf+9zndPvtt2vOnDmSpMOHDysajaqioiL2nkgkogkTJmjPnj2dFs62tja1tbXF/m5tbbXVFr/HXF1xam7KsEs1OtVOnBsEmbTX6+Of2DU8ujruWk9JkXXetcWPHI9q33///dj5ypdfflk//OEPdccdd+jZZ5+VJEWjUUlScXFxwvuKi4tjzyWrrq5WJBKJ/QwZMsTpZgMAYIvjhbOjo0NXXXWVHnnkEY0ZM0Zz587VnDlztGrVqrSXuWjRIrW0tMR+GhsbHWwxAAD2OR7VDh48WJdffnnCYyNHjtTvfvc7SVJJSYkkqampSYMHD469pqmpSaNHj+50mQUFBSooKHC6qZ1K53ZUYWN6Oym/b7OgxbOAlPp7GJbTEEHmeI9z0qRJamhoSHjs3Xff1aWXXirpk4FCJSUlqq2tjT3f2tqquro6lZeXO90cAAAc5XiP884779TEiRP1yCOP6J/+6Z+0b98+Pf3003r66aclSXl5eVq4cKEefvhhDRs2TGVlZVq8eLFKS0s1bdo0p5sDAICjHC+cV199tTZv3qxFixbpoYceUllZmWpqajRz5szYa+6++26dPHlSc+fOVXNzs6699lpt27ZNhYWFTjcnI36JIJ2aJCE5yvH7nK9+H1lsZz5iv7Q7nRjPzvHBSFpv2Bk9Dnt27dqlJ554QvX19froo4+0efNm406bKzMHfeMb39A3vvGNlM/n5eXpoYce0kMPPeTGxwMA0KmTJ0/qyiuv1K233qqbbroprWWE4u4oAADYMWXKFE2ZMiWjZVA4AQCBlzwxjptXY1A4bTI9l+PFOdFMz30GaTJxr893xm+PTPal25P4d8Wt85peS/Xd8+OlT+mwc9kJPlvyxDhLlizRAw884MpnUTgBAIHX2NiooqKi2N9uXvtP4QQABF5RUVFC4XQThdMldqNdN+KmdGJNO7FQJpcnBCFW8zKmtHMpSzoyjYCDFN8HVfI+ciqStXN6wS+XRwUdhRMAkDNOnDih9957L/b34cOHdfDgQQ0YMEBDhw61tQwKJwAgZxw4cEBf+cqn3fyqqipJ0qxZs7R27Vpby6BwZpnbsxN1FQmmim1SvcfSZ8c8XsR7fp9RKJuyOYrXDidnrwoSv2x/J04RnDpxXNLwzBuTJdddd50sy8poGY5P8g4AQJhROAEAMEBUm8NMYxs/RqRetCnII4X9gAv5/fndQfrocQIAYIDCCQCAgVBHtXYjokxG9qX6jHSW6Zf7f2Yi1fbY5G0zPBGG/eWkdCJZJ78/gFfocQIAYIDCCQCAgVBHtXa5Meov0zk//R4Dml5oH/+4W/O0ZnPkoh/3l5Pz1notzHPmpjMpSSph2zZBQY8TAAADFE4AAAwQ1XrAydg2nl8iwXh2ItzkOMrO7ZC84FQ8aPeWcnb4cR/7Rap43I+xuZOIZ7OPHicAAAYonAAAGCCq9VhXIxWzGcHYiRczib26Gkn4u7FpL9Y1piNKU+27bI6uzqX5UVMdv3Zj82xGuqb7xutJI8IefaeDHicAAAYonAAAGCCq9RG3I5hMR3sGaXSv1+xEu5nG9G7H6X7lxWQI2dy2TkXq6bTPdGKS6U+WSu3GHxM69DgBADBA4QQAwEBORrXJkUSquCKT2MR0Ltd02Bnt5uTF+HbaES+dNoUxavSDsIywtROJex3nZnrMmu4PJ+d6tnNcJG/z1lNSZJ1jTQgkepwAABigcAIAYCAno9pkqaIPt25/ZSqTUYWp5vB0i5141os4NizRpFMy3QZezCfs1H4K2gQBXpzWyaQd8fgufYIeJwAABiicAAAYoHACAGAgFOc4/XIu0gupznd6cf4yqOweH9k8f+P1eTk7vL5Pqtvn+roaK+DH7e/H/2ubxn6oUyeOSxqe7aZkFT1OAAAMUDgBADAQ6Kg28ntJ+f68n6MXTGdR8eJeoHYiY2YOypwX9+YM874wvd8qEI8eJwAABiicAAAYCHRUe57f7xPpx9GaXb0umyMJs8mPsw05dQynsz6mNxHw4n6VqbhxowYp/N8Lr2f0Cgt6nAAAGKBwAgBgIBRRbSp+j3D9yk48ZToqMWgxVzYn3vbLhe8Jx0GGo6XP8zrO9Tq25X9ObqDHCQCAAQonAAAG8izLsrLdCFOtra2KRCLSP0vKt/eebEYlfhmh6RfpxLZBjbpS7ftsxrFO3pvTlF/2Yza3QTIvt4ndOa27HEXdLmmd1NLSoqKiorTbks7/8U451B4T9DgBADBA4QQAwIDro2offfRRLVq0SAsWLFBNTY0k6cyZM/rXf/1Xbdy4UW1tbZo8ebJ+/vOfq7i42GjZLV+Sinrbi02yOT+qHy+shzf8MkLWSZlMCpD8PcxWdNvVfrHzHc1kG3S1zm5PSJA8Gj5oo939wtUe5/79+/Uf//Ef+uIXv5jw+J133qkXX3xRzz33nHbu3KkPP/xQN910k5tNAQDAEa4VzhMnTmjmzJlavXq1LrrootjjLS0t+sUvfqFly5bpq1/9qsaOHas1a9botdde0969e91qDgAAjnAtqq2srNSNN96oiooKPfzww7HH6+vrdfbsWVVUVMQeGzFihIYOHao9e/bommuuuWBZbW1tamtri/3d2toq6dPbisGeTOMpp6QTFzGnZmbc2r+ZzuUahv2aajIQ00kS7L7Oye2Uav/ZbWOucqVwbty4Ua+//rr2799/wXPRaFT5+fnq379/wuPFxcWKRqOdLq+6uloPPvigG00FAMCI41FtY2OjFixYoPXr16uwsNCRZS5atEgtLS2xn8bGRkeWCwCAKcd7nPX19Tp69Kiuuuqq2GPnzp3Trl279LOf/Uwvv/yy2tvb1dzcnNDrbGpqUklJSafLLCgoUEFBwQWPm4yqjRfUSCgddkd1mo7+tBP9MWLPe4zazpxTo+D9eEuy5O95/PrZnX+69ZQUWedkq4LH8cJ5/fXX6w9/+EPCY7Nnz9aIESN0zz33aMiQIerZs6dqa2s1ffp0SVJDQ4OOHDmi8vJyp5sDAICjHC+c/fr106hRoxIe69OnjwYOHBh7/LbbblNVVZUGDBigoqIizZ8/X+Xl5Z0ODAIAwE+ycluxn/zkJ+rWrZumT5+eMAFCuvwYiXjBzrr+bqw7n20nzvJ6v4RhhGYuMx3J6cU+tnMKw3TChK5kMplLOtsjm7fPCzJPCueOHTsS/i4sLNSKFSu0YsUKLz4eAOBTv7yjQb379kv7/adOHNfN64Y72KLPxly1AAAYyEpU6ya/R3RdjWoLqjDOxevH24EhURijedPJFNxChNs1epwAABigcAIAYIDCCQCAgUCf43xhTGajsbKBcwSZc2sCajv7xq1znxwXmQnj+c54uXrJnV/R4wQAwACFEwAAA4GOaoOCGC78swixj/1zKYXX+96p2YXsLtet2cBgHz1OAAAMUDgBADBAVBtCfh9VmBzpMUow3DKN6e1MkJ5quWEfbYvsoMcJAIABCicAAAaIagOM6Mke4jr/sHtfSqeWGx/hchxkbtPYD3XqxHFJ3t7Gy2/ocQIAYIDCCQCAAaJaZJ1fLpy3cw9Cty52R7hxH9dwoccJAIABCicAAAYCHdXevHy4lG/+Pq9H1BHTpCeTC9+dZLr/7ES+yK7kW9Nlc5Qto32Dhx4nAAAGKJwAABgIdFSbruSYJhViE//z+nZlMNfVfjH9jpnG3X75Dtv9n0NsGwz0OAEAMEDhBADAQE5GtQgnv8e28aNtGWH7CdNokhHq8AN6nAAAGKBwAgBgINBRbcuXpKLe9l6bTnSXyQi3XB0d58eL//24/ZO3U5ijW7sReti+M3ZH0iJ46HECAGCAwgkAgIFAR7UmMh1xmSpGIo7xpzBEfWGUPP9wqu9i2GLbdLAN/IseJwAABiicAAAYyJmoNl5Xt6uyE+PaiWeJVgBnpPq++fE75tapG2Jbf6HHCQCAAQonAAAGKJwAABjIyXOcXUl1/tOPk4YHSVeTczs1a44XE4C7dX47mxPAZ3O2p67GG5zn9+9e/HYK8v+PVPv7gra3u98Wv6PHCQCAAQonAAAGAh3VvjCmQb379jN+XzoRlN/v9RhkdiJWr+PLTD4v08sn3I5t7UbafpywH95fnpMcP7eekiLrXPmowKDHCQCAAQonAAAGAh3V3rx8uJRvHlHYjapSRVLx0YUXIzn9KH7bpIqunYyO/LKdnYrsk+O2VNvKqbjUye1nuqywR7tej4h2K5LN5sjuoKHHCQCAAQonAAAGAh3VnufWKDO/xINecyqmCdLk3OkwvdjdyQnA7cRqYT9+gzTxuZOj8r34XjGiumv0OAEAMOB44ayurtbVV1+tfv36adCgQZo2bZoaGhoSXnPmzBlVVlZq4MCB6tu3r6ZPn66mpianmwIAgOMcj2p37typyspKXX311fr444/1ox/9SF/72tf01ltvqU+fPpKkO++8U//5n/+p5557TpFIRPPmzdNNN92k//7v/3a0LXajMb/HPGHT1X7J5r5wKobyerIMv0eyXsxTHCTJEb9Tx4gX0fWmsR/q1Injkoa7svygcLxwbtu2LeHvtWvXatCgQaqvr9eXv/xltbS06Be/+IU2bNigr371q5KkNWvWaOTIkdq7d6+uueYap5sEAIBjXD/H2dLSIkkaMGCAJKm+vl5nz55VRUVF7DUjRozQ0KFDtWfPnk6X0dbWptbW1oQfAADSsWLFCl122WUqLCzUhAkTtG/fPqP3uzqqtqOjQwsXLtSkSZM0atQoSVI0GlV+fr769++f8Nri4mJFo9FOl1NdXa0HH3zwgsdbviQV9TaPOohmnWXn1lDx/DrXrxsjCZnjOLekcww5dYzwf82e3/zmN6qqqtKqVas0YcIE1dTUaPLkyWpoaNCgQYNsLcPVHmdlZaUOHTqkjRs3ZrScRYsWqaWlJfbT2NjoUAsBALlk2bJlmjNnjmbPnq3LL79cq1atUu/evfXMM8/YXoZrhXPevHnaunWrXn31VV1yySWxx0tKStTe3q7m5uaE1zc1NamkpKTTZRUUFKioqCjhBwAAE+3t7aqvr084VditWzdVVFSkPFXYGcejWsuyNH/+fG3evFk7duxQWVlZwvNjx45Vz549VVtbq+nTp0uSGhoadOTIEZWXl6f3mRleiE7E4R9+nDTBqTk8u4rk7IwA5zhNze+TIXQ1sth0Ygw/rp8fJI99KSgoUEFBQcJjf/vb33Tu3DkVFxcnPF5cXKx33nnH9mc5XjgrKyu1YcMGPf/88+rXr1/svGUkElGvXr0UiUR02223qaqqSgMGDFBRUZHmz5+v8vJyRtQCANIyZMiQhL+XLFmiBx54wJXPcrxwrly5UpJ03XXXJTy+Zs0a3XLLLZKkn/zkJ+rWrZumT5+utrY2TZ48WT//+c+dbgoAIEc0NjYmnMZL7m1K0sUXX6zu3btfMOFOV6cKO+NKVPtZCgsLtWLFCq1YscLpj09si2GEC6TLi7k9czXODfvI5DDus2ywM/4lPz9fY8eOVW1traZNmybpk6s/amtrNW/ePNufFYpJ3gEAsKOqqkqzZs3SuHHjNH78eNXU1OjkyZOaPXu27WVQOAEAOeO73/2u/vrXv+r+++9XNBrV6NGjtW3btgsGDHUlz7KTrfpMa2urIpGIWlZ/MgGCKS/m9gzLPLlezCUa5ou+7W4/v0SQdrankyNYnTq+Um0/vx8fQXTqxHHdPG64WlpaMro08Pz/8V8eaFDvvv2y3h4T3FYMAAADFE4AAAwE+hznC2My6+I7zfRC5iBw6uJ/dM0vI0dNj2G/TDyQagT9Jm+bgRxBjxMAAAMUTgAADFA4AQAwEOhznNni1mwwuTp0PpPze37ffpnenzEV0+3kxTlUv+8LL6QzziFXt1WQ0eMEAMAAhRMAAANEtTbZiWf9cklBpry+7MSNbeXH2NDJ7Wonzs0mu/dVDerlTk5eeub2ZWx+Of7DhB4nAAAGKJwAABggqsUFvLi3ZDynIm4/xrPx/BJLJse8Xp5WSI4l4/eTnZsv2Nlubt3EIagzg3XVbj9+T4KAHicAAAYonAAAGCCq7YIXcZrfo5IgjXT0+7b0qyCNBvfiXrp+lGoUtd/3V1jR4wQAwACFEwAAA0S1QBYkR45+icSDFNu6xS+jZ+1McsH+yg56nAAAGKBwAgBggKgWXfLLRfupMJLWPbl6K7Jsxp+ZzEHMyFvv0OMEAMAAhRMAAANEtbDNi9iWUYL+kWr7x0eqfhmB6pZMjke/3/oN6aPHCQCAAQonAAAGiGo95peRg0Hjx+2WSUyZvD5+Gb0c347fjf3s16faL+lsGz+OsLUjSJFskLarn9HjBADAAIUTAAADRLVdyCQ+i49vvL4VkheRV6p1yjRm9ONIWjdGjna1TK+jPzeOz0xH3mYztk31vQ9SJBv/PSKedR49TgAADFA4AQAwQFTrgfi4JzmKzCRG8ePF506ODvU6Ysrm9kxYVxdG1bp1uiCoI2HDiHjWO/Q4AQAwQOEEAMAAhRMAAAOc4/SA6WwsdtmZgNqPw/q7Ot/m5PbpjF/OC3e1L5w6T5zNy6DgnlT71e3vDj5FjxMAAAMUTgAADBDVuiQhOn3Vubg0VXTn9/tYeh0b+lE6+97OdrMbgweVH083ZBOXAGUfPU4AAAxQOAEAMEBUGwB+iYj8rqsZmryUzTgx7PwS28bL5veT2DY76HECAGCAwgkAgAGiWpc4OcrVdGSf30fYesHuvRPjt4/pdsvVaIyJDpDr6HECAGAga4VzxYoVuuyyy1RYWKgJEyZo37592WoKAAC2ZSWq/c1vfqOqqiqtWrVKEyZMUE1NjSZPnqyGhgYNGjQoG036TH65EDqTdiRHbGGLGtPZNqki3VSP52r0Hc8v28YvI0pNJ6nIFKdisi8rPc5ly5Zpzpw5mj17ti6//HKtWrVKvXv31jPPPJON5gAAYJvnPc729nbV19dr0aJFsce6deumiooK7dmzp9P3tLW1qa2tLfZ3S0uLJOn0iRPuNjaF1lOGb2j/9NdTJ45724721E852Ra/Md5Hdrm0L4Mk5bbt4lhzm9/3RZiOx/P/dy3Lcmh5mbU70/enxfLYBx98YEmyXnvttYTH77rrLmv8+PGdvmfJkiWWJH744Ycffnzy09jYmFEtOH36tFVSUuJIW0pKSqzTp09n1B4TgbgcZdGiRaqqqor93dzcrEsvvVRHjhxRJBLJYsu81draqiFDhqixsVFFRUXZbo5nWO/cWe9cXGcpWOttWZaOHz+u0tLMztsWFhbq8OHDam/PPKrIz89XYWFhxsuxy/PCefHFF6t79+5qampKeLypqUklJSWdvqegoEAFBQUXPB6JRHx/kLmhqKiI9c4hubjeubjOUnDW26kOS2FhoacFzymeDw7Kz8/X2LFjVVtbG3uso6NDtbW1Ki8v97o5AAAYyUpUW1VVpVmzZmncuHEaP368ampqdPLkSc2ePTsbzQEAwLasFM7vfve7+utf/6r7779f0WhUo0eP1rZt21RcXGzr/QUFBVqyZEmn8W2Ysd6sd9jl4jpLubveQZVnWQ6NKQYAIAcwVy0AAAYonAAAGKBwAgBggMIJAICBQBbOMN+SrLq6WldffbX69eunQYMGadq0aWpoaEh4zZkzZ1RZWamBAweqb9++mj59+gUTSgTdo48+qry8PC1cuDD2WFjX+4MPPtD3v/99DRw4UL169dIVV1yhAwcOxJ63LEv333+/Bg8erF69eqmiokJ/+tOfstjizJw7d06LFy9WWVmZevXqpb//+7/Xv/3bvyXMfRqGdd61a5e++c1vqrS0VHl5edqyZUvC83bW8dixY5o5c6aKiorUv39/3XbbbTqRpTm6Ecezyf0csnHjRis/P9965plnrD/+8Y/WnDlzrP79+1tNTU3ZbpojJk+ebK1Zs8Y6dOiQdfDgQevrX/+6NXToUOvEiROx1/zgBz+whgwZYtXW1loHDhywrrnmGmvixIlZbLWz9u3bZ1122WXWF7/4RWvBggWxx8O43seOHbMuvfRS65ZbbrHq6uqs999/33r55Zet9957L/aaRx991IpEItaWLVusN9980/rWt75llZWVeTo3p5OWLl1qDRw40Nq6dat1+PBh67nnnrP69u1r/fSnP429Jgzr/F//9V/Wj3/8Y2vTpk2WJGvz5s0Jz9tZxxtuuMG68sorrb1791q///3vrc9//vPW9773PY/XBMkCVzjHjx9vVVZWxv4+d+6cVVpaalVXV2exVe45evSoJcnauXOnZVmW1dzcbPXs2dN67rnnYq95++23LUnWnj17stVMxxw/ftwaNmyYtX37dusf//EfY4UzrOt9zz33WNdee23K5zs6OqySkhLriSeeiD3W3NxsFRQUWL/+9a+9aKLjbrzxRuvWW29NeOymm26yZs6caVlWONc5uXDaWce33nrLkmTt378/9pqXXnrJysvLsz744APP2o4LBSqqPX9LsoqKithjn3VLsqA7fwu1AQMGSJLq6+t19uzZhG0wYsQIDR06NBTboLKyUjfeeGPC+knhXe8XXnhB48aN03e+8x0NGjRIY8aM0erVq2PPHz58WNFoNGG9I5GIJkyYENj1njhxompra/Xuu+9Kkt58803t3r1bU6ZMkRTOdU5mZx337Nmj/v37a9y4cbHXVFRUqFu3bqqrq/O8zfhUIO6Oct7f/vY3nTt37oIZhoqLi/XOO+9kqVXu6ejo0MKFCzVp0iSNGjVKkhSNRpWfn6/+/fsnvLa4uFjRaDQLrXTOxo0b9frrr2v//v0XPBfW9X7//fe1cuVKVVVV6Uc/+pH279+vO+64Q/n5+Zo1a1Zs3To75oO63vfee69aW1s1YsQIde/eXefOndPSpUs1c+ZMSQrlOiezs47RaFSDBg1KeL5Hjx4aMGBAaLZDUAWqcOaayspKHTp0SLt37852U1zX2NioBQsWaPv27YG8W0K6Ojo6NG7cOD3yyCOSpDFjxujQoUNatWqVZs2aleXWueO3v/2t1q9frw0bNugLX/iCDh48qIULF6q0tDS064xwCVRUm84tyYJq3rx52rp1q1599VVdcsklscdLSkrU3t6u5ubmhNcHfRvU19fr6NGjuuqqq9SjRw/16NFDO3fu1PLly9WjRw8VFxeHcr0HDx6syy+/POGxkSNH6siRI5IUW7cwHfN33XWX7r33Xs2YMUNXXHGFbr75Zt15552qrq6WFM51TmZnHUtKSnT06NGE5z/++GMdO3YsNNshqAJVOHPhlmSWZWnevHnavHmzXnnlFZWVlSU8P3bsWPXs2TNhGzQ0NOjIkSOB3gbXX3+9/vCHP+jgwYOxn3HjxmnmzJmx38O43pMmTbrgcqN3331Xl156qSSprKxMJSUlCevd2tqqurq6wK73qVOn1K1b4r+e7t27q6OjQ1I41zmZnXUsLy9Xc3Oz6uvrY6955ZVX1NHRoQkTJnjeZsTJ9ugkUxs3brQKCgqstWvXWm+99ZY1d+5cq3///lY0Gs120xzxwx/+0IpEItaOHTusjz76KPZz6tSp2Gt+8IMfWEOHDrVeeeUV68CBA1Z5eblVXl6exVa7I35UrWWFc7337dtn9ejRw1q6dKn1pz/9yVq/fr3Vu3dv61e/+lXsNY8++qjVv39/6/nnn7f+53/+x5o6dWrgLs2IN2vWLOtzn/tc7HKUTZs2WRdffLF19913x14ThnU+fvy49cYbb1hvvPGGJclatmyZ9cYbb1h/+ctfLMuyt4433HCDNWbMGKuurs7avXu3NWzYMC5H8YHAFU7LsqynnnrKGjp0qJWfn2+NHz/e2rt3b7ab5BhJnf6sWbMm9prTp09bt99+u3XRRRdZvXv3tr797W9bH330UfYa7ZLkwhnW9X7xxRetUaNGWQUFBdaIESOsp59+OuH5jo4Oa/HixVZxcbFVUFBgXX/99VZDQ0OWWpu51tZWa8GCBdbQoUOtwsJC6+/+7u+sH//4x1ZbW1vsNWFY51dffbXT7/KsWbMsy7K3jv/7v/9rfe9737P69u1rFRUVWbNnz7aOHz+ehbVBPG4rBgCAgUCd4wQAINsonAAAGKBwAgBggMIJAIABCicAAAYonAAAGKBwAgBggMIJAIABCicAAAYonAAAGKBwAgBggMIJAICB/w91VvXIq+xxRAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Setting for categories / colors\n", "categ_val = [0, 1, 2]\n", "categ_col = ['lightblue', 'darkgreen', 'orange']\n", "\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(ti, categ=True, categVal=categ_val, categCol=categ_col, title='TI')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation grid\n", "Define the simulation grid (number of cells in each direction, cell unit, origin)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "nx, ny, nz = 300, 300, 1 # number of cells\n", "sx, sy, sz = ti.sx, ti.sy, ti.sz # cell unit\n", "ox, oy, oz = 0.0, 0.0, 0.0 # origin (corner of the \"first\" grid cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the classes of values\n", "First, the classes of values for which the proportions will be specified have to be defined.\n", "\n", "A class is defined as an interval or a union of intervals:\n", "\n", "- `cl = [a, b]`, with `a < b`, define the class `cl` of any numerical value $v$ such that $a\\leqslant v < b$ ($a$ is included and $b$ excluded);\n", "- `cl = [[a1, b1], [a2, b2]]`, with `a1 < b1`, `a2 < b2` , define the class `cl` of any numerical value $v$ such that $a1\\leqslant v < b1$ or $a2\\leqslant v < b2$; more than two sub-intervals can be given.\n", "\n", "In categorical case, a class for a category has to be defined as an interval of lower bound $a$ (included) and upper bound $b$ (excluded) that contains the value $v$ used for the category. Adapting the bounds allows to exclude other categories.\n", "\n", "A class can be defined as a union of intervals to gather several categories whose the category values are not \"adjacent\"." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "nclass = 3\n", "class1 = [-0.5, 0.5] # interval [-0.5, 0.5[ (for facies code 0)\n", "class2 = [ 0.5, 1.5] # interval [ 0.5, 1.5[ (for facies code 1)\n", "class3 = [ 1.5, 2.5] # interval [ 1.5, 2.5[ (for facies code 2)\n", "# classx = [[-0.5, 0.5],[ 1.5, 2.5]] # for the union [-0.5, 0.5[ U [1.5, 2.5[, containing facies codes 0 and 2\n", "list_of_classes = [class1, class2, class3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define probability constraints (class `geone.deesseinterface.SoftProbability`)\n", "To save time and to avoid noisy simulations, probability constraints can be deactivated when the last pattern node (the farest away from the central cell) is at a distance less than a given value (`deactivationDistance`). Note that the distance is computed according to the units defined for the search neighborhood ellipsoid." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "global_pdf = [0.2, 0.5, 0.3]\n", "sp = gn.deesseinterface.SoftProbability(\n", " probabilityConstraintUsage=1, # global probability constraints\n", " nclass=nclass, # number of classes of values\n", " classInterval=list_of_classes, # list of classes\n", " globalPdf=global_pdf, # global target PDF (list of length nclass)\n", " comparingPdfMethod=5, # method for comparing PDF's (see doc: \n", " # help(gn.deesseinterface.SoftProbability))\n", " deactivationDistance=4.0, # deactivation distance (checking PDF is deactivated for narrow patterns)\n", " constantThreshold=1.e-3) # acceptation threshold" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun: DeeSse run complete\n", "deesseRun: warnings encountered (1 times in all):\n", "# 1: WARNING 00111: reproducibility guaranteed when using multiple threads and global probability constraint (performance possibly limited), but results differ from the serial version\n", "Elapsed time: 2.2 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='categ',\n", " TI=ti,\n", " softProbability=sp, # set probability constraints\n", " distanceType='categorical',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.25,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Retrieve the results (and display)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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435s1axYTFHZ3fx5KSkrw3Xffxe3/Hj58GH/60588v9u8eXMMGjQIr7zyCqqqqmKfb9myBStWrPD8/qWXXop169ahoqIi9tmBAwfwzDPPoHPnzujVq1fc9c8++yz27dsX+33JkiXYuXNnbE/Q1ASs798wjLijO6y0bt2aaHolPWvt2rVxdXGDpe1GjBiB5s2bY+bMmU36tmEYcX3EqbxuVFRUxO3LfvPNN3j11VcxePBgR+3K5NJLLwWAJtGKHn/8cQDAsGHD4j6vqqqK87Stq6vDs88+i759+yI/Pz92T5Z+QcI8X1pTU+N57aWXXorq6mq8/PLLsc+OHj2KJ598EhkZGTFTPy0HDx7E4cOH4z7r1q0b2rRpI2XMaujRGiclt912Gw4ePIirrroKPXv2RENDAz788EO8/PLL6Ny5M8aMGaP0+QMHDgQAz/NaN910Ex5//HGUlJRg7Nix2L17N+bNm4fTTz8ddXV1setuvvlm7N27FxdffDE6dOiA7du348knn0Tfvn0d3etZuOWWW/D73/8e119/PW6//Xa0b98eL7zwQiyggtfK/YEHHsBbb72Fn/70p5gwYQKOHTuG3//+9+jduzc2btzo+t1f/epXePHFFzF06FBMnjwZOTk5WLhwIbZt24alS5c22XPKycnBeeedhzFjxmDXrl2YM2cOTjnllJgjU8+ePdGtWzdMmzYN3333HTIzM7F06VKhfeiioiK8/PLLmDJlCs4++2xkZGTg8ssvx2WXXYaysjJcddVVGDZsGLZt24Z58+ahV69e2L9/P9W9aduuW7du+O///m9Mnz4dX3/9NYYPH442bdpg27ZtWLZsGcaPH49p06a5lteN3r17o6SkJO44CgDMnDnTsw5nnnkmSktL8cwzz6CmpgYXXngh1q1bh4ULF2L48OG46KKL4q4/9dRTMXbsWHz88cfIy8vDX/7yF+zatQvz58+PXcPaL0j07dsXzZs3xyOPPILa2lqkpaXh4osvbnKWGwDGjx+PP/7xjxg9ejTWr1+Pzp07Y8mSJfjggw8wZ86cOIc0Gv75z39i4MCB+NnPfoZevXrhhBNOwLJly7Br1y5cd911TPfSCOK7H29EWbFihXHTTTcZPXv2NDIyMozU1FTjlFNOMW677TZj165dcdc6HUf5+OOP464zXfH37NkT93lpaanRunXrJvekPQ7w/PPPG127djVSU1ONvn37GitXrmxyHGXJkiXG4MGDjdzcXCM1NdXo1KmTccsttxg7d+6MXeN0HOX0009v8kz7/Q3DMP71r38Zw4YNM1q2bGm0a9fOmDp1qrF06VIDgPHRRx951uPtt982zjrrLCM1NdXo1q2b8ec//9mYOnWqkZ6e3qRtrO1tGIaxdetW4+qrrzays7ON9PR045xzzjGWL18ed41ZvxdffNGYPn26kZuba7Rs2dIYNmxY3BETwzCMTZs2GYMGDTIyMjKMtm3bGuPGjTP+8Y9/GACM+fPnx66jPY6yf/9+4+c//7mRnZ1tAIi1XWNjo/Hwww8bhYWFRlpamnHWWWcZy5cvb9K+5hEGp6MJtG1nGIaxdOlS47zzzjNat25ttG7d2ujZs6cxceJEo7Ky0rO8TgAwJk6caDz//PNG9+7dY3WxH+NwGgOGYRhHjhwxZs6caXTp0sVo0aKF0bFjR2P69OnG4cOH464rLCw0hg0bZqxcudI444wzjLS0NKNnz57G4sWLm9yTpV+Qvm8YhvGnP/3J6Nq1q9G8efO48UE6CrZr1y5jzJgxRtu2bY3U1FSjT58+cf3FMNzfJQBjxowZhmEYxvfff29MnDjR6Nmzp9G6dWsjKyvL6N+/v/HXv/6VWE6NOlIMI0E9OjShZM6cObjzzjvx7bff4uSTT2b+/vDhw/HFF18Q98807vjZdikpKZg4cSJ+//vfK39W586d0bt3byxfvlz5szQaQO9xahRiD0d3+PBh/PGPf0T37t2phKb9+5s3b8Ybb7yhUzdRoNtOo1GH3uPUKGPEiBHo1KkT+vbti9raWjz//PP46quv8MILL1B9v2vXrhg9ejS6du2K7du34+mnn0ZqairuvvtuxSWPPrrtNBp1aMGpUUZJSQn+/Oc/44UXXsCxY8fQq1cvvPTSS7j22mupvj9kyBC8+OKLqK6uRlpaGoqLi/Hwww8TD9Zr4tFtp9Gog2mP8+mnn8bTTz8d8+w8/fTTcf/998fc9g8fPoypU6fipZdeQn19PUpKSvCHP/wBeXl5sXvs2LEDEyZMQHl5OTIyMlBaWopZs2bhhBO0DNdoNBpN+GHa4+zQoQN++9vfYv369fjkk09w8cUX48orr8QXX3wBALjzzjvxt7/9DYsXL8aaNWtQVVWFESNGxL5/7NgxDBs2LHaUY+HChViwYAHuv/9+ubXSaDQajUYRwl61OTk5ePTRR3H11VejXbt2WLRoEa6++moAxyNknHbaaaioqMC5556LFStW4LLLLkNVVVVMC503bx7uuece7NmzRyeC1Wg0Gk3o4baPHjt2DIsXL8aBAwdQXFyM9evX48iRIxg0aFDsmp49e6JTp04xwVlRUYE+ffrEmW5LSkowYcIEfPHFF46xFuvr6+MiY5hZI0466aRAY1lqNBpNsmEYBvbt24eCggKqoBFuHD58GA0NDcJlSk1NjQVX8QNmwfnZZ5+huLgYhw8fRkZGBpYtW4ZevXph48aNSE1NRXZ2dtz1eXl5sej91dXVcULT/Lv5NydmzZpFFW1Eo9FoNP7wzTffoEOHDtzfP3z4MLq0b4nqGvGy5OfnY9u2bb4JT2bB2aNHD2zcuBG1tbVYsmQJSktLm+SVk8306dPj8vLV1tYeT8FzHQAX627t+U0/y3qPrwzPTa7EqLk94n534ooNPbieZd7T/L4Jb5mDxt5G9noB3nWz3sPerub7VdE+bu+XFp768jyf9Bw33Mrw3ORK5vuxPoMVa1tYxyDP93nvEQRu48epfXn6LXM/bQDwEphDBja5TUMDqmuAb+YCmQKJaOoOAR0nV6OhoSG8gjM1NTWWOaOoqAgff/wxnnjiCVx77bVoaGhATU1NnNa5a9euWJDl/Px8rFu3Lu5+u3btiv3NibS0NKSlpREKA1fBmdmKVAHn691oldEm7rutMpw7Tey5jM8y79mk3BHd+rW3Ec/7sN7D3q687UyD2/ulRaT/sTyf+Bw3XMrQKqMN+/0Yn8FKXFtw3LdJW0ZkPLmOH4c68PRb3n4qa5sssyVHHw4Y4chBjY2NqK+vR1FREVq0aIG333479rfKykrs2LEDxcXFAI5nhP/ss8/iEuSuWrUKmZmZVJkJ7JA0ShPjIufPrT9uf7P+feRjBczlY8WPZ9ghtYMKRqwXr1tZURVSyn/8PaUccb/LYum0Ku+LKCgrqkJZkZx7qYDUz2W8J+u9ZTDysYLYTzLhVV8Z/VTW+042mLxqp0+fjqFDh6JTp07Yt28fFi1ahEceeQQrV67EJZdcggkTJuCNN97AggULkJmZidtuuw0A8OGHHwI47lDUt29fFBQUxDKXjxo1CjfffDMefvhh6kLX1dUhKysLtX/yZ6VCmpy9Oq3ZIUUndnPysd/HPimllDtfGySkdhqxvoC6jNbvj3ysAEunVSmfQHknJLNcTt9nLTdLOcI6AYalL/rRb1Rh9gPrO3ZrVxn9xvW9NQB49viWWWZmJvWz7Miax+sOAlnjxMvDApOpdvfu3bjxxhuxc+dOZGVl4YwzzogJTQD43e9+h2bNmmHkyJFxARBMmjdvjuXLl2PChAkoLi5G69atUVpaigcffFBurXzAnMS9kCXMvFbvfmiNPFiFicjEZX5X5eQnsoK3lstLgLLck/YepmZrnQidtF1Z2r/bfcIiME1I/cbsk9axYy5ARcpvvjOVfZU03sPW5olMJLOjhEHjBOi1Tvu9nISc+RxRIagHEDsyhJwKaMtl72teJmJR4eklOIHo9EPVQkjW4tnaF5zmFtK1Xnjdqwla40y87CjmvldK+Y97TKJ7TU77NTyTpZtQ9Es71cgh7HtvvOWiHS9u10RBaFrHm0h5nXwmTGS3Bc2iJ6x9MlFI6ACxskxmPIiu6EW1T7v5SRS7ULf+LmraIj3Lr4k3iL5BA6+m6fW5CatgNO8XVmG5dBpZA3YrU1lRFVD+ozm8DD/WU/a4I5WDdYy6me5F2p5kPfBzDEaRhNM4NRqNRqNRSUJrnLKxrxDdtAKSswbPc0SQtWJcOq0qthonHeEx/6V9nptJmud+PMhy3AnKJEa7v2gvH2+9aTRU2VYOWnjqFLSXrXVMAfH93a3vm2WmmSNY373WMOlJKo1T5pk6Fm9Hlj3WMO5Pyp5gSHtKTudqw4zKiVfVvWXfNwpnVUmYCx/7OJZZF9KzSc+0Xm9dONr/TzqCJusssxaabCSFxmnd62TVBGm8BxMV1ft/LIJR77nEI9IvVez92/dDzffl53sj7ck64WUtkjHmSfW2L1x4jpn5ZZXROJNwgpOmM7EMihHrC1BWFH/eK8wr7KhAKzRVaZ1BOo6FBZ42cDoPacUUPNYJHnAflyRtSgSv73udkbWPcdmLZ5JDEi1OdeMVpMmqGIiQcIITcB6o9sPOtNB4FNLAsiKWcQ/ZkYS8VuJO0YxkaR4qVtjWvUoaAcIS9UgUmsldxqTHEmhBBNL7iz1XsB48JmhViyfW/iErmATNYgFoWl+ttbKTkIKTRNTMGiLn6MKygrRrHDLvKfNd+iU4eOCd3FX0d6d+RSqjdUuEJ2QlC6L7tjRtTBprIuPM2udkjteozXNRJamcgzQajUajESXSGudrZ1U2SaNjXb3J8tJUsYLzy+mIt+xOq2+RvR/ZmqefK2t7v0q0Vb2M2Ms8cYmd+o8s0z7gv5MSK15jisXKEtY6JhqRFpx+42bSEdkvUeVs5McgEjmvGiasE70Ks63VLMf6XvwyI9P0b5b7OOHXfqqVKAkU1YtqHY5PnKQRnE5pt2i0IFGvQ6f7qBKYMgYeqyBJpGM7qvY8SYfd7bBoFzTOYTIEhqqJVmbuTxlY37tXH6BxkhPx7JUxnpz2UKO0iAgrSSE4zY5C6jAyhBdtB5c9ITtNaLKewXqfMAtP2RoIjVCyp5cKIqMIjzOVao3ESbPlMVHSCE2WBYQ9PZysscSziBG15ljb2W0Li6RIaOHqTkILTpbB4qc5TNWzmng1lsubAMPoeUoT4k3F+UCngOL2yZFGAJn3ciuXU9sHeTRJBqz7qrLgFaQmZiAVWoEmGrDAfM8G2DRH+3zgtp/s9FmY+kuY0F61Go1Go9EwkHAap9W8QbNqisJGublS5D3gzEsU2sYLexo0GRqoU7uw3Mv6jlg0BycSwUlLVR1IyeNVetna70s7/6g+q8t7FlVrn01JOMEZBGVFVTEzShjMw2E0q9ohTWaqWDqtyjEyjdPko6oNzfCNMs3o9vuToHFMCgt+7ZWLLqJIpnLZx79U42Xut7ZRTICuVF2q8KMF538QnShjHZBiQmR5Fu2mPukZQSBLawiDo5HMNgxae/ejPUUdkVQJD6cFGq+QI71L0QUJb/o3mdogbSSy2vOBrGfFnxdlEk5wmo4WxJUSpanTCbfOrGpiDHtYPSe8BKibtml+V3aYM81xSG3Pc7bU692y3pOUxQjQ75yGKFgSEolIC85Rc3tg6b1NJ9ew53GkwWu/UrbXrCxEA+K7fc+PvS8NPW6LI5mTOE1fspfB1LCdFl8yTKp+C3RShCH7Hr7GH1IMwzCCLgQrdXV1yMrKAm4EkHr8M5KAUXXwVzSyCs297eHLnARoECZAVpMazQTDImhFJmp7+0YBmSZMp3chEs1IleBU6QPAi9M8o0Lb86o/Sz1E29L6jusOAlnjgNraWmRmZnLf05zHa/8EZLbiL5us8rCgj6NoNBqNRsNApE21VtxSGwFqzSoyA4DbV5Hm76o0JB4NTLbHKatZVyTQfJQ0TRWQnIRUaEsynFZokmaHAVV7i8neV8NMwghOwHlQ+dEB7c5IvGf6AH+TJVvLEPaB6iawaaIIRRWW+Mc0mAsPkfcd1JEnXu9TXoJwCJSNjDayLlYHvReNeqskoQQnT1ojE5oVsh8ThQzNWGS1r8I7j6Tl8DoPBTFhW9skTIfBg9S+WI9LAOrSe8kO/EH7vKgQhXPdUSOhBKcJr9DkhcckrKIj80RH4T2TxpM9hQVzsNO8S9kRZ0iOL35GnqEh6ImQdHSENl6uF05ZjEjtbX2mm2lXprDzWjy5OSqKLsDC4Nz22lmVAHoE9vwwkJCCUwTaRL0iOH3fKdgBzeBaOq0KZYT70QZNMMtUZvmeaCBsL5yOC7jd1/zc7ZiOAXmmbru2bP2dVXgGLWxNZHuAm7AIUJqg/F6CliZ4eti0Q9FFOm99tNYpl6QXnFaBI8PJRyRCi9N3/Z5w/YraIxLcgTQRWO/ntWDwWiA5OZm53dMNGe9QZOILmwAxYREkbtf6OUbcxof9HYVJYIWpLFFHH0fRaDQajYaBpNc4rasw+14lbwBw3pWvabrk0fZ4Y366XSviCCNi1lZ5PEIGsUDtDPhpMQirdmlFRaQbWZ7VMrMLed3Lb2uS1jrlkPSC08rIx5ruCaryAvRKTGyHx+uXtOfklmzZKfGtSBuo9Hh0urfqGLc8gkmkDcM60bn1HYDc5kFlPgHkjGOWLChmm7jVN4hjZxpxtOD8D26TIWnSE83qoCIrhJsgEU175Cd+nSn1yi4j+l5IizCv5/qFjLykXjgtBIPKfCOz/Vm02ygmK3DyAgaOh7hLdrTgRLwQc4pK4zZQRCd5u8Bzm1hEB39Qnp1OCwUZGinNoXiZR1b8DhYh27xm98AOYhIPQ9o4Vmid1kzCqN2xBtPQwePJaMHpAsl0C6gTPjQTpOhzw6Dt0AidMEUysr4XmjIZFx0XDE7Ciaf/qNybkpFph+dIkpfwtC52wpBmLIrCXqMG7VWr0Wg0Gg0DWuO0EbSW46ZZyNqbofUKlRHTlIeg9zdJ5WApU0o5gHLns6C8WoubWdtaPjdzfpCaPK9Z3r59Ym9Lt9ybVmQ4u7FAY7aVVRbZdZIdjSvRSJh8nG6IuKnT2PhlD0IZHoEiufxIh7hVYzWFioYVo5mYRe7N+l3Snq4MvHLQhsEsT4ImGbR1cSfLRM2ai9TtuawZZlTl8JXpPUzbzoPeK0j6fJwJq3EunebffoSbhyIp84kTZhBsGYhmvvAbXu3O616a6JFSDiwtCt5b3akf2c99s0S6UhEz1w/iFmTv+ffcsJKwgtMJ2lBssuD1mNXebOGEZeJT7VVJ0s5F0tux4HVGkfa5JC92UYFp/0z2eyBtp9C2NandeN4RjWe0jOM3pPvWng9kPct/z0QgIQUny0CRLaDsnVTG0Yiwmtw07qjUfJ20l5Ryf/cxnfZueZMl8KSbE7Us2ctKmx2IZjFM+3xRL2vrnKIX3epJSMFpEvYNbqeD0WE+OO+FH2U1BYOMvcOwZCxhxayvm6YlGy+BHOR4o3mPXuUjZWbxCpLBglt4T0200MdRNBqNRqNhICkEZ1lRVexHNinl8T+02Fer5u8qyphoOLUdIGZ6Ny7Se8tu8MboDZKwRe8Z+VhB3I/ovexY5w/WOUlDT8IeR2FxJedFVad0m2xonykrUwQLbqZTVUcygHgzHYvp1amdVTrUJJLHL4vHuImbxzkvtHGY7X3Q7Cs0x2No7h8WeLdLnN6HvU1kHf/Qx1ESCJZ9GlX7eTSet17PdXMWUDEBsJwbJZVHpC3LiqqwtIjtgHsQSZETSWjakXlGkhVzvHi9N3v7+ykIvcomc6EbFQEfZRLWVOvlxOBkvh2xvoAqCokqrM4D1vLxlsf+PauQCtqMZuLkDOXF0mlVjtF5vDDNWE4mfNNsG5Y2Cjus2yGyFxFlRVXcAsNqNnWbG1hZOq0qrg859SXdx6JHwgpOXuzCStXeqBNu+xb2cvAMOOsglrUypc2qYAo6t8mJpVxue0UsQi/RvBr9EvhOwk+F8PRDW/fad+RpU3sfty7I3N5TWIQpaWxk6QAIbKbaWbNmoaysDF999RVatmyJn/zkJ3jkkUfQo0eP2DUDBgzAmjVr4r53yy23YN68ebHfd+zYgQkTJqC8vBwZGRkoLS3FrFmzcMIJci3HtAeg7fscrMg2hbrtD9rd2Fnc8M3vqMB+PITm/B5tfFWW5/OchzPLZG/3sExeXrBMviqSsgPOOWBlLNBi+5E+hn404Tli43Q+leUeYTS3hrFMrNDIMBqYNM41a9Zg4sSJ+Oijj7Bq1SocOXIEgwcPxoEDB+KuGzduHHbu3Bn7mT17duxvx44dw7Bhw9DQ0IAPP/wQCxcuxIIFC3D//fczFVyj0Wg0GhZoZZgXQl61e/bsQW5uLtasWYMLLrgAwHGNs2/fvpgzZw7xOytWrMBll12Gqqoq5OXlAQDmzZuHe+65B3v27EFqqnfUdidvLBkrIhrN02vlKHtl5lQm2ryWJGg9EVlINK9RQI6Hsyq8wt45oToMnxXa0HI0XvB+tDetZ6loXUgE3Z9IEMd0A4BnE8OrliTDaBDa46ytrQUA5OTkxH3+wgsvoG3btujduzemT5+OgwcPxv5WUVGBPn36xIQmAJSUlKCurg5ffPEF8Tn19fWoq6uL+5GFfWK0n7OSdeYqKET3oWQ8K6p4LaJIkWaCgNUpShUiYyXKY4wFJ5+JMApNIFpj2i4j6uvrPb/jJMO84BacjY2NuOOOO/DTn/4UvXv3jn3+85//HM8//zzKy8sxffp0PPfcc/jFL34R+3t1dXWc0AQQ+726upr4rFmzZiErKyv207FjR+bykjw3efdfvCYqvyZRGu2YdgUNhM/b1gka5woZ0EwaNF6T9uuDws/JmeSlSvO+wjpRq3QSDKvQjBodO3aMkxOzZs1yvd5JhtHA7Y0zceJEfP7553j//ffjPh8/fnzs/3369EH79u0xcOBAbN26Fd26deN61vTp0zFlypTY73V1dUTh6XWg3RSUMiYvP2NNqkgR5jTZkz4P28C2O1qEKZav12LM2hetvycLIvX1o83cEsnLQNZc4ZY2UXWfem5yJUY9y+ZM4wfffPNNnKk2LS3N9XonGUYDl+CcNGkSli9fjnfffRcdOnRwvbZ///4AgC1btqBbt27Iz8/HunXr4q7ZtWsXACA/P594j7S0NGIjZL2HWOQgrwPtpP+bv7McfwDIXqGk/aawCh/ahUOYysyLPaqQicrUbazRi0Q9iYHwJzQA4gNVsNRZNPuIiWzvd1FBbvZB2QsCu4IgexyPmhs+oQkAmZmZ1HucLDKMBJOp1jAMTJo0CcuWLcM777yDLl26eH5n48aNAID27dsDAIqLi/HZZ59h9+7dsWtWrVqFzMxM9OrVi6U4Go1Go9FQwyPDSDB51f7yl7/EokWL8Oqrr8ade8nKykLLli2xdetWLFq0CJdeeilOOukkfPrpp7jzzjvRoUOH2NnOY8eOoW/fvigoKMDs2bNRXV2NUaNG4eabb8bDDz9MVQ5SrFpR7cFJK6GFxsMxLBqctaxO+zZe3pC0q1mSSUmkHbw8N0nwaJcyNFLaEGte13rBEjOW9TmiWovb+2LxTOVN/Oz1DllDArKYR2m8jEXaNzBzbYS9ar1kGC1Mptqnn34awPEjJ1bmz5+P0aNHIzU1FX//+98xZ84cHDhwAB07dsTIkSPx61//OnZt8+bNsXz5ckyYMAHFxcVo3bo1SktL8eCDD7IURRrWg9qy7geE12TGE6JOtG1Ie5J+xwn14ztu9yAtzGTBkh1GNI6vbHgEB8uirew//3eL/SxiahVBtJ3NwBBWwrI4DyteMowWJsHppZx27NixSdQgEoWFhXjjjTdYHu1cJkmOPqJakVPYN977BY1M5yfViwhZe2AqCZOnskwnOS9IfgBWnMaF3UnH+o6t36EVfKSY1NZ72O/rFL3LvI/KDD88RG1+CQpZycAinR2l9ny+78V1svIfM2rIhrcz+62RieKmAZgTTJQXEYlIEILc3hdY+0RM+JXTmW3dQm46CWIvRLxuvRZ3rNq33elRjyv/iLTgZCXsHYvnQD2PZizT3Z6lnDIma6fy05jI3bSOoJE18anSJEmTehCLIZmaXlkRfaQra79TddaUtQ3DPp8lMkklON2wTziqV3D2+9vNZ7SmUj9WmrSmUKc6mfgx0EkClLSXGyahKRvVR21U3tfNdMuLDEFnCk2WsJKmsCVpvjxlEh3rej9UHjqtmEaj0Wg0DGiN04KfKzD7s6y/84b2ot0jURkdRbZGQjIHuq3kTYJKRC6CLNOn6U3qp1ZNo80YF/3nvVBaUMIafo8Fax14tUyaz1mOPtk/Z91TrTsIZD1L951EJakEZ9jDnFnd5614mRpZhZXKkGJ2VJmSSRMST72czNBOpnKnvVTzPjTnYlXDszByKr/XmVDaiZ10P9I5RtL3VOyl8mby8UOY00ZB8/pcZvSqMHmFhwGhtGJBIXpwNsyCkxbR1GY8QkZ08uc9fE97D686ydK0ee9D0372uMq80AQekJFCjxfeiTqsY1cGQQsnp7a1l0skjVfcfUKQVoyXpNI4w4LTpMgyIQdxdtFJ82VxZALoJj+eScQv057bOxIxH/v5PsPcz0xIWmgiH7vwCpIRlJObX2d+o0TSaZyqBh2txxyN8KCd1ETDbfFoTV5mUZaBzLov48e7o4FWQFuPL5D+b0V16DQRTTsordOEZtKOqjB1SkJAu0cv692YwpFmXhr0XkHSa5yRFpzPfVKJVhltmvw9iHixooLEXi6aic5+oFy2ac/tmbTf430XfprqaDRIVbjFGwXk1lf23rZMgcrTF2i+G1VEF8+80LRlbX9tqtXHUTQajUajYSDh9jhJK7CgVqSsq0ERV3w/6sijfblF9HEyDdF4FfphwvRrz9RpjzjsmpTMeMZh93j3G1Lf89o392sv+rWzKgGEMyenXyScxslzfm/ptKpYQllrYlk/y2KN3ym7HDJwEiLm5zKFTEp58CHcnDLmqH4nZUVVsR8/jw2JYi23CGHr97JZOi3+vdLU1f4dlSR6+8si8honyVmFJ4MBKfWVFd6J3I8VYdCrdJLwlDHQU8rj76Oq/UgOO+Z7M+Cc9UZGu4ucQZWJPaiElSDKpipWc1DY25bkKewUDziFso/ImGto2nPU3OTWNoEEEJwmvBoP7aQgQ5CGMVcnbf15D4xHBdlCn+f59uc6tTev4PYKVO5lVWA5wmKisq8HITRFjsO4tR9Nggfr4kZ2HzUFtzaZ05EwgpMX+6Tgh3BjORsXho4sQ2DKOA/Iks3CCZpjLrQTk1dEG9Z3R1s3kb4gO1g6ixZkRaQv+DUWnKwdQZ4lVbV4tY+LRD4vK4OE2+PUaDQajUYlkdY4R83tAaTKu591dcyqebKuxpMt1RVAblMvE7isFTbvuVCWlGpO903kA/y8hCGmrxukPW+nfqvy3SVbv4gKWuO0QJqkrQPc7u0p2/ssyIwepLqPWF/g6F0aJYIoP+szw+pNHTaCFCRO45PmfdnHl6gX8sjHClwXlTLmEt0PnYl05CDcCKkapxX7inPE+gLmQcu6gc8SBFwFpDrLeC5LVCXZ9TOfzROdxw+PXidUvWe3ydAtyDdNG3nB4oAV9Hls1vKJzA2iCRtI96WdS7iiMjUAeDa5IwdF2lTrJ2VFVUC52skzyIDaJKymVRFnASevTNn1len56zRxsqTdEkGWcwaP5mtiPt+tHEF7I6vCLbSkjD5mHRMqtm3cxpZXMHmNN1rj9AlZsSd5J1NaD08v7VDGZO612pb9DKfneD0vyLRbJjJSsal+pglNWjeW7/DGeU4EZCQ5EO0Ljs/TGqfe4/QLmU4uNAPCfh1tNB6ncsrcfzX3Z9zOKYoMelptkecefuO3VqBKaALkunj1BVq89oijtn/sdLwpKuVPdLTg1Gg0Go2GAb3HGVHcTDmytDU/IgW5lZlnn89L26Q9ZkQbBMF6P78Dbru1TzIlH3aLKUxqh6gc7lf1DmnmiSi0T5BowZlAsAQlJw0Mv4WmiZ/ZUFRhNwPzmLadhK09lqn9b07fYUU0IhGtudbpOVaHGZLTEc9iJNEWDzzJv+19J9HaJAiSwjnIr8PKtITB6cQkDO0BODvz8JSP1RGLx91fFUF6Vas6CmQi43iTNfG3SHjMsPR7L6z15XUOsmqY9ntwaZ3aOSgx9zjNNDykzfQwrLas2USCDpweVqeJWHYSjvKxtilr3YN+Z8mOPXCA9XcZqc1EUGVa5RH09u+R7hGVBUTYSDhTLSm9mH1FGoY9DvvkqyLjAStch6ElY28XN1MkzflCr7CHrNqKddHD+r6cBC5Nn1WJqvfqd8o0nvy3MutuzalrEvQ848XSaVVAiM6OR4WENNV6neELa2cOMlINLX63nXV/S2X0IhVnR614aalBmu/9ikYl+g5J96RB1dloK077sGGda6wwx3HWptrENNVqNBqNRqOKSJtqa88HstZ6X2c14fDuf0Vh5agKq1ee3+3h136iDPOaatOkKjOuX1sXfoStdHwu3L2WAfl5TqOSGJqUuCLM5Q0DSWGqtcPq3UfyTrOj0gTFOlHKjgGbUh5tU5SJjDB8qlCREICWKL1DK7wLFLcYrjIXEV4p8yKLNtUmn6mW5CjkhnVwOnl3Bj0gSB6Fot6FpkeetW5+7bv65ekbpPelHVbNWsX7jRqyvdKtVhXVfS9sXuwaNiJtqnXCzeORRxujyTQgA6dyuz3fHhFHJaTIOE4rdLMeMo+GBOGtaA8+oOK5NJqTU4B0WdlawuBpzosqj3TRRbIOPJC4JKTgBNzTHZUV0aWf8vt4iOznydQQ3SYnkkBjEZhukzZLZByWSc2rbWRMeDSmOtp3TpsyzUuQmoswe5uLCM0wHmOyojqdHQ9RXaQAwHOTKzHq2R5BFyNQks5Uq9FoNBqNCAmrcVrh2Qfxc5XKEkzcxB5UnOY7dkTqI8PDM1bv/2hAorjFdE0pj+8HUdrDcuq/NCZKUh+Q0ZetoeCSCZoQdbRp/6zfiRKj5ia3tgkkieDkgWTqZdnjU42MPU03sx5tveyTMM+EwLtP5/Q+SPi5v0SKxsLaR8KWIDvK+BWVi2Sa9+p3Ms3cUYpYFHW04KSAdD7PFBjJ1EHdnJdMaCd83onMbHe/PWK93rN9D9KtTeIClVM8220/18lpyA1Znqi0mivLXm8ixQGWaUVhfVbCHoUJCVpwJjiyD+XT3o9XE6eZiMN0jMTEq13s7RHGOmjkI5pT020M0d5XC035aOcgBuznxmR1SFWrbOt9zbK7Pct+NpDlPJtfmgLpOWHfaysrqvJ18qJ517zY+4SsBUAYMgXJxgwcInLmVsbWgz4GI59Ia5y15/8YccLviSnKeO358DiPyNJoac7M2ttflaMKT5/ywwwqOzQcC+azlxb9+FkQGV1Y8TP7kPX9iFh8TMFrQLxdo+yMFEa0xqnRaDQaDQMJIzjDbo7wy2HDCm/oMBmaQ9QtAHplzo6qJNLm2LGGYvT6CQK3EIasfdS+Hy6rXcM+T0aFhBGcMlBpyqEZOG7XBGkeZpmMoh7/FFBfftp36TRZskx+TnuHvEJm6bQqrrOjolj3ClUJaF5k9Hlr7GD7vXj3f+33ivq4DBORzo5ijaqfDJ2CN4OGU9vQZmOhOYphhzdxs0jGElmraT/6Esu7JLVJGPo7SxYiKzxlJz2LNUE1S3YcFnjPWrJ+n9WL1iurE+14anKdzo7CpnHOmjULZ599Ntq0aYPc3FwMHz4clZWVcdccPnwYEydOxEknnYSMjAyMHDkSu3btirtmx44dGDZsGFq1aoXc3FzcddddOHr0qFBFomKCCNKUZMfqfWk/g2h6gvJO0CLnNDVNYdW0/DBf8lpB/BoD9mfY+7oszZWlLqq1ZbfxyivgwzJfhQkmr9o1a9Zg4sSJOPvss3H06FHce++9GDx4MDZt2oTWrVsDAO688068/vrrWLx4MbKysjBp0iSMGDECH3zwAQDg2LFjGDZsGPLz8/Hhhx9i586duPHGG9GiRQs8/PDDTIV/7axKtMpoAyDcHn0mS6dVoQzkKDc0ndotcL0btGcq7Z6HtIfSaQ/hix5y5wkGHzVIVgJ7W/Jq3kFEuVIZqpL33rK3ZHja1BSesrdgaLMLWX8nJbLWuCNkqt2zZw9yc3OxZs0aXHDBBaitrUW7du2waNEiXH311QCAr776CqeddhoqKipw7rnnYsWKFbjssstQVVWFvLw8AMC8efNwzz33YM+ePUhNJWSmtuGVyDqsOCWDNmEZgDSDnzVht2poJ6ygF0F+tpWb+ZCnHLwh3ESOK/hhsuVN8u72DK/xSIuoVYY1k5BsYkeMaPuiNtWKOQfV1tYCAHJycgAA69evx5EjRzBo0KDYNT179kSnTp1QUVEBAKioqECfPn1iQhMASkpKUFdXhy+++IL4nPr6etTV1cX9aDQajUYTBNwBEBobG3HHHXfgpz/9KXr37g0AqK6uRmpqKrKzs+OuzcvLQ3V1dewaq9A0/27+jcSsWbMwc+ZM3qISEc3nqALZpjSrKSsMB6DtpmY/D6Wz4GdbebWBaOBu1jinfppzaZ+luo/ISgbOSpQCqVj7SN1BIOtZeffOeg9ilsMGWSWhh1twTpw4EZ9//jnef/99meUhMn36dEyZMiX2e11dHTp27Mh0D+vgC8JLkXbwO5liSC7qYRQ6tJiThn3yCMMeC4uXo9VjUXYfcgvc7fQsltioNOHcWPbenfqjSsGkImoRT9ICPyBl3bEjc983DAm/wwqX4Jw0aRKWL1+Od999Fx06dIh9np+fj4aGBtTU1MRpnbt27UJ+fn7smnXr1sXdz/S6Na+xk5aWhrS0NJ6iNsGpI6jOJuAm6HgHKk04r6C1aFbMMGMmfg5c1j23MkBKODRWvPbtrA5oiQBL3lF7vd2sB7IWn35q6W4eubGMOwwCL2rzQ1hgEpyGYeC2227DsmXLsHr1anTp0iXu70VFRWjRogXefvttjBw5EgBQWVmJHTt2oLi4GABQXFyMhx56CLt370Zubi4AYNWqVcjMzESvXr2YCl97PpC1lu5a+yDxWqmqyG1nCjrjIucBwLPKczL5RFkjTTTsE7hf70bU7MyiVbN6fbOUidZzO6i4uUHl5bXCesyFNt+unYP79wFI7mTWTIJz4sSJWLRoEV599VW0adMmtieZlZWFli1bIisrC2PHjsWUKVOQk5ODzMxM3HbbbSguLsa5554LABg8eDB69eqFUaNGYfbs2aiursavf/1rTJw4UZpWSYKUjNr6u18DzdQI3CCZtngmwCjtoVixLnLCajYzsfYfN6uF3YRKClRPC2mSZhXEQWbXkGUCZBHUvEey3HAKLCAbvQAOH0yC8+mnnwYADBgwIO7z+fPnY/To0QCA3/3ud2jWrBlGjhyJ+vp6lJSU4A9/+EPs2ubNm2P58uWYMGECiouL0bp1a5SWluLBBx8Uq4lGo9FoND7AbKr1Ij09HU899RSeeuopx2sKCwvxxhtvsDzauUyUe5Oi+xk6ozodsryVSRqZTCcTu9Yj+j69tCgvrYSnf4qkhiO1pUzri5dpVYUPgR2/c8mGwVxrwmqpibqzod9EOh+nLLw6FqspRsWxEiD8ptcwHvEBggvjx9pvRj7W1NzrdT1vYAA7LKH8SFhN0bIyhIjAKzTt7em2mCA9Q7ZvhJ/CLCrHxcJAwmVH8es4g9tzSAMmWTugrLikvJOum0Cw/k1GTFfROKQ8z+bJnKGiL6oYdzSZWJywj0FaIebUlrTv1inDSdSwHhfjzc6SyGiNUwAWzZJl9RbVTupmShXVwt08KO3PZBFeQXlh2uENlccDzTEmEWRZXETGAekMrMiWgWwvYes9gxrvLG2SrAt/JxJScLJ6oIp4+cmMMjNifUGkV6puiwO/sqyIaHw8HsusRyKCCvDA0k9FFxOy+/DSaeTxSXoOTZBzniwhKRRmdF7hrFqAyvBijitbAJF6wkZCCk4e/NA8nARL0NqOH7CEV7MOUt6MMCT8XtnL7FNO7SfSJrI1T5kCk6ZMZpv44YPgx4LHGnSetXzWuUW1RUGTgHucGo1Go9GoJKEFp93hIwp7h2FKdB0Eqt5RVLV6e65E0b5B+n4YxwVtmVQl6GZJdq0ynyVNLly7Iw/pbxq5JKWpVqb5z8TJDd1qPkl004lf9XNryzC2s4w9dJ5nAk0XDCznnIOO2mQ1OTo5gongZrLlydUZRKYXmv1RnnYK05nUMJKUgtOKUwxbKyIDlHfFpyq1VZDpxUSfbb4r++RDsxAKehKIQqYJP7xtneDdv+VtV9GAFLzHXXgQfS9O+8CszlWaH4m04HztrEq0ymgDgCGIAeE6PzfTzY1/0dikbtfYHWzMvwPBCxBanFbSYTM9sR5X4NFkrN93er4V0cUDqU4sAopn8uUJgq86sIWK9IOyrV32fLsmJMGutUh5RFpwWvEa2CIdRmZQ6qXTqrC0iP475oDw6vTWv1kHp6zzbDyImPp4BaRfgpW0OGF5tkj4QJZ36OdEKaqtBDWp0y4qVXkNq1i4k/qIVzo6Uko2LWjJpBg0AWhDRl1dHbKysvDcJz9qnHZo93bcsHdkmsnN6zkiGofT/b2OKviZuJsmBBzvoWvZWrT1+7LCBVoFKklrlhUiz6t8JMHu9rnTPWiQbYLmTb2m2hSu4nwqy2LL7SgbaU+bdZzRtl/dQSBrHFBbW4vMzEy6h5Du8595HDcCSOW+zfFzpc+Kl4eFhPaq1Wg0Go1GNgmrcQJ8qy8rKjROEz/MWkFonPZnWzHLwbISdjM7m4i8W1XmfZ6yWKFd/QfxHknI0PbMLRHevUuWNuNpc7/a2k0L9XofPGOdtS20xplAe5wqsJvY3CLB8ITx8gvSHq1qZyHSvo3w4sVhMItkpAgqVm3Yjsw44dfxHvM9+JHJxqk+Xn3BPmbspn6ZjkO014i+G7e2CLsXeJAkjeBUvdEtO50Q7TNp3fiDPpOnOY7XRGdfrNG8qyD6nmz8ENCxtil3f5bXAjlIhzseeMM1auHpTOQFp5s7vn0AiGhZTg4eToG8nZ4hS9t0u4/XJGQdEKonXZlerjTaIe8k5sckwSMYRBNka8jwCmqn9pa5jSAblqAXdkgWgEHvaWEaaeegUXN7UF2n0vxjhuTyCs3ldyg9njx6UZmEadvaepTHDqlt7Pf1O3wareC21z3RckAm0vNk5Hl1g2aMJ3sYTxVEWnBqNBqNRuM3kTfV0mKavFStylk8bkXPcrJCMjPTmj1NoqrN0Ky0wxTf1rqdYJaLpF2bn/mhNTk9gzeykNezSOcbebxJaZ/n9AyvOokEsZANyRmPpjw8kYxeO6sSAJ21L1GJ9HEUYTdmTlg6p13gqJgAWIQa68CieZYqD13ZRyHcymfdG/UKXyaKW4B6luu9vucntI5MTvAcmbAjox+wBKiQFdea5KVL+p0GkWNgtOPt4P59GNWvhz6OomHDqqHIdiphvR+vK7w52fIkAXb7m70cIh6HfmqC1jJaJ0TZQolVaIqWQWQR4Ie3KEv8XLdoSDKfRcI6LmX7TJC8dHkhtQ/t/WQfdUlkIi84wxK8XOZ5QJaVLOsgIznE0DyHFhqvQ5Z3RRPHU5VHLKvAEumLsrVcUQ1QRhlk39/pffAuAp3u5XXO040wmW/thP3YTJSIvHNQUN6EToPYPnBkJdN2G7Qy60+TuJcVPzz6WDybVZTHzdRrxertbO0LZUVVUr1jnfqZqvqz9GtVY9beflpINIXl3etE2M7oPU5BaMNV8eYbdEJW+D+3MqhcLcuY1EQCpos+30m7DItDlZfGqaJstJOyX4FIZJeDd7zKGkes5aVpC579U73HmQAap0aj0Wg0fhL5Pc5EgzY3H82+Xpj3NNw0M15nJ/tRG0BOejkSTvcJa3urgqTV0EQ74vXw9AqAXmb7TKbVhMZsyZMYghavPXTeBOKkMIKkZ5j1f+7WSvYHJRhacAoi4onmdobKL6cYt+eIxrelLR9pwNNMrqz7L8km1Jz2e0esL5BmUiZ5dRuQc56T5zth8wRV5bim2m8gzIvuMJD0glN2B3FKg+W1WnTzGBSZDGjrJzsLPSnbRZg8DJMZ+2QuOgbCPMG6CS7V53VpymC9xo4sT3ovdDg+dpJmj9MUCFbPSquZQoW3IWkw2J8v+kwaD1gZnnROHqvWz1PK3b1yaTxf7eVmaSOnclvvl0y4xStmeRd+anEyx6JZbxEvcday8MSIdhLYKjzcWUi28cJCUmmc1j0QUnYQFbCc73Ra+Xsd+vYz/U9Zke0Qenn8c2Xu0fLgpaGH5dyvarwmblZTqJuXruy2dIpOxWI5kQHJYmTFK8IPi7UojGZmJ2iTayQySSU4aQgqr6YoboJINI0aDzR7v2aZaQ6Nswg8p71j2nYwv+MVhSXRhS8tIk4pdtycrpwiB9FAs2VgL5PXd1jiIDstoK3Pc+q3vNsd9tjYJKLsYBgkSWOq1Wg0Go1GBlrjlISblhIkYVgtenkGkz4TNeOKmL1MLcHvLDZ+4uTF7YafWwJ2rD4KPCEbrbDGWwbEArrzmGGdtjxoQ/rJHPda62xK0micPOGjWB1TZAjNRNyQD3oxIRrizclBg+TIEtb3JzuIPKujlxM0Y0z23p9f4Stpcaq/rHq7zU00708LzaYkrcbpx8qNd8Of5QxjVBwKAPZzq6S9Hdo9Rh7nF5ozrV77Y4k+ybh5TNtRFfpQhoOXjBRb9j7hVi6nQPRecY1pnOxMvNKHiWSW0cQTaY2z9vygS+CO6PlLVtd8qxYQpBs7Cfug9cp0YS+/6vrIshaIaJyqNVdrHWmPTbAIEBZ4za28/cBaD5p3rSLAuZeJ2K0cQVltEn0hyEvSaZy0WqCMtE5WRNOO8ewzqErALGsQswZ9sO6xRXFA8+Q+VVFPlvfnlAdTZFEoGlzdegyENZ+n9XfVWDVQ1SnPRO4Z1u2FMBNpjVOj0Wg0Gr9JGI1TZPUJyPUYVLFvwLpvoWJFLZrYmfUsplM7hlXb9NIsaDQP0h6YqpCQKr8DkMeUjDPFLKEs3e6jCpZ9TJMg+3RcnGF9TpmKSOfjrP0TkNnqx89FXrRsMyRtnk5aWPPmBbEnwmryEckXajcxqTJL00KT+1LEJBbGSUy0jXjr5NSOKtvIq67WQB6s45wnJ6ZTGVjvx4Wk/JdRzseZMBonILZaki1o3Pbp7Mg+G6daaPq5J0JbF1WamQzrgaz2SpZwgTKRtYj02l+0jmtRfwavcgDO/VI0wpKGjoQSnDJwi0kpCq9HIE/m9yhMrqKCIAp1pIFmorWbJ4OuO8nRhnTEyC2mMm92EifTIul+MgUI7WLKrKPKgBFRPI6WSCSUqdYJ1hilVkTPd9J2bOtznPaGwrCSVKFtBi0EaHB6jzImRpHUa2FvO5HEzjRnLWlM5KoRiQVLIuzvVJtqtcbJjao8l25aaSIKzajg5IQlY19radGP/5dxbInmmYlAWI5SuJlxaQOt+IG50Ei0fhAE+jiKRqPRaDQMJIXGKbIn5Fdg66Aj/cg+rM2ah9Qkqq7xvP3ETVNhbTsWVO7lu6HScSYKkOrv1xxjaujJZJVQRVIITiB44RmmzXxzrzSuLJyJvWWbosJgeqPFLfYuyz386hPWMeDXBKm6fm5jM8wLL1JISdXCc+m0KpTZPkvWBYwozKbad999F5dffjkKCgqQkpKCV155Je7vo0ePRkpKStzPkCFD4q7Zu3cvbrjhBmRmZiI7Oxtjx47F/v37mQv/2lmVTNd7Tcp+7CEGvU9pwjOZmUHM3eLh2j8XiZtrPo/2vKc1FRgPorFmabHXx894pKQ6qq63tX5OsYit75rlnZv38upj9tjPsuur8v1Z+7ZIHw/L3BM0XjKMBmbBeeDAAZx55pl46qmnHK8ZMmQIdu7cGft58cUX4/5+ww034IsvvsCqVauwfPlyvPvuuxg/fjxz4XnxykhA6mB+m1LDGqydd9Dy1IN3kuMNlq4q/RgLVgFjlkVFHwhDSrSg+3ZYrRte5dJaohg0MswLZlPt0KFDMXToUNdr0tLSkJ+fT/zbl19+iTfffBMff/wx+vXrBwB48skncemll+Kxxx5DQQFbp2DdMxEZLKQ0QjJCiAHeAknm2T23FF5e7SiSmkhkf4u2/qR7+xk4gOZoCcv5xaCFiwoSWfNxM017mfZJ40PkOA9N+YJMTh4UNDLMCyVetatXr0Zubi569OiBCRMm4Icffoj9raKiAtnZ2TGhCQCDBg1Cs2bNsHbtWuL96uvrUVdXF/ej0Wg0Go2JXUbU19cre5Z056AhQ4ZgxIgR6NKlC7Zu3Yp7770XQ4cORUVFBZo3b47q6mrk5ubGF+KEE5CTk4Pq6mriPWfNmoWZM2fKLqorfjjzmJpHmLQKUuouL21PpQMIq5Zolt9vMxwp7RZtYAO39jXb1i/NgDeaTxDIGKN2ByIZlh3afJ9W7Fqg9WyvFWv/5i2nvd3Mfmo9Fxvm9+5Ex44d436fMWMGHnjgASXPki44r7vuutj/+/TpgzPOOAPdunXD6tWrMXDgQK57Tp8+HVOmTIn9XldX16SR/HRzNzuvaFB5u4ebF0GFWgtqEEVx8CYaUZpIRT28wxDKkBeespMEfFTrDwDffPNNXOSgtLQ0Zc9Sfhyla9euaNu2LbZs2YKBAwciPz8fu3fvjrvm6NGj2Lt3r+O+aFpaGrERRs3tEQvVZF09WTMVmPAKVKdVbVlRFVCu/oiKqoWAioS4Ive3n9+U6aSTrNFSZJ3JNQmjYAnieJcKrdxqtaHVpL3Sl4XtXakmMzMzcULuffvtt/jhhx/Qvn17AEBxcTFqamqwfv16FBUdt0e88847aGxsRP/+/ZnuXXs+kPWfbVFrZ3M6JiGSdodkjvRajVsnGvu1XuYcksBUnZfRuvgQdeCgFaSkOske8EFMICQnDIDeYQiIL7fMBRSPdYZUvjAKUiuyzdtOixBZWnlQTlNhiIEdNZgF5/79+7Fly5bY79u2bcPGjRuRk5ODnJwczJw5EyNHjkR+fj62bt2Ku+++G6eccgpKSkoAAKeddhqGDBmCcePGYd68eThy5AgmTZqE6667jtmjFmi6R2EVoE62fFFN0YR0P5oktvYJR1RbkwXv4KGZQFUOTK/2CmpikLEHJ7p/R1q4mftnsgRokLCk++KJxCQjlyovNKkJVVqkElWYusmwTp06Ud2DOTvK6tWrcdFFTXtRaWkpnn76aQwfPhwbNmxATU0NCgoKMHjwYPzmN79BXl5e7Nq9e/di0qRJ+Nvf/oZmzZph5MiRmDt3LjIyMqjKoCKRNQuk9Ekykzi7uaCHeYUfFDTCJchJgNcU7+Q0RjtZOvUVWVsDYeiLIgsL1f4QMtqHNoWZquebZYgbPxHPjuImwxYsWED1SGaNc8CAAXCTtStXrvS8R05ODhYtWsT6aI1Go9FohPCSYTTo7CgS4Fn10kQvImlJfoSFc6uP+TdS+LKgotDQaJNBxgimDcdGGy1KZUQp2vuGQdtMBrz6jVtfkBle0Bru77nJbKFOE5GES2StckCzTr6iJjXzmaodhVhhDWPn5e0nw8kk7OZaO7IEOY+pjie5Osv9g4SnXVWZbGW3j4jZFhArj/XZB/fvw6h+PSJrqpVBwmVHCZOnnyyvPpITR5D1ZDnm4HadTK3U7kgRJiFJws2JjQWePibDGS0sYyxKiI5ZWkcolv5g9r8wzZtRQGucDMjQEni0R/O59u8G1dFlx8+0ksyDl7d/ObU/qS2dJkiaZ6s8D2vt43441VgJg8bJegaT9n2xlMVLeJrP1BpngmmcqiddkQDnbtCEtFN1bx5k5KGMEix5HUXO9PGGLnQK9iFbo1dBlPuPrGMhZhQxlnuwWClo+2IyL1pZSSjBmWyEJZN7omRYoFn1OwlR0vndoCYiN5OdrGw+fiAjETWNgGExcVrLYY0na72HjPfuFRDDxG0xr2rB/Nyt2jlIe9VqNBqNRsNApAXna2eFb+UjEn2H1XXcXOWS3NHtx0RUH2ORdUTC7wgtpou9U4QnL+cmlnaludZ6dMV6LEmG1ue1HSDrOaKY7WRNLM7aL+z1YKkXbT+2t5c1+TgLsts8LO8xkYm0c9Bzn1TiF5U9iNcEaa8XdRu3Yq8HS9QXmqMgJMwjMLTXupVBNjLfq7XsfpqaVfRN2j5HMkuGYW+L1I9Ul4tnnKp8d9Z35EdEIF6eu7VSOwf58pQACHKPicZtXDRbi4lbIHHRwNw0+yyiuThlZ/BgwVp2P/dpZWexcIorSuobYYVGQyK1m2heyjA5J9G8IxX7p0EL4iiSsIIzbDgGnLfAM3GTBr+It5/fgiRsQcODgKYNVHldm8+P4uSpsu/4tYhyEtxBLORo+8CouWQrXzIRecEpK++mG7KSxPr1bCuqUivZs7uQFgRR8LR1KrudsNWFNSON2+IKgLSMQeazZO6xxbxEHyNbUlRonU7jJujAIyrRmig9kXYO0mg0Go3GbyKvcbpBa8pxW1nJNgexBlEIctXnpD06nSfzw9lGxtk+OzR7XeaznKI4qcZpv9qEVvsk1VNlcANr25oOP6xaWxAeom7vV1biai/sWq8sbZcnNJ8mnoQWnCwEsddGMp/xeBOyxjp1G/iyHCb8GJwqhKiJ6GRN2kIIqxlbtmnV2ofsfcl6RIrnnZlRdkzsjnCy+kGiBPWw4jTfaNhJKMHJ2wlohKYK+7+K81uA3DBcJFgmPb9Wt35pAbyExavVFGqqtTi/PFZlTP68Qe+tfY53IcDSTqJ9282R0I/jP4lEpM9x4kZg6b2JcxZPFqQsISLaGck8yRqEOpHejVOqN6cysJy9FSVs/dKtH6gKTSfj3m6LC9Wp/pz6i+zFjtvWimtdJJ2b1Oc4A4QkGPxApZlQFNIK2jRviUzU1tUpq4ZHa6ZMKRfbR/TjXZhpmFiuB8gTomyv8CgdLZFhxVF1DpgmgbSqxWAQ50u12ZaNyAtOjTeyV6oyB5lbZCQ/jhrR0mQi8ygLSYCF7cB9IqNqAeHX+ws6ZJ5b+z03uRKjnk3us5z6OIpGo9FoNAxEWuN8bnIlWmW0Of4LgzYi27uRdXUbdkcWE5rVtVPdvcyTPO0uooHK1kBE4om67Z3xprgKI6zvPkpmZuDH/hi0digL6/hKlDqpItKC0wrthGOffFXa9u0OBnanArtXnvn/IHAyLVoxJ0LrHh/N+UGZwtMLUrlEj0DIhHZCivJZOzfHGq/FBss7onHSkk0iCRTWM+UmOuRegplqnQaRmZ7IaUCqOirAMsjcyqcKM6WWOVi80l5Z0xWpKi9tSiSvCdMp5RdLGjDe/SzRpMtWZKVrs0Kql2jaORmBFazPpy2LW9skcxxk1rqb84BOSUZHpI+jPPeJxVQLd8HptJKVdWzCabJ0mnzDkNaJJdKPV3Qlv+ogK3IPS8o0J63Zj9RPTs9VeZTDRPY7ldXf7PfjeQ/GRceFrlVI2D3ldexWB/RxlMQx1brBkxyaZmCTVsg8xzNoA2xzn7tSjNuRANpwhrTl5/VMJaVcYwmS7nTPoEypMkz7NHv9qo5debWd2/sR9Wy1Hs+K8+KGe0q+sOPUJ6xtGYbtikQgoUy1vDiZyNwIy8DiNZmyTj52U57VFOrWFjTmUp7ys5ovSe9Y1DzpB16mM5V1CLptgng/XqbfoNvECu0YtF5r/7+GDy04NRqNRqNhINKm2is29EBmK7F7uK3mVUcHocFLM5SZMYGmrrwrVS+tVKb5iGSqcvPANJ9PY/6kjQdMq1HLqjuP6dZalyDMzrTHi7zakjUpvJe5PwpRdLzGk0YtkXYOqv0TmAQni8OBFZEzdaS4sSzQOC/JmHiDcO13gjcOrkznL7cy0Dh8scLyDt3elYjZXobDDsvznPDq47TbDKxOVLR9RZVjFk2/lxlilLse2jko2honK7wOFU4rUL/iovqhdYZFaALe9WFZgPA6E3l5YTtlmpCVocer/tZyaH7Ej37MYqEgfZfmb25BRdwgnV+mLZN2GqInqQSnCaubOSmoN4sXqB/wrGCTEdHAAmERVCrK4VdsYD9Npaq8SO2OcrTPsHq3et3f7SgNDV7vk+S0Z0XPH84kpeBkwZoJxKSsqMrxCEmY3L29VpKyzD1O5m2aCZB1f0oWsvM4mm0gK+KPVasJqj/5sddHakPz2TyLA6JXLOVxL7+D8Nvb1y5USe9+6bQqpvCiIoRpLgsb2qtWo9FoNBoGkso5yA1zZWV35gmD/Z8l4goJ2iAEPJgap9tqXXY0Jh5oNAlRZxDR90SLyr7op4MMzfMBMac6UYc8Gc5kbs/gaV/aQCgyxiOxHNo5SAtOKySzYxj2tNw8fWlNnTxOAzTwejuy3lsWIgIUYPf4Zbk3KypD4tkJU6QqGmQ5T6nyOHZra5oyuwXStz9DZFGrBSeZhDLVigbDNi76MVJLmIIds0Y2sgYGN/91ijBiXqsimLidEesL4gaqH8/0E6fJyfr+vN4bC7LP64Wlv8tCdJFC8pqWBc38IipcZcxhpD723ORKoXsmAgmlcbp1bNkmTr8RcVpwqrsMxxyi8wIDso758DoysK7Eec4C06z4ab0tecrDQqJonTQaGe19rMgO7E/SjFU75QjXSWuciSM4aVaDfmTUUI2o15+bidf6dxZoAg94lcftXk7IcJ/nKaesgBPWe5OiHdFCMsPzlpFWcIZhLPiJH0EirM/wU3CaUC9iteCM/nGURDL10UAb8s0Jv9qLpGXJ2t+L3VfC/UTbUxXW/XaeUIg8WgvLhOp1zjBRBKt9n5DliI5IO6hySox6qMGwkFB7nBqNRqPRqCbSplp7ImtawnA8ggderYjlYLfMtrHvM9GaH2k9V2WHQaT1uPWjH6jQ1lXEanbKxRr0WFENbWxnHi/sIPeSqWJra1Nt9E21fmI1nwRhjqIVgKRoLE6DQJaJktQeMgNSA+rNqaQ2Ij2T9t3LTAItIxwebfJulnb2M+tNWLBHiQLcM7uIxsb28yx5onlWqyIpTbWiRzC8BIHKCd7NxZz0Nz8HglOiazsqJwBVRzTsR2lonmMmGeepL81RAhV9l/RsnrHC8x4SIR0WqY1k1SsR2idRiLTGOWpujyYqvp9OHk6ryaBWbTI1HBll4LlGVi5MP+ofhqDYsmLjsj5P1jPj3iUhLjQQPq3VKTOOTJzut7RIa4VhINKC0w2/AzYHhbWe1sG2tOj4v157cnZhFLRnHYvQ8yubB4sXJQkVE7/IRC1L4Jt9xUl4y6p3GE2+bvOLtT1Eyq0FZHhJOMHJm1Eham7YNPU060QzUfI48aiAZv/Ya1HEexaUNwgByzOsz2HBKYuIiUgwCy/LidcRBhFUHgdSvTfoVXa3LEr2+yTDIj+RSMo9To1Go9FoeEk4jdOK1ypdBCc3/LDgpm14aXR+75sB8eWh0RCcPGBpLQ6k4wR+vU+WfbwwmOvcPLJJWwU8/YaULN5KmMy19rKIaoxa24wezBrnu+++i8svvxwFBQVISUnBK6+8Evd3wzBw//33o3379mjZsiUGDRqEzZs3x12zd+9e3HDDDcjMzER2djbGjh2L/fv3C1XECy8vRd4A27I95qzeqCL3lhFA3a/g77JQIWT8nqxp3r+1nkEmJTCf5/Rc1j6cUu48Dr3SbC2dVuXYdrIXRLQOgWFY9GjUwKxxHjhwAGeeeSZuuukmjBgxosnfZ8+ejblz52LhwoXo0qUL7rvvPpSUlGDTpk1IT08HANxwww3YuXMnVq1ahSNHjmDMmDEYP348Fi1axF2RMHg4muXgebaIBuvlqCDDaSOK+8Bu0J4x5YkZ68dRDLcjSTz3lKHR2cskS2DJGMt+eJzLEpRa4IYfochBKSkpWLZsGYYPHw7guLZZUFCAqVOnYtq0aQCOR3PIy8vDggULcN111+HLL79Er1698PHHH6Nfv34AgDfffBOXXnopvv32WxQUeHcaa8QJo8ShbJx5E/2K0EJCdHDT1kkkgowqARrUQkdWP7AnQpfdRrwZY1Q/g/X5tM9gEeS8bW5frPrdB72iQ4XFNN0EHTlI7h7ntm3bUF1djUGDBsU+y8rKQv/+/VFRUYHrrrsOFRUVyM7OjglNABg0aBCaNWuGtWvX4qqrrmpy3/r6etTX18d+r6urAwDUnu9cFt4VtNVUZNXkWAYlrzefVSjJ9AgsK5KTYsme49OKqKCQMYGxtpmKvSVVHpJhOKPrJ6JjF/Duk6wLC6+5IBnei+Y4UgVndXU1ACAvLy/u87y8vNjfqqurkZubG1+IE05ATk5O7Bo7s2bNwsyZM2UWVaPRaDQh4LnJfDHHTQ7u34dRz/aQWCJvIuFVO336dEyZMiX2e11dHTp27Ch0TxqPW+vnVm1Qpdepqnt7xaxNBEzTmwztjPU9WC0cJA9Rp/vxBHHw0pRkeXyTvJRZtPqwe57z4rRdIWolkjH2k80yERRSBWd+fj4AYNeuXWjfvn3s8127dqFv376xa3bv3h33vaNHj2Lv3r2x79tJS0tDWloac3loHYaczGv2z1m8S3kPuasyH6ouS6I5D4lizafpBm0f49kqoMXLY9XrqIgIMrYknPoqa1t6CR2/c7eybDcZF/3HCx7+HiNLVqQKzi5duiA/Px9vv/12TFDW1dVh7dq1mDBhAgCguLgYNTU1WL9+PYqKjseFe+edd9DY2Ij+/fvLLA4TXl6KbgNTZkcVmaRkD2y3s5IqJw+/skHw1INlgUCyati/H+QZPpa9YNKE7DWxk/qxU98W9epl6fsy4u2q2OcXwVoes4/5mVUl2WAWnPv378eWLVtiv2/btg0bN25ETk4OOnXqhDvuuAP//d//je7du8eOoxQUFMQ8b0877TQMGTIE48aNw7x583DkyBFMmjQJ1113HZVHbRiRHfjaauKS0fllmm94z8KS2sVt8gnLYFdxhjUq52LdIJ1jVhWyUCWslhIawUw73tw0ZdZ5xNVyQRH2D9BmXhaYBecnn3yCiy76sYXNvcfS0lIsWLAAd999Nw4cOIDx48ejpqYG5513Ht58883YGU4AeOGFFzBp0iQMHDgQzZo1w8iRIzF37lwJ1VGHW65G+9k5FZ0uTJFTALrIPbxmblGs7URjfpOldbq9I7/NfEEQBoGpMlqYeX/WfKVBjVvWLZowzS9hR+gcZ1CY539q/wRktqL/XlQ7ButK0O18mFUrUN0ePBOXLI2T9Qwha1lJgpM2wTnP3qfTM0UQ7UsqkN0nWd4raZyw3JvnmArrOWKne7GEmxRG8jnO5z6R4FXbr4ev5zh1kHeNRqPRaBhIKo3TShS1T949CD/zRNLgpQXIWDnzRK0R1TppNE7WZ5BMvKY2an0+rSlcVKsi3UcmKvokbZuztg3p/m7tQrqnW9lCG2hBa5zROMepApqzcIlAGPad7KjehwLIjip+mKe97s/rkUxaTFgTSfPsoYo4nsnwKrWW2y1pggyHNhZvW1I93M5BJ8L+dbLMh7JIWo2TlaA7Do/WGIXBoDowg2jwfy+NgLcNvSZZt3s7nTlmubcVEc2TJSylSF+luQcrKiwfpHR1Jizv0wqPJsy6SGSaK7TGmbwaJw9BuWvT5imMoju5aocGe9uwallu2ooqoclybycNyO0ZMs4fs7w32ihDgHtfl92nSe0k2h95c5GqyBfMQhA5eKOMFpyU2Ae0aiHFElye5aC55jgsmqhs4U4zUcoICOCmJYqiyixpncDt56NV7NWHMQSl07tTuRg2n0kSoFFZhPuJFpwSkJ0LNKx7JWE7S2pHZDHjtwOV0zlY64Tl1N60k739OrNf+Xp0AXx7qSznft36pV/Rc0QXqvb3Yd039WvMWQW2DqHpjj6OotFoNBoNA1rjDBFBaAL21axXCLUwa50qsnEkUrxPlX2LdktBZTvS+gL4+VxR/DYlO2XD0cSjBSclpGwXKkwZfgWTJ+G2jxtVZNVBtjneTljN87SwmPa8QhN6ZTpxS+llQlpEyV4EsfatKDrvRaWcfqMFJwXWPItAfKYLIN6Rwe7EINrxVMd4DaNw5J3glk6rAtbHnwuMOmHW8Hnwei+s2U0AOkFq/5uKkI6s31etASdSvwkbWnBKwEm4yey4YdqoV619kZ5D8wy/20ikHaKgYapOHUfr+ORVjrCl+AoC07FMC0t/0ILTA90RxZB1ENttFR2EdhlmjTYojSNMZwFVeYXGrE2Wz8JQX5Mw98tEQnvVajQajUbDgBacLnjlViSRCEmKWTEu8t5Tsv+43cPL9O31vCBxqyMrKeXiCcy92j0KyPYslR0woayoKq7P2n9XydJpVXE+F9bnJsK7DyvaVGuDNdSZm6ctq5nS9Ci0xx0NkymIFtaBam2npUVks1/YvX5ZyuMUnIB0v6iFT6N9vuqgE34e4jefwxq4AZAjyGn3o/3yT0h0tOC0wNOJ3DxtRQjaeYTH4UKWILMKlaCFI00MVSd4vKtlxZF16j8sk7WKGKo80IYO9CqrSiEhomGKeNjyZMOhfba1rySad7coWnBKQlaqLLf0Uaw4TcKk+9EMfJZyyBAA1uMlQWCdKJwCRbBoV7zZMXjxOvtIg4jwlLWItC5O3cy2TpaaIELWAfLOtno9E+DvQ27PNAWmPUFC3UEg61muxyUMWnCGFJImSzsI7cEaSEJR1R6M/b5RjXlZVlQFlLsnJXZqY9b6koST/VywjPPAUXwPVljKryLijkrtOyhtzt63grbwRAUtOC2E0RzBa7ZkNWN53YP2+7TfoWnrIE22QYc6AxDLVsEaVMOp3U1hzFo3PxKPW/FyNDPxagfZ49lL+w7CrO0UZYl3kaSFKB3aq1aj0Wg0Gga04JSM1bQqO1u9LPPqyMcKYj80n1txMvuS6uul2dCsaE13+ygd8yGVVUZfoD2e4vUO/UbV8QyvYxYqrEes7RpUvxV9rg7b54421UYEGicNnmTMUj4vdy9b0McjWHFrR9NBxS+znIgAVCE8eULiqUZP8mLQeNZq4kkxDMMIuhCs1NXVISsrC7V/AjJbsX/fbQ9AVhJqP5wTopKlneYsKsu+nSoBLCPWrKp+RZrAwvbOaQWoHwsolW3DulBgcerjxa1Mstu77iCQNQ6ora1FZmYm/33+M48/90klWmW04b7Pwf37MKpfD+HysJCUGqfKgavSRBYm8xsN5krWrqG5ZbPwitZkNdvKfI+sk5bfZxzdco2G4VB70FqnHZVtIsPxjoTWnKNDpAXna2f9uFLxmkSdbP7278lMCRZGL10/caq7m8bP0mYyzimWFclNHu6nWZpWkJqw9kU/J3L7u5Txbq34IUiDFKB+ez4nO0nhHBTUBj1txzcHitnhTYcYPQDo4X3HPEKT5t3YyyMaL9TUtP2Ig2ovK025RRcf1u+7OaDJQNVCICwWIXs5ouRYFxWSQnBqNBqNRiOLSJtqrahydwfkrFBNDcXN7GSuFMMSI1Qlssy19nuaWINuR8WbNxmhec/2zCOi79O+HUNjxqWZC8I0Zu1aJ43VQAc/oCdhBKcqZJp1gg4ZFiWcJjPa/SSahVQQ+8+8e20yFlM0C5Kl06qISZpZIz2Z97IjYxEjcx+ZVkDwClMRgnYWso8hvQD9kUgLzlFzewCp8Z/JXPXJOppCQ1Qdicxy03jFhmlFLoJMZxAZ2rUdtwlOJNi8TMc5+z1N72svSPGBZU/otALLKeBHkP3cqexuXtmk693iWx/cvw9AD4FSRp9IC04vVLmN8+JlZgq78HQyN9Ou2p1SsNmhmQhJXoSk75lOJSpWy179i2Zi5/GcpNW27c+VaWaU0Ve9JnMSYRvTJEQSNJCwp/cy/0+6RhaJtNBVQcI5B9GEjbOi0kuR19wa9sztVu9OFd6s1nvShplzYsT6Ail7YjTvQtS87tdzWO6p0iOT1XPXCVVlZD3uoxpSInea/hLWeSTKJJzg1Gg0Go1GJUklOL20HKeVK0kDVLWKc8rSrhpSwlo7sjQd2RoTr1ZJep88Zxi9cNOInLQGFVYHmf0oLMHmzfv7eVaRd09a9jlct3KE2WKVCCTcHqdMTzQ3D8gw70V6YQYqB8gTthteex882Src7kna35GN02Ilyu+YhMz60DgK8eybet2ThFNfloEKhyhA3GNVdl1J/T0Mzk5hJdJB3nEj4rxqWSZt1iDdpHuwQnOW0w3ZE5+TMOJxIqGpE+t9R6wvUO4EwQrtO3ALyC/rmTQTGmsiAJ4jJLyJtXmCn3staETHGG05aFAlcMyQhH7V0V4PWUHVoxzkPWkFp4lX51adRcXrOTTPpNGOWASOKsFJc38vghacgPPkIiNeKKkdRbxhWTxr3e7tFD/W/MzJJKsiY0pQgtPr2SRUamt+Lg7i+ncDgGd1dpSEgMazzMTaOXgmu7CZ8Ny0Mr/KyrIC5g0CYD2cH+RhbOtCxdpnrJOLX8cmWMxpIhlg7KZF+++i9ePpP171Me+ZqAf5VWidXoFHNMeJvMa59F4x05JdW1NhqiKhUnMT1cp4TXpWVGmgMtpNFinl5PLISvZs1onlfbgJUhmTn1/7XSpM/7zPYXkubzl4sWv+pL/JRufjTDKvWo1Go9FoRElIjdOOjH0e2Vqnir1VWft/slbUXo5WIiZl0h6xqOmKddXudKzATbPj0YR4ze3WZ8kytYlqULSmZRlOeqzOU7Qh/PzY55RltQDka55a40ygPU63Aak6QwbPxMbrSOIkbIJymuENzeV1DIa1TXnPxnl9zz6ZyjiD51c4M5URhljKz1MOt0TWtHucNO3M8z5lHlWiaZtYfT2udaqrOf+pPNKVbETaVPvc5Mq4390GiXWAhK3z8EwsYXNQ8hsZQoFl0pR1cJ0nFGTY+isLst6Tn4nKaQIV+BGUghSMwy2wgVfAiSj3o7ARacFpheewNUtcUKdBlIgCLAwRR3jLwDLJqopsQ1NumpjKYfZkFC0ba9sH5QlLG1GMB2vgBtKPnbCdaU5mEsZUK4KX6cc0+RAHULnaMHRugabN8voVUYfHfEpKKO0l2KyTpMxIUE6oiJBiN+e5mffcnh/WhZlXW8kW+mFPSO7WT63vl9S3WZ/h9Vyd2UQ9kXYO4tlUVnG0RAWsAQv8Xn3SRBjhhTUIAOn5IscZaJ1KWNOihaVv8aJ6X5PH0UzmUTA3gSMa7UtVUm/7c5xwmh94Uvtp5yAFptoHHngAKSkpcT89e/aM/f3w4cOYOHEiTjrpJGRkZGDkyJHYtWuX7GJoNBqNRkPkqaeeQufOnZGeno7+/ftj3bp1TN9XYqo9/fTT8fe///3Hh5zw42PuvPNOvP7661i8eDGysrIwadIkjBgxAh988IGKokQWVdntZd2X5N0r04VeFDevTBMn8ymtNyaPed3ED+3TbhoUeTbreyQ9W4YXrB0eU77XvrIKz3zV5lPavmVPhr20SFmRQsvLL7+MKVOmYN68eejfvz/mzJmDkpISVFZWIjc3l+oeSpyDTjjhBOTn58d+2rZtC+C4av+///u/ePzxx3HxxRejqKgI8+fPx4cffoiPPvpIRVGa4LbZzzL4/EoiS+Po4uRIYE9lZL2X+X8V6Y5UwOJwY0XVvpjTfcO2txSmd8vijMd7bxmObaqSevvp7EWzeAPC7YCmiscffxzjxo3DmDFj0KtXL8ybNw+tWrXCX/7yF+p7KNE4N2/ejIKCAqSnp6O4uBizZs1Cp06dsH79ehw5cgSDBg2KXduzZ0906tQJFRUVOPfcc1UUh9tFm8YBxysggQzNgne16+X0QpoIVGm6XudWZT5v5GMF1JOnm9ZpwrO3FwaPx7A6iXiNC1XprFic3bysJ27ZlmgXVaocnkiOaW6Q+rrbImHQe9EVtg0NDVi/fj2mT58e+6xZs2YYNGgQKioqqO8jXXD2798fCxYsQI8ePbBz507MnDkT559/Pj7//HNUV1cjNTUV2dnZcd/Jy8tDdXW14z3r6+tRX18f+72uro6qLKyrKTevNR7C4gzCIwRYg257eYx6lcfLtKpygcLz/bKiKm6Paj/7hbWtRfoyjxBWtQijgaauvO/dq09b7x9UXlfjIsuYYmh/muQEr51VCaCHSPGUYJcLaWlpSEtLi/vs+++/x7Fjx5CXlxf3eV5eHr766ivqZ0kXnEOHDo39/4wzzkD//v1RWFiIv/71r2jZsiXXPWfNmoWZM2cyf88e+JpEVKJphD3DA++xEa+BShvIPgrvkITf+55hWcyxYhXCMgUyS/vzmjWDSExA2pZxisBk4nWUJux07Ngx7vcZM2bggQceUPIs5ec4s7Ozceqpp2LLli245JJL0NDQgJqamjitc9euXcjPz3e8x/Tp0zFlypTY73V1dU0aSaPRaDTJyzfffBN3HMWubQJA27Zt0bx58yYnObxkkB3lgnP//v3YunUrRo0ahaKiIrRo0QJvv/02Ro4cCQCorKzEjh07UFxc7HgPksrNQlDmEhFkJEUOApqIJ17QaBQyLQU83p6ksrHsq3p9HrX+6ob9fYrULeyBEKwE4ZDF+8xE6G+ZmZme5zhTU1NRVFSEt99+G8OHDwcANDY24u2338akSZOonyVdcE6bNg2XX345CgsLUVVVhRkzZqB58+a4/vrrkZWVhbFjx2LKlCnIyclBZmYmbrvtNhQXFytzDIo6PEKT1enB/jynSEl+Tlg05Syz/B70PppsYUByTBOd3ES+rzKqkurneaFKaHhtQ7BE0KLB7X6i48Nal+durXS5MvxMmTIFpaWl6NevH8455xzMmTMHBw4cwJgxY6jvIV1wfvvtt7j++uvxww8/oF27djjvvPPw0UcfoV27dgCA3/3ud2jWrBlGjhyJ+vp6lJSU4A9/+APXs0bN7eGaVswpvJXMgRImbVZGOcwBElaPTCd49r1k9wMW7JOck/Ak/c6SVisZjhuY1gcebTQsY5cETZ9WKSydGDU3fI5BLFx77bXYs2cP7r//flRXV6Nv37548803mzgMuRHpkHu4EUDq8c9YwnX5lY6LZE5UmbdT1STAGsrOjopy8eS1lFEW2vysdmhNaCKhAlUjupBi6as849neT0U8tVUgYyFKyh9Kc60XTG3RAODZ5A65lzBB3t00JNIA8sMLU8YzwqT5uQ1at0HqR6B2J2R5YIq8A5lCEwi2PcOMdazQavSqrQ724OsmvP2Jpi9FZQ84yiSM4GTBLZgBS4fm6aBOg9XNlOzkEs6b4JeXMESfMWEN7yfbqYRFINOcjQs7YSqzve2tY4oknNwWn7zC0ymcIRDNBY1ejLGRMPk4NRqNRqPxg6TUOEnYV6w0K2xRMyDrsQTaUHJu1/B4atK0iRlRxSuEIakssvAya4tE++HBK7+rKDKO/rgRpJZJG2jfbezZNf0waVOqAguoSN6gaUqkBWft+UDW2uP/l90BVe4tsux9qt6LZY2c4hWNyeqoEZa9lmTxLI0SXiZS1tCQtPFvRQmTyVoTHJEWnIBFc1IQMIBWeEbpULaqzBEkvIIU0Gi9NOUNUmjQpC8jwROv129kLx7t44TVApGIbcILybNY5iI7agsxv4m04HztrEr8ovL4mSJrpylzuF4lMuNnRiV+rhssAtZNW2A9OqRqYlMZs5NUZtbgEzJNbLx1pDn6Q5uNyN4mYRCaNMgQOLxOhzLQApOOSAtOEryen15JjWm9OGVon34ITXs5VZ21LAPbREDjdez1XZWmWRYBKnNPN2zaKA2yrBth0PCs2CNr8bwP1an1eKA9W3tw/z6MejbaQRBEibzgZBGUNB3Taj4kmYGthMVsw4Mfg5QlNyVt4l2na1LKw79aDkOUKZq8sqwCS3VfCnNQCECetcmeASZoQQqEo8+GEX0cRaPRaDQaBiKtcXrFqmXFuhon/Z925eX3HiWpXF77Q2HdR7XWZem0KqYkvCqRZVlwOkJCEyRB5RYASbMI0lQatr4pK+4vyzE3v7VOrzaP1b9BfVnCTsJpnG6dm8Ws67TPZv64QcosEjb8FuzWH9q24Z2orO9JVj1HPlbg67EWa7B9kWfLaAc/6y3zncmE1Ab290J7Jjpqx6PC+D6CJtIa53OTm6a3ET00bULbWdw0BVkxSkn3sbv1uw3asOyXsMC6tyJ67CVI3LRQa5o3Wu2bd6Jza/Mo7+erwDruoyYIedB7nfEkTHYUgM+kxCtQZBzedisHa+YDL3Ot0/e87iET2vKoNCPLqKPT+5W9OLGX1Y9MPjxZS8KwKIvKpB4WhyseYm2ss6MklqmWx6wly6RqNTHxrECt+xo0ZeItt9P3RCceGvMo7bsJu2nILw1DhcnZjaiaGnn6blB9LIztp2EnoQSnRqPRaDSqifQeZ5iQYSoK0qFI5LA+a6ADe97EIDwHVZj23N6fn3XkCSDBuofllvsyjGbGoInbqw4Ap77JcmbU7EN1B4GsZ2WWLnokrOAMOgci6fl+Bo4XdRZinUhZkwSrnkS8hIdoiDrW8stYIJAEFG3ZaSIPsS4qnNrAz8UQbVlJCwc/HV78Ns/GBXApB5YWka8Lu/d/WIm0qbb2fPprZXdc1j0Sr+fTlm/E+oLYT5ggDUDac2F+TV7m/rF9H9mv/S6vScpePqfy8mDtX173YtlTDXK/TkRokv5GW+coeBdb60J7dlQLUXoir3HKML3xrpBl50P0OnDOWkZSBg4TryMuPM/hEUCyJ15aLTeohYdMbYy1r7GayMOam1F2Wfx0FHIbk7KJpfhz0DY1/ERecJrQmF3CdhbNSWiQBhfrZGtvD54oMCyLEnOf00oQ5ila3FJcsZgqrbCaboEf95hYkSn4RWOtOmV3cbpfSnnTfi0zu5AVFULRaRtGJqILLNLYd4Km38aNCR05KHEEJxCNQ7rmJGMm3wX83QtkuR+vswgtKiYcFpwma9UBE6yCUsQ8Jtrf7c92m6y9gsOT3iNp333ptKo4DYhUBsBZgMoKiiF6byBe4DgtcGmSazuNGz+crsKkSESJSO9xajQajUbjNwmjcYp6AvqNdXXvuTIOYD+OlECaxhTOgnXFTUo+rmKFzZpPM4wWDCcTM0D/jmRFAKJNQm5/vlMZTHjyj/KaZcP4joPCqd3DOhaCImEEp0nQL5hlr0zVvo4XrAJOVXvSxBU2oT1nxrM/KTMQvIpFWdg8qGXB4ygT9qhSVlj7osxQjtaxIGtOjC2gV4rfK+oknKk2CqsiP0O2hRmW8GOqXOXdMtnwnu+kyaRh4nW8iMcpjOa9y+yDMvpZUKHozPOOMsIbkvbKae+nYsFlfbZbGEwn9PEUZxJO46TBrhmoWtF7rfT80CRUO7rIOLJAGrxOB+sBue1m9gWVh/ZNRzCv8getWYq0r0jkqaAwy2jfluDVFFX1IR6ztUYtSSk4/cRJsKgwFfpJTLCFbCCLLBTMCUqG5kMy24Zt0nOqp4z+KMM8GER7BSXwac38pnBmFdI03r0A+by3/Tm15+uQe5EXnKJaTpCOQrGVKoKfVM2JzmvCc2sv+76KiR8h7azwBAbQ/AjpHcqEVqhGJQZunJObD2V2M6Faz8jy9GvSGdWgfDHCTMLtcWo0Go1Go5LIa5xhDQtGwmulLTMMHunZgHtyZB4Nw74alamluAURt8IaYN4PgrRkiNRdZlAKr6AJbgSdpCHMeM0Jqiwo5rg7uH8fgB5KnhEVIi84rfDsb418rIB5sud1AmAVmjKwZkmwwyvk/DwLS+s4FDaCTLslsnBwmnTd+hErbuOUxstT9mLSRHSxRdr+YZkrwrB9pKEjoQSnF6QByzsZyPCgEw34zDOZ0VzvNvGaZfbLo9CtDCZh9eh0er9hydvpBKk9w+TAFqU9N959RprgEKT6h8HakgwkpOD0mkhpJgHrJrsTfriJew0SL3gmPN6B56RZ0WSR4bEWWJ2rTNwmqqBj4/oJa3vSpt6SCcs2C2kR4hUoPyjBKssrG2BfUJcVVcEAfZ5WDR8JKTjtsAz8WCoejg4L8Aentg8UmoFjjwwiI2UW7YBjcZ0n4WY+5s1OEjQyVvt+alOqtUgWE7VV0HsttEjWDrfnywrZFwVhZF2sRqG8UUV71Wo0Go1Gw0BSaJy0eOWwE9m0p10BOmlR9sP5JDOXmwYmO+k2LWGKeqJaQw3zCj+IPUprCj1aeJOh0waMN5Ed0F4FNFtF1nym9sAIsqN6aaelH4m04HztrEr8olKeW7TqgcGaGNqOtROXFVUB5eyRQ0QOR8uCZMKNksMHaULy2ldnnYBkOVsF5dRjrb+sxZN9/Ij0YSfzrlf5ZM8R1u0V631phRQpt6ufjnrJSophGEbQhWClrq4OWVlZeO4TuYLTCmlw0HZmr04bZs2EFq+24D2yYp9A/ELkzKHb973u49ZGfk9+oosX2olftF5OWT9kaUQ05ZPRR2nKy3uelSWhNivP3VqJUf16oLa2FpmZmdz3sc7jrTLacN/n4P59UsrDQqQ1TiBamkqYsQ9IUY3UD7O2TJJ9lS77HLHbwkl0zNJk+hDpf2GZU8zkAG6OUbRoZyG5aOcgB7w0CJF0PGE6E2diPZ8ZBm9VkfROPIjWOaU8uhOTuWiQKShozdH2H1mY/TgMfZmXsKb1GjU3uaMGARE31eJGYOm96laHIkcz/DL3sCJ7j9N6NlKGqUwk44PIqtotkwnLPXlMtl7tpkrz8Tp6xfvcsiLyeVkWMyOLBYDXZ4CmHLR4BVWxl5GlLXjONpPKTpPEgYoGAM8iqU21WuPUaDQajYaByO9xmsjal5CVAovm8LdItBwRJxoebdMp6o6btsnrKUiLzAD/suLveoWnI634WY9T+LX3xvtcp+to9yBlBTSwP1vlcQrWbQVVxzzc6hnGLaKoEnnB6RRFxI/JxWr29DJX0mT0ANSbb3lNtDLDiAHxbWcVyryD2/yerPOqKvuR0xlca99x86a0mkJlmHlp7+W3AxXtHp/IGWkvAc5iLmZdMNnLJVOAyojHrXEm8nucSI3/G+9+o4mo4KLp/G7l8Xp+WNOoubU7azllD3SedhKJa+u2X+qE2x6YUzlYJlqa4wmifdeOV7vzCgrWoxa0glV07vCCx2dCxoLVbTxxzSF6jzP6GicrYc8q7zbIw7xyJA1wqxZoXZH7LfB5Jg6Z3pg02qvTsQM3ZJsfaTQfFk3c633LKr+17URiILuZT0mReUTKSVsOEWJ1kDTHmfc7uH8fRj2b3J61SSE43Uw+9oEgOrnLmAxoBWRYtU8S9oTZYVgchK3NeDwevbLBhAHWMcVz6F9VvyFF5oka1nCdIu1kvpfnbq2UUaxIE5jgfOqpp/Doo4+iuroaZ555Jp588kmcc845QRWnCaoODKvScGWUVzR6jpWl06pi6b5oHKOC1Kb9yufp9x6h1yLObwuAk2OUF7L9GLzqzRP1KCxBE7wQeddWjTPZCeQ4yssvv4wpU6ZgxowZ+L//+z+ceeaZKCkpwe7du4Mojkaj0Wg01ASicT7++OMYN24cxowZAwCYN28eXn/9dfzlL3/Br371K+r71J4PZK398XcVxx1kHU8x8cNbk+d4CwDHvZAwhuuSkfEiCC3X6/07md95zfJO3sq0pnMneLVnmVouaxn8MOfylkHF+KLR5qU7DiUJvnvVNjQ0oFWrVliyZAmGDx8e+7y0tBQ1NTV49dVXm3ynvr4e9fX1sd9ra2vRqVMnfDMXyGx5/LOs947/+9xkufb3KzY03QQ3n+WGVzlI95UFTflMrOUcNbcHas8/nnXGyhUbegjXWXZ97WV0e5Z5LU8ZWNoSoO9/MtqDpWy15zf9jNQuTvd0qpf5XVKfoUFW+zo9z+3duz2bdR65YkMPoX5mxyxb7fnO5bS+U9G+4FUOK8/ctB7jBxShpqbm+OkGTkyv2mdWf4KWAl61h/bvw/gB/Xz1qoXhM999950BwPjwww/jPr/rrruMc845h/idGTNmGAD0j/7RP/pH/4TkZ+vWrUKy4NChQ0Z+fr6UsuTn5xuHDh0SKg8LkfCqnT59OqZMmRL7vaamBoWFhdixY4fQiicK1NXVoWPHjvjmm2/8W00FRLLUNVnqCei6JiKmxS8nJ0foPunp6di2bRsaGhqEy5Samor09HTh+9Diu+Bs27Ytmjdvjl27dsV9vmvXLuTn5xO/k5aWhrS0tCafZ2VlJXQHtZKZmanrmmAkSz0BXddEpFkzcd/S9PR0XwWeLHz3qk1NTUVRURHefvvt2GeNjY14++23UVxc7HdxNBqNRqNhIhBT7ZQpU1BaWop+/frhnHPOwZw5c3DgwIGYl61Go9FoNGElEMF57bXXYs+ePbj//vtRXV2Nvn374s0330ReXh7V99PS0jBjxgyi+TbR0HVNPJKlnoCuayKSLPV0I5JB3jUajUajCQqdyFqj0Wg0Gga04NRoNBqNhgEtODUajUajYUALTo1Go9FoGIik4HzqqafQuXNnpKeno3///li3bl3QRRLigQceQEpKStxPz549Y38/fPgwJk6ciJNOOgkZGRkYOXJkkwASYeXdd9/F5ZdfjoKCAqSkpOCVV16J+7thGLj//vvRvn17tGzZEoMGDcLmzZvjrtm7dy9uuOEGZGZmIjs7G2PHjsX+/ft9rAUdXnUdPXp0k/c8ZMiQuGuiUNdZs2bh7LPPRps2bZCbm4vhw4ejsjI+titNn92xYweGDRuGVq1aITc3F3fddReOHj3qZ1U8oanrgAEDmrzXW2+9Ne6asNf16aefxhlnnBEL3lBcXIwVK1bE/p4o71MWkROciZqS7PTTT8fOnTtjP++//37sb3feeSf+9re/YfHixVizZg2qqqowYsSIAEtLz4EDB3DmmWfiqaeeIv599uzZmDt3LubNm4e1a9eidevWKCkpweHDh2PX3HDDDfjiiy+watUqLF++HO+++y7Gjx/vVxWo8aorAAwZMiTuPb/44otxf49CXdesWYOJEyfio48+wqpVq3DkyBEMHjwYBw4ciF3j1WePHTuGYcOGoaGhAR9++CEWLlyIBQsW4P777w+iSo7Q1BUAxo0bF/deZ8+eHftbFOraoUMH/Pa3v8X69evxySef4OKLL8aVV16JL774AkDivE9p+BYVVxLnnHOOMXHixNjvx44dMwoKCoxZs2YFWCoxZsyYYZx55pnEv9XU1BgtWrQwFi9eHPvsyy+/NAAYFRUVPpVQDgCMZcuWxX5vbGw08vPzjUcffTT2WU1NjZGWlma8+OKLhmEYxqZNmwwAxscffxy7ZsWKFUZKSorx3Xff+VZ2Vux1NQzDKC0tNa688krH70S1rrt37zYAGGvWrDEMg67PvvHGG0azZs2M6urq2DVPP/20kZmZadTX1/tbAQbsdTUMw7jwwguN22+/3fE7Ua3riSeeaPz5z39O6PfJS6Q0zoaGBqxfvx6DBg2KfdasWTMMGjQIFRUVAZZMnM2bN6OgoABdu3bFDTfcgB07dgAA1q9fjyNHjsTVuWfPnujUqVPk67xt2zZUV1fH1S0rKwv9+/eP1a2iogLZ2dno169f7JpBgwahWbNmWLt2bZN7hp3Vq1cjNzcXPXr0wIQJE/DDDz/E/hbVutbW1gJALOg3TZ+tqKhAnz594oKelJSUoK6uLqblhBF7XU1eeOEFtG3bFr1798b06dNx8ODB2N+iVtdjx47hpZdewoEDB1BcXJzQ75OXSGRHMfn+++9x7NixJhGG8vLy8NVXXwVUKnH69++PBQsWoEePHti5cydmzpyJ888/H59//jmqq6uRmpqK7OzsuO/k5eWhuro6mAJLwiw/6X2af6uurkZubm7c30844QTk5ORErv5DhgzBiBEj0KVLF2zduhX33nsvhg4dioqKCjRv3jySdW1sbMQdd9yBn/70p+jduzcAUPXZ6upq4ns3/xZGSHUFgJ///OcoLCxEQUEBPv30U9xzzz2orKxEWVkZgOjU9bPPPkNxcTEOHz6MjIwMLFu2DL169cLGjRsT8n2KECnBmagMHTo09v8zzjgD/fv3R2FhIf7617+iZcuWAZZMI5Prrrsu9v8+ffrgjDPOQLdu3bB69WoMHDgwwJLxM3HiRHz++edxe/KJilNdrXvQffr0Qfv27TFw4EBs3boV3bp187uY3PTo0QMbN25EbW0tlixZgtLSUqxZsyboYoWSSJlqeVKSRZHs7Gyceuqp2LJlC/Lz89HQ0ICampq4axKhzmb53d5nfn5+E8evo0ePYu/evZGvf9euXdG2bVts2bIFQPTqOmnSJCxfvhzl5eXo0KFD7HOaPpufn0987+bfwoZTXUn0798fAOLeaxTqmpqailNOOQVFRUWYNWsWzjzzTDzxxBMJ+T5FiZTgTJaUZPv378fWrVvRvn17FBUVoUWLFnF1rqysxI4dOyJf5y5duiA/Pz+ubnV1dVi7dm2sbsXFxaipqcH69etj17zzzjtobGyMTVBR5dtvv8UPP/yA9u3bA4hOXQ3DwKRJk7Bs2TK888476NKlS9zfafpscXExPvvss7iFwqpVq5CZmYlevXr5UxEKvOpKYuPGjQAQ916jUFc7jY2NqK+vT6j3KY2gvZNYeemll4y0tDRjwYIFxqZNm4zx48cb2dnZcd5cUWPq1KnG6tWrjW3bthkffPCBMWjQIKNt27bG7t27DcMwjFtvvdXo1KmT8c477xiffPKJUVxcbBQXFwdcajr27dtnbNiwwdiwYYMBwHj88ceNDRs2GNu3bzcMwzB++9vfGtnZ2carr75qfPrpp8aVV15pdOnSxTh06FDsHkOGDDHOOussY+3atcb7779vdO/e3bj++uuDqpIjbnXdt2+fMW3aNKOiosLYtm2b8fe//934r//6L6N79+7G4cOHY/eIQl0nTJhgZGVlGatXrzZ27twZ+zl48GDsGq8+e/ToUaN3797G4MGDjY0bNxpvvvmm0a5dO2P69OlBVMkRr7pu2bLFePDBB41PPvnE2LZtm/Hqq68aXbt2NS644ILYPaJQ11/96lfGmjVrjG3bthmffvqp8atf/cpISUkx3nrrLcMwEud9yiJygtMwDOPJJ580OnXqZKSmphrnnHOO8dFHHwVdJCGuvfZao3379kZqaqpx8sknG9dee62xZcuW2N8PHTpk/PKXvzROPPFEo1WrVsZVV11l7Ny5M8AS01NeXm4AaPJTWlpqGMbxIyn33XefkZeXZ6SlpRkDBw40Kisr4+7xww8/GNdff72RkZFhZGZmGmPGjDH27dsXQG3ccavrwYMHjcGDBxvt2rUzWrRoYRQWFhrjxo1rsuCLQl1JdQRgzJ8/P3YNTZ/9+uuvjaFDhxotW7Y02rZta0ydOtU4cuSIz7Vxx6uuO3bsMC644AIjJyfHSEtLM0455RTjrrvuMmpra+PuE/a63nTTTUZhYaGRmppqtGvXzhg4cGBMaBpG4rxPWei0YhqNRqPRMBCpPU6NRqPRaIJGC06NRqPRaBjQglOj0Wg0Gga04NRoNBqNhgEtODUajUajYUALTo1Go9FoGNCCU6PRaDQaBrTg1Gg0Go2GAS04NRqNRqNhQAtOjUaj0WgY0IJTo9FoNBoGtODUaDQajYaB/w9otoNCQ8W8jQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(sim[0], categ=True, categVal=categ_val, categCol=categ_col,\n", " title='Sim. using global target proportions')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare facies proportions (TI, simulation, target)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0., 1., 2.]), array([[0.51492767, 0.23114805, 0.25392428]]))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ti.get_prop()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0., 1., 2.]), array([[0.19292222, 0.50857778, 0.2985 ]]))" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sim[0].get_prop()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[0.2, 0.5, 0.3]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "global_pdf # target pdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Categorical simulations - local probability constraints\n", "\n", "Target proportions can be specified locally. For each cell, target proportions (for each class) in a region around the cell is considered. Hence, proportion maps are required as well as a support radius: the region is defined as the ensemble of the cells in the search neighborhood ellipsoid and at a distance to the central (simulated) cell inferior or equal to the given support radius. Note that the distance are computed according to the units defined for the search neighborhood ellipsoid.\n", "\n", "### Build local target proportions maps" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set an image with simulation grid geometry defined above, and no variable\n", "im = gn.img.Img(nx, ny, nz, sx, sy, sz, ox, oy, oz, nv=0)\n", "\n", "# Get the x and y coordinates of the centers of grid cell (meshgrid)\n", "xx = im.xx()[0]\n", "yy = im.yy()[0]\n", "\n", "# Equivalent:\n", "## xg, yg: coordinates of the centers of grid cell\n", "#xg = ox + 0.5*sx + sx*np.arange(nx)\n", "#yg = oy + 0.5*sy + sy*np.arange(ny)\n", "#xx, yy = np.meshgrid(xg, yg) # create meshgrid from the center of grid cells\n", "\n", "# Define proportion maps for each class\n", "c = 0.6\n", "p1 = xx + yy \n", "p1 = c * (p1 - np.min(p1))/ (np.max(p1) - np.min(p1))\n", "p2 = c - p1\n", "p0 = 1.0 - p1 - p2 # constant map (1-c = 0.4)\n", "\n", "local_pdf = np.zeros((nclass, nz, ny, nx))\n", "local_pdf[0,0,:,:] = p0\n", "local_pdf[1,0,:,:] = p1\n", "local_pdf[2,0,:,:] = p2\n", "\n", "# Set the nclass=3 variables of local_pdf in image im\n", "im.append_var(local_pdf, varname=['p0', 'p1', 'p2'])\n", "\n", "# Display\n", "plt.subplots(1, 3, figsize=(17,5), sharey=True) # 1 x 3 sub-plots\n", "\n", "plt.subplot(1,3,1)\n", "gn.imgplot.drawImage2D(im, iv=0, vmin=0, vmax=c, title='Porportion for facies 0')\n", "\n", "plt.subplot(1,3,2)\n", "gn.imgplot.drawImage2D(im, iv=1, vmin=0, vmax=c, title='Porportion for facies 1')\n", "\n", "plt.subplot(1,3,3)\n", "gn.imgplot.drawImage2D(im, iv=2, vmin=0, vmax=c, title='Porportion for facies 2')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define probability constraints (class `geone.deesseinterface.SoftProbability`)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "sp = gn.deesseinterface.SoftProbability(\n", " probabilityConstraintUsage=2, # local probability constraints\n", " nclass=nclass, # number of classes of values\n", " classInterval=list_of_classes, # list of classes\n", " localPdf=local_pdf, # local target PDF\n", " localPdfSupportRadius=12., # support radius\n", " comparingPdfMethod=5, # method for comparing PDF's (see doc: \n", " # help(gn.deesseinterface.SoftProbability))\n", " deactivationDistance=4.0, # deactivation distance (checking PDF is deactivated for narrow patterns)\n", " constantThreshold=1.e-3) # acceptation threshold" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun: DeeSse run complete\n", "Elapsed time: 2.2 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='categ',\n", " TI=ti,\n", " softProbability=sp, # set probability constraints\n", " distanceType='categorical',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.25,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(sim[0], categ=True, categVal=categ_val, categCol=categ_col,\n", " title='Sim. using local target proportions')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2b. Categorical simulations - local probability constraints based on rejection\n", "\n", "An alternative to deal with local probability constraints consists in applying rejection. The given probability maps are used to compute rejection probabilities as follows. Note that these maps will not correspond to target proportions. The rejection is applied during the scan of the training image; two rejection modes are available:\n", "\n", "- `rejectionMode = 0`: rejection first (before checking pattern (and other constraint)) according to acceptation probabilities proportional to p[i]/q[i] (for class i), where\n", " - q is the marginal pdf of the scanned training image\n", " - p is the given local pdf at the simulated node\n", "- `rejectionMode = 1`: rejection last (after checking pattern (and other constraint)) according to acceptation probabilities proportional to p[i] (for class i), where\n", " - p is the given local pdf at the simulated node \n", "\n", "**Remarks:**\n", "\n", "- using `rejectionMode = 0`, the given probability maps would correspond to proportions over an ensemble of realizations if the pattern (and other constraint) was not accounted for, i.e. if random pixels were drawn from the training image and only its marginal proportions mattered\n", "- using `rejectionMode = 1`, the *pdf* proportional to $q_{MPS}[i] \\cdot p[i]$ is sampled, where $q_{MPS}$ denotes the *pdf* resulting from multiple-point statistics (checking pattern (and other constraint))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rejection first ( `rejectionMode = 0`)\n", "\n", "#### Define probability constraints (class `geone.deesseinterface.SoftProbability`)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "sp = gn.deesseinterface.SoftProbability(\n", " probabilityConstraintUsage=3, # local probability constraints based on rejection\n", " nclass=nclass, # number of classes of values\n", " classInterval=list_of_classes, # list of classes\n", " localPdf=local_pdf, # local target PDF\n", " rejectionMode=0, # rejection first\n", " deactivationDistance=4.0) # deactivation distance (checking PDF is deactivated for narrow patterns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun: DeeSse run complete\n", "Elapsed time: 2.8 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='categ',\n", " TI=ti,\n", " softProbability=sp, # set probability constraints\n", " distanceType='categorical',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.25,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(sim[0], categ=True, categVal=categ_val, categCol=categ_col,\n", " title='Sim. using local target proportions')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rejection last ( `rejectionMode = 1`)\n", "\n", "#### Define probability constraints (class `geone.deesseinterface.SoftProbability`)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "sp = gn.deesseinterface.SoftProbability(\n", " probabilityConstraintUsage=3, # local probability constraints based on rejection\n", " nclass=nclass, # number of classes of values\n", " classInterval=list_of_classes, # list of classes\n", " localPdf=local_pdf, # local target PDF\n", " rejectionMode=1, # rejection last\n", " deactivationDistance=4.0) # deactivation distance (checking PDF is deactivated for narrow patterns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun: DeeSse run complete\n", "Elapsed time: 1.5 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='categ',\n", " TI=ti,\n", " softProbability=sp, # set probability constraints\n", " distanceType='categorical',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.25,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(sim[0], categ=True, categVal=categ_val, categCol=categ_col,\n", " title='Sim. using local target proportions')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Continuous simulation - global probability constraints\n", "\n", "### Training image (TI)\n", "Source of the image: *T. Zhang, P. Switzer, and A. Journel, Filter-based classification of training image patterns for spatial simulation, MATHEMATICAL GEOLOGY, 38(1):63-80, JAN 2006, [doi:10.1007/s11004-005-9004-x](https://dx.doi.org/10.1007/s11004-005-9004-x)*." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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rAAArV64EAGzduhVAde2dffbZjopz1qxZkXb39/e7dvNzYGAAQKXoxm9+8xsA1bKNu3btAlBZS2yn9RhyLI855hgsWrQIANzmyGc8mUx67yRKOp12a8w+46VSyY3vxMQEPv7xj7v7vVHJ5/Po6+vDpk2b0N7e/oavMzg4iLlz5yKfz//ub77XXHMN7rnnHjz66KMRzaenpwf5fB4DAwMR9Ltt2zb09PS4Y+xGyGhoHmOlsbHRPdAq2WzWPQz5fN49RFxUXJwNDQ2eeYQPZnNzs9u8KHz4s9msu+aBbr5sP6+Tz+e9TZef2iY+mHxZ6Etb+6D3SKVSbhHqC9+2W1/mtu88j9fk9Zqbm70HU+/Fa9n7JRIJ938ew3tkMhnXL4r+xk/bFn7qy9m2KZvNurHcl83XSi6Xcxus3RySyaTrE79jG3Wj0XXI897I5qvrxG6+XAOpVMqtmVqbbzqddn3hd9wg+cm+6/3T6bTrL8dN+83j7ObLtunzqs8YsPfNN5lMepsfjymXy+7/dvPVzUXnXK+dSCS8zZft1Q3H3r+pqSmizOj5HJtMJuP6x3FlW8fHx93/+cnxbmxsjKwxvbY+R1Z0Ldq1wz7p5mvfqa+3+XJd2fE6UGlvbz+gzbdeZb8233K5jGuvvRY/+tGP8PDDD3uFx08++WQ0NDTggQcewCWXXAIAWLt2LTZt2oTFixcDABYvXoz/+T//J7Zv347u7m4AwH333Yf29nYce+yx+9X4sbExt0jb29sdwuDC0ReyPjRAVRNsa2tzi4jnK+E+Fy3vEyf2JcvPfD5f0yeSTqfdQ2AXdTKZdA+GfldLeIwiWvaJSpC+iHg/Iht+lkoldx+Wx1u9ejUAOOtAQ0ODp2RQBgYGHOIlemI7WltbMXv2bABVbZxtUvRhN2+ObSqVcn0hAT9faIODg64PfFnyvplMxl3Lbg4TExORl5oew5dOW1ub++7ll1+OHJvNZl0/uWZUkeE4c7xU2bIvcyuNjY3uxW2Rjt6DokjWav+2HYqY7Aag64xtI6KdNWuWGzv2m/M9Ojrq0DPbx/N1U+BvVqFIJBKeomifq7h2TkxMeP2KiyHlebqZUHh83BhwjfI73SC5nvv7+wFUrTxcC2vWrHFFLmjl2rRpE4CKJYrncV3w7+3bt7vxtUp3uVx2Y2b7wnnu7+93Vhfb/kQi4VlSqFzq8bwfr6ljMtlpoeVyOXbO9uf8fZWlS5firrvuwosvvojm5ma84x3vwN/+7d/iLW95izvmzDPPxCOPPBI572Mf+xhuvfVW9/emTZvw8Y9/HA899BBaW1tx2WWXYenSpXvdJ6zs1+Z79dVX484778RPfvITtLW1OXNUR0cHmpub0dHRgY9+9KO4/vrr0dXVhfb2dlx77bVYvHgxTj/9dADAueeei2OPPRZ/+qd/ii9/+cvo6+vDZz/7WVx99dWx6HZvog8eENVYVXTz5UKjiWdoaMgtRr7Mubj0PIpFWLphWa08mUx6LxDVFmuhvWKx6B5WG4ygmxPHiy9pmrva2trctWbOnOm+AyoPNttuNddSqeTay4eXLxJaJ+KQs6IQvix08wMqyg4tGxxnHqsoz5br49x0dna6fnKe+Tk0NOReYPoiASqKhUVEailQlKLtVtRmUSG19Gw26yluNFGr5ce+LAuFgvfC51yyHY2Nja69au7j2KhSouOVTCYj86F9UqXUonGOSSKR8EytPKajo8O1k/3k5/j4uIea7H0LhULEkmGPtc+WWgfsS42/FQoFz5JiLUkTExNuvPQ8/m3Xqm7idp5UoeBYUDGlQs9nZ9OmTbjnnnsiY8HnaOfOne7Z5m/6rrDt1efeWgasgj4+Po6NGzcCqCpORxxxBIDKGrb31XXCa9rSlLlcrqa5+0DlYG6+TJc99dRTUSwW8ZnPfAbnnnsu1qxZE7H6XHnllbjlllvc32odZbpsT08PHn/8cfT29uLP/uzP0NDQgL/5m7/Z57bs1+b7rW99C0DVr0W57bbbcPnllwMA/uEf/gHJZBKXXHIJcrkczjvvPPzTP/2TOzaVSuGee+7Bxz/+cSxevBgtLS247LLLIh0NEiRIkCBBJlvuvffeyN+33347uru7sWLFCpxxxhnu+2w2W9MN+stf/hJr1qzB/fffjxkzZuCEE07AF77wBXz605/GTTfdtM/psvttdn49aWpqwje/+U2veLjKvHnz8LOf/Wx/bh0rhUIhYgai9k5RUxE1OX7SrHrYYYc5dEV0SM1wfHzcIRprIlb/FDVga8JMJBKelkqNVv2FFP5dLBYdMrfCPjY0NHj+JLZfERkDpmjiZwCH9iHOH0yxPm/1OVm/kJpDrWm6qanJIQPrg1Vkw/nk3zxHTZ7WvBjnf1cETCRCUUuBNe2q35zX4/+JePlQ9vX14bXXXgNQNTnSrDh79mz3EGqaHBANBOIxcUFzaoFRKZfLnqWA46XWFGuZsKZXAF5sQC6Xi6xR/ZwyZYqbj507d0b6poFAasHhb/xb14Mem8lkIutB+1IsFr251vVlYwAsIiwUCh6aVr90LR+o3tce09DQ4M2LnYOdO3e6cbJWLvXrWiSqbeLY87mfNm2aM3fzmkS5vNeuXbvcmHNd8r331re+1bWB48y1l06n3XE2bqBYLHruvMmSyUK+7CulVqyQik2XpXz/+9/H9773PfT09OD3f//38bnPfc6N0xtJl42TA8rzDRIkSJAgQQ5EJmvzZUYG5cYbb8RNN91U87y4dFkA+NCHPoR58+Zh1qxZWLVqFT796U9j7dq1uOuuuwC8sXTZOKnrzbdYLEb8YtZ3oz4UaonUCDdv3gwAePbZZx0qZLoIJZlMuutbVKhBLNZfR+1RIwuJxNgmRa425UCjhq3fTaMXbQSlohe2l/4opg41NDTU9GMnEolIWgjgB/do1KO1JuTzeQ+V2lQtbSf7Pzw87BAUtWv6qog229ravGAQ9XvyOJ5vLRQq9KfHBeJZK0Yul3Pt5T24hlpbWyNjDlR86kDF10yUGBd4xPtYpK3Izlod1K+rkct6frlc9vzW1rLR0NBQM5CoWCy68+ya7+jocDEERPwc57GxMe8+HCd9LtkXzoH6O/mbfVY02pmilgqbxqcBkxwHGyegSNiuVV1X1mLF/m7fvh3PP/88AGDDhg0Aqi9eXXsacAhUYzB6enpcO7lmOF4tLS3ueK5LxnMcdthhDvnyueOzTQTc19fnUCDbxj42Nze74CIb/NbQ0ODaYAOuFLlbS86BymRtvq+99lokavr1UG+tdNmrrrrK/X/RokWYOXMmzj77bKxfv975zidDQlWjIEGCBAlS98KUJf7b2+bLdNmHHnrodYlCTjvtNADVbIeenh6vWNDrpcvGSV0j39bWVqf1Dg8Pe74qimrw/D817xdeeMFpjoxQ5WdTU5Pna7I5hXo/+5lOp52WSL+jog9q4ZbYoVwuRxL9AT/fVlNoqMXzHoVCwfO7qRXA+rF4nWw26zRzjon1zZFaDqimRvT29gKoRJBbXy/7WygUXPrE3h4KIm+mEymiJVJmm6iVt7S0uHmxUceFQsGLRuc4jY6Oun5xzuPyWIk6KExramlpce2jv41oZmhoKOJL0/vr/FCsFSGTyXhRvEqesTdCCh5vI4R1LSuyV1Ekaa0IOk6cA473jh07XJtsnq9GjlsCHPUH27FXK4/14ypytWNJ4XVaWlq850HHz65ZXUNEkJxfosvVq1fjlVdeAVB9l8QhST7jfMEznTKbzbo0LUsC09HR4daczdPNZDLOMsD7HX300QCqEc1KAMINg5aKp556ys0Pj9cIZ46BjZhvbm72LHyTJQcz2vn10mXjhCQqfDdOVrpsXW++fEEDUeIA+3IfGxtzC9umEwwODjrWHgYsvetd7wJQCTCxIfc29B+ovsB4TX2YdBPQ+2v6A0U3SGuWtA/D6Oio20RsioWSR9jNiH/rNdnv2bNnu8VIc7UNpurs7PTSTZ555hkAwPPPP+8FPfCFOj4+7l5SNs8w7mHmMdzcGhsbvaAoZTKyBBo8f3BwMJLio/3WlB/+xmPVzG+VHLaps7PTmQepiOimUCvlRk2dNkebx+r5cW4Ne7wGXlnl0yofhULBI4/Q4LtaAXiJRCIyH0B1DfT19Tntn+tJiR34aU3wau625Bh7I3GIM8Hzk9fRjcQqJJoqxTZxDrlRvfrqq9iyZQuAKsOU5vTy+two+T5Sk7HlFVA3FPvHFzjfG7qu4jY8u0Fal8lRRx3lAqtWrFgBAHjiiScAVMzQVgHhhtHa2uraYFP9NKCVbZssOZib7+uly65fvx533nknLrjgAkydOhWrVq3CddddhzPOOAPHHXccgMlLl63rzTdIkCBBgtS3HMzN9/XSZTOZDO6//3587Wtfw8jICObMmYNLLrkEn/3sZ92xk5UuW9eb78DAgNMCc7mc07Bp3mRazc6dOz3zLbW3wcFBZ1J69NFHAVTNkosWLXL8w9RubeqRmlNtmoyaBylqPrPsNRQlu7ColiansbExZw5kX9RMaU3KyiPN9jG8nlGCc+bMcd/FkQrwXuSptYhqYGAgEoCjv2kfbdv04bEcz0rXyO84P/ytVCp5RAPU2MfHxyNkHto3pRakuZiaP+dbzW1sJ60Cs2fPdsdZs/fAwIAbJyLBOJ5ca1rWMbIBUxxbRbfW7KzsWXZdKfKuRd4yNjbmIUgl4CCC45ojchgaGnLpcdaiofNmuaiJFhWdcrx1fVgLgY6XJSHhWtegIZ5HBEvz8SuvvOKef3Izx/EoWzKUOXPmuLnn88N1oetNx5xt4W/sA8dU15xNm1JrkWVxizNN0z1A9xHn4sEHH3RBWBSuy6OOOsrNq3Vr6DOm1rN6k9fbqOfMmeOxW8XJZKTL1vXmGyRIkCBB6lsOJvL9ryR1vfmuWrUqkgpEZEO/4wsvvACggnytD4OoZNq0aU57pwZMzWfz5s2Ok5rh+dTYNXDE0jWq3zOOvByoaLS1fIKlUsmhaQqDdxRJ2zSIOPKEOB5YtoljcNRRRwGo+DJ5vA3E0eAhar7UtKn5H3744Q5Bckytz1zHREkJagVj6fc21Yj+NyXRsGhLkW8cyrTpKdavpYQH9HeqH5v5fQxs4XV27twZS+jA9ms6GhBPBVnrN0WJNiVNU+6sD1WtPxaR6fk8XhEvr8P1z/HRQLxaVh5eT+kp44ow1AoUy+VyblztZz6f9+aQzzGtKIlEwqFhIl5axfbs2eOOs77U1tZW549lwJQGZ9rYBYr6TW0sgYq1wmmglg24pOh7jmLXycjIiLsf55BV3AYGBvDYY48BqK5Zyp49ezzubg3u4jqwpDUHKofq5htSjYIECRIkSJCDLHWNfJ966qkILZ/WygWqKTAaScnj6RPp6elxyI3aMJHr5s2b8cADDwCo+oPe8Y53AKhqwPl83vOfUZQEnfdXrdVGqqp/k0LN05b/y2QyHpGEtsMmxyt6olbNnDSit4aGBqfx8n5Ee+xve3u7R5TAPr7lLW/xUqvoB1TCfquVl0olp/2zLWybol3rY1bEb+kDlezDEoVoFK31jyq1KD9taTylW2Q7rQ+0t7fXrUPLhqNEJRR77Tg6P/WlWtSlRBy1KgdpRHQcTSPHxpJsxKX12HWdSCRcnWPOi61C1dnZWTN1T6lcLcVhPp/3Ko4pkQavxbXGFB4eo9HdPEar9bAP9Nky4n/BggUuvYTPgc4T1zifGYtudSwtKYqmhNna1XHUkxSlO7XzxDWrlgM+j4zlWLx4sVujrBnMeRsYGPBiRDT9Ma4i1GTIoYp863rzXb16deQloDmlQNRkwoeHL0JuJgsWLMApp5wSOe+ll14CUDFrk6uX1+Lmfeqpp7prW2Ytvog14CKupJndKDQQqdaLM840Z4OUyuWye2j4glCuY8tlrelX1mTJvjAYJJvNeoFPPOewww5z/WMu7Nq1awFUXiJWkdAgFs4PFSGa+9SMXKs+bjqdjq3zqvcC/I1ZA49qlTJUs2Zc8BnbSxM+2Yr6+/ud+ZNBexTlDLZVdiha2YZtUlOz3XR1rdsgLFuqb2JiomaKk649m7KTz+e9caKMjo663FLypttqW9ls1mNQ0rKS3MSsqVZfznHmW6tcccOxudPaT61QRcaoY445BkCV/7itrc3b/JSvem/1g3lsrZrdcQqgjq2t463XtixyVvEEqoo854BtPPLII937jmlU/FSWMps+GQcaJkvC5hskSJAgQYIcZAmbbx3K0NBQbAqLTVmYPn26Q7zUcvWTv1FL5N/t7e3O7ExTDYvL06R2+OGHezzIyjVriRIUNdpAD61UY1NmagVQAX6xdjXxEp0qd3It5Ds2NuahHssmpexbPF85fInyiAA1fcOmCKlZUmsRAz63tAahWXSuDEg2JUvRrQ280hqyFk3rOMeZ9Tk2RLw0P/M8JUGxZkK9pk3p0qAsSyqiqNwiSA36s6jauiyU09oifw3GsnzZpVLJzQ/njr8NDg56VgMGxBFZqXXKulyUdMZaOLQvdn5yuVyslUP/VgIerl2yO2k6IeeSVpfR0VF3nkW1ys9tme0o+ozreeyHfV/EoWJr9VCe671xeMe9E3gdctiTGYvzRFMzEB/kx2cynU47036QNy51vfkGCRIkSJD6loB861CmTp3qEMDQ0JDTmOnPYQDF1KlTXcABv9MgEGqHRGvURE855RSnFTI8n0FcTz31lGsH/X5WA02n0x76sGkUgO8zUj+yDWxRdKG1fVVKpZIXhKH+SmrsRDGKynmevbbyCts0EU1LImGA5YbW4yxZxdSpU72AI4r6wWx6jmr6FjXEURpaH2BDQ4N3LesLBarInnPB9aXBa/xU5KrWAj1GrTU2cMrWUdVrxhFL8NpcO01NTR43s/WTKnLmdThvjY2NnjVAEZpFvkrjSbHnc26nTJkSQU/aRuWbttfRsbSEEkNDQw6xca3T4qCUmbYvDKQ64YQT3LsgzupjETclk8l45C3WX5pOpz0CHA2qsmtWrRe22pVF/Do+9lPbYGltM5mMa9PChQsBVCsfjYyMeH5sjnNnZ6ezhDQ1NU0q8g2bb5AgQYIECXKQJWy+dSiLFi1yVHAvv/yy03xt1HE2m3XfUWPXaFobZan0eosWLQJQTV+gz5dpSUrqz0R83lfrl9rI4Gw262m+Sllp6TAtxWFcZDJRiVLXEeGov1K1bz1fEYKNctTIYosOlQjfRklTW+7r63Pzw/HW9AuL9OM+6ZO3D5tGD1vkayNhgWhxDOvLI4rSfvB4It69Ef9zTIvFolsz9HnS16YVi2ydWa6TUqnkpaloW22/ODYtLS0RawMQtVqw3XERsjzGVn+iTJkyxSFc3k/XsPVbs0/0h8+ZMyeSCQBE4zNsnzQ1jUjOWhpKpZL7jeNNJMdCD4VCwV2b91dfPa/F1CR9Vq0lJo40w6ZtUTKZjIf07TqPE/V/1/Lfa1v4bOv7wN5Hn2e+A+nrpgWKVZoAeOmIs2fPds9yJpNxhRqCvHGp68133rx5bhPN5/MuLYgvdz5E7e3tkdxM/Uyn017gkJqPuPjIdMUHnQ84K6DoeVzMWq6MbdEXE1/mNnVHA7X4QuDDx5ceP/U3felqaTteE4iatGyghwam1OIHVrFBWZrCYtNM9NrKUcxjrVk+LsfUvki0rZZDmnOZy+W8dI+4YvE83+aTatUcy/6lwT5q9gUqZlhuulTYON89PT1ufKyJWBU3y16lpk+rNOicKtORtldN3NZMruZfWxGLL+t0Ou36RPY4bsblctm1jy4HPjsa2FerAlFTU1PsvFCscqXjxr5QueE74dlnnwVQeUZ5PjcQmppTqZSXk67BcFZR5fqamJjwTMJWiS6Xy56SogqQ7ZOuYRtIp4pNnJnZjpF1DVF0vPgO5LpUhYDrkHM5bdo057qLU2gPRALyDRIkSJAgQX4LUq8b6IFIXW++yjCUSCScps7AKTIMaSI9tXBqe83NzZFUGaCqySpHKgM0TjzxRABRBMwgLN6DaFPRqWW4iguqUHOo1f6Vb5btt+hYkSXbQGSiZmeLejRVwyIhS6qgnMMUJekg2iLi5fw0Nze7MVN2IfZFTe4AvIpPcdqxmiUtUuff4+PjkcAb2yeLWuLqqNpjNHCrVo3hcrnskBRJJzhOJ5xwgkt14Xq0otWULHe3mlFtII8+B5afm8dks1m3njlPGjRkOdKJDJ977jn8+7//O4AqmudYdHR0OIsPAxB5bTWBWqYnrsXW1lbPwqD1mu3Ya+ChDcIiouP18vm8c0/xWaHlaubMme5dQFGSEhtUpc+KDYK0yD2OXS1uk1E0zXtZqwdF3RHWksM2ah1hG8iogZqcH/ZfrTw2MLW9vd1LPQtyYFLXm2+QIEGCBKlvCWbnOpTW1taINkZCB6uxKw8stT5NF7FBEYqiiCCpSbK6Eb/fs2ePo1JkwAIDrxSdWgKBXC7nkLlFm42NjR7a0qpCbBvF+itHR0cd6mLfqcFrf9mnOJ+ipbFUNGL9jTpelqCBhCXNzc0e4Yf6Ym1bbJCQBoPZlKFyuez5plU75zUsim9oaPCq82gFHqAyhzagRv1/Fl2qNYNIlTST5NIdGRlxc0WiA96P7dEAJmsFUc7gOATJa1lSELX22GA/9n94eNitS1oxXnzxRQDAXXfdhWeeeQZAdexp2Zg/f77zCfJaDLDjmHR3d3spXRqYZ9Pb9LmIWw/so00jIlo79thjXTs49kTADBhKpVKObtE+YxovYAMQdc3ZtBxKKpWKrTjGe6glg33hb3Y9qvWgllVMka+1xOizzX7yOoq4eR6tB5zT1tZWd95kI9+w+QYJEiRIkCAHWcLmW4eiFG3pdNpVIyExBqt17Nixw2mZjNwkMisUCl5hAvXjabUXoIpQTj75ZACVFBqiAfqameJw+OGH1yTALxQKHi2eIl9L/Wj9pcVi0SPl57U1DUm1WqCiFfPa6pMGKoiZ59WKloxDXeqHs9G7irJtvWMiLK0cZKOtVWO3vnH1r1qUSGSpEkfVGUdgoX1SNMD7KpkD72PRtUaz8nhSlA4MDLjIfCJHGyHc2trqUCHnS9tdK71F59RW3dFKV7Z6k1JC0lrC75hW99JLL7kxoF+XxQi6urrcmFm6VC3OYX3V/K21tdVLkeJayOVyXju1mplNYeO1mU6UzWYdglu2bBkAuPH/1a9+5c5nWiEtV+l02vMHK0q1/mCLgFOp1F4tMhS79jQFzh6v0c5xaJrXs4hZK12xfTYqXq1i1h/c3Nwced6CHLjU9eYbJEiQIEHqWwLyrVPRcmFEDdR4qbEPDw87vyxF68Ta6EqNxqVmroUJgKrmv3DhQleC0EYdt7W1uftYNNHU1BRbvo5/Uxu3ZAh6rEXlXITUWvU79jGbzTrUb6MzM5mMhyAtKi+VSl5RALZDiRJs3io/dSxoodCCDpQ44n2bU6vR3TaSWfOpbf1gi/h5DfaPbeJ92TbOCf3p4+PjHorn3xplTWH7x8bGXL4sI+W1Vi9QWYtsJ32YRMCajxlXfo/fcZy1Li77ZOsXx/kyLcJKJpMuSvrwww8HgMjzQaTNdtp2aywD50IpC22OtpJe8NrWmqDWKf7G84jaOjo6XAlQCq/X29uL5cuXR67JzwULFjiLBMeAKLFcrta3rVVmUa1EcVSftWoyJ5NJL9pZn+Naeb5aDzyufri2VcdAYy8s6YtawDR6fDIlbL51KGNjY5FABMsZzAd7x44dLuiFpmG+PIrFold8XB8qy13Le/Clc9hhh7n/27SeUqnkXqA8RgNO+JKxZm/lHLYsQ2qathWO2Laenh7XFlsnNpPJuDHjhqGbkg1ssffXFKm4oueWBYov3qlTp0ZSkrTdWuXHvlg0uMSSZfAcrcZig3amTZvmkQgoqUEcKYdeO5lMRkyc2rZCoeBMyUxdYUCPspTZSj6ZTMatTfbFbpBa35abiSooSpqiY8N+AT4rkpqFLd+1rnnrDuEczpkzx5lkOc5cuw0NDe44GzymLFZ2ftiOkZERr7/6XFiFT11EdoOL49TmfWla5rUff/xx5yZatWoVgOqab2hocO8Snq+Bi3acrdkdgBekFFeFzSqMcel8SrKhhCgqGqRlFXt1Q1mFS1OlajFvxaV7TZYcqptvSNgKEiRIkCBBDrLUNfK1CeyW8EBTiKhNE6nQDN3c3Oxpkhqmr2YxoKqVx3Ed85Pm7ocfftil2tBcR5N4Y2OjF9SkVWDYFksvqeQP1gxEbX7atGnONEp0q2ZzW/GI10yn0x7JhUURan6yCHZiYsIjHmAfZ82a5cgmeE2andVsXKtSS1w9XxvEpvclClPTv0UmGphmzc2U8fFxN4ZEdAzeUeRLmlHOl17b8uxms1mHILkebB3igYEBL2hN6xJbc6KaM+1vFrFMTEy4sSRSV7OzDbojeczChQs95KlBYbaCD9urVhAiQaJLpVRlmzRwEKg8a7VSb7SilU254fm5XM61hevi3e9+N4DKen700UcBVAMlmVqVz+fdfB5//PGR+2qqENdTnJXIEsooDalN46NowJU1P6dSqdgKR/a+NmCR7c7n8x5y1UA+SwGrxD820HKy5FBFvnW9+QYJEiRIkPqWsPnWoWhlIK0nan0p6uewvr3GxkaPylC1aquFW1+MapK8x+bNmwFUfM1ELQw+Iel7T08P5s+fD6BKRMH2Emlpm6yW3NnZ6YJBqOnT9zk6Oup8kET46jNTVKjX1CCuWuQASplng5z0IeKYKPJlmhdRIi0Eu3btcujKBs8owbwlmVdrgB0fPdYiFEXTFunzU4lELGJWKkyid2uhUNE5Ayr+b6JozgHnUoPBFJEA1fkdGRnx7qMEJnY9qmWA/WYMBK+plg7rQ2UbGxoa3G/8jlaATCbjpaWxL7QetbW1eYhKiSZsyk5c/WI798Vi0V2TY2r9qxpUqdYlADjuuOPcb7/61a8AVNfnCy+84AU+MtBSfaD2edB+2DgFHQuOl/XJa4qTXc9qudqblchaPzR1qRZJh1a7sqlzej2bfhXkjUldb75BggQJEqS+JSDffZRHH30UX/nKV7BixQr09vbiRz/6ES666CL3e1w5MAD48pe/jE9+8pMAKlR0RD2UpUuX4q//+q/3qy2KXJQw3FIVlkolj/ycKCSVSnlRx+pDIrKxdG3q37LoSTV33o/InNHWq1atcqiBaJjXLBQKkahKvT815/nz57uIbbaXPrPXXnsNTz75JICqX1WLGLDv/LR0jXpN68NtbGyMpMzoZ6lU8qgnKR0dHQ790zJA9NXX1+fKwVk/aRwtHvvJNmWzWW/OrU9Rr2VRQa378Xq2rJxG6Np0Ho0w5hgSJTIVbtq0aR4VoV1XbW1t7rs41GcJHuJKAmofgKi/0aItzsmePXu8Naeo0bbTUrICPoWrRkYTaVvaRiWNofB5HBsbc/+38RlxSI79VP8928B7MCaitbUVJ5xwQuT8X//61wCArVu3OhTM74477jgAlTQkW6TF+kJ17dia20rXaGMYgOrYW3StxB3WIqPrmtfi+tSiE7XKWWqamq03rUVTJlvC5ruPMjIyguOPPx5XXHEFLr74Yu935i1Sfv7zn+OjH/0oLrnkksj3t9xyC6688kr3d63qLnuTYrEYefnEscEAlYVv2Y24ienL1r5sksmkVxGH53ORDg0NeTmINCOffvrp7v/cfGkO3rx5s9sY+cn2jo+Pu5eNNTsrTy43Mx7DB23Pnj0ueIQPDNs9Y8aMiBlR+6Z9oNiHXwNN+HLT3EcNKgKiwTYMMuIY8LxXXnnFVfmh+ZXX4T0ymYx7ydmXjaZm2fYr37TdfPU3m/urrgiruFFGRkYiAUMq6XTa47fWSjHkzuVcUBHS9aibD7B3hipthwZm6XhRmpqaXNssH/NLL73kzud4W/cE4LsFNOXHBkXxesPDw+45sDWGNcWJ1+QxQ0NDXq62BlPy/zZISXP51aQLRJnb2AamIfFeTz/9tFurGzduBFBdJ52dnd59beBkqVTy8pp5fnNzsxfAZM/XMWQbNYgrztzM9vBacevS1trWNEiuJ3V9AZX1YYMwJ0vC5ruPsmTJEixZsqTm79TuKT/5yU9w1llnOZRGaWtr844NEiRIkCBBDgV5U32+27Ztw09/+lPccccd3m9f+tKX8IUvfAFz587Fhz70IVx33XU1Q9hzuVykeowGV1GLy+fzTvunaYtaX1NTk9PyLLuTVgnRSkdA1TTFa/A+QLWC0bPPPusQJzXIefPmAahUQGIgEdtC/une3l7s2LEj0h+2e/fu3e6algSB2u3OnTudCduiHw0Co1ZIpNXT0+OQgZIJcCxrBVxpYIxNMVJuZ3tfXrujo8MFqxCxM/Vo/fr1OOqoowBU0aHtU1tbm5s7zrmaXi2DmPI/x6E0oIKQ4liJ2BceszceZGuKU3Md+0slU022RMOatgRUrQFaSzqO7cymhGhakjVj2jHJ5/OuLRxTtrWvr8+teyI6NavaILs464kNAFRCDMuYpulINi2GoqkzFkEqj7G9tiXGAPwgNk1DIlpcuHAhgMpzybFgShafuY0bN7q5s5YRi/zjvlNrBPsWF/hk09TU+mDXKqVYLLo54/PEdaUuC8tCl8lk3PPGdxP739HR4Y6zAXwHKgH5vglyxx13oK2tzTNP/+Vf/iVOOukkdHV14fHHH8cNN9yA3t5e/P3f/33sdZYuXYqbb775zWxqkCBBggT5LUjYfN8E+b//9//iwx/+sMfbe/3117v/H3fccchkMvjYxz6GpUuXeukKAHDDDTdEzhkcHMScOXMimmWxWIzUswWiFYCohVNzpW+6q6vLHWdTBiYmJry0C3LyPvbYYwAqyJeaoEUziUTCaY42aKa7u9v5N6mJKpetTYSnJkyNtL+/36URWfSji9n6YJubm710KwZ8tbS0uO84hpbvltdn//QeShwQx81M9M0UK45lX1+fq7c6d+7cSJvUGsI2sL9xlIq2bclk0kszU4rDWuhSfYu8lvoggcpa4jVtKlpra6tD+BpIx/bb1CRrtVG/rkUqGuSnfj4gSjtqa0grhzDvZwNrmpqavFQ9JXXg//lMK9mMHSeb8pRMJmMpOvm3JaLgsdom9X3yvhRLDao+YGvJUQRpK1PRSnbUUUe5dbFmzRoAVSvViy++6HFY04qg1KHWP0tRykz7W6lU8taT9s2mafE3tfDEBRXyN64xtSByvCwBD48ZHBz0guwmS8LmO8ny2GOPYe3atfjXf/3X1z32tNNOQ7FYxMaNG12xepXGxsbYTTlIkCBBggSpR3nTNt/vfOc7OPnkkx0t295k5cqVSCaTDu3sj2g1GVt1RpEwoxV/8YtfAKhqzosXL3aRptSqFQVQu2RaDOuBkpJuy5YtThMkhSR9vm1tbZGoaAARH6GlhyOK6OrqckjVRvgSuff19bn/s91so0a8WoQxPj7u1cMlQshkMhH/LRBfccm2Ny6B32qjmUzGIV/6d0nNuGrVKuf/feGFF9zYcSyAirbNeeWnpj/ZWqNq9bB1mpVwxCJm9oXoRYsB8Hz6/3bt2hVLhcjrcJytX3hkZMShfosOddxqRSurn5NrSNPl4qoRqTQ3N7tx1WpTvLYtuqCEC1xrXJ9a2cpaW2wEei6Xq0nlqnNh082U2MX6r/W+dgz57Gh6nKWCjUPjvO/cuXM9q92zzz4LoGI5YyEGjqVFwo2NjR7hh1pkrIWBkkqlvN8UuXOua9FEKh0n3ztqVSCapfWPz2E+n/csBHzWmpubI8UdJlMC8t1HGR4exssvv+z+3rBhA1auXImuri5nMhwcHMQPf/hD/N3f/Z13/rJly7B8+XKcddZZaGtrw7Jly3DdddfhT/7kT9zLeV9Fy8WNjIw4kywXlfLs0szGtv/kJz8BUCmqvXjxYgDAiSeeCKD6EBUKBc/M/MADDwCoBAnxGKbQnHzyyQDg0mY0gMEGC42Pj0fK1gHRl6TNHeZDy42gq6vLC/CgDA4Oeikw+iK2SoaaXm1KFV9MGjxj+ZBVtHKPHqPpXlwnRx99NICKAsOHnC80jilfbKOjo555XdOfbBqRmuQsc5KWpeMc2CAdvrhbW1vdd9Y0PDAw4KVdaFCVLX+nqWT2BWoZhTT1xm6GOgcUrQAU5z7Razc1NTlFl2udCoIGVVmTvL4ktWIQ22g3extUpal7uukC8Sk06rKoZUbVUoQ2rUaVF67HuKpIfCZtgFpjY6NTpNk2LSfJ9wxzgG3aWk9PT00WLOUAiEsHoti5HxkZ8Z4DKlB8x+hGaYMiBwcH8fzzz0favXbtWgDV9yVQVebYx0wm4wWYTZaEzXcf5emnn8ZZZ53l/qYv9rLLLsPtt98OAPjBD36AcrmMP/7jP/bOb2xsxA9+8APcdNNNyOVyWLBgAa677rqITzdIkCBBggT5XZb93nzPPPPM19U0rrrqKlx11VWxv5100kl44okn9ve2sdLV1eU0ypdfftmx0ZCth9qbsskQvRC5btmyxaFhpg+97W1vc/egdvjQQw9Frk2Nctq0aS45n4hXq9BQS2QQB7XafD5fE/2oWD5int/e3h4JolJR5MtrE2m0tbV5aVOammU5ZeNMY9asqQE9lplHkRK/o6ZO8/OWLVuwYsUKAFW+Z2rn7KNy4aplgmIZphRx1Kp6UyqV3G+WeEBdEbYvRFQjIyMeyxDnu7293c2LNeWrGZWihDBsf5zLgOdb/mNF95bHmGuBx+RyOS/gi33Smq68r/JGa4oOULUQaC3ouLq2FNvuOLO1NW/GpTGp9cP21yJhnWf7POn5FqkD1RQ9Ptu0EJRKJYcYScTB9ck1lM1mXVBl3DuT97FWjLGxMc8doghY1xhQDU7k34VCIWL1A6pEPq+++qpznfGZI7otFoteNTWS9XR0dLg2TDa3c0C+QYIECRIkyG9B6nUDPRCp6813YGDABQts3LgRmzZtAlANjydCOvLII10wFDU5otzdu3fjmWeeAVCtZkJ/YzqddkiM51Fzpv/j2GOPdbzEtvqM+s9s+kRjY2OEIARAJODEoh2bApNIJLwKPJqWwEA0arxx1WNsgIver1ZQhxJTxNWNVaTKMeBvlhOaY3H00Ue79lrkS+RxyimnOMRuU2/iyBuUls+iNUVtRCYcQ01Doli/mdI91qqrOzo66tCzvaYGLinBCdvL9lt/vaZ7Wa5xDeTROAigimKUdMaSoSjn+datWyP95XUKhYK7Xxzvs/XzW8StWQtxPMgcJ4tENb0mLijLIt+4NCx7jK4Ti9DVUsJrcD2/9a1vddfmfPBdQgS8fPlyABWCC64BS+CjPNdxVgze19Li6thxzdCSxHnaunWrm0PGrDDgdNOmTS640aYqxo0hgzg1ZoPv0smSQxX5Tq7nPEiQIEGCBAnyulLXyPfRRx91Gt769eudhk/fB6kcjzvuOMyaNQtANTWJiGfDhg3uGtQEiRaVxo9CDZZo9+ijj46NGgYqmmmt/GT1+dlUh4mJCa+ggvWRpVIpzyemBOnUdBmdSRQyNjbm+Tn5t0acWr+dapeWfEHJAiyiomg0rCU1mTdvntPaiQb4SR/74Ycf7qXHKIqx5B6aTsXx4T2IfFtbW91asQQRlNbWVod0iWyY4jUwMOAdz/5v377doR5SN/Jera2tXkUczoUWeLDUouo7tn5sRcJsE1ELLUGa3mPnlX7KgYEBt3YsGUOhUIjQlAJ+mgwQrfqkf+tcxNEs2opSFPVD763etK1MpelfNkJe/7aWIH3m7BzwWT/yyCMjzxQA9x5hulxnZ6ejdyR/Ad87bW1tER+83repqcndR59pHsv70UpEdEvL3bp165yljmlxfLdpIRhbvEWtUzZe4LXXXnPrIPh8J0fqevP99a9/7RbHyMiIM4vQbMwFP2XKFK/cIF+MCxcujGzgQNVE09/f7z2QfHgYgKHVmGwgkrLC2Coj5XLZLXprNt5b4Wrl0uU1eYzm65JTmg+oBmzYQC0NTOE17CaqZk37gGr+LF+4Ng9Uc4D1JWPva1/cnJM5c+a4AC3Or+Z8WkVAU4hsoJQqOXwp8XhuOBzbqVOnuu9eeuklANWX67Zt25wiYc2oyWQyUgEHqJrrZsyY4RQJbnoUnXu7wexN2dDN2AZD2XQqLQ9nlYd58+a5/nFsqLDmcjk3LtaUrul8lmFOTcR2g7UBctpPSjqdrmlaVqYoa7ZWBcOmm2n+bK2KWOVy2SvdyDmdPn264zDg+qDyT4V3xYoV7trcDJnOePjhhzuljOPEtim7GV1pfCdt3rw5UhkNqAZMUdnq7+/38s+1T3GuGd7fjq/mRbNfXBeTJWHzDRIkSJAgQQ6yhM23DmV4eDiCBqjJUaun+bi1tdUhUH5SS+7u7nakD0SzTz/9NICK5kriDiIzhvVTA1bt2AZzKIeuNbVaXmr9TWuUWoSh17ZpF4r+aGanqVMr4thqKJqCYzVei6w0yEiRNiUunQeImjotg9Err7yCF198EUDVdEYUQQ1+9erVDilY5qdyueyOo1ZOc1s+n/eYpvR8GwRmUUhLS4u7NpEvU9OUlESDmQBg9uzZbj0RqdNqMmXKFC/Qi/eP4x62wWRqdraiFcAsslEkbYlZeOy0adOcqVT7CUTTxfidIkn2wXIl65q3FoK4QvA29UafbUvwkEqlvPUUZ9q27ht9YdsgLk3vibsfUHkuaXqnhY0IlGt5586djgmPaUnkiD755JNd9STOD9fupk2bHLplMBc/d+zY4VWLspYofcatlamxsdEL4lKXhQ2WU7IetcwRkQd541LXm2+QIEGCBKlvCci3DuWoo46KcC9TI2QAgtaEtWQR1Pa0tik1WSKWl156yfk56Lejr04DN7TeKVBFM+pDsekEyWTSQ4eUZDLp+ajjNPZa5BHZbNa1V0k9gIp2zT5xDBQRER0SvVD0/pb+T/mMleJOpVQqeQFiRKe/+c1vnJ+Rc2ipBlevXh3hmbXC4xkUouk1FiUqureBP9b/F5eGxWPb29vd7/SL8rfOzk4X8Ef/e1wwFcfOBrppQJ0NEtI5sHECSsLA+1k/uo4Jfc5q4bCoXP2lvKYl50ilUh69pEW5mqZmkZmmE1lri4pF05pGpNYdlUwm4+5jSSv0O4u44zYFtQBR6MsnXSr9u4ODgy44j1Y4pkY+88wzzorGceYa2r59u3s2iDy1TxbF8x1Bq54S0tgUOuVBt4Q4mnYVl97GaySTSdx5552YLDlUN9+QahQkSJAgQYIcZKlr5PsHf/AHDuFs2LDB+ajoN1Ttkf8/5phjAFSiDYEKerEE50pSr+QDQLVmL//u6OhwPjKKavXUMq0PF/DRg/pwLQKLI8awxB1ETW1tbR5CJ5Lt6+tzfmymjWiEsPWLWu26ubm5JuGBpoTYCO5isehFHTOCc8OGDS5S0xYq4L12797t5tr69nS8bOWicrnsIQVeUwlEavn2lNRfq04BwKxZs9y1GJWtc0hUyYh4tXpYNGvTp7Q+LiUOodgYAo0mVuuOtk3rxXJeeb2mpibXP6JcWhyGhoa8ilhKYGKLclifpFaYiiPrsHSltv96niJgrjUbqatWp1qUqIqarG+9VCp5VZAs6QxQXeua+cB72drG/Hvbtm2e5UrXri1Qwmd1ypQpXpqarQDW2dnpWTsoTU1N7pr2Wcnn89660GdHCX4C8j1wqevNN0iQIEGC1LeEzbcO5cgjj3Ta29FHH+0KIpAukuXptm/f7qIFLW3iokWLnJ+S/kb6ZXbt2uUmlkiXtTrpr+ns7PSI/qndNjU1eeX7VEu3Wrj6vGwdXatxx1FXagSr1W71HtbHpRG/ltzD+oySyWSEblBFo2HVJ8f78ngiKaLFTZs2eYjXRnA3NTV5aIltTKfTXsk4tRzwPItMNBJao1j1voVCwSv9yPWiOdi0ltC3NzY25qJX6UPltbPZrEcLaevqKuqy60TPs+QRzc3NNedX1wT7xLnUNWCtHZSRkRGP7pSi9JI2upoWi5GREW9dxMUy2Gsrfaj1dSudZi3aVB03S9k5MTHhxS7YnGI7BkBlnK3FjBYl9jcuZztuDi3FaHNzs1tjRLNcQ9OmTXPjy/XHv9VaYwtn6LuC9+FzxGPGxsZcn+0xWiM4rmDGgUjYfOtcUqmUSxmiuY+mmmeffdaRTWgFD6AyceRr5ebLYwqFgnth81q2yH0mk/EedmsG47X0vsr4ZDexuCouNm1EiQeseU7NXXYz1ApP1lSbyWQ805t90OP6og+4FrgHoulPPI/KDdMvNGnfBsZxLmfOnOm9ZHTztcqCbjRsC19oaoq3L0W7iSt5hK2tqtdmcBXnfMeOHa5/dEvoNanM8X6WrEODlezLLo7PWNeV5QWnKNsaNxHbt2Kx6BQBtpGbiioyNlUpnU57SpF1qyhnOdurJtdaqUL6mz1GWdVszWuKjolNU1Oxioy6HOxGm0gk3H34vmCgpwYrWgVISUq4sTIVjQp9Q0ODF+CppDV2s7Z9i1M4Vemxz5EGylmFQE3Tk13H91CX35nNN0iQIEGC1J8E5FuHooQCg4ODHp0fqdyampqcdkfzMyklGxsbnaav6ThABSUSTZO0Qmt1ApWJt7Uz1dRqqe80faOWeUyT+63mrXVnbSoJxyKfz+/VLGmPVzOhNZnFUf1xvIgemCKhlJmWLCKRSLhr28A4RWjsJ5E2zW3d3d1ewBaPbW5udoiCc882apqJDUJR9GO5ndl+rcRjaRo1uImWEba3t7fXVWbidxxnRUYM4ItLk+F6tFYM7ROvpcfYFB2bylYoFBxa4j04B62trZHgHqA6hyMjIw4p04rAsdBqWdbsrSktNnVGTfhxFKxsvw140mfNWn5sWlGhUHD9s8Q0er84CkprCVKzN8eFlhwiX30f2NRGroWenh6X0sh3DNesVo/Sdcy2Wo50+4xmMhmv6pSmf1mXlo6lTQ+j5HI5L5VssiRsvkGCBAkSJMhBlrD51qGojzKfz3tUf9QW586di5NPPjlyLunbtmzZ4gV9UHOdMmWKI/NnihKRip5jtWoNWrIBIjZVQkW1cuv7s4n0jY2NHsJRXxk13zgtNa56C4+1WrUVDTSxfkf1+8WllDDdi8iXKEgJR3g8LQxERqVSyQuKUmRFlGYtFEA1wIuEByTimJiY8AJ/7HgpEYf2E6jMiR0ntmPz5s2ubip9vqQTnDJlikeHaStb5fN5LyaA/dcaxRaZNTc3e32xtI/Dw8Ne4KHGEnBe7H1HR0ed/5fzxQDEfD7vxtVadJR4hHEVcf5zG8OgKXi2yIRaiWohfY0/0D7otTW40cYbaN1jK7qeSSdJ5Ktrn+uXRCt8n8yfP9+9S7iede6tb10pJG0Qpl0DGhwVRyMal3qm56soErYpUUEOTOp68w0SJEiQIPUtAfnWoSSTSYcE1Z9kteqWlhYcd9xxAKo+U2rQGzdudIT5mgoCVPwy9MdYKjjrh1PRyEKb+qIEFbWo6zSi0dJLarqOjUTmp0YmWgQ8Pj7uXZOasBLus50WKYyOjkb83Xrf9vZ2L31BaTWJmki/x76USiUP8RIVqE+R7bZ1iLu6uhyyIEUo10Bvb6+7H31z/K2zs9Pdj/225eji/MI6ttbaolYB+pZpZSFSWrBggUO+tLLYUnv5fN4jwFfLivVbxyEde00lndA513Zv27YNK1euBFAtWaepKHxW+FwoiYyN4KYQETc1NTkkyPazHcPDwx6JiqbeWWuLxhZYiwRFLTyaKqfX0XHhNdWaYf2i6genZYNR7VrHG6isRUYyE/EyKn7q1Kke9Svvr0id7dV0LWu5smOjMRA2bUufNX22eH+N5gai62pvVrsDkbD51qHoxpfJZLxgDD5wWtWELw2mF42MjLhNgQuP4f1z5851LxRuPjZVQU3Lcfyx9oVtqwZpP+xGrcdbTlnNUbUPoeYuMtVAmaLsi09ruvIBs4E8tmqP/p9j1NLS4j0IvO/mzZsdfzMDtNTkSCWKZmNeUzc6vlD4yY12/vz57ni2W9M/eD8KzcDd3d1OcbCpFbo52YL1an7jS5H35TFz5sxxL2NuunfffTeAykv6yCOPBFB9UdtqSo2Nje43bmbKvEaJS7GyrEpsG83uGzdujFTJUdm1a5fbYJmzzOuMjIy4IDJec/Xq1QAqzww3mvnz50faRqVn9+7drg+cE45NLpfz0ok4llOmTHH8yZxnPtv6jHHs7KamzE02ha6hocFjgVM3kn22ufnu2rXL8QhQuWN72f85c+Y4szyVSa638fFxbxONSx207wudeyqO7IumFVolQ9+NcfWh+bd9B8WxstUyxQfZPwmJW0GCBAkS5LcmRL4H8m9fZenSpTj11FPR1taG7u5uXHTRRc5yQRkfH8fVV1+NqVOnorW1FZdccolTsCibNm3ChRdeiGw2i+7ubnzyk5/0rAyvJ3WNfLWzivasBl0oFBza43fkdt62bVskVQaoopHu7m6nYVuTtiIly5IUVzVHySb0XoBvLtNkd17bBnWVy2UvCIVtHBwcjJBqaL8HBgZcYAhRppoJLRq2Zk3lhrV81VqJh8czoOjJJ590yFcDrdhGIhsiBaIIIoXOzk7PFE8TXnd3t5tf8kWz3ujg4GCkxi6ACIqqFXSi5neaSm39U+XgteOtZAYMyGEt1/HxcZx33nkAqhYYrjmen0qlIoQMOhZsF+BbZDZv3uzS6IhuGeBGa0BfX59DtdZ8revKVsYpFAoOqXJeiXxbWlocKuT4Wm7o3bt3e6lNamGphU418JGVgziXnZ2dbg5q1RFWkg1rMs1msx6ph9Zy5phb7u2VK1c65Mv1TIuZ8r/rfAJVa4K6b2idUpYz+57g+S0tLV71Jxs0WCgUIvOp/S4Wi24ObKBWKpXygs6U1erNMu8eTLPzI488gquvvhqnnnoqisUiPvOZz+Dcc8/FmjVr3Fxfd911+OlPf4of/vCH6OjowDXXXIOLL74Yv/71rwFUxuLCCy9ET08PHn/8cfT29uLP/uzP0NDQgL/5m7/Z57bU9eYbJEiQIEHqWw7m5nvvvfdG/r799tvR3d2NFStW4IwzzsCePXvwne98B3feeSfe8573AABuu+02HHPMMXjiiSdw+umn45e//CXWrFmD+++/HzNmzMAJJ5yAL3zhC/j0pz+Nm266yYt5qCV1vfmOj49HggBsYrny0FqiBaK+t7zlLS4ghlqp+tYsF60NUImrUKOpAKp9A9GgnVpEGA0NDV6Alg2EyGazHk2c+uYo1Map1Y2NjTmqTaIu+tGowevx1M41+If/t/zRWsmH48OglNWrVzvfH1Earz1jxgw3HzalSnmRLbLifO/YscOhPd6D49Xa2uraNG/ePABVv11DQ4Pn57Maf1wKjAYg2VQj9UdzDHl/+kv7+/udqSvOF8hxUMuN/jY4OOjMYES1tGa88sorjjOb/lwGPGmajiVxUaIFjjk/OZfDw8PuvkSzGpBHNEzyFGvtyeVyHq1jHGkF28T+Dg0NOcRNNM/UvxNPPNGtHRsXofzE1r+q/bbxDcpRbWMPHn74YQDA/fff79ZaXPUmnmPHmeM1PDzsUU4qOuc4aR1ejonl1+axGjRoU7IU3dtAvLjqYJbnulgseqmU/9WE65yicSK1hFZPvidXrFiBQqGAc845xx2zcOFCzJ07F8uWLcPpp5+OZcuWYdGiRe7ZBYDzzjsPH//4x/H88887cqfXk+DzDRIkSJAgv1WZDH/vnDlz0NHR4f4tXbp0r/cslUr4xCc+gXe+852uKE9fXx8ymYxTuigzZsxwylZfX19k4+Xv/G1fpa6Rr/pykslkhE4OiJojbPQvEdbChQsdEnz22WcBwNWW7e3tdRo2J4Nap0YW20hV9RdaVKwoqlb1GY2ytD4fReIWeeonf9Man+wTUSJTSZhGpQQalLiKOjY1gm1qb29340oURD/nyy+/7MaO2iijjmfNmuXOs/VtqflPnz7dRTfzOyK7V1991d2P7WfkbUtLi7sW514RAtERJS6Ng+uJ94iLOGe7iZ6SyaS736JFiwBUEfdLL73k1hyRFFEm7z916lQ3PpwD+rE3btzo+s4IZiLR8fFxz9/HtrGv2WzWW5cc/2nTpjnLAsdNiwpw7RABK+Unx4dEGpbMQQsV2OdR075s1oASePDlxnsMDw/jlFNOAVCN47CIW4uQ2PnN5/OunbagRENDg+snfds0W65du9ajUOXfnIupU6d6Fc8Ujdta35q2ZlPfKHEmVrbfvgdUlF6SYq0e6u+n8PhCoeClp02WTJbZ+bXXXnPxGQBeF/VeffXVeO655/CrX/3qDd/7QKSuN1813epGTNHFZTcVviTb29tdMAfNz3yJ7Nq1y13T5r9qSop9uemL2KapqBnKLn7NT7YPgU2FiXuRqclUg0aA6ktu69at7oXNACgGLh1xxBFefqCOBVAxaVtWJG4qzc3NzqxGReapp54CUNkk2E8bmNLc3OyV8mM/+SI87LDD3PnchPgiHhgYcOPMTUzN2Nb0p2Y2W8XI5m8nEglnxmdaEftYLpe96k0cmz179rjf+FLnOE9MTGD58uUA4B58uwYSiYTH3a0bjubsAtX1pUE+9lMDuLjR2d/a2trcvNpUtoaGBpeqR3OdpunQ3E2TOteMjhfHleuSStJhhx0WCVTStpVKJRcsxhxkmrZXrlzpNmbOHZnE1LxqN3Ttkw144prYtm0bHnvsMQDAQw89BABOadLye7wW28H1OTY2hjlz5gCorkcqkB0dHd6zqRwA1jzOvo2NjdVMrVJzsA2m0g1zb6UX+Z1lkVPGNasQHKhM1ubb3t4e2Xz3Jtdccw3uuecePProo24NApX5yefzGBgYiKDfbdu2ubnr6enBk08+GbkelTQesy8SzM5BggQJEuSQkHK5jGuuuQY/+tGP8OCDDzqFmHLyySejoaEBDzzwgPtu7dq12LRpExYvXgwAWLx4MVavXu1ADADcd999aG9vx7HHHrvPbalr5KsEFxMTE565TU221iStAUzWNEuz0a5du/Dcc89FvrMFw7PZrIciqKVqsnuc1OJIVdYey+ijyNeaFTVwhG2IK4xOJEIyBWrnPT09LtWH99PgLSCaxmCR3cTEhEM/jzzyCIBq6o+m5dhE/lQq5RUGJxqgVjp16lRnwma7qaWradkGmKVSqZrctcqhbYOquD7Gx8e9NDMVNY3qealUyiO5YJ+6u7vdOrJEFhq0Y9OYNBiN59sgtJaWFi8FxaLbTCbjjtfgMyD6TFnzYiqVipiJ9bxkMum0ft5vxYoVAKIczZasQpGhrWHLz0wm4xA370HLwdq1a92ao7D9dBlNnTrVY2dSaxV/41qnifnhhx/GM888A6Aa0KaMV3bueU1aBYaGhhxitxaZmTNnOjIOBgJyvpTrXCuVAfFVq6wLYWJiwuN9VquYvaZaBTU4Dqiu3XK57NUPniw5mNHOV199Ne6880785Cc/QVtbm7OedXR0OIvQRz/6UVx//fXo6upCe3s7rr32WixevBinn346AODcc8/Fscceiz/90z/Fl7/8ZfT19eGzn/0srr766tc1davU9eYbJEiQIEHqWw7m5vutb30LAHDmmWdGvr/ttttw+eWXAwD+4R/+AclkEpdccglyuRzOO+88/NM//ZM7NpVK4Z577sHHP/5xLF68GC0tLbjssstwyy237Fe763rzVf+H+pOsKMKxnMea1kM0QH/Sli1bXEAMNXWiXGrps2bNcportUX6SxRtUhQ9WW2cWmcc6rHnK62epr4AFY3Wpqcocrb+3N/85jcAKj4TTWXS84kKdu7c6drEsSB627Bhg7sWLQZa6cbS+CnZBseK12QQGH04mm5CjZ3IaObMmQ5tWd5nRW/8Tf19tjKTpdccHh720svYRg3Wsag4lUp5/NgaVGbXY1wtXBt8RtQ0e/ZsL4DGpoTptW3AWXNzs/vOEofEWWriOLgth3dTU5NDcpYYhuO3bds2L8hIK0TxmWJfFI0TFTI9TttPSwgDCB9//HEA1edR00LsffP5vAuw5Np98MEHAVTWsE3T0hQci6Lj4jI4dvQJcg2vX7/epU2dcMIJAOBMlp2dnR7JTVwaovVja1CZtQIqqrZo2H4C8Op6t7e3e++ZepR92aibmprwzW9+E9/85jdrHjNv3jz87Gc/O6C21PXmGyRIkCBB6ltCYYV9lEcffRRf+cpXsGLFCvT29uJHP/oRLrroIvf75ZdfjjvuuCNyznnnnRdhFunv78e1116Lu+++28H7f/zHf4zQq+2L5HK5CKm4rU5CaWho8CIENWLXIhqev2fPnggCAqq+X/qA1q9f76KGjzjiCABwFZTmzJlTk0ijVCp5SfJak9X2wUYoaui/9fHFETTE+SuJTEiE0d/f7xArfWscU/pGNm/e7MbLpsIMDw87FEE0rFq5RfgakclrEp0R1RIBbN261Y0J/X9EM9OmTXPnWUQ2PDzs7svxiSNfsHOgfrxapARKokJR37EWrACilg5bQ9rOdzqddkhQqRTZblvnVf13FkFyLGlF0NQbtlGRvxLts59st1be0vOVQIP353PAZ2ZgYMDz+++tkIQiSruOuT5POeUUdy0+h0TCDIh55ZVXXCELjoHOMxEz/buMUxgdHfXqaSvphfWpx5HPWMuRWn2IfImKGUl9zDHHRKKidZxKpZJ3H1shK5FIuJgHGzWt1po4xEuJQ/H2HTpZEjbffZSRkREcf/zxuOKKK3DxxRfHHnP++efjtttuc39bJ/SHP/xh9Pb24r777kOhUMBHPvIRXHXVVbjzzjv3qy3KRapBShQ15VnGFj2Gi5aBEho8YyuscMHz2v39/RHuWqD6slm4cKEzn3Kj4otJ80etWVODKmoFbGkQmX4HVF4QluVLAzAsFy7739/f70zutlKKmrFtioUG6Nj0BR1v+1LXdCKOC1+OatrlffmSYz4nxzSRSHjlFXntKVOmuBefVlFiO2zpQFvAPplMumvyO5qRR0dHXfu4Ltj+TCbjKTyWQxiAt/nry16rL+lvo6Oj7hqajgNUFBEGqVmTsq4v2zZNN7EBVzZ4R6+lKSn2OLaf7Vm/fr0z49pSlZlMxkvboug8cS55rJrgeX9yLjPYqb+/36Uo2c0/lUq5FC4+t1qKlIoLAxHVpcSxt8GCai63z5oq9lQWmDvNALVNmzbhne98JwC4IB8+D0NDQ3utgsT7W9515fBmO+PyqW0wJSVO0ZwsCZvvPsqSJUuwZMmSvR7T2NhYM9/phRdewL333ounnnrKJcd/4xvfwAUXXICvfvWrzq8VJEiQIEGC/K7Km+Lzffjhh9Hd3Y0pU6bgPe95D774xS86LXjZsmXo7Ox0Gy8AnHPOOUgmk1i+fDne//73e9fT1BkgylWryMGiLdWgLbKgmTKXyzkTMs1PylhFJEP0QYTG6w0NDXkmaXL4vvrqq840ausIz5o1yzP7EA2oJmuT5eOKptsqNG1tbU7j5bgR1Q8PD3skGdoOe7wN2Mhmsx4jl1ofLFK3gSMqvM60adMiLFvaNvapo6PDS1NRcgJLUqGsQWw7EY5WjLEkBBaJauAT26ucw9ZcrfV1LWevpobVMjezrVOnTnVjQtGUJ2tKp2l69uzZDiWpqVHvpcGJlklJU/bieJjZd8vq1tTU5L4jyuI1ufYPO+wwx0VtrU0TExNetSxNgbH1bDl+ra2tLtDLBkUxNW3Lli2eG0Tn1HIjE+3Onj3b5YFyzbFPylBln1G1MPD/nEsi6FKpFOETBqokP319fe4dwr5psKC1SNi50EBCzhdFf4tLZ7Imf31vxtUinww5VJHvpJNsnH/++fjud7+LBx54AH/7t3+LRx55BEuWLHET1tfX571U0uk0urq6avJiLl26NMLZydzAIEGCBAlS33IgvM4HunH/NmXSke+ll17q/r9o0SIcd9xxOOKII/Dwww/j7LPPfkPXvOGGG3D99de7vwcHBzFnzpyIFjgxMeH5MJQi0FYFomzfvt0FGdFHREWhpaXFbfQMptL6lkBFS9ZqM0BVkxwcHHQBSPSl8vOtb32ruyYRnKKPWoFSiqysf5Ta8djYmOuLrXqTz+edj8pq4xMTE669DAJhX4jiFixY4AgDKBp4wvEloiEBglJ1Wl+3UvzxO6In9q2np6emrzmZTLr5sGQXe6PhLBQKHhGGUjjyehwDW2M1nU5H5kN/00pa9A1qGpO9FpEG52bq1KleJS2OrVaW4hpgultHR4eXnsJjNVjPIl8dNztPugZtSpRWhbIEJew/0eOOHTs8bmZai0ZGRtz4aGAYUFmDvI/lM9f+sdavJRUpl8tuPVvf68TEhLsv1yDbO3/+fId4bcW0trY2N1eWS1ppIm2qn9LVktbW1q5ev369C/q6//77AQCnnXYagEq8A/tr54fXKZVKblzt2s9kMl6QnhLp2LUT5w+2gYQHKgH5vkly+OGHY9q0aW4T6OnpidByAZVF29/fX9NP3NjY6Hg794e/M0iQIEGCBPmvKG96nu/mzZuxa9cuR2CxePFiDAwMYMWKFTj55JMBVJLaS6WS0+72VYrFYmxiuSWv0NQKar5UBl544QXncyFypQZ65JFHOt80EbCiByBaCYTnKz0lNW4iQVLX9fX1Oe2WRPAMNmtvb/dI9SlESJlMxvMxEU2sXr0av/zlLwFUyS7Y3q6uLhd9yvuxv0NDQy5i2/rPiSbmzJnjELv6v4AKhR4VI/onGWW6du1ah8ZJNMC52Llzp/ON21QWXruxsTFiUdCxaWpq8pCvjUzWPvAYJdDgd5w7zpe2hdfUqHJLcmFTO3R8+Tk6OuqRa9h7JZNJDzUphSZjD2gZUKuJ9XvbYhlKEWpFC5TEpedxDizq0hrBNgqXa+Itb3mLW/+cQ37u2LHDtckq1/l83rumInWOE9tJtMpqUul02kUWs+gB51fTvjimBAGdnZ1epLjGVTCOhUjUIrBCoeB8zVoJi+0m0mYciFo6mIb04osvRq7Z2Njoov3tWlOfvqWQ1NQ2m06ncR1awYp94LUV0U+mHKrId7833+HhYbdxAZUggZUrV6KrqwtdXV24+eabcckll6Cnpwfr16/Hpz71KRx55JE477zzAFRy2M4//3xceeWVuPXWW1EoFHDNNdfg0ksvDZHOQYIECXKISdh891GefvppnHXWWe5v+mIvu+wyfOtb38KqVatwxx13YGBgALNmzcK5556LL3zhC5G8se9///u45pprcPbZZzuSja9//ev73fhyuRzxs1htTfPZiLao+bLs2bp165x2So2Qmu/pp5+O448/HoBfLlD9ldRYeQ9eb3Bw0CF+olzNBWbZPSJCIuC3ve1tzodH7dj6mnO5nPPP8tqkx3v44Yedxkztln7dww8/3EXGWl/zwMCAFxFMFEL/1BFHHOGUJCIrIjKNLOa1SZ3X09Pj0AfJDIhYtm7d6tpnSRA0+pLH24hq9ZFbRKc1lYkGlPCglq84joAgLqaA7bP+P0UHNopXyfxrkbCk02lvDDim06dPd+uK31G0+EGtknPpdNpZHWyEsL2WtlFzea1vMJ/POyuDJeDnuM+YMcOtIxJKEIFu377dzYuN1FfEbcdL6UPVJw7AEWu0trZ6pCC8V7FYjBRJAaKFWbRcpkq5XHb95VjwGI6/FkjQ+/GTcQWcX87pCSec4I5njAgjoefPn+9iNdheS+epZTSttUbLlWodbrZXKWr1s1AouHbuT/GAILVlvzffM888c6+axi9+8YvXvUZXV9d+E2rEiVbXiOOdVXYmst5w82UAEouSA9XFT1PzSSed5Ba6NbWouY335abNzWl0dNT5t2nqpRn6hRdecA8WTUxaSYTmOAY38QHhg9bb2+teYEyR4oa7fft274Hm/Ts7O706ohr0Y4ucM/jkxBNPBFDZhGnq5DF8QSnDFV8ENOVNnTrV3ZdjzjnZsmWLV+WGc6jBHTboJs6MaoNeWlpa3PFx1YmsKY2KBMdbzZoUZeqyxBC6iXIs2W++nJXdzJqflftYN2ugGiA3b948N682MKatrc0db03wGuRlTZUakEOxSk4mk/EUXE2rYRtsCpsSr7DdXEN8HoaGhtyap4JKRVCD9axbQtnR2G/OobJDkcjCmoiTyaQbZ8smlU6nI24PHZNiseiUbY4hz1cCEjsG+s6issA1zmvPnj3bKQ58npTpjc8Pn2mbLpbJZNzmHUfsYlOjNCWNz4itaNXQ0BDhw55MCcg3SJAgQYIEOcgSNt86lEKhEKFas3ym1Kpffvlll/JCkzBNPkAVub3jHe8AUCH9ACpIg1oetVrLp6ppMjxWURvbQiRFJLhr1y6XdkEtVdE4KfLYNp7P+27bts2Z7KyWOn36dIfCmcivJnhq+jY9pru721VW4fH8m2kc7e3trk9WE25tbXVaNMdXSTPYTpoeaRXYtWuXiyMgeuGYEiko77cNjmptba1ZSUrr01qiknK57GnxHBN+alqOBvABUQIOWwc1mUy6dWADnwYHBx16sXR+7HdTU5Nbc0Q4DHTr7OyMmBGBqHmcfbLBUdpHTUvTvikHt0XM2neL6NTlQLHpTNo/WnQ4DoODg2490DrFta4c7va+SgFr+c8VcXMsuC4V8XN+OM50yyjvu01zS6VS7lrW2qK1tHntuBq4lodcaVBtbWMi9/Xr1zsLiLWKKaKtFQSmnNQ2RVIDEK2JOZPJeJXSJksO1c33TU81ChIkSJAgQYJEpa6R7+joqNPgs9ms08iIiKgt7tixw/mPLIXjzJkzXUrCSSedBKAanJRIJDyfj0Vm6gfTIgBARZMlslA6PCCK0GxQxq5du5w/2CINrR9LjZcaMNs9bdo0D4VQGhsbnYXAEsN3d3c7Hy/Hhz5YauDlctkLuNAULRt4pD4nXoPjTJ/Z008/7awATN8g+lCt1qZU0YoxMDDgxoD+ds7T6OhoxMqhovR/tdCL9kHTeXiOrelK0epAFkkODw87vybvw7GhxaK1tdX9n+uTa06LW6gfmZ8WcWrAFBANmLE0l+oPtrWK1e9HURrOWsFYXAutra2OapLzS7//0NCQe16J7DR2wwZaxSF1a33gczg+Pu49/zwnm826+7FtXEPlcrkmms/lch461MIX9nyl4eRvNohSCUyIfJmCpzXGn3zySdd2oGqdUiuXHXsbYKei5Bz8ndemFItFrxDLZMmhinzrevMNEiRIkCD1LWHzrUPR0mpaGpC+U/p8d+3a5aXQEGEdf/zxOPPMMwFUKfpUk9XUAMCnAywWix4S0zJzNsVBS6rxO1terVgsen4gi77I+gVUNXUipfb2dnc8tX891vrPNM2EPmZbx1Rp5mx6iiI7W2uUYzE6OuqOI9I45phjAFTSTjhX9AFyDpWakffleHEsGxsba/rWGhoaahY40DqxcWXsgAoqqRXtnM/nPUSmCFjJOPS87du3OxTBtnEOSaCgpQE5J7o+iIJ5bSVMsPSqNhq2oaHBoyS0FJo6BlqGT2tGa5+UnEORn14zkUg4CwUtKpzfgYEBZ/3g+UR/6lu3KVoqtiiA3p/XtD7+pqYm1yYbH6G1oC0xRSqVcu1j/2zt3nw+75V8tM9x3HdKl8rzuQY2b97sfOI///nPAVR95Oeeey6AaoYCUEXVioA5Flw7tFZlMpmIJYPHA5Vnje/XyaaXBOp3Az0QqevNt1gsuoW+c+dO9wKniUYDIrTeKVAt9H3mmWe6/No4kxaFC47mQjVP2gdbg24sC5VWJbJBM/pi0A1Cz+fDOHXqVGeSsvm6alrmy5XKBvuv/dU8QWtCs0E7qVTKM7GyTZlMxnvR64vJmkoZQLRo0SJ3HF0G69atA1B96bS2troXgXLRcowspzTHUjl47Xk6PnZMKLrx2hdoJpNxL2p+6vmaNgRU87nXrVvnrsv+8YXJTXju3Lnu5U6lThm9eL6t+6wmWrtB6fc2BUVNt9YMGlflyKbz6dq15lcNzON92U9+Dg0NubnjWtNawTzPsnXp9e1nXJUf2/4pU6Y4ZZBrV3O/rbtIlSxe37qbKLqJ2upXcfW4KcVi0ePH1kBAPpNcT9YMvGjRIve82xQprf5mFRFNF7M52uPj414ufJADk7refIMECRIkSH1LMDvXoXR1dbn0hPXr1ztNkBo0tb3W1lZnwiPKJWnEkUce6bRKq+kPDAx4HKnWPKeMMTbNRYMyaBJWJGsRr5rnrMnQklBMnz7dIV4GR8TxzvIY5QKO4+Vl2zTwhu3UsbQIQts9NjbmtH8iBSVesIxJbOOpp57qzmMwCa0XRPc9PT0eE5FyEPN8ogDeo7m5uWYAkj60alpV0cpF9rdEIuGZ8JU8w6JqMpCtX7/ejTPXBc3NNH2m0+lI6gn7AlTm2aZbcX7j5scGJGl6jq1jzLbrteLGybo1FBVbl4Wt+gNU1zEDr9QaoKk6/LRrVt1AFulbF4DWT7YWpWnTpjn0zeO1kpdlR1MzrkW8tt1a0znOqlarpnMymfT6pPNj1y/dXr/+9a8BVAh8LJEOn7X29nYvqJHvlkQi4drOY5ju1traGglgm0w5VDffkGoUJEiQIEGCHGSpa+Sr9UG3bdvm/LHUVhlIMXPmTFc5hGQR1LwTiYTTHK0mOTAw4GnamrjPzzjuXqCCaIkCiGLoy1y3bp0LLqImqcFc1m/FvmgQjqXF42dXV5dX61fTCaymrdy/tQLLKFrf1mr8uVzOa5P6rCySYt9mz56Nt7zlLQCqwSO0YhABT5061VHu8drWv6vX5L1GRkY8nmb1v1n+ZBvQ09jY6O5HiUtDoqivjqiDKTTktB4ZGXFIlX2iz5fId2hoyPlMLYpRv5+l3Gxvb/dq7u4N3cYFVcXVcuXYWM5gDdCx8Q1cC4pALQWkBlXZgDpee28ED+qn5KdN7SoUCt5aVSuTpSvVgEIlZNHzNdjTpmRpWiL7aStjlUolL6VL/bI27oTjFhdoRlECHmtl0trOHHNSfdK6NGXKFC82RNvP+ZxspHmoIt+63nyDBAkSJEh9S9h861CWL18eiYCllkofDmkMDzvsMJdGRP+G+i/4f5sqMTw87FUzoWhKDe9rq6KMjo66ikOki2Q9061btzot2iKyUqnkLShLfN/Z2ek0WKJcaqtKrk+0pOk2vC/9hUrkYdMIeB2igd27d3spB0T1ExMT7lpEpWxbS0uLV/NWaRrpfzr11FMBVH2/TDlSfyHRIvuUSqUi/9ex1PM4duq7takYFjlPTEy4NWCtGKOjo5E+6D3U1/z4448DqNZWBqppbfT12mIIY2NjnvUhDuFbJDQ8POz5bG3dVqUftGQoahWx9Zr1Oz4rajmwKMv62DXS1hK9JJNJj6xG2xJHkwhUnhVr2Yjzl8bVp+V9LWKPiwmwUeX5fN69e2yfuObb29tdO23MiPpXbcS81urmGBKRbtu2zavwZOsut7e3uzVro60LhYKzuDE7RGt2s+1cj+xTIpHwnq3JkrD51qFs2LAh8oCp2RWoprLMmzfPewj44CSTyYh5Sj/V/GuDbdQcZfP7WGXoN7/5jSujx02EuakNDQ2eaVZZeGwAkA28mj9/foSJS49RJqK44BdbYk6Lr9di9NFxs2kQmsto2Y147fHxcfdCseZILd3G3F+m1/AFsXnzZjeHbBM37KlTp3ql9VSxsfzLumFZ06zNfVbTo80FVtOhKkXsI/mqWTqSfWppaXGmPh5vzcBxLFRcs0CUq1v7q+Ns2btUeE27cWkAk+U1VvYsCsekra3N3YfPgXXR5PN596xwvJTxzW6+eg+bV6zttfm9djPSVDSrILS0tLj3BdelstLZOdd3hAZ0AtW55IZVLpfd885PZZCyriX2sbm52W1+HEvNGefxGnAIVNdMd3e3V3KS5w8NDUU41bW/o6OjHgMgpVgsvmmb76Eqdb35BgkSJEiQ+paAfOtQZs2a5Uynu3btchoZkSc12kQi4VI6FJkAFaRgWXtUW6SmSs2V9yNKHRkZcSZWBgvR1Lxr166ISRaoarnd3d0O5VFolszlcpFUCKAacEXzU09Pj+uLZe8qFAru/LhUEPaX11byCKIO1hGNq+9JxG6JJYrFooeo4tJUbNpIOp320DtdBhzb559/3o2rNUvOmDHDI9JQ6wXn2nLpahoRx4koQJGRrf6kiM6aDPk5OjqKJ554AkC1EDqltbXVzZ1NBWM74sx8e0Ny2jebwmarMamJl/3VFDNretegMjsG/K2pqclLX7JsY6lUyquUpEQxRGR2zRWLRQ+BquwN4fN3mzJHyWQyXlAlRck57Dhls1lnouUzad1O4+PjLgiU7w81jdu0MGVgs0Frag62ZnGdAx7Ldx9RuVqGGGzKtabPE98lfO70GA3kI2qeDAmbb5AgQYIECXKQJWy+dSgf/OAHnU912bJlLu2Ivjb6C5977jkcf/zxAOBSWqgZplKpmn6dcrnsUl5eeeUVAFVUrXWBGYBE1EXNtKmpyd2H/hgNjiLytPU1lSeX2iyREX2jqVTKaaz2UwNMNE2E51FsANKePXtcf+mjZp/Un0RN3/obS6WSFyhCUWKHuEActovjw0AkTcfgHBAhPf/88+56WutW29vU1OSl6ihBhE1dsX7wbDbr0AetHvyts7PTGwu28amnnnKkB0QTRCFz5871SFfYDs5bY2OjR9qi/lmLfnj/xsZG1weuS4uMFAVZJKovMhu4lUqlIlYDlVKp5PrCNW8tHOPj4975isz4/HKciRobGxu9gDp+ptNp95vGcWh/0+m05yNnf4eHh919bXqNxoNwzXIt5fN5N/e0StkKQrlczrMCqEXI+sR1DnkfPlsajGXJRNTvDlTWJc+3qV2ZTCZSHUvv29zc7OaHSF2tF2pl4bMX5I1LXW++QYIECRKkviUg3zqUt7zlLU7DGxgYcCiN/gr6JQYHB50Pc+3atQCqtTunT5/uND9qezxvdHTUIVyG51v0o8iZmjNRTXNzcwTJAFXNuampyWml9KEqiiKC0hQBAJ5fjW0AoukiFg2rtlyLQGNwcNAhXqJLCjXvlpYWL/1K0bXV4hUh2UheJYqgZq4kE0B1TI844giHKOhbf/XVV73+nnDCCQCq6WZNTU01fYLJZNJD4dYPVywW3TxZP3Y2m3XtpZ+Sfully5Y5Kwnnjn2ZM2eO5+Pl2lMiDZv6oqL0mUC83972m+1va2vz6CGVWtGSTfB6jY2Nkdq8et9yuexZPXiMksioVUj7odSmfNZohZk2bZrrp62hq2lmNtpZq/ZwXK3ff2xszI09n8M4H7dF9U1NTR5SttWNlLSGos8zf7MWKH2+eC32sbW11aNX5XkabW2j9vX55/nWstHc3Ozmmn3S56JW1P+BSth861B27twZSTshk5BW6QEqk0MTFk1xfHG3tLREqq4AVbORplbwmnww+PKYOnWq2zR1Y7XCBavHcNHbzXdwcNC9eKxCocERaqYCqg/KyMiIx9us5i8biKMctfy/NVdRoejo6KiZ6hDHs6uVfazioJV5OC4cZ7oMOBczZszwOLC5ub322mvu2nwB8cXY2dkZyQkFqpu+miw1H1mPVWXF8t6m02k3T0899RQA4Kc//SkAYMWKFU6BiGPPsoXfLbPQyMiI29DjTK42vUarDFmGK9t+fVnZF365XPZKXWpKjU2n0TQiq9TZNLV8Pu/WOs9X5YzHcdy4KabTabcO7VrXObSuFa7hUqnkBVpaczuP0343NTV5Sgav2dPT49YMf+M7RnkCbN68cjxbk7ZN7dL7cbzUpMzxsQqNKpyWkUzHyW6+xWLRY9uK48eebG7nQ1XqevMNEiRIkCD1LQH51qGMjIxEQv9Zl9Oa8nK5nFedSE1q1iRFzbKhocFpyjyGmrBWEmIQlA380JQhS5LR0dHhaZfUYKdMmeIQgmWT0iALW+hetXmbwK8mTBsIo+jJpiZYRKgmJ0sOoIFe7IsybVnNWS0MbAu/U1Mnz7emSt5ry5YtDgUzvYcWg+OOO86ldFn2nmKx6AW00azIvg0PD7tr8TwG2OzcudPxNd9zzz0AKuZmoGI6teQHyghGdGQD0yiNjY1eCpwea9GsBopZJjGbHjQ2NuaOsecDflBTnFhOaMC3hNg5TaVSXl+U0ILnWe5wJdKIq+ervMVAde2qNcWaprm+RkdHvTrTik5tpTMdG75f6NIi8mWfxsfHPVIQtaSxn9aknkwmPZ5o9qWlpaXmc6ABm3HBcjzH1hbWcdQayvqpBDqB4WpypK433yBBggQJUt8SNt86FPV7dnV1ufQUapBEQ1u2bInUWQWqKGbmzJnuPKJNRZm8PlET0TW1/LGxMfebTXNRxM37q1/GEjMo8QCvyTQI66dRpBBXF5TttsFCQNW/GBe8pYEdcdeOo6dUX5vWQtW+pdNpL7VCKT9tDWaOswZuEVHYgI90Ou3GicFYvN6OHTsiKBio+lW7uro8iwb7RDQzMDDgrA/K2Q1UUtgefPBBAMDTTz8NoBqsp75XW2t4y5YtXtALg4y4rjo7O52fne1VPzHbGVfdiCjJBpPx2EKhEEmnU0kkEm5eLFpU/6xNq1MSBmtR4T3a29vdM0KUyAC/4eFhr70MbszlcpHUIiBKaGFTyYjeON6bNm1yMQQWySrlpY2hyOfznt9b1wf7wLXH6+jzYFGiPrNx/OM8plZVo6amJs9HHBfjYtG0Bk7FcZzzPEu3qtY5e78gByZ1vfkGCRIkSJD6loB861A0bL6hocFp9tbHpeiFQu12xowZjnjDJp+rz1ejdoGqRqkR0UR51FZzuZwXPah1SS06VIRBhGB9ctS2lfaQ7dY0BhuVTVF/ENGetteiFSXzZ78tKmYfM5mM11/1VTGKlXPBv5V8wUYra11ejh3TiNjvGTNmuKpRTPWhP+7ZZ591NYF5DOd77ty57n68P1OsiJT6+/tduhnRNFHxtm3bHGLl/SjqtyOKYH+3bNni7sdrs09E/HPmzPEqU+k6sTSeWqtXU6F4vH6vLzubHqSI3dJS6ndxKTT2PBsp39LS4p4tztOaNWvcONjnVlMFrV9XixfYjAQiZvrjf/azn2HFihUAqs82x7Srq8tD2prKo0VH9PxCoeBRTlo/qbaNoujRRqXzN31G+Y7g/KRSKS8FzSJftYxQdIPiNW0qmvqoKRpVHhcfMBkSNt8gQYIECRLkIEvYfOtQGhoanEZYLBa98m70bU6ZMsVp0VZra25udlqt1TJbW1ud9k6x5fSamprc5BN5K91iLdIJ1Yhtsr0ScFCIrJhXmkqlXOQ0y4dRM83n8zWjWYvFohddrZGr1hcYV2KPopo6x4vCvrAdExMTHuJVX6qNyrY5qRMTEx5iZ/+7u7u9/NF169YBqPj9mf/94osvAqj69qdMmVKzsALncGJiwvsujoqRolHHNpqd/sN8Pu/6vrcCFjZqnwgyjnQjDvnav9X/bi0U6oe3sQC6PuJq3QLR+sNazxaoFk9IJpNuLohEaY3o7+/3YgKIRGmFYPt0TIrFouf35vGPPPIIAOD+++9348wx4DMzf/58t2Y4B5o9YKOFeQ8t7cf1aNeHIlBbJEPzbnm8FrewpC9xcR1xEck8RnP39TqlUslrp+b9x0V1UywqDnJgUtebr1Yk0XQCG0iQzWYjDD5AtIYt00togtQFZxe2TQ3Rl6y9L+DXi9UH1haj1yALtoUPNl8MVCJ6enrc+TSH6kNsU5z4ggH8l7qaF/ly4gbF+2ulHGvG5D0ymYxTZGwh94GBAdc+e0wymXTt1TQgvUdLS0tNc/fw8LA778gjj4TK4OCgM9VznPlS37Rpk5duYc2xcZuabhL2JanXsxubmmXjKvcA1fW5c+dO19/f/OY3ABBJLbPMVKqIsM4xNz+KBlDZVJY4BiT74k8kEp7yqAoGr2lT4Ehos23bNjz22GMAgJ///OcA4FwCStzAa3Jdv/jiizjssMMAVBUQzuHAwICbXw2yA6pVwnbu3Om5T9iPtra2SE1hIKpg2vnVObQscrZKUKFQ8NJ6OO8TExORClh6D63+ZNdcHEFKHCCIW79sh107er6dX13r/G1vKWhvRALyDRIkSJAgQQ6yhM23DqVYLEaCDSx60iR2Wz1GeW4ZfGFNtaq5xpn69DpAFUUoVZ81KSlJhtWmqVlmMhnMmzcPAJzGz5qwGoRia28S3ba3tzskZNup6UAUTaey9IFxXMcWLbGPnZ2dDkUQmbBthULBXZufSh/IObDpLWqqtQQJNN0Wi0V3X5o4GciUTqdjTXa27xbJKWKw5j0lMFC0AVTXUCaT8ZCFmq8txSf7wkCkvr4+j5hBzfwWCanFQk39QNVqoaQolodciWYs2lPrCdc2r630p+wT28Q1oAFrTAVbv359pN+lUsmzHvDazzzzjDveovKRkRE3rvzkeHPtxAUSUtLptBfYZutO69hp+pidA2vGtfWMddz0PpbWMpFIeNXINAVQSW30PmpOtiQoSp5hU/U06I7H67zws9YYBnljUtebb5AgQYIEqX85FDf0/d58H330UXzlK1/BihUr0Nvbix/96Ee46KKLAFQ0sM9+9rP42c9+hldeeQUdHR0455xz8KUvfcmlUgCVIAf6gShLly7FX//1X+9XW8bGxiIohNohNUH+1tnZ6bRa6/tRlBiHcGyghCUQSCQSHkKgZpnL5VybKIo6bYqRBjUR+bJOLVNg6N/avn075syZE7kOaQ81iMyiH/UH0yeoAWY2NUmJGYAKUrBUk1qrlGjc+lmz2awLgLMJ/Eqcrykveszo6KhHPanE9DzPWhisTxeIBprVIoTg383NzV4tWEWbHENNXeFvtt4xx2J0dNShHKJDRT28l+2DEi5o6glQtejs2rXLBZtZv7KuM639yn7yenFFB+xYWn+npuVYpK8+RUtRyLWk59t77Ny506FnG8ughSAo1kqVSqXctW2QVDab9chutNAAJY6cw9antgGIOmY2kFC/swg4n897yJfjpJaNWqlGY2NjHtlNXMpQnIXDBo9q7IX1bU+WHKpmZ//N9DoyMjKC448/Ht/85je930ZHR/HMM8/gc5/7HJ555hncddddWLt2Ld73vvd5x95yyy3o7e11/6699to31oMgQYIECVK3ws33QP7Vo+w38l2yZAmWLFkS+1tHRwfuu+++yHf/63/9L7z97W/Hpk2bXA1doIIU6G96ozI+Pu60QC1Zp0gMqGj3jN6lz5SiPpA4ukWKRbXqG7SoieeXSiVPK9Y2WuIOpbAjgiLyZeQmfahETECULpH9tik0GjWp9Tt1nEqlkkNn1vepWr4dH43QpR9XC14Alfm20bNEX4q22D9LFNHS0uLGy0ZC6xxYZKQoyGr6WtrPRqMTEc6YMcONK0UpDrmubDEDvVZclDTHh+NFi4Gmm8ShJY6FvR+vs3btWocS1dqh/ddUFKbgUN5oJGsikYi1MgDVuejq6nLWD4vW4iwbGk1vrQ/aTks9yXbQb7lr1y5nBYjz0Vvkqy9zO4aUZDIZ6xsGosUf7DqMIzqx81MulyOWNSC6dmxaXq3UQT2Gos+uzdzQ9pLsRWMu7LMS5MDkTff57tmzB4lEwr3MKF/60pfwhS98AXPnzsWHPvQhXHfddbGpOkCUIxmovmg0D6+1tdXj0tVarXyBku9ZU2CUFxfwHwb9Lc68aXl2tV6sfWlokEQcIw6FDzRNy6eccgoARPJDmfNrg320tqoN+IrjcaaMjY3V5JRVZi+2lxtGXA61VVY0v9Ca4tSkxc3fBow0NjZ6eb6ct4GBAS8YSjcua/7Vyku2ni0/+fKZN2+eUxJ4ngbWWRapuDQTuzk0NjZ6KV1agJ1i145WDbIbBe8/ffp0xzVseYkpcTnImtdt6+JqrrdVJlWRsQFitpLX4Ycf7twpzMVlIGEul/NMu5Tm5mavnq+Ol63nS2FwlwZlWaYsTVfUqkD81DrYeg89r1aVsGw26z2Hata16UQaFMXxtTnmu3fvdu20yqQGbNoAMXU9WPO+vnfilAygsk5tWyZLDlWz85u6+Y6Pj+PTn/40/viP/ziSc/iXf/mXOOmkk9DV1YXHH38cN9xwA3p7e/H3f//3sddZunQpbr755jezqUGCBAkS5LcgYfOdZCkUCvjgBz+IcrmMb33rW5Hfrr/+evf/4447DplMBh/72MewdOlSD40BwA033BA5Z3BwEHPmzImQHAB+IrpyLjMFhSiGCKu3t9dp4SQniDNp1aq7qhVIKBogY1GH/mbN44pC+B1Tjc4880wA1cCrFStW4OWXXwYArF69GkBVa21ubnYBGrYSiaYhxI2TDUyhNq71i21QFdH4tGnTnIVDqz4BUS5rXpOiQXCcH5tONDg46H7jJ9vf0NDgmSyp7HV0dLj72eCxZDLpfrMVhJQxq1Zd3cbGRs9loYFAFhFRlKDBmvXjzOTWZVEul91YWnTa09Pj0pVsJR9F90SSNqVMiVK0vizbYU3h2kfbT44Xke/UqVO9YD+Oe2Njo5dmpv23AWYaSKh8y0AVwWotalrLrKlXKxfZQE3tE+dLLTH2fWPnIpVKubZYy4Za8yyLnKJTS66zc+dO9/zVWl8NDQ2eFcAGjOp3eiyvyfFSpjq+A/junCwJm+8kCjfeV199FQ8++KDHtGPltNNOQ7FYxMaNGx3pvYo+mEGCBAkSJEi9y6Rvvtx4161bh4ceesgFWOxNVq5ciWQy6fxs+ypKCKDamA0kAqpIhooAtce+vj4XdEKUqZpoLUIJDaKxmq/yOFuiBQ0ioTbMthOFKKLiNZmq9fa3vx1AhZaP1Hz33nsvgKrWunDhQtdv64fTGqNxSMUiIYuOlSCColzLRL7U2FXz5zXYN6LVoaEhL8DKzuv4+Lhrk+UOnpiYiKB+tgWo+EDjgq+AyvzwOPrWiXyVeMAidiUisYFpmqazN3IPG7RiYwIUddnUjkwmUzMYS8lbKOw3n4HDDjvMzZkNUEun0161LaVdtAGH1pqg/eWxSqDCtcOxpLWpoaHBS/VhO/QZs3NYKpXc+PCZtmuvs7PTUU5y3LmuhoaGvApCbFtcupf20frbbduUb94Gbun8Wl/xxMSE6wMtP9onm65l11c6nY59F1Hs/Gq77Zrl/A4PD9ekrDxQCch3H2V4eNiZO4FKwMTKlSvR1dWFmTNn4gMf+ACeeeYZ3HPPPZiYmHDBH11dXchkMli2bBmWL1+Os846C21tbVi2bBmuu+46/Mmf/InHyhQkSJAgQX63JWy++yhPP/00zjrrLPc3fbGXXXYZbrrpJvznf/4nAOCEE06InPfQQw/hzDPPRGNjI37wgx/gpptuQi6Xw4IFC3DddddFfLr7Kg0NDRENTaMMgWjELb9j1DMjhffs2eO0Sxt1rNRztnanarIaZcjzgL2jTE12t6QG7e3t7hpE5dRWmXp03HHH4YEHHgBQqVkLVJHNrFmzatJLNjY2euQLqglrxCXHB6iiirjqUVqzVyvC6D0UjXG8eW2tiGPTTPh3sVj06PuULtFGmrMfra2tXuSnRjhb36dFktls1iFdIjii4+bmZs9HRkRVLBY91KG+W/VXAz6t5sTEhFcAQ8dGU3SAaJ1Zu9Y01Yftt2hJffxERBxDWhhaW1s9hK4WHUtCYv3gmtoVh8hsYQNFvrZWt65nHs8YBKZacbxaW1sjNat1TIeHhz2/fdxasGk9+XzeG0NLF6v0sjauQy0FdiwKhYIXE6DHxKWu2bGMi+dgn6xVTdPb+B3HQK1T1hoW5MBkvzffM888c6+D/3oTc9JJJ+GJJ57Y39vGSjKZjDz8XER8uavJiC9OmsG5UIeGhtzDSlFzjC02HhckFRcswzbF8QFT2AZrAlQTFzd/W4Vm4cKFzuzMqjcrV64EABxzzDEup9oGjJTLZY/li30bGxtzL3N96IBo2oqa5bRPhULBvdx4nqYu2aCouGLtdtOlaKUWtkXzo21AjqYlWSYxNYvaHGtrgtSyklRoeMzQ0JBTIPjJ/mtKlk3nUcUrLqCNx3IdW5Nl3MuZEleFyb6ck8mkZ+bXKlp88dq2NTQ01FSS1Nxt+6alLjl3lodd02OsyVQVGWuqVZYyG2TIcd+6dasbVw0ABCrzZV1CqkxbZZKiudKWX5sSt0HznDiztc2/Zxs4BjzfrgsLOuJytePeP3srZWiVZ+UlmGwJyDdIkCBBggQ5yBI23zqUpqamSNBBLdTU0NDgtGNbuWhoaMiF8fM7mhX37NnjEJw1iSliskEncdyuNm1D2a/iGGqs+YfCe82bNw8nnXQSALgC5TRRL1++HMcccwyAatFwNZtbNigN/OL1rQletWyLEDQ4yiJtPcYWcCeiTKVSjrGL422P7ejocOjF8go3NzfHEknw2hYJKFqzQSfWTBdXEUsDfGjqtMQuWnGLY6ABdRapxxWu55jbFBo9z6LrXC7npbVYi0oikXBjT5MyUX1LS4szT/NZ0dQ0SxyiRBGW4MQGUKm53QZVtbS0eKgrjmDFEnHEIX0+m7RydXV1edkSytZUyz2gqUJx1gf+Vgux63cauARU3gd2DrW/Ssii5yny1eBN/VRyEEvyoemZ9hnXwLY44hBrnp8sOVQ33/3mdg4SJEiQIEHqVR599FH8/u//PmbNmoVEIoEf//jHkd8vv/xyp6Tw3/nnnx85pr+/Hx/+8IddGdaPfvSjTinaV6l75Bvn+7IamlJAWm1RSTLiAhesT80SEKhf2GqEyWTSQ4d6ntU8VVuNI97Qvzs7Ox1BAXOj6XdcvXo17r77bgDAkUceGbl/U1MTFixYAACRSlO8P4O2rHasSf+WJpKi/jNbpUeD46hVKzquVRFHUx8stzPHNp/PR/6v5w8PD3vBOppeY32+lr+2UCi4ICrbxvHxca8+tI6X9akpKrZtsqhL/WtxpCh2zem4s+82tUuvbYlD2LaOjg6HGPkb27q3lKlisViTM1yRrK01rPWMLbq0z5peU4OFLE2jpQxta2vz6DjVh2t92xo4ZWlZORbj4+NecJ+dp+bmZs+ywXtks1mPplGtCrwG51JjMSwq5f3V51wrHWhvvM+FQsGLE4gj/plspHmwkS+LA11xxRW4+OKLY485//zzcdttt7m/reXkwx/+MHp7e3HfffehUCjgIx/5CK666irceeed+9yOut58gwQJEiRIfcvB3nz3VhyI0tjYWLPwzwsvvIB7770XTz31lOPc/8Y3voELLrgAX/3qVz1QU0vqfvPV6EerFatvk5qnJavXiilEOIx+LpfLHukD72d9o7yWXlvrl1LiULJFKNoHjfjUe7S1tTkyDaI9+n7XrFnjUr5Y45f96OjocOT28+fPB1CNdNU0BvU/AVGCCfou4wgP9uabs9o8zTSKxNQPrH3Ta1lUrhVXbGEItT5oOyk2YtsSWwwPD0d8adoORU92vjQKl6L1bW2kO6PxeS+t0sWxJ/rR+9m/JyYmPAIPi0ibmpoitaOBaPUoG4sQF4Vvo8J1nC3i1XGwa4bPUT6f9woGKFq0FqRaFZTijtFnPA692aIaakWxa06jrm1siRZUAaJpPby/puUxzoEWK40Er1VoBIAXS2Cj8TXF0Y6JSlwEtM3msFkeb4ZM1ubL9DHKgTAjPvzww+ju7saUKVPwnve8B1/84hedRWjZsmXo7Ox0Gy8AnHPOOUgmk1i+fDne//7379M96nrz1cFWZh79DqhMQq3NTCuIaKk4IJ6vlqJmbOU/1etoEe84Npu48mhsmwaiAH7QTSqViryogWqeb6lUctWbSHKiaSB8SO1GZ8dF+8Jjp0+f7oK4+MnN/LDDDnPBOtzQ40yV7JOW8WN/ebzmy1LsS5V/j4+Pe2kf7FNbW5trO8dLXRV2g7A5wfl83lOqtE12E9N0JruJacUjawpm4JPyR9eqAqUcy1olx0qcmZ1jY5Uq3l9LP9pUMK3SYwPqdIO0a0hZnmyb9DfrYtEXflzAIqVWqp8+81bp1kDNuPHhvSx/s7bXKnwMFtRULbseOd7Tp0/3KmKxvxpwxedAg7psNSPbN80vtpuaghRKXKUm635R5fm/aklBstRRbrzxRtx00037fZ3zzz8fF198MRYsWID169fjM5/5DJYsWYJly5YhlUqhr6/PY2NMp9Po6upy79t9kbrefIMECRIkSH3LZCHf1157LVJH4I2i3ksvvdT9f9GiRTjuuONwxBFH4OGHH8bZZ5/9httppa43XzX7NDU1echTTUacCFsbdWRkxJmZ+Ru1mv7+fpdKYllv4sgyLJrRQt1Wk4wzm2mBdWq8NM1SqyYz15YtW7Bu3ToAwIsvvhj53L59u2cuU2SnPM1A1Bxqg4Rssr2yhVmChpkzZzo/CatI0VQzb948x+NLJKrjxvG1NWDV9FmLR3lkZMQLiuLf06ZNc6b3V155JXKMpvNofWagiiba2to8hKLpI9Z6ocFYFlGp6dOuGVtcfmJiws29RbVac9e2W+sX2zWmQXs0c3OcaTVRNii7huJSfuKsN9ZqotezQYZKbmItGrz/2NhYLCMWr2MDney148ZEA6hqkaGohaBWWpG2yba/tbXVq2vNzSGbzbrnwLoVisUitmzZAgCOSIeIiqZqvY8NMmxpafEQbFwwKUXN85bbWWscv1mId7I23/b29tct4vNG5PDDD8e0adPw8ssv4+yzz0ZPT4+rLkcpFovo7++v6SeOk5BqFCRIkCBBgtSQzZs3Y9euXc7NtnjxYgwMDGDFihXumAcffBClUgmnnXbaPl+3rpGvoiENz7epQ8lk0ktvUZ+PRZVEaMlk0mlStn6qoopa/iRtQ5zPiD5romtWXtm0aZMLnlJ0B8BpxFu3bnXHs/28bzabde22dYiz2axDO7ZmqPq/LaEEP1VD5Xls29atWz20Re2+s7PTIVCiLCLmKVOmuIVtkTMrTU2fPt2jt9M0GaIHzi9r2Y6MjHiBPJoWZHmEbfDb3tCe0vHZ9LaJiQnPz69VgqyVhKJrx/oUNcjJ9leDk3jtWhVqNOCL/dY6xJZII44kw9I95vN579mwxDTqm7eITK0BbCfXlfK2c+3oOrM+aoqOv0WnysltgycV6ds0IrUEaRCjjonGCFg6Wx0LW0eYn9u3b8eaNWsAwH0SaQ0PD3upZJoWB8RbGHS8bfyLonj77tT0vr1Z7Q5EDna0896KA3V1deHmm2/GJZdcgp6eHqxfvx6f+tSncOSRR+K8884DUKHvPf/883HllVfi1ltvRaFQwDXXXINLL710nyOdgYB8gwQJEiTIb1G4+R7Iv/2Rp59+GieeeCJOPPFEAJXiQCeeeCI+//nPI5VKYdWqVXjf+96Ho48+Gh/96Edx8skn47HHHov4kL///e9j4cKFOPvss3HBBRfgXe96F7797W/vVzvqGvlqFR2NTLY+HKWApDatmh2R4/LlywFUNalTTjnFITGNVAWqvtjx8XHnrySS47UHBwcdUuX5bEd/f7/z5/Bz48aNACrIl2g4jtaO92A7LVVge3u7+85qwIqM2CaNtLXadJwfzrZJI5Tj6vgCFdPNpk2bIm1RDdxGjBMxsEDEkUce6eaC46xaOceVVKHPPfccAGDVqlVOy6WlQdM/6Pu06VMaRax+L7aXYlMyFJ3b89QnGZfmoWOZTCbdw25jGZSekqKED7aQhL22koPY1Dkt+mDRnhbksJHNhULBI5KxxSKU6pNrT59VHhfnz64V0az9tJHniuBrIUEt9sA2cfxaW1s9C5KmA3HsaEmytYJzuZxXDU0tWLRucV1qxSVa4fgbfb1x6U+W3lYrj8VlCNgiIuo7tlHsNjpdj59MOZgUka9XHOgXv/jF616jq6trvwg14iQg3yBBggQJEuQgS10j38bGxgj9my1pprm41Oiouar2yCR3Il8i0c2bNzsiCkszx+vs2bPHaZwWcYyNjTnN1UZSbt++3d0nrqiARVRa4g6oIBwbwU3fU3t7u+dvU2S2t1quNjraJvSn02kvp5a/jY2NOU3f+tjHx8edtcD6ikdGRmL93kAVwba2trr+sW9xlKJEAfT57tq1y92HonnRlkDD5pPG+RbVt2nnVf2zNmpYo/PjYgd03NQ3ZyPtlfbQ+u+ampocWrO5tDqnNnJVj7F9Uj9tXNlMPR+A52NXc531u3O8x8fHPepXzRXnb3xWdT1an6/16w4NDbk1YNfu+Pi4y4nnMcx2UApXrj1du3xe6Y9VwhA7Pva9MTg46J6HOC4AWg14f47J8PCwe1b4rNkyiel0OkLmAURz+u161OfYrktdnzbffbLkUC2sUNebr9YQVTOsJU5IpVLuQWFaERdqsVj0zE48dvfu3V7AhK2oo+Y2u2B1w6HwRTQ4OOgV/dYi8QxAYvCXNTM2NTXF8vIClZcGH17L3qOJ9HFmSZuSEFchyprQdQOz1Yj006YxcZx37tzpFBFWZqJComY7/mYrJ5VKpZopO/pSty98rRFsP5VwwbIixaW92KCm8fHxmuOsm7YVTRGx97H85NpOVRr2RkjBPsWlAQHxgVPKLmXXh7on7MZqN2+9j91w9P/WfKxkKJxXXlPZq2x7uYb6+vrcs2aVyUKh4FUF42acTqddwJ8NpNE64JYQRpVDa3ZWgECXB0XXKceSQYrs/8DAANauXQugChJsv7PZrLf5Ku+zdRdphSmbMqdtsy6pyZJDdfMNZucgQYIECRLkIEtdI99kMukQnQaRUEOjZlksFiOmZKCKqBoaGpyZjtSIioysmZp/q5nSolJN4FcCC72vBk7YACZN+WFtYWtKa21tdX1nu2ku6+jocJquDXpRxGUtBXGEA5brVYPXbOCHoiabSpPJZFwb7H1nzZrlqi9Zfm0GUG3fvt2Z24h6lIDEBkNp7V/bTjWrWjKCOCRpEa/+Zgk/1Nxug4QUGdq2xHEX1yKNUCpVzrMNlFGxfdTarHa+EomEO86atBsbG730JbU82efAIm41H1sErYjdomKtfRtnCuf/LQ87ke/WrVvd2mG7+W7IZrNeRSoNprTuJqWejUtdA6poM259aXCmrdWtiNJWauLYDAwMOITOoKy48bKpc3o9e21dAxb5Kk3lZJubKYcq8q3rzTdIkCBBgtS3hM23DkU1Sy1UwOACEjVs3LjRBfBQa6T219LS4o4jMbdqeDbNghpzHAqJq32rGisQJVGoVbQhlUrFBkoAVYQya9Ysd4wlyddqHpYsfmJiomZ1oHQ6HUHB2l5FQRZFK+qMIxrhPWxwDv9uaWlx/aSmzUAT+oW3bdsWCUgDqpR727Zt8/zmSs0Y579iOyx5iE2xiKtMpWNhiRLUmmEDtBRN1KL/07Wk6TBA1C9tfbbqz7Z9sGOiBQt4X01nspSVlLj6tpTGxkaHwi3tofoKLaLS9tvAKV17tp+KfO01aT3h+tiyZYv7jn2itWjmzJnu/xwDrWhlnz8lEOHxFs0z9qJcLrvnntfk+brmLUGLps5Zi06pVHLPvbVOKQWsvgv0HtoXih5rn2ltk11XkyWH6uYbfL5BggQJEiTIQZa6Rr7qo9BoPqJTascvvfSS8/nyO0UKceXNgIq2Se2WfmFLq6eECVba2to8DVR9T7W0TCU6sOX/eL358+e7PhCV61jYCFAlQ6gVhasowpL5x5WFs35l9kvbpBHnlriDY6qlF3lfS/nX2NjoUYMyEry3t9dLt6A/rFgsRooVsA/8tOjBkk8oKYGNDFZilzi/KsWSGZRKJdc/jiXXh/rFLZqmKMq0tInpdDp2XgFE6seyn0o5CUSfo7hoZYqlS2xsbPToP210tvqxLVrVNJc4JGN91LToFItFN/fsNxG+RtBzfrjmmEJ42GGHue+Y2sTr7dmzx6vxq2tBi29om3T8iVJpIdG2xpVOZF95nrU0ZDIZj/I2LgPDrkdtv/XdxqXO2UwKjecIqUaTI3W9+fb09ETyYG1Q1KpVqwAATzzxhMv7tC9HTZGwzDy6MVtuZ30x2rxIDWTgpsmHialLu3btcteiKVzTEthO3pcbDa+TzWbdi9M+FMlk0iseruZVu1j1JcnjtTC3jtv4+Hjsy4LjVYtDNy4n19Ys1nYyP1oVIWsCZDDarFmzPAazV199FUA06I2bjx5rA7TYbl6nUCjUrJZVKBQ8M72+7OICtPhpN/S4F5uaEfV8reVsg300SMhWB9J0O2Wr0nuNjY15ZklKuVytXc0NJ65Sk10f6sKw60HzhuNyhnmeTQXTNCz7bDLvlq6m4eFhdzzdGUwh0ko4trKW1tW1LoCJiYlIio6OhSqqtka4riGriKjEmYv5vR17PitUOkZGRmq6tJRNTr9jv+264v11TvmMTpaEzTdIkCBBggQ5yBI23zoU1dCHh4edZs+6rY899hgAYO3atQ4NW4lDZBrIZFGAmlEpWhHGHmPNzjRttbW1eaZDJvsDVfRObZZBHESk4+PjHnLUIJZaXLiqZVsTnlaGsuY2raRiTdKajmTRvwbP2LQHzlehUPDQIf/W2r+2L4oELQLleGmgFyvEsC/Dw8NunC3q0XbboCqdb0scoqZES5KhpmWLeG2QUSKR8EyOauq1Lgt+jo2NecQulhwhl8t55n0NjiJKs9aTRCLh1oWtU62pVTatjuOnViZrLdIqUHGBXkRbbAvbqGud59OSxOepWCw6dMuUNpJX6HNsrU2dnZ2xTG1sryUDsWZg5QWn6HNlWa/0+bUMdXxW4shbrIWjUCi482yqYVtbm2fSVhcI17blOo9j7QpyYFLXm2+QIEGCBKlvCci3DuXFF190WtvOnTsdLzCR74svvgig4uurVeuzWCx6lTs08CPO/6SfivaoiSpisdfm3zNmzHD+X+tnHBwcdP7J9evXAwAOP/xwAFUkmMlk3P9toEkqlfL8hKqlW783tWP9rVb940Qi4QVzUZtXAo44RGhRXpwfKS6whWJ9qLQilEolhwws33U6nfYQkfoCGQDHseT5REqJRMLj4NUAlTiEz7/tWFo0w3HRYzR4zqJS9X9bXyDbuGfPHq/eK2Vv1WjiggY5r1ohy/rylZDCWoAsn3Jzc7P3HCjqsgg2rk3WF8l7a1tYSYw80Mlk0vl6jz76aADV2IuhoSEv+EyfMbv+9TnSoC/tZ1wwprV+aJCh5W9vaWlxyJzfcc1u2rTJ9SvOCgdUfPp8b7CffMbb2trcNW2cRKFQ8NIW42oi2wDAA5VDdfMNqUZBggQJEiTIQZa6Rr7/9m//5vwlAwMDToOlJqfpLrVI5kulkodONfWoln8lTiu3yfZxyFn9Q9QkjzrqqMgxGzdu9OrSMsKRWvnMmTM9Inr15VBztUTyTU1Nnv9M/a0cT0ujqb5YSx2pxBDsO+dAtXJrWVAkZiM+48bXoghNR7LpD7zXtGnTsHDhQgDACy+8AKBKvjA8POz8gvQR24j3pqYmD2XqWrKRxRwLRQd27eVyOW8MrWg0LEXTVOJqGgOVqlBEgNYiE0cME0ekbxGy+qdtLAIjbScmJjzCEkukkUgkvPWkqVU2liCOejKughEtCor+ger6aGxsdAQ6RJQUpR+1ZCQjIyNe6o0SYlhyC97Ppi6qqF/WFiYh2UdHR4drJ+/P98HExEQEqeo1af1Zu3ati/a3Fh1F3LZAST6fd32xqLqhoSHQS06y1PXmu2LFCu8BAPyNUoXf2VJ7KlyoWk3FLlS9h2UposQtqjizFTmZNaCG1+SLhBsHzWfNzc1ug9WSgBRr8rR5ldoHPaYW4xNfPk1NTV76BUU337gqQdZsrOXkbF4vRV8UNrBEx5330apCFJreaLpft24dgAozlnJtq9AcrTmXNthIz+EcaJ6s5XtWpcxuPtZNoNfmNXWtst3WbD04OOjlKlt2JnWH2OpVqsjYMn56H96DbUokEl6+qTWnxqUwacCVzR2Oqx5l13Fzc7PndmGON9vR0dHhNiHLNJXNZmuWIhweHvbeD7yH8k1b94umrdnARx0LKtQMoqRC1dzcHOGH1v729fW5VCqbS89NWYNL7Ya5t40u7vu4VLBavAZvVMLmGyRIkCBBghxkCZtvHYoir32dgLgKMzb4Q021NpBmb+2IK0BNiSPisBozTU0NDQ2ufS+99BKAqnlv5cqVAComKh4fV02GWnBcu635lpLL5Ty0ZFmsFClYFBLH6qRkCrYKjKay2PGhaBALr2WrV2lajv1Mp9MO+b71rW8FUA3E2717t5duYYPmxsbG3H20yDp/o1hCDHVnWH5sTY+xomk6yn2t19YxIsohUlfkS4lDsgxKItkECUv0eeB11DJi09sUoVmXhbVAqfnemjfjCsAroY1FeRoYxzVCFwIDL/Xa9hlRi0ytgMlEIuGNuaYcaaCitletRBRbc7upqckLuKKMjIw4EzLNzU8//TQA4Nlnn3XBVzYYTPthq2TpmrG/6fxYpjV9PtQaw/dLkDcudb35BgkSJEiQ+paAfPdRHn30UXzlK1/BihUr0Nvbix/96Ee46KKL3O/lchk33ngj/vf//t8YGBjAO9/5TnzrW9+KBBX19/fj2muvxd13341kMolLLrkE//iP/+j8MvsqCxcudBri0NCQhzhV07bcqkqXyN+0Ugqw95qdimDj6mLqMfqdtpFapaJKflI7JfogAiZf7erVq10QCf3AvP+uXbs8rViT520QlmrOtq6tTf/Q7/YmNkhJ02PiOJKt/8ymdihCod9Nj7EPoAaDcV3RUqCc0jbFh/ejP06D9SxKTqVSDgXblKNcLuf55HVM7LhaSsZSqeQhKPY7nU47FE5kRCSrc1+LyGNoaMil47GfJ598MoBq0I+2UdPGiIhsQJAG69gAJrWU2BQyrc5kq/uov1PXih4DwEsVshWfksmke7Y0PY1ttBWEuD6am5u9Z0TTkHgcv+PY6ZqwMSJcE4lEwvnSmVbI+e3r63PzuXbtWgAVxAtU6pHbYEgbDNbW1uaRayjatel8FKVEtbWRNTANAB5++GFMlhyqm+9+e85HRkZw/PHH45vf/Gbs71/+8pfx9a9/HbfeeiuWL1+OlpYWnHfeeRFT2Ic//GE8//zzuO+++3DPPffg0UcfxVVXXfXGexEkSJAgQepSuPkeyL96lP1GvkuWLMGSJUtifyuXy/ja176Gz372s/iDP/gDAMB3v/tdzJgxAz/+8Y9x6aWX4oUXXsC9996Lp556CqeccgoA4Bvf+AYuuOACfPWrX8WsWbP2uS2jo6OYN28egKq2CVQ1bvXlqlYJVP1CuVzOaZ62OopSGtpIyLhUEquxJxKJ2HQeHmN9LtRkm5ubHbKhxYA+X2rEa9ascZo3fZpHHHGEuxeVHWrFSrfIPli/rCpItgKQIl9q01YymYx3nkZLx0Ve8lgbcRrnP7c+NUXwtSg+i8Wi84dy7okW1WerBCdAFdl1dHTE0h0ClbG0kdsa0W1Tz/jbyMiIF61sEWEmk3Eoydaw7ejocHNAPycRUn9/v+djVipG3p/rn4hKU+DYJqJi9QNy7K3Pr1AoeCkwtp5vMpn0LDG8drFYdIiOiFDpSPcWkaxkGoAfld7c3OxZl2gxUypORh3PnDkTQOWdYi046qe1kepsL98nAwMDXvUqTcXjelTqSKASrf3yyy8DADZs2BC5ptK0sp+2aMuUKVPc885j9P1jYzU4J/qM2mettbXVtY/ZAkEOTCY1ZnzDhg3o6+vDOeec477r6OjAaaedhmXLlgEAli1bhs7OTrfxAsA555yDZDKJ5cuXx143l8thcHAw8i9IkCBBgtS/BOQ7CUJNbsaMGZHvZ8yY4X7r6+tzqM41Ip1GV1eXO8bK0qVLcfPNN3vfz5kzB295y1sAAAsWLHAaKDVwIp7R0VGn5TGqk3mzO3bscJs5UQTbN2PGDC+31E60+oXjyPEtBV1czU8b+QlUNVaWEmQbqUlv374dv/rVrwBUNe/3vve97hz6gePICSzxvSKkWnV1eUxzc7PnB1crgKWeVA3aolkiI/XZ2vrDmtNr85n3VjOXaKi3t9eVk2SUM/MkNd+V3z355JMAqnR+M2fOdGPJdcE11N7e7o2XjqVdM+rDtAQpdp4ymYy39vhcNTc3uyIR999/P4AKMQvbYceeiI6WkoGBAYf+iYAff/xxAJXcZ8YSsAgBrS/t7e0O7XHtELXpc0FUavuthCX85BoYGxuLJccBKnNrCwXExVDYZ1MjjNmnuXPnujEAKuiW64nzyrkYHBx064IIWeND+H/SlnIseO2RkREvHkR9qLym5QkYGRlx86MkJkB8jXGuC/VB26ItFC1HaWM3WltbIz5poIqq29ravHfCZEq9bqAHInUR7XzDDTfg+uuvd38PDg5izpw5uPjiiyMJ7XxYaS6jKVprnNpAkWeeecZt0jTp8mWl5qo48ysQrZpjzd1K/mBNl5peQ9GNhw8Ngzn40qDpZ2BgwHtxst+/93u/5zhs2X5NE7CBOJomo4xD+ptNm7F9sX2wD32ckmI3cb2PNckr45Mt9K0pZ6qcABUTGc1kNOHxJanncrPmbxzbDRs2uPXATZib0dy5c934WpYjrdJjCS2UGcuarXVubDAWX9br1q3DAw88AKCagqKKFMeHmwnbzZdzW1ubux/Hic/As88+6zZyjhdJK0455RTn5rHPxejoqMd4FsfwxE2T48Rx18Anyw+ezWa9mrnsW0tLi1fFiBuWriVLkqNVsNh3q5y98sor7v9UDFRRZjutC0FdH3YN6DNfq+ZuoVDwUuY4X83Nzc6kTGWQgV7KSW/JdZSwhOvZmqbT6XTEVA9EXUxaE/m2226LbXuQfZdJ3Xz5kG/bts35Tfj3CSec4I7hgqYUi0X09/e78600NjbW9DMGCRIkSJD6lUM12nlSN98FCxagp6cHDzzwgNtsBwcHsXz5cnz84x8HACxevBgDAwNYsWKFS2948MEHUSqVcNppp+3X/WbNmhUhBFAzJlDVkguFgtMAiXyJqLZs2eIFXPHvnTt3uiAGpW4Eolq1RT2UOLINNada5Kko2SJAopYFCxYAiHL4Mv3oqaeeAlAJvCDqZ/upuWsKi9aABeLTLuLSPiz5QlzFpDhTug1eoZTLZe9+PFaDh+IqNHG8bEUbordNmzY55Lt582YAUWRkA0w4zxy/9vZ2N3YMamKaTmdnp0MRtFBwnqZPn+7WGlGaXUPaB0u0kEqlXJu4Hkmw8swzz7jUM5o+1UxIJZbWEsvz3dTU5AIbaS2haX58fNz1l0iQvw0MDOD0008HABx33HEAqqgrm83WTDXietF4DRvglslkvCAsDZKyz7TWeSYypyuJSJj37evrw49//GMAVTM918vw8LA7js+B0jRadKrphNaiYduvwY2WvjSZTHrEMvoc1uIM7+npcWZmSzuq7gZrdtZ6vjyf61LXoKUAVXfV3njtD0TC5ruPMjw87CLxgIppauXKlejq6sLcuXPxiU98Al/84hdx1FFHYcGCBfjc5z6HWbNmuVzgY445Bueffz6uvPJK3HrrrSgUCrjmmmtw6aWX7lekc5AgQYIEqX8Jm+8+ytNPP42zzjrL/U1f7GWXXYbbb78dn/rUpzAyMoKrrroKAwMDeNe73oV77703QrX2/e9/H9dccw3OPvtsR7Lx9a9/fb8br0E42WzWacoULRLA+xOZEOF1dHTEVtkBKv4/ogaeRy1TfcBxvkv+Zr9TwgbrI44rrGBpC6mtHn300c5XxQomRGRPPvmka+/xxx8f6a/S4mmwC/tfq7qQjk0c0UGtY9T/ZVNg1I9s78O2aaUYoh3OiRKl0JVBxZBjsXPnzggRi14bqCICKn4svsAAnXQ67a7JcSYy2r59u7uvLUDR3t7uXC+8Fj9nz57t1Wvl/KrPmYiXyJ2WjY0bN7o+2NiA6dOnO8RLBGz9nNls1rWTc0CLyu7dux3SJYKkX/aJJ55wSJvzwtiC6dOnOx+ireOrcQp2XbNNLS0tzkpjkWRDQ4MbH1oa+NvGjRuxYsUKAP788Nq9vb1unqxfVmlPKVyfmlpl0bgidYqtiJVKpbwx0GMtGQ/jDHp7e92YW+tSZ2dnJK1S28u2trS0uLmwAWqdnZ3O2qH0rmyHfRdqoJemfgU5cNnvzffMM8/cq6aRSCRwyy234JZbbql5TFdXF+688879vXWQIEGCBPkdk4B861CampoiEa+1grLUv2rTgbQkGbV5JYinb4iaKxGGkr5T4nwhtVCi+nV5X03RsFSMNlm/p6fHpVmxL0QsK1eu9HyZREGjo6MOUcUR8MfR0QFRn2RcuUC2zfqF4mgpLRGGRmfyGKJxjn9zc3Osj5rH0J/LFCElJbDEKOpHIzo99dRTAVQRMJHZ6OioiyoliuBcDA4OuuPiUB7bQF8x08ZOP/10nHTSSQCq6IOpJUS5a9ascX5r9o3IqFgseukxvPbUqVMdglS/KFCdJ01FsfEG+XzeIV6m/q1fvx5AZX2RlKO/vx8AXGzHO9/5TpeaZCPVldrUojTOqaI1IjuOt0bOs20PPfQQAOCRRx5xVIda8xaI+mft8882afqTRa7ZbNYrJ6mWCptqZ++raDGujrGleeTaa29vd6lk9IkrkUetko0cv72NZWtrq0cdqT56LbWox4yPjwef7yRLXW++ysajAQwUrbvKBUZTLV/qyWTSPSx8cSp3qjXN8kUeV5zaFg8H/NSZuOoiFE3rsQ+yvV46ncb8+fNjj+nr63PBORwTvuw7Ojo8hisNjrKsWRxDNa1bHmZ9KK1yo5uvDZiyKVpxooFXWqdU2z04OOg2Oh7DPu7evdv9RuGmNH/+fJx44okAquZmtokmzOHhYTcGNj+9ubnZ9ZP35ctycHDQbQZUirgJj4+Pu3XI8WagGNN7XnvtNXeMdU9oUBXNxWybvlztC5gbSTabja0bDFTGmSZxVjxiUNULL7zgFAJuDuzj6Oioay8VAW4OmvpnNzM1iatyAFSfsS1btrjgL6ZWkbRn/fr17r5ch+y3ptLYYD+2o7W11Uvz0nQbmwpmmcwAX6HXlDj7jGsqnq0gxjnNZrNOubEVvDRPl+Nj26SbLz+VwcwGNaqSYnPE4+qWT/Zmd6huvpOrwgQJEiRIkCBBXlfqGvmqxqTmxThERqHJUDV2G46vQQfWNGwrAgE+N7LVdgGfxSaZTHrt02AQS2phzVcNDQ0ONdHcx/4XCgWH9latWhVp28KFC515i5qvMu0QEVjToSJ4m8YQRywRRzhSqxqSjoUlFaBowJZlO9q1a1eETxeopl+99tprru8cLwYJnXjiiY40gn0hilLzIO9j0aL2h2uHaRxHH320O46sWURvr7zyijOf2jkgch4fH/eCbYggNaiKn5o2wvbSekHkqpzH1oSvgVAauMPjeX+iUqY6MZDpoYcecmZqUscywEzN30R01tUzODgYYaTTz5dfftlZBGhFUF5uojuOD+eAfyvZDcdATbQW5WkNa+tiiatQVQt5NTQ0eO8CRbA2HU8tWLRWKDELz7dI17axubnZmzs1rdci91HLla0QpZbFuPfbgcihinzrevMNEiRIkCD1LWHzrUMZHR11Gl2xWKyZMhTni1QiDRvAoH5Om9xvkWAqlYpQXAJRzdAGB1FSqZTnD6bkcjn3m6V7VC3d1g8mAh4bG8Nzzz0HwKfcGx4edv5f+vYsbSNQRR029WhiYsILlrEBVNonG4wCxFd4olh/sI6lJQCJq8lM9EXkOzg46FAE/bv87O7udqiYiIpokyhZEbut97xnzx6XGsQ+0Qe7aNEid22mPWlVI6bD1LJslMtlh9JstZ3p06c7pEtUS59vU1OTV8HHVvlRggibypZKpbxgN46f0q0SWXGd7dy50/mBeT7bqNWrLKEFx3RkZCRCfAFELSqWnpHIdcqUKZFqPkB1LjiW6XTaoW+iYba/paXFSxXUVCNby1mPtQjStlHXrh3npqamCDWnjkUul/MsEvrMWKTLNmlakY0D0QDKuHQriq0ape+tuDrlQd641PXmGyRIkCBB6lsC8q1D0TqfirqsDwfwI5G1qoolLFCfF7V+S4oQF2VtUyvS6bSnHWudW5v+oGToFvlZakJFkrwv0c/MmTOdT85GcGuk7Tvf+U4AVarA1tZWDwVY7bhYLDqt3FYwiqPFtBGVenxcZZpaFaLK5bIXna3pSbwvyQmI9FOplLMIEPETQY6OjnpRpUoyz2vberwUpeokAmXRhenTp7voZo63ppTV8qlr2oiiO71HZ2dnxGcJVJF6R0eH+84iOZ0D3tcSLShqskg/k8m4eAElbeH1OOZEw9ZCoRW1bOWjOPpCro/29naPvpN+3SlTprjfbESzRk/zGEuakUqlalaf0nHh3Osxtch17NrX77TAgbUAcZ0MDAx4JBsag8A1yusriuf3NgXO1hxW0efQIn2N3bDxL5MlYfOtQ9H8UDVN6QKn8P98eJWFxppPubhnzpzpAnL4srPmIDVN23zKdDrtbeh8WWlwks3hBXyTrN3gtWKKTYPgi0bP11QrW+GJ+cKzZs3ycndtwEc6nXbjYzdI3Xzti1CVDdtHPdYGM6mJ26ZB8L5jY2OuvXbD6OjocHNIkyNNvlryjRucZf9SF4ANAmtra3MmTwYXUVkbGBhwmy/TiDRIqNZ65NxNmTIlwqYEVF+uXV1dToFgegrnsqWlxQsK4jhpTrpdqzalTseLv01MTLi5Z7+PPfZY135yKzMIS88DoqUU40oo8js+a9xgp06d6sZFx0fHDfCVX1UKbZ6u5s/bjUo3KHtNXXt2Q7W57fpusEF7qtRxXrWUonX3aBoR+27ze6mcaRsocZWWLEiJU5DVZcDz+PxMlhyqm29INQoSJEiQIEEOstQ18h0fH48QNdiAKUWN1ByJPJlqpOjHBjV1d3c7hGGDI1TbigvwAKIpDkpwwOspbzFQ1WSVkcsiSKIIZaeyrDQaOGXNwIlEwmnYv/nNbyLnnXrqqTjiiCMAVBEVtWrtozVJq2msVtCbknNY9q24VCOb0qXkANZCMT4+7sbJzoGaLC1Sz2Qybswtc5kifhv0oulYWsVIf3v11VcdWxVN27q+iF5ISMF1xvYo0uB88h7z5893gV32vJGRkVgEp6IBiDbdRS0M1tQ6MTHhcYxb7mAdS57HoLTt27e7tnHcSOTR1tbmvuPa04pJts6sptXEpeMAVYuSMjfZNasWKIsA1VpjxyIuSMmu/WQyGftsA4gQxlirR2Njo4dKlViDY2CtAFx7ep9a6Ug6XurCqhVEls/nI6mMkymHKvKt6803SJAgQYLUt4TNtw5Fq+EourVafSaTcUiRRAf0T/X393toS9MCNNBIJS5wIo6qL86fwjZaf5L66KzPxlb5KZVKnlbN6yQSib2mXbGfRP+/+tWvAFTSbRYuXAig6gcmMqFWrYFP1tfN33W8dCzt8YrY+ZtWiwKidYg5hwxGUSsAg1WUKxioWC/4f0vSoWhc00u0jYlEwt2P52lVJUvawvbv2rXLcTGrL49toz+TyFWpUCn0H/NY+q7nz5/vLBJsJ+87NDTkWVQsslPftfXBtra2RtJ/9Nrq56Q/mGPa2NjoKDqtD5Njk8vlPH8w2zhv3jzXP0uHqb5TihJiKP+wfqpFhv20KXQNDQ2eD1RRpg1AUorFWu8GfeZtwCHTqHbv3h2pYmavExckB1TmKy7tUP9Op9M10570naaI1/4dF8hqgwQnSw7VzTf4fIMECRIkSJCDLHWNfLUiiaJMixoTiYSj86Ofk8QHxWLRSxlQxGBTIuJ8IjbCVrVWmzrDY8bGxhwysJqsare10piURpAIQdGi9eVpoQbeR8kiAGD16tWOOJ8E9kRdGnVcK8pa/UIcE9W8bV+ojWezWY8EwaKBXC7n2kniECW40IIGeo84/5mmbdnasza1q1wue0hKkbstIMH7b9q0yaE8uy5aWlqcPzMO8QKVCF+m9dAvrMT71p+qBQpsdLON1lbkYudJU4bsmGgqikUbbW1tzmpgo/eJ0nt6elx71R8LVPyW9Glz7tV3zDlQelWggnJtVTBLxqLvA4s2lSzDPivFYtFLb4vLcrDvBI02t5YgtlEj9Pke0EwKG9+gflauTZsWp8jZolu1FFiSHE0nskhfJS47YTLkUEW+db35ptPpSP4aF59NNZqYmHAMRvzkw7y3ic/n8+7lbB8w3URtgItlxQL8hZ7L5bwXt77cLd+07VNTU5P3MqV5b+fOnc68Zh8+vR9Fg0D44mKQEMvJaYoF22lNY1qNySoPcffXTcGazm0OdCKRiJhWtd1aIcYGR+3Zs8eNOe+hTE+Wl9sqRMqxzGN4vebmZsetTJMpqyFt3LjRUwRoTu3u7vYqaXGj4Qbb3d3t0nm4KbFPqmhal0kmk/HMsNYsqUFzFK7zYrHo1k6tQCZ7P17bKhCaHsNjOXe9vb0AqmbYQqHgpbBpSgvXpVVkdC3bdRUXFGXZv3Qs7dxPTEx4zFZx6Ys2h1bN0Wyv3cza2tq8TUzN5lahUBM6x5OKalzqn3U1qCJin00FMLXYr1RJiduYD0QO1c03mJ2DBAkSJEiQgyx1jXyVCUpZg/R3oIIESXRgC8irlmjNVoryqOXawCfAN+eptluLLUjTECzZhvIn26Aqfq+BJrwmkUJ/f79DGBa1xBEtKAqyzDZWg1YiDVtzuFwux6IkHmu1ap07og6LyCzDT1ybdB3YajmbN292QXa8tlb7YcqMRcC6FogErUVj5syZOOaYYwBUkev9998PAFi3bp27Bs2uDK6aMWOGQy1sE83QRNKzZs2KIEYdU03psqQmExMTHiKL49e2iIzjn8vlPDdMnBnWBm/l83nXXq5V/q3sYdY9wEC5TZs2uWA/ps7QVZTP572APLU21SK5UcQfF3jEY2x6mprg7Vqn7EvgkqbQ2WCu7u5uty4YmPfss88CqDCEcVwoSgrC55yWlLh21ApuVFcaRU3ctWr2qkl6suVQRb51vfkGCRIkSJD6l3rdQA9E6nrzHRkZiaBHq+nTb7l69Wo8//zzAKp+UWrOqhVbbVEDGCzaUu3RprCo78eiaj02jojCnmfr4vIY9SdbUb8ORf/muUQY9BkVCgUvAMkGejU2Nu61nqdFtaot2zapj84iDGsp0CAUG4yiaR9KowdU0NPKlSsBVCsdEWXOnj3b8VoTdZEfm/cfGBhw40WkQv/u7Nmz3W+//vWvAQC/+MUvAFSCwvgb07UYONXe3u7V2uVcEM1ks1mPzlLRk00l03UWZxngbxwj6x9V36LlWGY71KdPiZsDG6egxBhE2Kw+tWnTJgCV+sC0DJx88smR+yYSCXdNfup816q5G0eyY8dE69va8zKZjBdopUGGXCO0jMShXEsRqmQd9Huz3vMjjzwCAHj++efdNdk23mv37t3uvcZYACs6XvadpBSfFE1Rsqlr+t6xQZyTJYcq8g0+3yBBggQJEuQgS10jX9XAMpmMRwFHv8natWtdahF9oVpFhpqfpcXr7+93GisRSlyEoEUocXU8bZJ+qVTyfHnqx7MRthRN47DUfvQjxkVCa5oNURcRGa+jdURt5CqPUeQbl3Zl/UlKZG/boujL9pc+QabrDAwMxPoueQ9bbUqjOznn/GRE8vr1610sAFEIiSI0HSkupYrnkKzlP/7jPwAAq1atcucRRRPxajEAzpVGNwPRyGBNawGiqMnSjGp0rE2x2RtBhJ0vLTRCUfRn/aMcd14XqJ0ZkM1mHbqlpYHRzlu3bnXWA6U7BSrr2hJ+0KqgEcUW4Ws7+GzZyGCtA2593Pl83rumWhw4BpaaVKssWSRJxL9s2TI89dRTAOBoSOn7VepJSw6yY8cOt/54H6Wspdi0vjifb61qTHFSq4LcZMihinzrevMNEiRIkCD1LWHzrUNR+raGhgYvypFa58jIiJf3qjnA1oepNIaK+AA/t04jmq0fTun44nyatUqgqU9OSSaAaA1b6wMlGmhtbfUQoGrlRGL0LyoyYf9qRbXGUTKqr4xjp4QSHD+bw6sPjSUj4Hxt3rwZQAWl2txQXmfatGkOQVpfeKlUcqiJ5/HvsbExhzoYWUtyf85vS0tLhHADiEbc0o9M3yWPmTFjhrMs0GqihQLoP+Z42/zThoYGj6xCc1s5PuyTohHrd7eIRf2k1lqk/Yvz79prUxRl6rOlv6XTaUfawmNondqzZ4+ba/roWYd59uzZ7nhaL3RdWkuMzRDQGsX22PHxcY9oRPN+ra9Z58eSl3Cd8O/x8XFnZVmxYgWACuLl37TqWKQeV1NZaUw595YsR3Og4+YciFLP2udQ879trEqpVKppeTpQCZtvnYouFi5QW+eypaXF2wQ1mMomsvNzz5497uVIk6ENZtHgBns9ZYOyL7RisehenJaxRk2ONg2J1xkZGYlNqQAqG4gtkk4pl8selzTHRGuF2kARVR5sSod+xm327FtclRyOoR0fns86ualUyr2o+QLmuM+ePduZMTlfys1MhYBjyuu89tprjjWLYlONdu/e7c5joIuaQG2wHTfcefPmuc2WZn6alltbW53iw2PYX30RW6VQg4VqsW4lEgnPZUDR61mlSlOObCAR11IcyYamzlmSmThiCp7Hfp9yyikAKpvMc889B6ASfAUAy5cvB1BJu7LjxDXU1NTkKRKW+SmZTEYYwGz/LfOZbmq8BueL91WF3pqryRK3evVqPPHEEwCAZ555JvLb2NiYx5Ot7wG2aWBgAEDVDTMyMuKCR9kmVrjiOmtqavI2X2uGZv+0T0pUZDc0JRyZ7KpGh6rU/eYbJEiQIEHqVwLyrUPRYAsgmj6kn9ls1jMJW/QGVBENgyKGh4fdcSRjoLapiDKOLxaIUkhaKkkNmlG6QiDKoWuRyd40V54/Y8YMZ4alxkykpCYj9knrxZJP2CJfavkjIyPOlExUy2sqCrFoIpPJeIQOWq/Wms5snd3169e773hNrW/L9B9r8iwWi5E0KaCKTo844giHfNkma00YHBx0wXqkJuWxExMTri0kx2A1qGnTpjkTNk2tXDvNzc3u/7bOq6VI1e+Us9gimjhUS7FWn7iqVzputkoPJZVKeUFV6kqwyNe2p7Gx0SMz4VycdtppziJBSlMGYPX09GDJkiUA4NXX1v/z+SX3twYw2fWvaVGcC64nomwiUqD6TuA1+/r6PJM/USpdGS+++KIzO/M51GdV6UaBqKWO7eSa43VGR0fd/y0N5xlnnOHab+k4lfbVWg+UhtQSdqgVj9eqZVl5o3Kobr4h1ShIkCBBghwy8uijj+L3f//3MWvWLCQSCfz4xz+O/F4ul/H5z38eM2fORHNzM8455xynUFH6+/vx4Q9/GO3t7ejs7MRHP/pRp4ztq9Q18h0cHIz4CC1Bump0VttTbcmmXaifRYORgCpa1AR3i0AVXdaqE6uBSxQeo8TqbBvRpvoGbdqHIlj6gRhIxOCORCLhNPq3ve1tAKqorbW11aG1WnSapVLJtSWuXqztkwaR2TqzHFMiAPYLiKaJARX/O9tGNEx/8OzZs73KTmrZUPJ+oIqcOzs73VgQ2fNvop/+/n73G4OqiGJSqZTzszFFSesf03/Oa2nwTq2ULK3qxHbbh1oRqPWvlstlD3nWCpLS8aIkk0mPEEJjBGzwl5Je2Otr1SqeU8tvOG3aNGd1efnllwFUx/uxxx5zzx2P4Zjs2LHDrXF+MgiOa35oaMgLEtJgQbaPyJPrrKurK7YOL1B5R9hiHFwn/BwbG4sESALVtTtjxgwX+Mi1q3EatWhaBwYGvBgEprspZSnXniXpUauHvYfWp7aWuomJiVhq3cmQg418R0ZGcPzxx+OKK67AxRdf7P3+5S9/GV//+tdxxx13YMGCBfjc5z6H8847D2vWrHFz9OEPfxi9vb247777UCgU8JGPfARXXXUV7rzzzn1uR11vvkGCBAkSpL7lYG++S5YscW6MuGt97Wtfw2c/+1n8wR/8AQDgu9/9LmbMmIEf//jHuPTSS/HCCy/g3nvvxVNPPeUCBr/xjW/gggsuwFe/+lWnIL6e1PXmOzo6GkE6tgSalgO0aED9FpYkQyONScJATZCaK8+ZNm2au7ZFKpqGpP5NoIK6lChA25vP551WbVMjeE4cSb6WhaPmS8SgkatEa8cffzwAYNGiRe6aVvO1PqM4rZxtSqfTHspSi4Ol6ONYJhIJF8FMnxrrLtPvt2nTJodIiOrp1+7q6nL3s/5zjUS3xRtSqZRXqpFzyfO7urrcfS21YSqVcscRPbFPXV1dDonYdBUl87fpONpe+522lf20BTAKhULNuqt7I9fnby0tLbFWGiu2RnKcD9ZeO5lMunVtSVH27NkTW9QCqPiASWJCIU3s8PCwd54dG8AnstEMAY4TEbNNRwT8lB29X636yclkMpL+B1Sfx56ensj613vo+BGN03qi/aI/mHELjz/+OIAKOj7ttNMAVLM04mJFrP+7WCy6Z8SOW6lU2isJx4HIZG2+tEhRlHxnX2XDhg3o6+vDOeec477r6OjAaaedhmXLluHSSy/FsmXL0NnZ6TZeADjnnHOQTCaxfPlyvP/979+ne9X15qvpGM3NzZ7ZV2t42tQbNZ3Y4BW9DhcqTVgPPPAAgGoAxFFHHeWCfSx7TjqddvfjolYTIs1NbK8WRrf80jaQSc187As32Fwu5wWRaIUYvmSsuUpThexmpAqKprVof7X2rX2RaO4y54ImvFdffdVVHqJvxfIxp9NpV0GImy9fTHsziWmgiDXRqnIUlzbFY/nis1V70um0e4HaILSpU6e6DdnmY+umr3nqOl65XM5zeXB9JRIJL2+dEmfe1/N4jI4P28R+1+IFj6sepWZrm5Jk+bnHxsZc22xt2FdeecUFttn85h07dri1YvPf9X7sL+dAX7zWNaMKiq0OpnV1rRKqBe/te8MGXGazWW/TpSKnedx742m37q7Ozk53TZqdmca0evVqAMBTTz3l1uM73/nOyFhoWh/vr+8a+6zo+8YqMP/VhG4oyo033oibbrppv67BwDoGSVJmzJjhfuvr63NBcpR0Oo2uri53zL5IXW++QYIECRKkvmWykO9rr73mlBsA+416D7ZM+uY7f/58hwpV/uIv/gLf/OY3ceaZZ7rqHZSPfexjuPXWW/f7XmpqVuRrCQtaW1u9BHqtFmLNLxqcwOtTG6Zmo3VIjzjiCABVRh5N11EyACCKUm3IvhI22GAmy4aVTqe979imQqHgUCE1ZvZj586dzqRLFP7www8DqCBJa0blp6Jd3o994jgrsuF3GuxkkS/N5K+99poz79OcSFMax2/OnDnOXB43NrWIQ5Svmn1gm5QJzFoWFKHZ1BNFiXactUoRH35eSytF8Tcb3MRjx8fHY60d7JtFe3G1Vu2Y8FMRTly1LctHrOjaPmN7Q01xHOBEZJwTcmE//fTTbg3YNa9m8jh0awOmaO3hi1hZrKylQwMfreVLzawMwmQaVF9fn1d5zDJrtba2Rlwjeu1cLufOt5tEOp32EC/Xfjabdf1joCTvv2bNGgAVSwGD1U466SQA1XHX5zDOTG5dcBSt4z3ZMlmbb3t7e2TzfSPC+dq2bZtLa+PfJ5xwgjuGllBKsVhEf3+/O39fZNJTjZ566in09va6f/fddx8A4A//8A/dMVdeeWXkmC9/+cuT3YwgQYIECVIHws33QP5NlixYsAA9PT3OvQhUfMnLly/H4sWLAQCLFy/GwMCAowwFgAcffBClUsn52vdFJh352hqTX/rSl3DEEUfg3e9+t/sum83ul4ZQS+IqmgB+AIQi2DiaNStaCcQGEFmiiM2bN3spDm9961vdJ9MJiCiJbPr7+x3yo7apNHMWmVBUY7eEEtRos9msa58iKaCiJfOals5PA3QsMUWcj88GK6lYMgX1r/Jayk9siR1sNakFCxY4P4udy2w26wUJaXUk68tjP8fHxz0+Xuvjy2QyTpsmGtGH3VoBbJAT4KOt5uZmjwLRtlFpQOPoS9kGGwRm26e/KWpVQhfApy/V/2uwkX1udF1oOpqOifafx5PHmfSLa9eu9WpIc2za29s9n7pyb9uxt2tWuZJ5LOdSg6LieNz5f/pX1T/L557r2CLhQqHgrWudb0tnG8e/Tj+mXZ9sH+AHVY2OjkboKHXc1G9v+aM1+MyumUKh4AX31asMDw+7dDagEmS1cuVKdHV1Ye7cufjEJz6BL37xizjqqKNcqtGsWbNw0UUXAQCOOeYYnH/++bjyyitx6623olAo4JprrsGll166z5HOwJtMspHP5/G9730PV1xxReSh/f73v49p06bhbW97G2644YZICa04yeVyGBwcjPwLEiRIkCD1Lwcb+T799NM48cQTceKJJwIArr/+epx44on4/Oc/DwD41Kc+hWuvvRZXXXUVTj31VAwPD+Pee++NKF7f//73sXDhQpx99tm44IIL8K53vQvf/va396sdb2rA1Y9//GMMDAzg8ssvd9996EMfwrx58zBr1iysWrUKn/70p7F27VrcddddNa+zdOlS3Hzzzd73SrOnEcKWNGNsbMz5bCzJvibZWyKLUqnk1be10aXFYtFFKVObopY8ODiI008/HYAfoRuHxhXhxNVwtVKLkjGbzTqFhj5UTbOxfkZFCjYpn6IIx9LMKcWh9T1q3dlaUaWKtqih0zJCK8Kxxx7r+c34MMSR66s/LS6lgp88rpbvtKGhIVIdR69TLpc99KL+NGsRsOOufbFjGhehryk0Ns1L22avGUdNajMC4ioeWUkkEp5PndLc3OzawjXOaxLlbtu2zfnKaLJjpO7g4GAs4gWi/n62Tf3vNqo6zr9r28ZnPZ1Oe9YLfjY2Nrp+MnuABTxaW1tdZL4lX2E7hoeHXRwG76vIiKjUFiGZOnWq8/XGRcxbXy37wmOBKhrnu4ljqWvAprspRaj1e+t5k11Y4WDn+Z555pl7PSeRSOCWW27BLbfcUvOYrq6u/SLUiJM3dfP9zne+gyVLlkQW3FVXXeX+v2jRIsycORNnn3021q9f7wKXrNxwww24/vrr3d+Dg4OYM2dOJPwdiD40QDWwZmhoyD0YXDh84Do6Olz7rFmzXC57VUU0HQioPGj24ec5TzzxBDZs2OD6CsCly0yfPt1tJnyh0WyXy+W8vF7LlJNKpTweYA2C4YPFwCXNryQLE8Ppabbq6OjwTHd8oLXSjX34NC/SBmwwiGbdunVuXOymoAEmljGKa2LWrFke65YqSXFpYkDlZa3FzYFouog1pfF8VUzsxq6mZbvp6svKmtkp6i6xeeDKucy2ce40B5vzY02dyvRm03JU2bPm47jfrHmxsbHRvegpHOfGxkavxB3ZyVhGb82aNS43lSZbtWIp8xhQfR57enq8Z4XrTDdtmwrGv5ubm73C8/xN58ZWBwOqmxh/4zOjyhHbTbcTle9cLueZq3n/GTNmuA2ZY882tbe3ewF4qiDYgDZek/col8tuXLn5M3hobGzMKwVK0SpOVnSDfLPyfQ81edM231dffRX333//XhEtAOegfvnll2tuvm8kWTpIkCBBgvzXl0O1sMKbtvnedttt6O7uxoUXXrjX40imoGHd+yqqtSo7iw1EGhwcrMmxOmfOHBfUYAMuUqmU03Qtaw7RyPDwsEOXRNo8ZmRkxKUmEfWxFudhhx2GY489FkAlPUvbpAE5tdhvJiYmIqkj2u90Ou0QOu/LBdra2uqlRtHE29PT49AGx4DtZwL/wMCAM4kx1UHNoxZR0DRXKpVcKgTHTjVwIl62jcQlGsCnjGUcJ/bXzjlF2c0skYVy2VpyDg26s1zUvG+hUNgrc5K2Qe+7t4AV3mtiYsKr5cxxA6IF0PXvRCLhIe04NGPRfFx7bXqeukqsy2PHjh2OnYyIl88203P6+/u9+dGUKSJBVoaiRaqxsdHjydaKQjYYy34qa5c15ZfLZa9NPKZUKnnjoyZ8y83MdwXdT6+99pprJ03TXMPDw8POuqNoGqigXGtB4rqYNm2aGyfOD69JtKuuIctYlUwmI9YK7Zuyo1mUqy6+yUa+YfOdRCmVSrjttttw2WWXRR789evX484778QFF1yAqVOnYtWqVbjuuutwxhln4LjjjnszmhIkSJAgQf4LS9h8J1Huv/9+bNq0CVdccUXk+0wmg/vvvx9f+9rXMDIygjlz5uCSSy7BZz/72Td0Hw3wKRQKzj9DrY9+pYGBAQ/5aiqLDeTRQA0qD9Q2qRXz/GKx6LRbaqAa6EWfJz+1LujGjRsBVBHkUUcdBaCCSG2NT2qpSsxBDdYio02bNjnUQZ8PNeepU6e6a9saxZ2dnW4s2Ae2l2QI27Ztw9FHHx1pN1FrIpHwCA84Tjt37nTaP9vEcW5ubvaq1tAvzevoA2oDRZQ4wPpQlUeZ57NNihBsDWglnSCy4Tixj3ElxDToL66WKn9Tkhe2k30Bokjc+nA1EJDHa9qV9QnGkV3UIvlQDl+14AAV5MqAKaKs3t5eABWUZ6sR8RhdsxZZKcqm9YsWIa6BfD7vnjsGDrHfnZ2dkfgNjoH2sbm52UvJ0hrJWo9az08kEhEUrOeVSiV3XyJXImGi9NbWVhfzQQsUfd5DQ0POYkZrj1rAeA0GlhHFd3Z2uvvxfcf6xfQv8zg9XwML1aoDRC0b9tnSftd7itF/NXlTNt9zzz03VhuZM2eOx24VJEiQIEEObalX9HogUtfczq2trU57o3YOVLU29a9YP5iiENWQgSh6sRVOeIymeGg9WqCqlTc2NjrtloUDqAnv2LHDaapsJ5H6+vXrXWoSUxvol1VEaSsQUQN++OGHHVIl6qC2vGDBAq9Kj+avWfRO7Z5afXt7u+cjpyat6Sa8NtHMrFmzHIK0CDaTyThNn6icnxptzbYR9fFvRWs2SluPtyldioot2YZSM9pIWUWpRL9aO5rjxP/b9LampiZ3ffXjAlUUovSjbC/nTSOabfRvNpt142xT7tRPy/8TPfFew8PDDqUxepdrtre316Wu8RhNaeFat2he01fiIqiBihWFVWJI48fnas+ePR5pDNd8Npv1KFHjop5tFSWOu6I9e34ikXD3s1aO5uZmL/XMIm5FqYx94JgODw873zjHkhahfD7v+s7nh89ca2urm2umazEeg89DR0eHy6qwxQYU+doCHPpOsdS3mUwmtlLYZEgwO9ehKDcv4Jsj1ZzEBWtz45qbm93/GdyjgUxchLVKz+mmzvtpsARNsqQmo8l2w4YNzjyn5nGg8hByI+Ux3HzZxmw2616qfAHyIVy1apW7FjdrPoQzZ870zE5a7NymETHwiS+RQqHgVTWxm4Rem2avnp4et8HaoJ10Ou0e7Fqmw7GxMXc8g8nUlWBzcZW5SfMYgSh7l920bZF4zfW0QW+5XM7bqPiybG9vd5u25UFua2vzUnYso1kymXQvQmVz4m9xpmyg8lKnaZNmX1vqcmRkxCl+bD+DpQYGBrzNgJtqLpfzXnT6XNncYWtiVoYs9oWui7e//e1u8+Uat3n7QHXuuTlpsJ1N/dFn1XKU8/65XC6iLANRPvNa1cXK5bJTCCzbGNf8zJkznSmZzx/dQRs3bvTGmcGY27dvd2Nuc3pnzZrlxuDuu+8GADz77LNQWbBgAd72trcBgGei1jxuGzilYMOm4LW0tHgpTZMlh+rm+6YyXAUJEiRIkCBBfKlr5KvoIZlMOk2SGj41vM7OTqfZU4OlCW/GjBkOnfJ6qs0r1y5Q1Zw1UMUmxFNbHRoacqYgXpvpBQsWLHDog4FX/Ny6das7jzV3abbivVpbWyNMOgAi/VdTMMcAqKAAi255TFtbm0f4Yc2yOubWZJpOpyNcsHrfOXPmOC1cU3WACjK0ATGWUaxYLHqIXa0Olh1JtXpLHKLo2KKAOLKMWhaViYkJN+ZMo+JcvPDCC5FKNEB1zXV3dzt0x/sTzfBzbGzM65PWfebasebY0dFRh6RshSglg9GatfY3y2qkJm6iHiWE4H2JuK2ZX1N52BeuheOPPx4A8La3vc1ZCojYNQjOMnrpM2rNvjZ4Lp1Ouznn+YpkbTqRri+uGQYiKtuY1oXW8dJx4/3YN7pv1q5d68zOtHLxmd+yZYsbAz73Wh2Ja+TJJ58EULVaMGjxmGOO8Tj2laDGWih0fmxgGddHJpOJZbuaDDlUkW9db75BggQJEqS+JWy+dSiKtPL5vNPSbNBQS0uLp9VqIJCt06paMTXWOApH/QSqiE7rS9aqLtTR0eH8v/SrkvRi7dq1DgXTl2ipGXfv3u1pp+oHtJWSKENDQ05DtoETTU1NHgKlr4j9yGQyHj2d+keVy1nbq751JTjgGLK9vK8lB1CN3dLiNTY2eojIIv+4/mo6j62KRCkUCg5pKIkB70HESPRCFJLJZDy0pWiRiNEGZbHfSmpgK0SN/v/tfXmQXWWZ/ntv9719e7u9ppN0lg5hCUtCZI0RQUuQZSx1BmrGQWpchsFlAqOgFpOpUWD++OFIlVhjIc5UsTilyIiCjKA4bGERwhKIgSCBxEDWzt77drv7/P7oer77nOc7NyDpdHLN91Slbvres3zbOd+7Pu/AgLfGWRvXACtOu8KnarW8XjQQj1NwtEYw5pKJbNRPySlH6DfSiDh4L4kwhK/H9+X0K02XUosBBxkB/Kyopsw+fo3xYL+/VhrSuWA+c/Qbz2NDQ4MLKoR2izW0Y8cOt+ZQcQyfTAyD+UWcBFIVW1pa3DGwenCVLrUusXVLn2lOvyxFlxrw3lDWm29AQEBAQHkjaL5liMrKypjPSgscQHrcsWOHmyCtLtLa2uokOvXvcjUUrX+aVMRAo2lTqVQs3Ynb1N3d7dU9RZvq6upcFKime8CvtnfvXs/nyj4cjepkTV0T95nwQaVbTR3iMVd/MKfuKAEIFz8AmJoR18CnpnEMDg56miCfr8dzKopK8dAuBwYGYvSGuBaP1/j4uNPcoEXwfCdppWhHKR81pwpp5DhrXdpf/ixFcs/XxtxrOlISOT9ruToGPG/qE+TsAWheGG9NsysUCq5N0HjhF+cKUZoqNDAw4I0Bp8moFUrbz8cAfGxSVDagVX64Vi+gax3g1Colf6mrq3PphHgeoQnv2LHDPefw33NqF9YvxgmWM5B15HI5l0GBeea1gD5oe/ldBmBskiqATRbC5hsQEBAQEDDFCJtvGaKpqclFdA4PD3vaB+cyQtKFrxdSJudTqm9sfHzcSYlKoA+wdgywBq7FFqBtsu8GUjSuM2PGDBcVCWkWZBvI5X3hhRecFq1l9MxKUwtyoQDVMrk4hUaXsr9UtQB8MiG8+so44jSp5J1qh7gvR2aqfxLjxrWc2f+M+6qWyOT6qsFp0YdsNutRObKGpBoZ+8i0LdxH1TBUM+NrJ0WXqt+d/9Y50/xVJe3X+yq1IGt/mhvO/mAl94CfMiliHeczcQmehySNG99pfEMmk3H90ZgCLrmn5/N1mW6Uj2FrjY4J+mNWfN/gk9e8+t352StVR7ipqclFK0PzheVrcHDQjZNaVpLqcuu7pVAoxCLjFVi/GuvBYwj/dcCBoaw33+nTp8eCHbAZYdPFwh0dHXXmLZhzsfC7u7u9Fz5vplioMB/rBlJVVeUWupo+h4eHY8ntZsUXQ01Njbu2BheNjY2545DigE0b9+rs7PRSSfglmVTdB9dWliDeuDQNSSsBKfONWdGkXllZ6VKLmMQE58G8pkFdbNrFtbQSEZeVxIsMc8Kbb1LqEAd9mcXTrtSkjPvjnEwmk7gJYfw0zQTtzefzTtBDWg3mMJvNeiQZSdVk1DSdZJJOqqakwobyOHPAFY7lIB41LQOZTMYr/I6xZOEMz6HOBW+U6D+nBeI4nldAU6PYHcTVwHAf/qyurvbM1UyMgePwHW+YKhTyOKMPGlTJ7wauDc7jxCZeNu3iE8fhvYVnPel4ZRvDeuNjOQhMA+OAsbEx79poY319vbeOJwtB8w0ICAgICJhihM23DLFv3z6n3Q4MDDiJWysIRVHk0msQcAWJjiumaBAKB4GoiYa1N0jzGsAwPj7uVclhk5aasjk9R3lUcX8OsgD1JLQH1oy4YhD3iVNRtMJTNpstWQuWNTVIxUqEEUVRSa26trY2Vu2F+z04OOjmEWOg1Xp4LrgilfZJzZJJAUSspal5HGCaPQ1aYW1C+wlNZfbs2S6gBsFFWqGKr6VaLgdFYa1Cw+rr6/O4pHnekkgmzOLBaHoep8loW/TTLE7RiXvgd1gRECwI0/Lo6GisXjH3qaKiwnOVcACkrllO2yqVYsQuEKxVJYGpqKhItObgmCRXhdnE86j82pzOo2OSVMUK56Gf+Lu+vt5ZiZTedmRkxHN/ML+22cR6Ua5ytnQkBWHhvppqhLU3b9489/xOdqrRkbr5hoStgICAgICAKUZZa75r1651UnZvb6/TABGmj79bW1sdPZtqgqztaWAN09op2Fenfh0O0tLgIEjHg4ODJbUulpiVQhIS6Zw5c2KpCXwPLjQArYOrMalfFseyBqn+a/bVQbtl/zX6X0obGBkZ8YJ0mMgDvlelvmNKO/gCcU0mC+EUH/5kKwDOw72S7qdpSUljCDBBA7R5kEcsWLAgsRgG7qX+PtVUOI1JA5GYVET95+l02l1D0+PYr1uqfjF/pwFarK2pBplKpdx50NqQAsPViTTIkAPNVDtlXztXKDIrWhhyuZyXIpRU2Qptw/lsOdBgOY4j0aBC9Yny/fQziiKPyIJ9qVgzeO9wehzmEylD8PkODQ15daKxnt9++20zmwjYxNjrHLKPWy0cdXV1Xm1jzA8CQM2KlsXJwpGq+Zb15hsQEBAQUN4Im28ZYsOGDTGi/507d5pZMfoP0mNjY6PzV2jtT47wVSk1k8k4KRHSu2osmUympLbGlGxJ6TlKl8iaCo7XVCVoFdOnT3fS7YYNG8ys6PMxK0q6GpXa2NjopFhOe8JnElUl+oLvNToc7Wafnvr2OIIb57EWweQjZkUieT5H/WBsDVB/PWvA6l9k+lC1bGgJuSiKPL83+6XRd2jhGNsZM2Y4jVd93VEUubaXWjujo6NO08cn5iKXyzn/McaE07dKRaxyUQElpGDfpJZVTEoX0whw1hLxG3zyXMcZfdGI6Gw269qL++J6FRUVrr9qNRkbG/OisjWFZ2hoyPUJzwHGnzMNkigoNb6BtWyNIdCI+8HBwcTzMKZq9WAfLCw5f/zjH83MbMuWLa5NGsGMscR7wKzoB0Z2BywyLS0tXgYFrxfMD9YVxrCxsdGRpTz55JMWcOAo6813y5Yt7gXHNUrVRFtdXe2ZWJJyHnVjZX5ezY3kQCDdqHij1c2LAyA0SIg3LuWC1iCHxsZGlwP84osvmlnR/MzBXHh48DA1Nze7FxnaomYsjKeZz4A0Ojrq5UXiBcYmRE11qqmpcakK2Kg44AQvELw0kkzyeEmpOXZ0dNTb0Dn/tlTlIjM/vQRzwmZCjIVWEjIrvjDRN7gC6uvrE7mR0W68lJVVDceOj497hc0x7vl83o0hNhMO+sMY4tqaAsNuDQ2wqays9NKmOFWpVGpVLpfz6tvqJ7s1NFgvlUrF8nLRT5yvQZHA+Pi41yYN3OLKR5pPPTo66p3PmzkLptwXFkRK1bdmYVTXMzNN4TsIaZlMxikS4HiHaZnN+wDGFEGLr7/+ulurEAbBPnbcccc5oR1rCOPMz4VW5Nq9e7c9/fTTZmb2xBNP2GQiaL4BAQEBAQFTjLD5liG2bNniJMTe3l5nbgYg0eXz+UTzmtmElKmkBGwGVm1JtShmIlIwYYFeO4noANI1EyUkkSiYTUjSkFyhdSH1aHh42FuQfJ5qBlzlRAOPNJiMNQclF0ilUp6GwhV9lF2MTbzQ1iDha6oR/19N2sPDwx6DEGvznErF4LQNNTmytopqMwh+wbUrKys9ywIHquma4zZxKhP3jS0jyiiEezQ1NXnzAw2F1yLugfujjxy0oxp3VVWVR/wBJPFNs1aOdqp5HpYDhqYq8X2VDIXvhzZxJTK0gQP/zOKMZDhfiXj6+vpKris2GwOsuaqZWbVkrrgEEy/GeWRkJJZmZRZ/1rDmYG5W5jnuJwfEmU1YjxB8hSpbqB1cV1fn3hvqFmlqanLjykQ0ZhNpYytWrDCzuHl7MnCkbr4h1SggICAgIGCKUdaa77Zt22K0hJC0tbINp8AkaZKQHFW7218yOadDqAYLJCXZs8aggTCcbqIpLHqPiooK529EMAUk0l27dnk8tRzcpXSDQDqdjmnf3G6motNUENaw1A+G+2ezWY/Pl7VEHIeUCmgokMr5flqPdHh42AuM4T6plqZpX2Y+NSHaWFdX560PtpSoVs1WhVLVlHgsVeticgP8Bo0SY5HL5byx5/Q29S9ykA+gPMS81tVPmVTVSLU9DorC3MESxVYM1cKxvuvq6tz46BwkUWbyuKsfFxYKhgbpwT/KJCoYe15L6itmv3kSeQnai+9L1T9Op9MerSwCoXp6epyvFwGISRWXcE2MId4HzHOPNuE6e/fuddq0pmQlVYjCfDOJkdJSHiiOVM23rDffgICAgIDyRth8yxBbt26NpY8wGT6+M4uT1KvWlqQVA0n+M4BJDZKkUrO4VK6aGUvVSf5opZdU7YkjfBH1zClHuA+0D0jCXMVF/dlMS6dtYppNpbfjczSFBf3mdA9I6JC4OfIbvjhoL0yOorSD3Eal4WMtL6kGK+7LKWd8Tfblwv+laS7s48Z14DPL5/OxWsR8f/adliJDSaVSbnyh8cJXzgUheI3jekkVeBiVlZUx0hUet2w260WVcwqR+nwBpvFEesz69evNLLl4ArQoXLuqqiqWAmaWbLnCGHKhE20n07SaxZ9rzAVbyUpZrnK5XMnKQdxfjZBn6k6lp2W/LhcdMSvGO3AsS1IlLVwDa019txxVrs9jf3+/l+YGVFRUuPP0vcEpTqWIh94rwuZbhhgbG0tMg0gKCsH/sbg4gEGDhJQlycyvLMOcvrqZcQqMVhBhs6im+uDhy2Qy7sHS9Ac2veL/eOja29vNbILpBg87Ai7wwOn48TW55Jtyu3IBevRPWYdyuVzMVMhjMT4+7qVUsUlOxwCbMPqRzWa9QCCMUU1NjXuZa58KhYIXVKVmRjM/n5nTmZQHmd0TumlyrjbarmtgbGzMM62qebKqqsqbC84LVWEsKYVNzaicelQq5Y43WA1A6u/v91LY0N/6+no3ZytXrjQzs5deesnMinPJ7UVaHIIEmaNZN7X+/n7vBVtKsDDzBWz+TgXAqqoqT+hOqkqEa3EOMZ5lrD1lIkti70L/6+rq3PxgXrDh7tq1y+OS53cS1j3SiJAWxG4kTV+CaXpgYMBdW/Oyub2YM3z29/fHAsqSgugC/jSU9eYbEBAQEFD+KFft9UBQ1ptvR0dHLGAEWhOqGUHK7O3t9VhwVNo1i0v//MnHc5oJjoFWqQFB6XQ6xhPL53Hiv5qr+D64tpJ0sJQKKR7mp4aGBieNQ/OFBJvEzawaP44zM6/mcCqV8jihmcwE11RmLk7b4vQj3F8Dh9hMjrFR018Se5b2raKiwjPN8hjiN5ynaRtMwqDg8YImgALyzEesrGq1tbVeoBXGhDXYpHq46JOuXyWKMPOtNPibq28hSIqr9WBMlAGJ04HUbF5ZWenSW37/+9+bWfE5ZKYqnL99+3YzM3v88cfNbMJEDRcDLDgINMtkMq4t0OTQbp4fTbtSSxT3k4Oikqw0+lsS2Y4G92laHrs5lPmNf9cax5s3b3aWAQ0ibWhocOODFENdSxUVFV5QI8CuMP3M5XKx6klmxXXd1dXlnun+/n4XtDUZOFLNziHVKCAgICAgYIpR1prvwoULY0nskMagAbPfRHlUIUmbFSVdSJkAV63RwAuWECEdQpJlLQbXTqoig+M1AZ81BIBrbnL7uE3QFBobG91YKGcyS/OQtNmPpb7EJD8tNFZoHzhnaGjIBWrgk33HkMYROITUilwu5+5TimyDtVu0Vy0O3CegurraC1pjH6oGxKhWzhYK9b2Oj4+7foL3lmsro54vAuI4rQbX57q0aK/ZxPijL+ybNptYc1r3mNN5lE9Yg++YWCJpDJPSxNAOfIc2QRPds2ePox3EWChRSkVFhZf6gvX5+uuve0FruPasWbPs+OOPNzOzk046KTZurIlqKhuQ5Pdnv7368jkFSNOH2EqFdwDmVS1mg4OD7n7oC/yz3d3d7ji0F2l2a9ascVYEaONcNQsar75bePxUm+b1DQsZnj/mTEffsWY4jQlrRcmMDhRHquZb1ptvQEBAQEB5I2y+ZYjGxsZY1R5Iom+++aaZWaw4QVK0otmEZKg1O9nHVqrqDUcIcnI7X5vreQJMYKBaGmsskGYhKWsxBKaCRFswFq2trU6DUs2ur6/Pk5gB9jlDisZ9OX1LqfrwOTg46FXE4XGGdgdid0Rrvvbaa15qA1KNEAFaXV3t+fKS/N/oJ1sFlHoxKQUNcwHpnn1s+nBzJR/41FWjamlpcWOHfkLTaGhoiEWIc1/4Hkrygr5x0YUkGk5NfUtKGdKx5FqyaDe+42hp3I/ru5qZPfDAA3b//febWTG+QOsKs2UF1iL0Y3h42H0HDRDWm7feesul0b366qux+8+YMcPRlsJnzMUtzOIat9aEZj+nEnmMjIx4flH2Aas/VeM7mCxH6Uerq6vd84C1/8orr5jZRNwA1qEW7sDc8LVwbfS/trbW03jRp9raWqeF43i8Y6IocmOPOeRUOs3qmCyEzbcMwakA2WzW5s+fb2bFMlp4gXd1dTkzpjI3mSUzF+GautA02CeKolgBdLPiyyapJBkHfmnuYlJZODw8eFC5+o4GWuDlPnfuXMeQg8AWPEzr16933K6cQ4vrKMuX5inv3r3bNm7caGbm+Gex+WYyGWdiPeGEE8ysaG7j/FG8SMDMVVtb6wWfqUBUXV3tXkQwWXLwG9rJY2828dLAC0TzfNPptLumBl6hPZzWwylk+Bv3wX0hWJxyyim2aNEiM/NL63GbMHda5YcZsjQgbmBgwHOR8FpQjmOMKfKVa2trYyZw3M8sHqCmgkkqlXJzh+9+8YtfmJnZf//3f7t1oeX7+GWPPmBdgmmqUCh4XOGcfobfsCGziwUBSPPmzTOzYsAW1nlzc3OszB+PZT6fd+3TYKPu7m53HsYUx9TW1rr+KTc7BzBpwXtstNOmTXMbKVKzXnjhBXcs1gdMxBj3mpoaz1yNsVAXBsbHrLhBV1VVee8dbPQNDQ3uPjgev/X09Lh5CWlGk4Oy3nwDAgICAsobQfOdJFx//fV2ww03xL5bsGCBC8IYGhqyr33ta3b33Xfb8PCwXXDBBfaDH/zASVx/CiAVAtDkjjvuODMrmp8LhYJXL5Y5k0sF1CTVzmRmLLO4GVaLriexXyWRAyQReECKhpQJLR7SLdddhdaFvtXX1ztTElIWYB594403bM6cOWZW1MjYXKbmTNyXzX4YV0jxXAQdVocPfvCDZmZ2wQUXmNmEmVBTsSCVNzQ0eEFgGrxSXV3t+smpIxgLJc7gQJmk483ipCAadIc21tTUePy6TLqB+6Iv0HyPO+44p4FprWFO99hfihXmOqkSl45TUuocxgJriE3prB3xdbq7u93cQ/vB/DY3N7s5ePDBB83M7LbbbjOzCYsK+qR1m5mQA+drBaTh4WG3nrDmsJ6ZVY0tMGgv1jgYtbiaGT6VMARj09zc7J4HtBvjzultWENoEwcAaqAW7pXP5924ao3xpqYm27p1q5mZPfTQQ2ZWDFSrrKx0pnTWeM3iawft1JSw4eFhdwyecViZKioqEtc4rof2Yex4nDF2uO9k4UjdfA9KqtFJJ51k27dvd/9QhNnM7Oqrr7Zf/epXds8999gTTzxh27Zts4svvvhgNCMgICAg4DAHNt8D+VeOOChm58rKSqeFMrq7u+22226zu+66yz7ykY+Ymdkdd9xhJ5xwgq1cudLe//73/0n3mTlzZkyihdQGjQO+nF27dnmpLJxCo8EuSkWJPiX9xkFTqq2xNqIkHxwkpOlLzFWs1WeA2traWDCTWdGvm06nneaLMcBvmzdvdhK21pDlRHpoIUh5AF/vjh07YtK/WTzYCBoyfM6QnM8//3znD8bYYZ5mzJhhf/jDH8zMrwGLew0PD3spKMzhWyoNqbu726PD5HHTijg6d4VCwfUF1gP27UHjRbzBMcccY2YTGgdrFGZFDYVpRzWoiq0mpWpIp9NpL/2I16OmGqllhikoNRCJ+wdrEQKY8vm8Sye6/fbbzcxs7dq1ZjYxttAg8alBXRw/gd8wfkzQgvlCsN3WrVvdOoKPGD5UruCD7zBPzDmulgG2GkFDR7vZd4znSLXcTCbjnhGtsoX7Dg0NuecWFiH0t6enx375y1+aWZFohCt5aRoQ1lBzc7NXSUuPGRwcdM+NBs/xmkXf8DyMjo56sRacnodx2h+1Z8C7x0HRfN98801rb2+3+fPn22WXXeb4W1etWmWFQsHOO+88d+zxxx9vc+fOtWeffbbk9YaHh62npyf2LyAgICCg/BE030nCkiVL7M4777QFCxbY9u3b7YYbbrCzzz7bXn31Vevs7LRsNuskL2D69OmOii4JN954o+dHNpuQgiGVz5w50yNm4OhFSMf45GoqGmnL1Ya0tqlWGeHqM6r5FgqFklVgOA2BU1cUmtxfqoKSWby+J6RaaBiILt28ebPzTSG6kos+aNUYaJBc3USrMXFbIHGvW7fOzIppI7///e+d0AULB9bBvHnzvFqwuD809sHBQacBKqk/A/fnggfQlnQMR0ZG3G/qV+XqO9D+oVFx4QK0BT41fDY2NsYqHOF4jKWuGU1JSaouxAQI6uPmqHSNvk8icUH/8MywhqNFNdCOt99+2/73f//XzIr+SWDatGlOc4SGhPuyBqzxFTxPGtUNDXRwcNCtI2jDiLTftm2bWyPQ2DXFicdCI9cHBgZcBDU0WTwrM2fOdH2CD5aJYXTutE+cLYG1jvfOgw8+6FKzsK64WhG0WK1o1dDQ4KU9oU1YZ93d3e75wXri6Hqt88zWQIwLE7LgHujXmjVrbDJxpPp8J33zveiii9z/Tz75ZFuyZIl1dHTYz372s8SX5bvB8uXL7ZprrnF/9/T0uIciICAgICCg3HDQU40aGxvtuOOOs/Xr19tHP/pRGxkZsa6urpj2u2PHjkQfMcDSOGNsbCwm5UJKgwQIbWp8fNxpOJDoIJ2zz019oJlMxkmMACRDrhGr9HScJ6mJ8BBAmNYOUio+x8fH3XkceYk+m01oZFzb1yxe01Xzc7ndGv2q+c18nySNXTVPvhf7aM2K5PpdXV1OW8F3p5xyindNjQ7Fsdu3b/e0Ji7UwAU2eNxaW1vd2lLrB5dXA7RM4sjISKyUmkLpB3ktaClCgK0l7EPk+9fX17v/a37l6OioV7eYKRy1NrH6tZN8zhgTrheLOYHb6Be/+IXzT+J8aISzZs3y6jRzni2uzZHx/FlRUeFZHTg3VaONoe2+/fbbrn1KxQjrT3V1tUeiwpHV+D+eJ2jXe/fudesPGRQLFiwws4lx19rPuB9ruYiUR7GJVatWubGE9QD9xfmzZ892MQRYuxiLQqHg1gzuy0RDGG+8nzQXmLVEtA193Ldvn2f9w/xMnz7dzQ/875OFoPkeJPT19dmGDRvs7/7u7+y0006zTCZjjz76qF1yySVmNmGe3LRpky1duvRPvnZNTU2M61hZg/gFpy9eruurLwJm/VETdlK9W60VCrCZDWCTEdqCh55r7qo5UV+gbDrUFziz9gC8QJULmguq60ah7eZUB7xU8QLu6+tzJlpstHjAh4aGnCka/UUQ1+joqDsOL0mMDYgbVqxY4W3QnHKBl4ya/qZPn+7ah9Q0/G1WfInjmtgwcP4rr7zizJLKFlRVVeVeeGzSNYsXedeqOyzQ6AbN66NUmhqnt2ngFBes56pPDHaH8HkABwyZmf3mN78xswkWKwixmHs2MXN9Zb7m/mpnczs01Y+FWHXfYMPcvHmzGwNwaSO4iRnFcB42DrSpp6fHmZmxCWFN9Pb2OnM3Asvw24IFC+zUU081s+KcI+UJm/f4+Lhbv88995yZmYtt2bRpk+sfNl3e4NEXjBcHiOrzh/nidYkNWd8jhULBI6LBXPT29rp3EI7hFCW8Xz/60Y/af/3Xf9lkIWy+k4Svf/3r9vGPf9w6Ojps27Ztdt1111lFRYVdeuml1tDQYJdffrldc8011tzcbPl83q666ipbunTpnxzpHBAQEBBQ/gib7yRhy5Ytdumll9qePXts2rRp9sEPftBWrlzptI6bb77Z0um0XXLJJTGSjfeClpYWJ6lx0jskT0i5bMZVrbi/v9+jhWQuW9b4GExBqaZH1oCT+HHxPaRvTd2pqKhw0ryaxGBKr66udtdUzbempsajjmNzEjQ/SO5IAcrlcl7wl96DNSRoOkgZymazzgS4evXq2OemTZs8ikAEV3EtZqU2hDaxb98+91vSeOvY45Mp8xDAA9Ph/PnzveAiaHZo49NPP+1q9Gr6RUVFhdMwmLPXbCJQRtcat19Nh6q9MHe3WlY07cwsXvdYNeakesRaSxbaVz6fd+bbJ5980szMfvWrX5nZxFxAq8WcYz0ysQs0JNXKa2tr3fEYd8w7B6FpQFChUHAmd1hLQMn4xz/+0QUlIc1LU2L27dvn1fpltxOeB1hrmN948+bNZlYMwkLa2R//+EenKaNP+BvP3OjoqPsOFiFYeDKZjDMpg4oVFZs4hRLHA83NzU7j1bXHVgSt3sZkJjhOuda5n0oROjo66t5FgV5ycjDpm+/dd9+9399zuZzdcsstdsstt0z2rQMCAgICygxB8y1DNDU1OSmMfbfQfCGpZTIZJ51CooMWkuSb46IJWqlEJ5q1Lg0Y4ePVb8faCNfKxXU0UEq1Ai6+gE9ooqlUyksV4Lqi8C3Bz47gjnQ67bRwroDDfzNxv/qVs9msk96hbaK9PT09XvEAaL5RFHnji0/21ZeiVOQAJgBjsmvXLqetoGoMgoba2tqcRQZjj3GHBtzZ2em0jySiFSXTh6aRz+edVqskDDz3OE/9nXxtDYJhv5+ugXQ67a1ZDZpjchElHunt7bXHHnvMzMx++tOfmpk57S+XyzmNV7Uu1mo1FQZ/M82jVqYaHBx046wBY11dXe6ZRlUjaJK5XM5pvFj/WMP7o+PkwC8cpwU/hoeHPUsOyGDeeOMNp4Wr5snBmOqrRt9aW1udxQkWGYzfwMCAswjAWoS2NTY2lqR35LrLuB8sR/w8sbXQzGLWDFgRMD8Yp76+Ps9COFkIm29AQEBAQMAUI2y+ZQj2bfb29jotCX4WSMBVVVVOolM/HEeHKgE/R/biN9UimIgD4LJ/6m9jSVgjqLlNSnCgGgOTp0OaxlgMDw87iRmAVjB//nyn+SrZyfj4eCKhA9qEY5KI/vGb+gRxr3Xr1jlpXmuq8vgp4QlTLOr92P9cqsYoP5joEz737t3r/LlKgZhEH6rHjI+Pu+OwrriwQ6k2cX1Z1pL4fLYq4Bj+rlShDk4j0vrU3Deld8SxL774ov385z83M3Njw5oh/LrQfDm9SCPzlWCCa25r6UYmrYC2BovFtm3bXPwGzgPpxKJFi2zhwoWxtmjxhNHRUXeexm5wahXWNcZm2rRpzjIC/yzeI88//7zTxjlLga8zPj7uFSPAdWbNmuX8zpgvkG2MjY25dxdrs/ibSWLQBwZnYKh/lt87OAYWqNHR0VidY25bX1+f+06LcgS8N5T15js0NORepP39/TEuWLO4+QkPuZpK+aWelBaknMFaR5U3LN1E+Tt9wLnaDpu5cU1NW+J0IIBZifg33jCUFWrmzJnuBar5vtXV1bFKMtxfXKe6utqr9IJrNzY2untrSsppp50W45dGP0uNl/IaV1ZWOrMcXoAcLKXm1yQhR3O2+Xj0U6s69ff3e6Z4fumpeY7dIHiJAzzPmg7EebZmEwKGMoklMYppjnahUEgUmPiY+vp6J9Th+XnxxRfNzOyee+5x5nllmpo+fbonFEEQqqioKJmOh42ntrbWc6fgxT82NubMztj0YeLlXGy05YwzzjCziWAlrAsV6jDfg4ODnpmbnxXMddJcYnxB6sOsZUgfgvmZgylxPfQdwsKsWbPMbCLATVOqWJDTvG9OZcPxKkzyeGN8uV4y+o9rY7wQZLVhwwbXB5je0W4OLE1i4jsQBM03ICAgICBgihE23zLEjh07nKTGDEqQoCGhDQ0NeQEMWivVzE+nYf5lNe/tL42Dq+0kmUgVWkvWrCiZq0mbuaYhqSsLVl9fn2dqZJOtMvOwVs+am1lRy0sKblJTOFdFwXcgPMjlci6FA5oMpHIeQx1v1rBgAjz++OPNrEiakcvlSqZGVVRUOA0UGhLMoFEUuXWh7cY4dHZ2OjMoNBxoCszYhAA39GnGjBmuTRp4xOxXAK7DlhY172OcBgcHS5qd+Tu9B8yFM2bMcM/Ko48+ambF+rwvvPCCa7dW+WGyGl2fdXV1MWY4vj8Hk2m6FK9vDaSDWba2ttatI2iOMN9WVFS49aQaGbS/dDrtnhF1q7BVTF0NSUQnsBqdccYZ7vqw6MDyxhYOZVyDJai5udl9h3nBuqyrq4u9Q/Ad2qT9TKpApKlvPEb4Du393e9+Z2YTRCK4NjTfxYsXm9lEel5StbeA946y3nwDAgICAsof5aq9HgjKevMdGBiISaaQMiFBcug+/MCQXFnyVr8op5SUouHjtCSV2NmfpIFauG+hUHC/KeXl2NiYp1Win1zLU7UeJmVQ6ZRTQiBxc2qS2YSmUMrPCO2F664CkLx37drlpGqttJJOpx25hXLx9vf3J1aUwljgfE2vwb0aGxs9QgqudaqUhtCEC4WCl+KD9vKYINhnxYoVZlYMsOnp6XH/h+8SGsb4+Lhrg9JLZjIZjy9a09w4YCvJiqFpSzxO+iJDf6E97d6926Vb3XfffWZW5B4eHBx0YwDyCYzRyMiI87dj7UA7bWlpcdcH1L86PDzsaalsZYKmjecXx1ZXV7vnVrVUDk5UnzieKyaPUb9wdXW1FwcCsGVDn7Xm5mY79thjzaxY5QfrhC0eSuqBz5kzZ7rx1dgAbq9yYXNqpAb5cbwE1jqeQ9yDg6rgU0faVm9vr5szjUfhOtEa93KgOFLNzgelnm9AQEBAQMC7wbut2bu/f+8W119/vePcxz+4scwmBItly5Y5YfKSSy5xbqfJRllrvhwVmM1mnQQIyRn+oeeff975G1977TUzi2uJkOggzUOCHx0d9WruJtX+Vfo/SKSjo6MxIgmzeO3cUsT3+6OnZLpLjRbGsdls1tMEOS0J0q1GYmcyGa9SEcDaoxIVQEPp7+8vGf07NDTkpHCQxsM/OjIy4qV5qRbDFaK4oIJZ3H+m51VUVHhRzqwdw3eoFgZ8NjY2Om0PflKsob6+PtdupcXkdurcs7ZWijiE/aOajjQ+Pu5RkrJmpFWu1Mf3m9/8xh544AEzK2o/WKfZbNajjuR7wM+OY6DJJRFo4BOa0p49e5ylQH2/2WzWadxYJxzVq/SsmhbE44xxh1+XCUtUo+NoeH5+0F+t4431zO3Vusvs5wWBDchnMH5cV1f9sr29vSXTn7hikRLo8HpjQha0BW3D+fDrnnjiiWY24dtH+/AbtPNMJhNbY+WMk046yR555BH3N7/rrr76anvwwQftnnvusYaGBrvyyivt4osvdn7xyURZb74c5FFXV+cWypIlS8ysmGPa3d3tuGCV9zmXy7nv8IBi0549e7bbiJl5iI9lEw8+2ZysG+v+eFHZ5KppTxqAlM1mvfQnrvaj+Yy8iavJkyVH3dA1sCaTyXgbDvMU42WhZsVUKuU2MQTwYA4GBgbcRgzotVOplHsBwQSJNIjW1tZYTiePSaFQ8Iqrs0ldqxEhcAqbEY8lNiO8yFKplMfMhf6OjIy4NqjAxsxppdI3RkZGvA1aNzW+Jp+HMWDzulmRq/m+++5zAgTayBzPytHMzxg2W2y+eFmnUqmSpnCM5d69e90xGEsuPA+oqbeysjK27s3iFZM0ABBrlrnaNU2Mg6I02C7JlaXm7nw+79quufhAS0uLLVq0yMyKvNMsNKlgzel9eO9AIcA65eBCreSFsamoqIgJvdx+ZkeDxsfuBTBp4dq4zu7du708+8nCVJudKysrE0vYdnd322233WZ33XWXfeQjHzEzszvuuMNOOOEEW7ly5aQX/wlm54CAgICAQ4bJMjv39PTE/qk1DXjzzTetvb3d5s+fb5dddpmLQVm1apUVCgU777zz3LHHH3+8zZ0715WCnEyUteZbXV3tpLCBgYEYW45ZUaI75phjHCcsJgQmm76+PlfBBmZFSPUf+tCHXJAQpFOkpgCpVMoLQGJSBg6wMouz/yjPNKf3qMQNCRb3Z05a5WEeHh523yn4vhoQxNpXklkQ9+Bi9Nx+lqqVHIDN1RrQ093dHUsL436zeVADTTgASYlGWAvQvuBhHR4edmPI1Xm4T8xgBk0Q9+LjtEpQJpOJ1WDl31hLVC2PCTKYwALf6W/s4sB1VEMHLzFMzWvXrnVzh+tgTubMmeO0H2i10MJqamq8ijrAyMhIjP+b+8QBjTqWPE+qAbLVSGvPahCdWbxGt1nc9aBMUUkpWqpBsvk2iaNdLSI4n1OcME74Dn2rq6vzAq04NYvTwsyK89PV1eVS3XA/mIi5Heou43FWEha0cXx83P2mmjMfj3maLEyW5ouAPeC6666z66+/PvbdkiVL7M4777QFCxbY9u3b7YYbbrCzzz7bXn31Vevs7LRsNusx/02fPt2xJk4mynrzDQgICAgIMJtgzmPqSxaSgYsuusj9/+STT7YlS5ZYR0eH/exnP5v0ghHvhLLefPP5fIygAn5DSIYg20ilUk6awW/QIDOZjAsAwuBDgjQzj1NWa8my1gVwsIRSR3JgjgYnsWaj5BgAS96aiM+0j0rawBR/GmACKRf+Th4LDWAaHR0tWQWKJW6A+6+BUhhnDtZRzl9O7VIKSA78Uj9Y0oOkfLdDQ0MevzRX4ME5WtuUq8ooPST+5vurNp9KpbxAKyXN4PrUmt5WKBRcOzW4qra21qtPCwKNl19+2Y2fppCxtqw+cg5EhMaJtmDNMJ+wBgeibazpqd+Qg6I0TiKVSnn0oQDPTymCFj5HNSyml9VUNra2KKIoiqXf8bX5OQRfM9YMW0G0nbxm1ArA/mvlBdfnv7q62qN5xW9JXPSwAm7atMnWr19vZsV5xbqYN2+ei4WZbEyW5pvP5/9k3unGxkY77rjjbP369fbRj37URkZGrKurK6b97tixI9FHfKAIPt+AgICAgEOGqUw1UvT19dmGDRts5syZdtppp1kmk3Gsb2YTBWE2bdrkyq9OJspa821tbXVSW39/v5MAIW1CQ2pubnZ+XORsQaMdHBy0U0891czM3ve+95lZXKKE5Ak/kvqV0+m0R5bB/pUk/5VZXNJXf1JSqpH6UtE+vi+O3blzpxsDXBN+nVwu592PI5n1N/SbCw4oDV9StDT3E8dyTWGzok9xy5YtJek3S9FsmsWjw5lUw6yoKXBKl2qZHFGM/mnNUvYZwxeKKGtO21CtnDV9XQNMW6jaD48pvuPo6lLjwkUT8B18vc8884yZFWkQ+Xwly5g2bZrTdtQSlM/nvTUHMAkKr3+z5LrCmq7GZDUAj5H6MJX0ho/XvzmyWDV+vq+m7LH1Qcc7yaql0ei8ZvUdMTw87M7DOGMOqqqqvAh3HDtv3jy3/vT9Aave+vXrvXUMa09/f7+bT83g6O7udu9HZIBg7ba2tnqplOWIr3/96/bxj3/cOjo6bNu2bXbddddZRUWFXXrppdbQ0GCXX365XXPNNdbc3Gz5fN6uuuoqW7p06aRHOpuV+ebLpcJ488ULhcsIYhFhUXGRbGxMp59+upkVzYvpdNrlB2MT0vQAZshKSt1REy8/6GoyTKqupOw1vIlryhD6uH79eidc6ANeX1/vtRfmQA4S4nE1K5qmxsfHPZMum/4xThrgUlFR4XH94mXT2NhYkkObTfiaL8vBJLi2clP39fXFWKfM4jzXuCbMc/jEmmhsbIyVxOPx4sL1SRs72qcBcZw6o+ZUNimq2RabMHOGKyNYbW2tMx3+3//9n5kVhVFes7gWTNQIVuFUI3zClMdpLhhfjFNdXZ3XJzXps7ADcH+TKiXhepq3zs+a/qbpXyzM6ngllX3kNiblwuPanN/O/cb6bmlp8QKmmOGL2b34XlVVVW6DU+6B+vp699xgXpGDCga23bt3uzKLH/jAB2LXYVO6lpU85phjXFs2btwYaxO7Wsq5qtGWLVvs0ksvtT179ti0adPsgx/8oK1cudIpAjfffLOl02m75JJLbHh42C644AL7wQ9+8J7btj+U9eYbEBAQEFDemMrN9+67797v77lczm655Ra75ZZb3nN73i3KevNdv3690yp2797tAqyUyzaXyzlpEZIo0ot27drlinYjZB/n19TUeLVJtbYrm4iUfYelciXEGBsb84gskiosaZF1ZrdRbZGrBWkqCRMBqBTPHLz7K7SNT03dYQIDTQVhVhxNcYA0ztq4muf5ezWBc4AMxpU1XrOJwBFNPcEagPkOx5kVLSPo47x581xfsL44yIgDWbjf+J37xAXdlZghyQWhKWCY0/r6erdGMQYY23Xr1tnPf/5zMzNHLIP78txA4z366KPNrGhSr6+v99wCXKReA8pwbFNTkxcAqH0qFAoetzNbDJTfG2DTstYoZg1SzagAawUZBkYAADz3SURBVLJJaWcaKJV0nmrAqVTKPRtYDxpoxgGIuB9MvlyvGWuV3yPQlFUrHhsbc3MPEzF4uVGTmdnksPZxTi6X84hKML+VlZVuDkHCAgthT0+Pl5Y2WZhqko3DBSHgKiAgICAgYIpR1prv5s2bnUQ3PDzs/HWQ3iDRFQoFF4wAaRVgrQkBKewrUq1UUzz4eEj1OIalTNU+zHz/EzA+Pl6SXpKl41JkGT09PV4dUE51UK2ag4Q0CAuaHDQrZo1JqviCa6r2wQEqrAGaTUjlSoep/WWebGgKrD3hmtBOmbBE+Y8xJrCG8P1wbQZSdqBhbN682Z2j84Q54XSvpHQkrX2rQTvs54RPMUlzRsrcunXrzMzst7/9rSPTgBavvtTp06e7Oq2gPcSabW5udr5eJtdAuzWoisk2NFWHq4Ohj1oTlp8jTb3jYEO9lq6PJCRptxpfwWl9GmzI5+l9ent7XX1nxFckVT7TFDiu8IR51RgGTgdU4o++vj4351xX2qxovaiurnbkQKo5V1RUuGcDxBGseUPTRd9Q8Wh8fNxds1T61XvFkar5lvXmGxAQEBBQ3gibbxlidHQ0Rgiv/kquVgFpD1Iqp0pAQ4CfAxJeU1OTd82kdAStxwtwbVWVFmtqakoSlHMakkaXsu+HydZxP7MJqVzJKvheSg/HUaVJKS987aQ0GfzNtHj4xLWHhoY8v2xSNaVSpCKFQsFJ/NA833jjDTMrart8PjSylpYWt0bQJkR3ZrNZ1wb4N7X/dXV17n4gqYAmzJogxht9Gx8f9+aQC1IoHaam8HAsAVsIzCY0Gxy3atUqMzP79a9/bWZmTz/9tNNodM2h/4sXL7YzzzzTzIoVhLh6jmpbGEuO0tZI7oGBAS8+gf2MGC+1oHBKTamUuyTNlSOaNcVHU5wYuq4zmYxXO5rXvGrxOGbz5s2uIhST0/B45fN55xNHfAEXT8BawT0QcT5r1ix3DTwXrEHDwgdLEMYZKZPt7e2OOAhzyO8R3BfrGnPCkf2IlubKR0jXRAbIZOFI3XyDzzcgICAgIGCKUdaa7+zZs500X19f76RTLbHX1dXlUSlyyTv1FXNeJpdM42sm+X4B1kS1XJn6d/m7pDxf1bSZmF21RWg8u3fv9rQtjtJW/ypL9xqpmkTpqFoIJ/Qr4T376rR/fE3VtrQwxNjYmDse0elo2/Tp050GB78XfNz5fN5FVUND4NxeLT8HPzC0g66uLuf/2rp1a6zdrK1B+8EctLe3e1oxrxWNBFYrQqFQ8OIMsNarqqqcj/exxx4zswmN12zCD6g+RFwHWszixYvdukZ/8dnd3e18gFoqs66uzlvPvE7QB51LJpjAuCblxKvVg49Rkgz10/J3Sf5grU/NkcmqOasGzvdF+7ds2eKijbVMKLTWWbNmubHAMWhHW1ubl63Aubh4J2HN4b719fXeO4hrBOP+WqiDoeU+sa7mzp3rngNcE3PY3t7uxR5MFo5UzbesN9+2tjY38Llczktkh3mks7PTJaQrEQBzJGNRIsF8YGDAOjo6zKxoEsIDksSupFyrTIagDy8HXOgxhULBC3zSDS+fz7uHD6QKMEHu2bPH9UXNfENDQ17QTFJKhaZvJJlM9ZxCoeBMwNonHid8Yp6Gh4c9EzxXhkEb0U4ExmEsBwYGvNQmTmMCYLZGe3G+WTFlBr9t2LDBzMxeeuklZ16EuRnIZDLuBY8NC5tvf3+/EwA0DYmFMqxRJioBME/oL17Eu3fvdqxV+ETwDZvCsQ4xJmzW1KAmFgC18Dz+HhkZcesQ5kmMbzabdW3XGsksdCSlzphNzIVuFLgXV59ScpHKysqS5BocaKbna3AY/5+FXxUUsSnu2LHDrV/drFnw1WpknEKEccK1cUxfX5/H34z1tXPnTq8GMszB/K7QdEt2i+hmj7Xf3NzsfsPmi824rq7O9YW57ycDR+rmG8zOAQEBAQEBU4yy1nyZ4m10dNRJlZC0oQmuWLHCXn/9dTMrSqVacxTXMysGMvT29roALZiYIGUyKQHuqya1iooKJ4Hqb4ODg4nVjJL6yO3F9UZHR12NYvQTGnChUChpgmOOZSW2SKLF1IoxhULBSeNq9ubflP95fHzcI8CA5j82NuZp02oa40AvpWvs7+93v2nAVzqddvMJ6Z9N47g+V3YxM0euvmbNmsQazmi3mvdgft6xY0cssMusOPddXV3uOLRNU7Q4VQltY1IHaMz4jdeSukKUo7mlpcWr/pRUeUgJRHhdYX1As+IUFlxTNeDt27d7RBwA03GqBppEPsPWlqSUN75OJpNxzw/WGVNSliLZ4NQorFUEZ3Z1dXl9UcvMunXrPJM/u8awHrVKV01NjbOaIFAL99+xY4eXSolPaLJMH4r5xNpJpVJuHWDuOPhP09LYOqbph5OFI1XzLevNNyAgICCgvBE23zJEU1NTTPLGJIBo/N577zWziQAdSKAgEGDSCUie0EaYqAE+Hkj18B2DorC3t9f50jSRPpVKeX5VJqnHNTk9xWxC2tTKMByMYWa2du1ae+mll8ysqPFCumXyBw3U4vQL9f1y3VQlFWDNVFO5WMNhSk+zZN86NEmMLZNOaPAZf2ptYYzF4OCg67u2m4N8AK6ogzmHzxS+Xnzu2bMnkTbQLLkQBdI3BgYGPE2K/XcaZ6BkHUw/yvSd+K0UDSe/yLS9XJQA61eDqlKpVIyghNuYzWY9HzfHFmiRCfYV41NT4DgITsc5KRhLtWGueKTaNBf3wDU18KpQKCTGgeA3aJx47hHst3XrVreOlfgD52zcuNG9S/DegeVszpw5LkhQ4xPYYoY+cEyDBsRBO8acDg0NeZYjfkbxDsL9OdgPzy/GEjEMg4ODMWrMyUa5bqAHguDzDQgICAgImGKUteY7MDDgpLdcLmfPP/+8mZn94he/MLMJf53ZhG9j/vz5ZlYkkoe0mM1mnfaDaFZEle7YscP51iC9w5/DEdWQhhEhCH/w8PCwOw+aNqRHTp2BBM00iJBYoSHB5wyf5Jo1a9x9NeqSU2CUzs/Mjxjl0m+laPhYY9DvIFVXVlZ60aT4m31ckNzhT+/v73fagpI4cBtLaSgjIyNunlAwg8niOS6Ax3TLli1uDDG+0KD5nKTUE7RDyfx5DeF4tX5UVFR4BCkcVYpj1G+PtRRFkesDxhBrmCOSofFq/dbdu3fHYhbMinMyODjoKAWxLvGMNTQ0uH7CMsBWE9wXfcDc45nZu3evtx7RpySyC9Zk0U4uq6jQ9CX2T++PQlKfA8w9p11hXSHFq7Oz0/PVqu+Yy1liXbz55ptuLLU+NGu3iBeAxoy/6+rqYilnPJZcw7tUClttba13PhN/6HrmedLUuclCMDtPEm688Ua799577fXXX7fq6mr7wAc+YP/+7//uWKPMzD784Q/bE088ETvvi1/8ov3whz/8k+5155132qxZs8xsYuE+9dRTZjZhkjUrLq7Zs2fbokWLzMzs2GOPNbOi+bevr8974eMBb2lpcTmeWNhYjGw2hPkUL3I262BDRjg/HiK+FrML4XsNyEGgBx7ivXv3egxIAJsltW8cfMLHm8VNf/oiYfOkmgW1sLqZeQFUPT09nuCCe+3bt8/9VqqIOJvS1UQ7MjLiNk8IYEgX49xl5Ybet2+fl6OZVIUGLxvNnU6n017gHle24hx0HpPq6mq3IWJ94JOZwdRsy7WKYRrGesA63blzp5dyg08IKE899ZQL0uM0E9xXWeC4ypfymHMaVSl2M4x3d3d3SS7mqqoqN4Z41tjkiQ1dxymXy7lx1drX/FLW2tn8qWZy5gnHuoJAAvcEvzc095jN/SpscDoR+qnc7BwUhbXD9bjxDmGhl9uRy+USA0rNJt4/MH3jHtw2PIdop6bnmSXnDh8IjtTNd9LNzk888YQtW7bMVq5caQ8//LAVCgU7//zzvZfcFVdcYdu3b3f/vvOd70x2UwICAgICDnNg8z2Qf+WISdd8H3roodjfd955p7W1tdmqVavsnHPOcd/X1NS4AIH3invvvddpqWZ+VSKYmJcsWeL+r2QK/f39Xh1eSNctLS1eLVUEUKhWwmAzttbTZS1V69pCEh0ZGfHSY/Q+c+bMcaxEuAfO2bp1q2unaqkcBAZwX5K0O75HKpVyGoYGmKRSKe9+TPKh6Uf4bdeuXU6jUA5rbneS1mIWJ/fA+dAEk7h/gWw26zQorAuuDIM2om1wR6ibwMxPyeLKQ9BQmHULFht84v6c+oNxheaIeWtoaHD3hhbEmg4sMRg7WE2g0SaZc1Hfd/bs2d788lpSLQ+fXMFLA7zYDI71pOuZCSmgZYLcpK+vz10T44XnubGx0WnFHLDEbWOLjrJwMZ851ienFcFMDEsK84hj7eC5xTzjuWxubvZcS8zLrKlGTM6DZxnzuj8ykKRaw4CanXnNYz0y2Qfui36WCggMOHAc9IArTCLMWsBPfvITa21ttYULF9ry5cvd5paE4eFh6+npif0LCAgICCh/BM33IGB8fNy++tWv2llnneWqZJiZffrTn7aOjg5rb2+3NWvW2LXXXmvr1q1zqUGKG2+80W644Qbve5aWmbQCEh0k8aamJqfRQJLkGpYanADto7Ky0mkWkKaVQrKiosLTejjNR4M4oJkx3SLA9UBxLaXxg79m4cKFrhYrrgOp+umnn3acv9DCcf99+/Y5SV21pqGhoRjlI48J8zer5A2tjduiNIKsYWDO4NNjTb2Udsuar/plOV1Eeb3T6XTMZ2lW1FhaW1udlQNjwSloZhNzAsER2hKC3rq7u70gMCaEwHxgDjjojrVYs6LWwsQjmooGjI2NufWL/uL+zc3NHn0m83rjfByD6+Czq6vLPSsaOJXJZDwtnrV7rF+tbsTno02q0Y2Ojro2IcgI1K579uxxx2vK3dDQkMchrc8hrz0OLgRwHrQ++Hk3bNjg4jiwPtHetrY2VzkI44W1BEKNbDbr+ot5wmdvb69bF0hPg8a/Z88e7/lj320pisykIDROLzOL+3U17YrHCb/hmeEYhMnGkerzPaib77Jly+zVV191pO/AF77wBff/RYsW2cyZM+3cc8+1DRs2OHMSY/ny5XbNNde4v3t6elxubUBAQEBAQLnhoG2+V155pT3wwAP25JNPOkmwFJYsWWJmE2QRSZtvVVWVFz1rNlFjEhL73r17vShaTvtAlDMkO5aSISlrKkwURU4aVh8VNIDm5mbPpM6E9tAMlMwgl8s57SEpHQB+I2hp8HVxNRpNU2HaN1BPQmJnSkdoV1r7tlAoeJGyWpM2nU67++mcJBFDcJoMvtMI7oGBAS8tBn8z0YOSgjApv5IK4JNjCzB2HEnKdIp8P44kRyqIrh32Y6sWkkTjCa0niiLnQ4QLRVM8RkZGPC0eGB4e9jQjTkvSVDAtsDA+Pu7ug9+wTvi+6g9vbGx06xf35xQgzD36pDVpq6qq3BrVsRwcHHS/wf8MawRTT+on14LGulBNMIoir0IUwEQaWI+IF9i4caPTTnHevHnzzMzs9NNPd5ovnmMlmBkaGvKKa3AhC7yvUEcc99q1a1dJEpWamhr3boCFgAtQYGw0vY0tHKqF83kaA4BnJ5fLxdbzgw8+aJOFoPlOEqIosquuusruu+8+W7FihVug+8Pq1avNrDjh7xYXXXSRS5/Ytm2bC4wB4xMW94YNG5yJFouJAzA0VB8vom3btjlTEF5WeBHB/Hvsscfa3LlzY+cDbW1tbjHj4cGLoqamxgvm4qowWj1JOWn7+vq8FBhm0cJY4kWCewwMDHgc1jivoaHBvThwTTVLDg0NeRsks2cpsxYHZWk+Ncx7o6Ojbp2cddZZZlaMEcBcRFHkXvzYIJlnF+1TzuGmpiYvV5KFlVJjwYFyWjgeZkZmQEtKoVHTKpuBMRbIH91fapW+XJKCyDSVhqEBOcxZrPcYGBhwcw/zJNra0dHh5VjjN2YpS8rDNosXa09aJ7qeAU6dUdTU1HiCj26wURR5AioL2niH4L2BXN59+/Y54eyEE04ws2LB+mOPPdZtrNpeFrJ0DbCAjN9gXkeKJLPuKVtZQ0ODU2YgTGIMcd+xsTFvs2euc8wZ3Cc4prKy0m3suAdzgON+dXV1YfOdBEz65rts2TK766677P7777f6+nrn12toaLDq6mrbsGGD3XXXXfYXf/EX1tLSYmvWrLGrr77azjnnHDv55JMnuzkBAQEBAYcxwuY7Sbj11lvNbIJIg3HHHXfY5z73Octms/bII4/Y9773Pevv77c5c+bYJZdcYv/6r//6J9/rxBNPdJoHF02HtgSt4q233nLSrJp6+/r6YsEmZsXAhy1btjiTFM6DBg3SkDlz5jjNShPjmZQA0j8HoWg9Xw72UbMcjmWzsGrauE5/f7/TzrTiUlK9WA5QUXINNcvy8VrHuKKiwuMzRvsHBgZcqgs0X/Sxra3NzjjjDDMzO/vss2NjyC4AaA1c29RsYt5Uc+U0EA6g0/ajv1pzlwNOtKYrrB979uzx0o6YYxkWAa0sxXOHa2Msk4KbtMJMNpv1UrqYjxlzjDWTtHYA5ctm/mVNgclms26NY61yICHGmYlkuP09PT0xRiu+f21trRcExtqfavas2elv6g5Jp9MeIQxzNoOt64033jCzYkpWLpdzGu+5555rZuasXJWVlZ5bQF1L/HwmcVprMXuuoYtxVddQa2urG99SPOz8HdqG+WptbXXjg/cjUF9f79qA5w9rMJ/PO2sf2htwYDgoZuf9Yc6cOR67VUBAQEDAkYmg+ZYhmpubY7VSIWmCDAGaUU9Pj5NqIblDSt+8ebPzbcEHCc2sUCg4SfCkk04yM3OmcfYdQwJWiTeJtIJD+fGdknzkcjnPZwMk1QNO8ncqFy4TNuA8aOxMa6npGhhf+IKYSEMDebh/eCDQ/v7+fueCgLUCc3DGGWfYhz70ITMr+pr02ly3lakFzSbWgXLRcvvV76YBTGY+dzBzLWt6GXyErFEBTBHIQUG4ltnEPKFf0GK0wk11dbU7Xmkqa2trPR8o9x/rAesYvkw8F/39/V4NZw6QU4pRaNV79+516wNtY8pOrdQECwGPP87H/bkWLZ5NXBPPJQc7JqUoMSc6/4a1W1lZ6Y6BpQJr8bXXXnNEGqB7xNx3dHTY0qVLzcxcqiRfB+3UeA4mSkF/VRsfHBz01hoHZ6lFBOtj+vTpbh1obXJ+F2paEM5pbW1186n86/l83gUXYl3ic9q0aS7oE9eaLBypm2+oahQQEBAQEDDFKGvNlxP7W1panLYDCY2LIkDSRQoOpD4m9YfPF1Jje3u7vf/97zezYrQjNF5Iu11dXU4yV825oaHBSYnQCuDLYb+u+gs5/QnandY/raurc9eCxMwadKniB4ODgx69I0fzqsapPlFuN8DUhprmwdWgmCjfrFjN5cwzz3SpYNAmlF5vbGzMI/yApF9fX++lRvHYaioG+s9WBU3bgrZZXV0dS4cxi9MJakQvRyHjGknR1rgf+/L4mHw+7xF/cKqQpl1xLAHaBN/l66+/bmbFKN4dO3a48WWif7OJeAn8BnAkNAghlNw/iiI3PkyTiPbiHJ0nthSgn/jUFC2z4nPLEb5KgcoaL+6FfmJMMBavvPKKs5Dh2YKWe8YZZ7hIZPRNMxT4fhrvoFHQ/B3XIVbrWFIFMtZEdc4xB5whoVYIHNPQ0OD6qzWO8/m8VwgGWRPt7e1u3U82jlTNt6w3X2Zb4jQXBBvBVLN371738MEExxVXYJLFJOKBW7JkiZ122mlmVnwZa9AKB+0AzKikpkdmNCq1YXAJNAAPGhed14ArBJr19/c7E5qmdPT19bmNQnNLk4JXAG6bsljxC1RZjjC2nZ2dTrjReZo5c6b3Uk3iANbUDrxgOFAsyRyLa+AFyi4ADcLC3HGFHLQFc4e1wHPPQWdm8fQYHA9ho7m5OZZyxsfgBdrU1OSxX/F8qSDCFZMAHANhFMfOmzfPrRWk50Ew2rVrl7sfnhkuxYhgRHyHlzMLwsqwhbXY3d3tmffZRaPsV9w3/D9J2OFnwsxPvdm3b5/rJxirYGrevXu3u99xxx1nZhPCIMYJ/cTaxRxUVVXFAisxBmZxTutSgipD1xDniKuQxm4UDdRkbgAVfjn/XUuKJuWI493Jaxbjm1TF7EAQNt+AgICAgIApRth8yxBNTU0xph5ImZwYbjYh2Sm/LSaMNSOE0p9++ulmNmFqZk0C9zGLm7ggCUJjgLSYzWbdfbnGJ/5WEy2bn5QhilNYcO2kOp74G1IwV30ym9B8EfAEEzprFcqBCzCTk5I24Nh0Ou0VSYdJf9euXe47aCrQ9sbGxjwmIWh9zFqm/M2cjrE/zVcDiJICrtS8DoyMjJRMCamqqvICl5gDG8fDZAhTXktLi8c3jbljEga0W03MSWkuGhRmVtTwMSaY78rKSmdm5iLtaBvcJzAxY26GhobcNaFBYi3V1dW5a2D9a7F3ZubCd+j/yMiIs5Ik1efVAD7W/HEcM56ZFdfHnj17nMULbFLQ/Gtqauz44483M3PBVXgPDA0NeSQXPBfKsayafyqV8tYja6Dq2uGAMbWYsYkZY6ZsbknVqpLcV5g7tRQMDAy4McP9oAGzy0DN6wHvDWW9+QYEBAQElDeC5lum4CR0SG2qvbAvU7WgsbExp6HMnz/fzIr8rfl8vqTvlauEaGUZrkmrFYA44EKT5JNq95aiAWQ6Pr12TU2NVyMY0jnX7FTNirmdNcWJtV316zI3tmofSG/ZvXu3+40T93EstB4NlmENmIkkzOJpJ0otyEFVyrGMY1gDxrxCq+AxVQ0niSNZ68TOmDHD+RARQ8AEFaqRaIWr4eFhzyLC/nD1u3FgjWqH0LjZJwmLBIC+MQUkxgJ+3p07d7p5QtsQwNTT0+M0X60SxPzmsMToPHGQYFJ1MLVssO9V/cHQ1JlsB1za0NRxnRNPPNEuuOACMytq7HiPpFIpjzean1XmHec2sc9XtVSAucqTaDFVy8TzXF9f71VRY4sX+oa1lnQsrGJomwZg8vGcnocxUGvagSJsvgEBAQEBAVOMsPmWIXbu3BnTTDXknzWAUmQI1dXVjjIOBA/st4N0CK1L/Y4jIyMeaTtHMeM3TStirUkr6URRVDKdgH1Iqhnx9+qzZW2CiTr4t0Kh4PqlGmASBaVqlDwX0JCgYfX09Lj+aXpNPp+PaZPcJ0jZURQ5jUr98DwmXJvYLK6NY5xZa0Rb1PfKdVR17XAkqVoI0I/W1la3npBqxFqEWmcA9sOV8usygYfWEeZa0Orz5Qhy/B/jyxYLHI8oabYCoO9KGlMoFJymi3UF3zFX8tIoWowNWwN0DYyOjnqEEKwtQlPV6kSI1t6+fbvT0NFPPPNnnXWWs1CoNSGXy5VMnRsbGysZNcxxJWwF4z6NjY15BVXYIqVxFVhXrPlqzV1YLNra2tz/tSZ0Op12WrTW3Nb/c785m6RcN7vDDWW9+QYEBAQElDeC5luG2LlzZ0wLg6QLyRcRnay96ETl83lXzg5SOEt4kJSTcnEBLajAErRqRkwpqTVVObcPUqkWBQC4iAHnYZpNSKlcG5jBEc3wiSURs2uUJ+41PDzsRUmydKx+b8wJ12TFNaEh9PX1edI4AO1gbGws5ufjNrLPV0lFuPSiWgOqqqo8ij+V7rnAgdZIZYuDaiPpdNqrlcs+b/RBqUU54lXr4+L+NTU13hxw9G+SRsPHcom9pDFlQhazokbV0dHhRbHz2tHIb82JT6fTri/wy0IT5rq8GiHM85ZkZcF9QPuJtiXVRkY/8czPmDHDWxfQJCsrK72sA40+NvPJMZhABPPEBSjMJp5L9Bc51vgcGhryikQwYYsWVsB1MJZ1dXWJGi/GTaP9uSwlcrJBQoK5a2lp8fKpJxPluoEeCMp6833rrbdi3MFIpF+zZo2ZFTdhNuMoO1JbW5szf+oGMD4+7vHGaqoRb+w4ln9T8xynhCQVqscxmqahGzSTdMBcxSlPeCDRN66FC/Ocbp78wtdPJj4oZR5kLmu8SJhYQwUJmCVra2tdf0G8wcxWuHbSGKDdpdK2hoaGYoEkfG1mmlJGMBaENEiIg1jU/MsuCK0qhGvncjl3XxXqOOWIA2jMLBZEowFAnC6iaSoAp8JowBOOnTNnjluzyvjGaUgw43IqnAou+kIdHx93c4HAJ65GpYFtHHClKXf8iWtyWhq3jfuJdYZNadu2be54DTQbGBjw0rzY3aTMaUpo093d7dXDxjFcGQhpUHh/saCpwn5DQ4NzB2gQF95fmUzGjS/6iY05n88nCopmE0LeK6+8EmvTCy+84K6t9bADDgxlvfkGBAQEBJQ3DlTrLVetuaw331dffTXGYwtSAHxCquZ0E0iwIBzo6OiI8fiaFaXSioqKkikOrHFA8lXthyVYNcGx1gSw1qZkIHpsKpVy14RZkzUPBBKBEALS/M6dO515DsCYDA8Pe8FbqnE0NTW575TLt1AouLFHFSnca2xszGmQ0O6gEe7YscONuabHMA1hqST/JNIMDoxDn5Syj7V4TfOCVsBauQa/sHaqGk1DQ4NHg4ljR0dHY9zA3F4OguP0H/6srKz0Ukg4oE8r6SjdI6cx6Zhks1lHMgHLEbjKBwYGPPOrtt/MryrE6WNqtuWALzXxcuCiWjT4WA1YTIJSuW7atMm1ac6cOWZWDMKCtcjMvFQhaLBDQ0PeGKKfeO9wapY+x3v27HHWA6TjQVvl1CqsEzzjbGFIehehT0p9yTWWlT+dg8A06Axzz2lT6ho6UITNNyAgICAgYIoRNt8yxO7du52U3NPTE0uON4vXq1TtB5phY2Ojk/qVaCGbzXrai0qb0CbMzPMNRlHkabycsqB0h0xaoe1VzZfboNoXk9SzJmY24VfSwBRuN64BiR3SMb6vr6/3/FGsWUHjBXE9/IZMdALg/N7eXleBChI+/FrQwmpqarxULoCtCJoKMzQ05KVPcZqKWiaUeKSqqioW6MRjyakoqv1UVlZ6c6/95vsA7C9VSkMOKttfDelS1ZswF/39/W5+9XlobW11/YT/nUkr1B/L/cD84HykE6H4Qk1NjRsfWGQwz7lczqsexfER0AqxdtGmbdu2uSAhPP+qOTOhDe6BmISenh6nBYN2EW1qaGhwViylvMxms659uCbAVhSdAwScbdmyxbWBLXSABkXi2OHh4Vg1LzM/AKqiosK1G+sE9127dq09/vjjsWtyIKBWUWP/uVpnAg4MZb35BgQEBASUN4LmW4bo6OiISWOQpiEVc6QxKPIgQbPvRiMK2Z+mWqkSNoyMjHg+EI6shuSotTu7urq8yGmASxGq1sPtUbpGrjEMrRYLExpwFEVOCoaWiuu0t7e7tqhWztK8pt6grW+//bYbZ2gjrBUo8Qb7oaDRaGoE++M1wpcfOo145ahU1UC5dq+Se6i/MpfLeSXfkqB0fCMjI4m+aNxL51UpBrPZrOfrZe1WfZ/QNisqKrxIcSXrYL8wPtk3CY2Xa0ebTVhIVFPnNQgrBXyooGmFL7WhocGNPfoEK0JDQ4NHRAGkUinnf2bt3WwiKnft2rVmVvRPKgUmW1wwl5yKgyhjvBtgheGazOgDqEKbm5vd2ON5ApgQB35daLD4e8eOHe47zjbAp7YTfuG33nrLtUWjj9k/jGcMfcEYrV692jZs2BBrL1uZOPXLLP7eY4veAw88YJOFsPmWIZYuXRqrG6ucw0BPT4899dRTZma2atUqd7zZxOLWQuhsSsTLGS8+zWFkc4y+EFOpVCzIhn/r6elxLz4tIp7JZLyXOQdF4TpqTuUAF2xmuB9eoFVVVa7vMA3ziwGmQjUvom39/f2eeR/93rRpk7uvms257XjJof35fN7b7NVMz5u45ttyUJV+jo6Oeq4C3piVOQz9Zk5fTc1Cuk1vb68XkMdmyVKpUZyjresLn7W1tW7MVejgajv6yWkg6CfagXWSyWRcm7CZYU737t3rCVWcC11KAKqtrbUTTzzRzMwWLVpkZsX0Fu6j5hdDCB4YGPDcJ2zCh4lV01ymTZvmONkxL9gMWajmClpmxbW/efNmTyBn8zc2MaxrBBS2tbW5/qk5FmPS1dXlNk2MLws7Kphz7rYK2xAsVqxY4QRb8BJo3jxvvjgWfezp6XFjiaBTzNusWbO8etbcDhaEw+Z74Ai1oQICAgICAqYYZa35tra2OumxurraSYkqnXd3dzspLyk8nxlpzOJsQRpQoxV1stmsp30kVQbimqa4jlZY4gAbDQRSZDKZkmlQTMABiZuDhSDha6pBb2+vk+xhDoQEDK0CkjyPBTTDLVu2eGZjBvqLNkHrampq8urZqil/ZGTEcwug3QMDA94cchUX5mnm+zKgxSQxeqmJFqa8LVu2uPNhAoR2wMFYSpYRRVGMP5zvy2ZnjEFSHWLVEpOkf60xzAxF+D/PvdnEs6Laj2pm3E7cY+bMmU7jhblZn4Ph4eGSpvhCoeCZ/llTx9glkZIsWLDAzMyOOeYYM/NdF/X19W5+Aa7UBO0Qn8wNjeO0KtL27dudmwtjgecA63tgYMCtmaQ51DXO7xENaMO1165d6wLDSlVcY3cZnif0v6Ojw61VuAnAQV5XVxd7r3Hf+LvJ1jSPVM23rDffgICAgIDyRth8yxB79+6N1aJV7QeSN/P7KklARUWFl5zPGiykvVIVhNLptKe1JEm5SuXIgTHqX4miyPMRaxpHa2url7hfKvXBrOjzraurc/dTjW7Pnj3O/wsfk9LrVVVVuX5pQAvXOC1FLsLfQYtoa2vzAo5Yq8V91cfM9VSVv5m1nqRaymZxDVCrSDFVoGra0Hj37NnjpepwNSitlMT+f/btmhXXo8YdJIHXB45H/5k4BEhKVQKYoxh9xLVU+2Guc9yX05KgUena5QAwtUywtse0n3zf8fFxb16BTCaTqKWhL2irEnGASGP69OlujWE9AiMjI45uEek54Dzu6+vzYh/U0lBVVeX8qzrOSUFgHDSoGjPuwXWtlSAFn/X19e6+IKthywx8xbAGwlqTTqfdfbVv6XTaqx4VcGAo6803ICAgIKC8ETTfMkRXV1cs+pGlQ7M4uT4XWTCLR3BqBCZrklqxRLVq9s9ozV72GWsEJmvMKhUn3Rdgv4sWBWCNAX5N3BftmDZtmvuO6exwjPp1VKofHByMVRpicGRxUnS4Xgt+xk2bNrl0B/QF7Uef6uvrY+ldfB2zeEUnHqfm5uaYBsXtzmQyTurXdC+NtjYrRrzCKpBUfYbJW7gWMbebqSM1qpzXoGp5Sf5d1WYHBwe9SHntE9dkZisAf2rfcaxakNDHpqammG/XLL6ucI7Wp2bfvPrGtRgJX4v7qDW2ub1mE5oa4hzQJ7Z0QJNTetjKykoXSa0FKNauXeuuid9gBYBGOXv2bKd54jcuBKO0o/ht586dzq+LY3jONRocz87RRx9tZskxFGxZUisLZ2fsbyyVqGSyEDbfMgTn0XIemgaYDA0NeaYSLMq6ujrPNMSLTF/CSUxTukFykWutfMLHaoAXkFQhhl8k6JOaojlnEmY1Zf2ZM2eOe/iwieDhy+fzbvNIKgyOv5GriA0Sx2SzWfcyxqbGgTzK3Yvf0um0V5YR/eR8bE0xUs5l/j/u39TUFKvoxOfzuCs/N78Q8RuYkBB8NjIy4sZeq0g1NDS4a2jKDwdcaa53EvuWMolxlZ+kF4+yKmkVGxYKk4Ql3TQ5gBF9UaaqGTNmeBu4moG5mhLOZ6FHhRQeL2VcArhUpaaLsXtF3T747Onpcf9XzvFCoeCuCZauhQsXmtnE2ke6EoC5P+GEE8xsYvPVdxKXvNT3Bv6urKx0gnESx7sGUyE9EHPBgVyYQ2bxw/81RTKbzXopcMDw8LBXGW6ycKRuviHVKCAgICAgYIpR1ppvJpOJpR5AAoL2xIFBakblQButDANpc2hoyNNs9BgOflGzdaFQ8MzVSdquSt41NTWeiQef0ASZJQnaKgeeKJsTB/9AK4SkzEFNyherJnxmQELaETTgmpoa9xuug2O4YpLORSaT8YLVoGFBO969e7dHJMGBRCrNc8BXqTqzzL2dpB3ib2j6SDtR9jA+j9N5VNviOVczuZqt1QzO48VmYw3Mqa+v92r14jd2E+A75TPnsVRLA/cFbUEgT2trqztPwc8a7qdpeUnmbq5iVUq7GR0d9dwJSdWrdF7ZhaHPtAZCmhXN69CAGxsbPd515bSura117dZC9EzCogFqjY2NTotGACSzlGmKoZrpzeK89ty22tpa9/yo+TmpPjWuWV1dncgsNxk4UjXfst58AwICAgLKG2HzLVOw9KZBLAgs6uzs9Kq4sGRYKkWB04EgOWoqzfj4uCcBc5UfHA8pGhphJpPxfI9cOQnHaZvYT6O8y+jv2NhYjE6Oj0mn065P0HzZJwkJX/07rFXgPEj4kNyrqqrctZEOAck9l8t5tU2hNXV0dLj0B4ADU8yKflazYkALa5ToAzR1WAhqampcn7SqUdLc45rs94P2jhQjDkZRkgr8ncvlnEVAfXSsFavfDfflABcgyT+qYGpC9hGbxWsVq3YIi8Xo6KgXwMfxBui7Bppx5TANauI6zhr8xlDLBK/B/dXqLVU9in3W+myyJqlBlKzx4hqcqofraLAa1jNr94hlAMkF+8+1Yho/x1z9yCy+LtRKoxSpfB+NwaitrfU0Xh7nUrWy+T23P47z94IjdfMNPt+AgICAgIApRllrvkxkwFGQWjtz586dXg1KjohUzYh9iUparv6oVCpVUpIsFApe5CXu0dfX51VfYdJ1aB3s9zKLUxQquKiAkgowKb9KzFwMANI7joEGzRVYuLYvn59KpWISOve3oaHBXUN/a2trc5K5ns8aCuZJta++vj5P04d2wIQDWgWGNUCl42QKTlS9gXabBNyXo+qVoIU1MfXLakEIJp3Quc5kMp5PjjXoUkUXkughMRbQzNLptEfiAA2eI3TVj82xDxy1y2BtEeA2aTvZ/1iqmhJr6voJsJ9U2z86Our5MjmVRp87IJPJeLVvlagln887HzHXpdY+6Jrr6elxaxwViDAHHCGNtrFlAdflFC4z8+oSc3858l2tJvz+U9reycKRqvkess33lltusZtuusk6Oztt8eLF9v3vf9/OPPPMP+kaHFLPhavxgGMxJ5lJOEgDDxYWMb8QcE19IfExGnrPD6wGoWAD4nSRJA5dtL1Unm8qlSrJzMXmIw3KiCK/SDvMyNOmTfNyaWHixdjs3bvXvSxwPgskek2YMzmfEhy6eKFwnq/mXPOmwm4Es+KLjIUNAGPT19fnbWxcRlBTbnQDSWIUYsFLX7zM4c1sVzymVVVVXn6vVk7ia2mQE5sGVXAbHR1NNEPyWHLwG47hCkSlAoGS0mPYLZGUQ8vjxWlBarbm1CoVGnjD1vniko96jI6fmR9AmE6nvUAtXs9q0sZYNDQ0OBM0hDI8s5jbmTNnuudHg5xqa2s9tj2MG/PUa7nDnTt3Jm6aZvFgrqQ0vFJgngJ97vgeyp0/WTgUm+9k7D8HikNidv6f//kfu+aaa+y6666zl156yRYvXmwXXHCBI8IICAgICAg4GDhc9p9Dovl+97vftSuuuMI+//nPm5nZD3/4Q3vwwQft9ttvt3/+539+19eJoshJnf39/Z5mAIk2m816bFCQboeGhjyJjqV51S6VSIBJN9RUk8vlnMaIe0Dz5YAp3JeryagJLul+SirAJiLVHlgL0kR6pDVUVVW5BQgp/thjjzWzIoFHZWWlx7rDpAzKEsSMRrg2xgAa5c6dO50WoaZsDhJSUzSzDjFXN/82Ojoam2v+ZE1MSRCUtYz/zyZX3JdrnWIsMB/K38zBdpqilMQ2pHOfxBnOpt5S1a6SXDNqZuQ0JtUcWcNQNqrKykrPtbI/MgbVctmKkEQ6Uwps5VHLFz/rGvTG0PHidCQNisIna+psZWHk83nPVMssZ8pExporAhBRqekPf/iDmZlLe2PoOyqXy3mc5exKU+tDEvmKujM4DancA64ma/85UEz55jsyMmKrVq2y5cuXu+/S6bSdd9559uyzzyaew2XdzIovbyYgHxwc9DZffsnqg8kPAzYBmKT4Ba7FCpSkfn+bb9KLG/caGhry8gr55ZNEb8jH8AOgJsyRkREvgpLNqfqwo00cNazRwxwl+m42X32RDg8Pey9xNiuquTepGAL6qRSHHImp88tFDJSdjHOA97f5qv+c26/zxOsR0DxS3gxKCQZJ/tGkfF0uLoHz9OWqmwRfS6OsC4WCm3NtE+fL6/lDQ0OJUcr8yT52jdhNyiUGeN6SNu1Smy/ALh4V4Fg4U998oVDwniPOz1aWMaXXHBgYcJtfEnOa5hzz+wpzoFSdvNFopDy/o5hulO8/Njb2njbfJBrPyfS1Tsa14JYCqqqqEql7/9T956AhmmJs3bo1MrPomWeeiX3/jW98IzrzzDMTz7nuuusiMwv/wr/wL/wL/w6Tfxs2bDigvWBwcDCaMWPGpLSlrq7O++66666blP3nYKEsop2XL19u11xzjfu7q6vLOjo6bNOmTc4cejijp6fH5syZY5s3b3bmycMZob0HF6G9BxehvQcX3d3dNnfuXBek916Ry+Vs48aNk2LGjoj/G1Ct93DDlG++ra2tVlFRESNNMJsgUUBkoCLJfGA24Ycsh8UK5PP50N6DiNDeg4vQ3oOLcmvv/nzx7xa5XK4kLenBwHvZfw4WpjzaOZvN2mmnnWaPPvqo+258fNweffRRW7p06VQ3JyAgICDgCMHhtP8cErPzNddcY5/97Gft9NNPtzPPPNO+973vWX9/v4s+CwgICAgIOBg4XPafQ7L5fupTn7Jdu3bZt771Levs7LT3ve999tBDDzlChndCVVWVXXfddYe9TR8I7T24CO09uAjtPbgI7Z1aHOj+M1lIRVGZcnMFBAQEBASUKUJhhYCAgICAgClG2HwDAgICAgKmGGHzDQgICAgImGKEzTcgICAgIGCKUZab7y233GLz5s2zXC5nS5Ysseeff/5QN8luvPFGO+OMM6y+vt7a2trsL//yL23dunWxYz784Q877l38+9KXvnRI2nv99dd7bTn++OPd70NDQ7Zs2TJraWmxuro6u+SSS7zE9KnGvHnzvDanUilbtmyZmR368X3yySft4x//uLW3t1sqlbJf/vKXsd+jKLJvfetbNnPmTKuurrbzzjvP3nzzzdgxe/futcsuu8zy+bw1Njba5Zdf7hH2T0V7C4WCXXvttbZo0SKrra219vZ2+8xnPmPbtm2LXSNpTr797W9PeXvNzD73uc95bbnwwgtjxxwu42tmiWs5lUrZTTfd5I6ZqvF9N++vd/NO2LRpk33sYx+zmpoaa2trs2984xseV3fABMpu8z1cykEpnnjiCVu2bJmtXLnSHn74YSsUCnb++efHiqubmV1xxRW2fft29+873/nOIWqx2UknnRRry9NPP+1+u/rqq+1Xv/qV3XPPPfbEE0/Ytm3b7OKLLz5kbTUze+GFF2Ltffjhh83M7K//+q/dMYdyfPv7+23x4sV2yy23JP7+ne98x/7jP/7DfvjDH9pzzz1ntbW1dsEFFziiejOzyy67zNauXWsPP/ywPfDAA/bkk0/aF77whSlv78DAgL300kv2zW9+01566SW79957bd26dfaJT3zCO/bf/u3fYmN+1VVXTXl7gQsvvDDWlp/+9Kex3w+X8TWzWDu3b99ut99+u6VSKbvkkktix03F+L6b99c7vRPGxsbsYx/7mI2MjNgzzzxjP/rRj+zOO++0b33rW5Pe3j8LTCmT9CTgzDPPjJYtW+b+Hhsbi9rb26Mbb7zxELbKx86dOyMzi5544gn33Yc+9KHoK1/5yqFrFOG6666LFi9enPhbV1dXlMlkonvuucd994c//CEys+jZZ5+doha+M77yla9ERx99dDQ+Ph5F0eE1vmYW3Xfffe7v8fHxaMaMGdFNN93kvuvq6oqqqqqin/70p1EURdFrr70WmVn0wgsvuGN+85vfRKlUKtq6deuUtjcJzz//fGRm0dtvv+2+6+joiG6++eaD2rYkJLX3s5/9bPTJT36y5DmH+/h+8pOfjD7ykY/EvjtU46vvr3fzTvj1r38dpdPpqLOz0x1z6623Rvl8PhoeHp7aDpQBykrzRTmo8847z313yMpBvQNQ9lDJx3/yk59Ya2urLVy40JYvX+5Khx0KvPnmm9be3m7z58+3yy67zDZt2mRmZqtWrbJCoRAb5+OPP97mzp172IzzyMiI/fjHP7a///u/jxGqH07jy9i4caN1dnbGxrShocGWLFnixvTZZ5+1xsZGO/30090x5513nqXTaXvuueemvM2K7u5uS6VS1tjYGPv+29/+trW0tNgpp5xiN9100yE1M65YscLa2tpswYIF9uUvf9n27Nnjfjucx3fHjh324IMP2uWXX+79dijGV99f7+ad8Oyzz9qiRYtiZBUXXHCB9fT02Nq1aw96m8sNZVHVCNi9e7eNjY15TCTTp0+3119//RC1ysf4+Lh99atftbPOOssWLlzovv/0pz9tHR0d1t7ebmvWrLFrr73W1q1bZ/fee++Ut3HJkiV255132oIFC2z79u12ww032Nlnn22vvvqqdXZ2Wjab9V6y06dPt87OzilvaxJ++ctfWldXl33uc59z3x1O46vAuCWtXfzW2dlpbW1tsd8rKyutubn5kI/70NCQXXvttXbppZfGyP//6Z/+yU499VRrbm62Z555xpYvX27bt2+37373u1PexgsvvNAuvvhiO+qoo2zDhg32L//yL3bRRRfZs88+axUVFYf1+P7oRz+y+vp6z7VzKMY36f31bt4JnZ2diesbvwXEUVabb7lg2bJl9uqrr8Z8qGYW8y0tWrTIZs6caeeee65t2LDBjj766Clt40UXXeT+f/LJJ9uSJUuso6PDfvazn1l1dfWUtuW94LbbbrOLLrrI2tvb3XeH0/j+OaFQKNjf/M3fWBRFduutt8Z+41KfJ598smWzWfviF79oN95445TTD/7t3/6t+/+iRYvs5JNPtqOPPtpWrFhh55577pS25U/F7bffbpdddplX4edQjG+p91fA5KKszM6HUzmoUrjyyivtgQcesMcff9xmz56932OXLFliZmbr16+fiqbtF42NjXbcccfZ+vXrbcaMGTYyMmJdXV2xYw6XcX777bftkUcesX/4h3/Y73GH0/hi3Pa3dmfMmOEFDo6OjtrevXsP2bhj43377bft4YcffseSd0uWLLHR0VF76623pqaB+8H8+fOttbXVzf/hOL5mZk899ZStW7fuHdez2cEf31Lvr3fzTpgxY0bi+sZvAXGU1eZ7OJWDUkRRZFdeeaXdd9999thjj9lRRx31juesXr3azMxmzpx5kFv3zujr67MNGzbYzJkz7bTTTrNMJhMb53Xr1tmmTZsO+Tibmd1xxx3W1tZmH/vYx/Z73OE0vkcddZTNmDEjNqY9PT323HPPuTFdunSpdXV12apVq9wxjz32mI2PjztBYiqBjffNN9+0Rx55xFpaWt7xnNWrV1s6nfbMu4cCW7ZssT179rj5P9zGF7jtttvstNNOs8WLF7/jsQdrfN/p/fVu3glLly61V155JSbgQGA78cQTJ7W9fxY4xAFffzLuvvvuqKqqKrrzzjuj1157LfrCF74QNTY2xiLsDgW+/OUvRw0NDdGKFSui7du3u38DAwNRFEXR+vXro3/7t3+LXnzxxWjjxo3R/fffH82fPz8655xzDkl7v/a1r0UrVqyINm7cGP3ud7+LzjvvvKi1tTXauXNnFEVR9KUvfSmaO3du9Nhjj0UvvvhitHTp0mjp0qWHpK2MsbGxaO7cudG1114b+/5wGN/e3t7o5Zdfjl5++eXIzKLvfve70csvv+yig7/97W9HjY2N0f333x+tWbMm+uQnPxkdddRR0eDgoLvGhRdeGJ1yyinRc889Fz399NPRscceG1166aVT3t6RkZHoE5/4RDR79uxo9erVsTWNyNVnnnkmuvnmm6PVq1dHGzZsiH784x9H06ZNiz7zmc9MeXt7e3ujr3/969Gzzz4bbdy4MXrkkUeiU089NTr22GOjoaEhd43DZXyB7u7uqKamJrr11lu986dyfN/p/RVF7/xOGB0djRYuXBidf/750erVq6OHHnoomjZtWrR8+fJJb++fA8pu842iKPr+978fzZ07N8pms9GZZ54ZrVy58lA3KTKzxH933HFHFEVRtGnTpuicc86Jmpubo6qqquiYY46JvvGNb0Td3d2HpL2f+tSnopkzZ0bZbDaaNWtW9KlPfSpav369+31wcDD6x3/8x6ipqSmqqamJ/uqv/iravn37IWkr47e//W1kZtG6deti3x8O4/v4448nroHPfvazURRNpBt985vfjKZPnx5VVVVF5557rtePPXv2RJdeemlUV1cX5fP56POf/3zU29s75e3duHFjyTX9+OOPR1EURatWrYqWLFkSNTQ0RLlcLjrhhBOi//f//l9ss5uq9g4MDETnn39+NG3atCiTyUQdHR3RFVdc4Qnlh8v4Av/5n/8ZVVdXR11dXd75Uzm+7/T+iqJ390546623oosuuiiqrq6OWltbo6997WtRoVCY9Pb+OSCUFAwICAgICJhilJXPNyAgICAg4M8BYfMNCAgICAiYYoTNNyAgICAgYIoRNt+AgICAgIApRth8AwICAgICphhh8w0ICAgICJhihM03ICAgICBgihE234CAgICAgClG2HwDAgICAgKmGGHzDQgICAgImGKEzTcgICAgIGCKETbfgICAgICAKcb/B1Xo8WObOoZIAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read file \n", "data_dir = 'data'\n", "filename = os.path.join(data_dir, 'tiContinuous.txt')\n", "ti = gn.img.readImageTxt(filename)\n", "\n", "# Color settings\n", "cmap='gray'\n", "vmin, vmax = ti.vmin(), ti.vmax()\n", "\n", "# Plot\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(ti, cmap=cmap, vmin=vmin, vmax=vmax)\n", "plt.title(f'TI variable: {ti.varname[0]}')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation grid\n", "Define the simulation grid (number of cells in each direction, cell unit, origin)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "nx, ny, nz = 200, 200, 1 # number of cells\n", "sx, sy, sz = ti.sx, ti.sy, ti.sz # cell unit\n", "ox, oy, oz = 0.0, 0.0, 0.0 # origin (corner of the \"first\" grid cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the classes of values\n", "Set the number of classes, and for each class define the ensemble of values as a (union of) interval(s)." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "vmin, vmax = 0., 256.\n", "nclass = 10\n", "breaks = np.linspace(vmin, vmax, nclass+1)\n", "list_of_classes = [np.array([[breaks[i], breaks[i+1]]]) for i in range(nclass)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define probability constraints (class `geone.deesseinterface.SoftProbability`)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "global_pdf = np.repeat(1./nclass, nclass) # global pdf (proportion for each class), uniform\n", "\n", "sp = gn.deesseinterface.SoftProbability(\n", " probabilityConstraintUsage=1, # global probability constraints\n", " nclass=nclass, # number of classes of values\n", " classInterval=list_of_classes, # list of classes\n", " globalPdf=global_pdf, # global target PDF (list of length nclass)\n", " comparingPdfMethod=5, # method for comparing PDF's (see doc: \n", " # help(gn.deesseinterface.SoftProbability))\n", " deactivationDistance=2.0, # deactivation distance (checking PDF is deactivated for narrow patterns)\n", " constantThreshold=0) # acceptation threshold" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun: DeeSse run complete\n", "deesseRun: warnings encountered (1 times in all):\n", "# 1: WARNING 00111: reproducibility guaranteed when using multiple threads and global probability constraint (performance possibly limited), but results differ from the serial version\n", "Elapsed time: 6.4 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " softProbability=sp, # set probability constraints\n", " distanceType='continuous',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.5,\n", " npostProcessingPathMax=0, # disable post-processing (to avoid loosing target proportions)\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.subplots(1,2, figsize=(15,5)) # 1 x 2 sub-plots\n", "\n", "plt.subplot(1,2,1)\n", "gn.imgplot.drawImage2D(sim[0], cmap=cmap, vmin=vmin, vmax=vmax,\n", " title='Sim. using global target proportions')\n", "\n", "plt.subplot(1,2,2)\n", "plt.hist(ti.val.reshape(-1), bins=breaks, density=True, color='lightblue', alpha=0.5, label='TI')\n", "plt.hist(sim[0].val.reshape(-1), bins=breaks, density=True, color='orange', alpha=0.5, label='SIM')\n", "plt.legend()\n", "plt.title('Proportions of values on the classes')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Continuous simulations - local probability constraints\n", "\n", "### Define new classes of values" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "nclass = 2\n", "class1 = [0., 50.] # interval [0., 50.[ (low values)\n", "class2 = [50., 256.] # interval [50., 256.[ (high values)\n", "list_of_classes = [class1, class2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build local target proportions maps" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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gvqp4NUNJvM5X3dM9E+V4RjXlxfVWPH1ct26dPvroI5111lk64YQT1KdPH/32t7/VwYMH9dZbb+mXv/zlMY919tlnq0OHDnriiSd01VVX6e9//7u+/PLLiARo//79Ov/885WWlqbZs2erU6dOSk1N1ZtvvqmpU6cqFApVe/zq/lx+ezDvimPcfvvt1T4RrkgA+/btq23btunZZ5/VP//5T/3xj3/U/fffr4ULFybcFMYAAO+QLx0/v+VLXrS3NucYNWqUpk2bpieffFK33nqrnnjiCTVp0kRDhgwJ7/PKK6/ooosuUt++ffXggw+qVatWql+/vhYtWqSlS5ce9fjR5lN//vOfI8ZzqlCv3tf/9/fWW2/V8OHDtXz5cr344ou68847lZeXp9WrV+vMM8885jUDoKCEOqB9+/YKhUL68MMPw0+hpPLBGffv36/27dsf97GqeoXoP//5jxo2bBgeBLJhw4basmVLpf0++OADBQIBtW3b9pjnOd5kTiq/vurOV7E9ViqOXd35mzdv7so0t98+V8WsNBW2bNkScZ3t2rVTu3bt9Morr+ijjz4Kd1Pv27evcnNz9eSTTyoYDKpv377Hde4rrrhCv/nNb1RUVKRly5apQ4cOOvvss8Pb16xZo88++0xPP/10xDErZs05mooniPv3749Y/+0npRWvBNSvX18DBw485nEzMjI0fvx4jR8/XgcPHlTfvn01c+ZMCkoAgCqRL9WNfCka7du313vvvSdjTMRveazZ7GqiY8eO6t27t5YtW6bJkyfr6aef1ogRI5SSkhLe569//atSU1P14osvRqxftGjRMY//zXwqPT09vP7b+VSnTp0kSZmZmceVT3Xq1Em33XabbrvtNn344Yfq0aOHfv3rX+vRRx895ncB8Mob6oALL7xQkjRv3ryI9XPnzpWkqGaMyM/Pj3iHe/fu3Xr22Wc1aNAgJSUlKSkpSYMGDdKzzz4bMaVoYWGhli5dqvPOO09paWnHPE9FUvHtIkNVLrzwQm3YsEH5+fnhdcXFxfr973+vDh066Iwzzjju64tWq1at1KNHDy1ZsiSire+8847++c9/hn97N/Tq1UuZmZlauHBhxPTF//jHP/T+++9Xuo99+vTR6tWrtWHDhnBBqUePHmrcuLHmzJkTnor2eIwaNUolJSVasmSJVqxYoSuuuCJie8UTu28+oSstLdWDDz54zGO3b99eSUlJlaZT/vZ3MzMz1a9fPz300EPas2dPpeN8c2rgzz77LGJbo0aNdPLJJ1ea9hkAgArkS3UjX4rG4MGD9d///jf8Wr8kHT58WH/4wx9icr5Ro0bptdde0yOPPKJPP/200utuSUlJchwnolfRjh07tHz58mMeu6JQ9M18qri4WEuWLInYb/DgwUpLS9Pdd9+tsrKySsepyKcOHTqkw4cPVzpH48aNyaeAKNBDCb7XvXt3jR07Vr///e/DryZt2LBBS5Ys0YgRI9S/f//jPlaXLl00ePDgiGlwJWnWrFnhfX7xi19o5cqVOu+883TjjTeqXr16euihh1RSUqJ77733uM5TUej4+c9/riuvvFL169fX8OHDq3x69dOf/lR/+ctfNHToUN18883KyMjQkiVLtH37dv31r3895hhBtXXfffdp6NChysnJ0bXXXhueBrdJkyaaOXOma+epX7++7rnnHo0fP17nn3++Ro8ercLCQv3mN79Rhw4dNGXKlIj9+/Tpo8cee0yO44RfgUtKStI555yjF198Uf369YsYbPNozjrrLJ188sn6+c9/rpKSkkoJ0DnnnKOmTZtq7Nixuvnmm+U4jv785z8fVxfwJk2a6PLLL9cDDzwgx3HUqVMnPffcc+F3+L9p/vz5Ou+889S1a1dNmDBBJ510kgoLC5Wfn6+PP/5Y//73vyVJZ5xxhvr166eePXsqIyNDGzdu1FNPPaXJkycf1/UCAOxDvlQ38qVoXH/99frd736n0aNH65ZbblGrVq302GOPhSc/iaYH2PG44oordPvtt+v2229XRkZGpR5Cw4YN09y5czVkyBBdddVV2rt3r+bPn6+TTz75mGNBDho0SO3atdO1116rH//4x0pKStIjjzyiFi1aaNeuXeH90tLStGDBAv3whz/UWWedpSuvvDK8z/PPP69zzz1Xv/vd7/Sf//xHAwYM0BVXXKEzzjhD9erV0zPPPKPCwkJdeeWVrv4uQJ0WvwnmgGOrmAr0jTfeOOp+ZWVlZtasWaZjx46mfv36pm3btmbatGkR068bUz4FaXXTrUsykyZNMo8++qg55ZRTTEpKijnzzDMrTfdujDFvvvmmGTx4sGnUqJFp2LCh6d+/v1m/fn1Ubb/rrrtMmzZtTCAQiJju9NvTpBpjzLZt28xll11m0tPTTWpqqundu7d57rnnIvapbhrbqqanr0p13zfGmJdeesmce+65pkGDBiYtLc0MHz7cvPfeexH7VEznum/fvqOe59vn+/bvu2zZMnPmmWealJQUk5GRYcaMGWM+/vjjSt9/9913w9P+ftMvfvELI8nceeedx9WOCj//+c+NJHPyySdXuf1f//qXOfvss02DBg1M69atzU9+8hPz4osvVrqGsWPHmvbt20d8d9++fWbkyJGmYcOGpmnTpub6668377zzTpX3Zdu2bebqq682WVlZpn79+qZNmzbm+9//vnnqqacirrF3794mPT3dNGjQwHTu3Nn88pe/NKWlpVFdMwCgbiBfKlcX86Xqfp+q8qjzzz/fnH/++RH7ffTRR2bYsGGmQYMGpkWLFua2224zf/3rX40k89prr0V89zvf+U6l81eV1xzNueeeaySZ6667rsrtDz/8cPjPTefOnc2iRYvCv8k3VXV/N23aZLKzs01ycrJp166dmTt3bvj3qfhzUeHll182gwcPNk2aNDGpqammU6dOZty4cWbjxo3GGGM+/fRTM2nSJNO5c2dzwgknmCZNmpjs7GzzxBNPHPe1AjDGMcajkeeABOc4jiZNmqTf/e538W4KAABAQiJf8r958+ZpypQp+vjjj9WmTZt4NweAjzGGEgAAAADUQV9++WXE58OHD+uhhx7SKaecQjEJQK0xhhIAAAAA1EGXXnqp2rVrpx49eujAgQN69NFH9cEHH+ixxx6Ld9MA1AEUlAAAAACgDho8eLD++Mc/6rHHHlMwGNQZZ5yhxx9/vNIEJABQE1G98paXl6fvfve7aty4sTIzMzVixAht2bIlYp/Dhw9r0qRJatasmRo1aqSRI0eqsLAwYp9du3Zp2LBhatiwoTIzM/XjH/9YR44cqf3VALVgjGE8AABIAOvWrdPw4cPVunVrOY5zXFNKr1mzRmeddZZSUlJ08skna/HixTFvJ2Aj8iV/ufXWW/XOO+/o4MGD+vLLL7Vp0yaKSUAdFK/cKaqC0tq1azVp0iS99tprWrlypcrKyjRo0CAVFxeH95kyZYr+/ve/68knn9TatWv1ySef6NJLLw1vDwaDGjZsmEpLS7V+/XotWbJEixcv1vTp06NuPAAAqHuKi4vVvXt3zZ8//7j23759u4YNG6b+/ftr8+bNuvXWW3XdddfpxRdfjHFLAQAA4i9euVOtZnnbt2+fMjMztXbtWvXt21cHDhxQixYttHTpUl122WWSpA8++ECnn3668vPzdfbZZ+sf//iHvv/97+uTTz5Ry5YtJUkLFy7U1KlTtW/fPiUnJ9e0OQAAoI5xHEfPPPOMRowYUe0+U6dO1fPPP6933nknvO7KK6/U/v37tWLFCg9aCQAAkBi8zJ1qNYbSgQMHJEkZGRmSpE2bNqmsrEwDBw4M79O5c2e1a9cuXFDKz89X165dw8Ukqfzd3h/96Ed69913deaZZ1Y6T0lJiUpKSsKfQ6GQPv/8czVr1kyO49TmEgAA8A1jjL744gu1bt1agYD7E7UePnxYpaWlrh/XGFMpXqekpCglJcWV4+fn50fkHlJ5bnHrrbe6cny/In8CAID8qSpu5U41LiiFQiHdeuutOvfcc9WlSxdJUkFBgZKTk5Wenh6xb8uWLVVQUBDe55vFpIrtFduqkpeXp1mzZtW0qQAA1Cm7d+/WiSee6OoxDx8+rI7tG6lgb9DV40pSo0aNdPDgwYh1M2bM0MyZM105fnW5RVFRkb788ks1aNDAlfP4DfkTAABfI3/6mlu5U40LSpMmTdI777yjV199taaHOG7Tpk1Tbm5u+POBAwfUrl07bd/UTo0buV9hBAAgEX1xMKSOPXepcePGrh+7tLRUBXuD2rmpg9Iauxdbi74IqX3PHdq9e7fS0tLC693qnYTqVZc/nadhqufUj2PLAADwzhFTplf1PPlTDNSooDR58mQ999xzWrduXUSFLysrS6Wlpdq/f39EL6XCwkJlZWWF99mwYUPE8SpmgavY59uq69bVuFHA1ZsGAIAfxPJ1pUaNHTVq7N7xQyo/VlpaWkRC5KasrKxKM8oWFhYqLS3N2t5JUvX5Uz2nPgUlAIBdDPnTN7mVO0VVUDLG6KabbtIzzzyjNWvWqGPHjhHbe/bsqfr162vVqlUaOXKkJGnLli3atWuXcnJyJEk5OTn65S9/qb179yozM1OStHLlSqWlpemMM86IpjkKySikGo8pDgCAr3gR84ImpKCLpwmakHsHq0ZOTo5eeOGFiHUrV64M5x74FidQvgAAYIWAYp1C+S1/cit3iiqbmDRpkh599FEtXbpUjRs3VkFBgQoKCvTll19Kkpo0aaJrr71Wubm5evnll7Vp0yaNHz9eOTk5OvvssyVJgwYN0hlnnKEf/vCH+ve//60XX3xRd9xxhyZNmpRw3bcAAID3Dh48qM2bN2vz5s2Syqe23bx5s3bt2iWp/FWuq6++Orz/DTfcoI8++kg/+clP9MEHH+jBBx/UE088oSlTpsSj+QAAAJ6KV+4UVQ+lBQsWSJL69esXsX7RokUaN26cJOn+++9XIBDQyJEjVVJSosGDB+vBBx8M75uUlKTnnntOP/rRj5STk6MTTjhBY8eO1ezZs6NqOAAAcJ/bvX9rcqyNGzeqf//+4c8V4wCNHTtWixcv1p49e8IJkiR17NhRzz//vKZMmaLf/OY3OvHEE/XHP/5RgwcPrv0FAAAAHEO886d45U6OMcZ374wVFRWpSZMmKtjSljGUAADWKPoipKzTduvAgQOuv0//dWxt5/qgklmn7YpJmxGdinvcv95IxlACAFjjiCnTy0f+Sv4UAzWe5Q0AANQ9IYXk5lv77h4NAAAg8diaP/m6oFRmgirzXwcrAABqpMyDAa5hgaQkyUmKdysAAPCGCUlH4t2IusnXBSUAAOCuoDEKuviwxs1jAQAAJCJb8ydfF5SCMgp6MIUyAACJwIuYF+9BJRF7jiM5jhPvZgAA4AkvIp6t+RMjWgMAAAAAACAqvu6hZIxRyCddwQAAqC0vJmYNudz71y9P2KwSCEgOzxQBAJYwsY95tuZPZBMAAAAAAACIiq97KAEAAHfZOgYAAABATdmaP/m6oFQmozKf/NAAANQWMQ+uSEqSnKR4twIAAG8YYl6s+LqgBAAA3GXrtLcAAAA1ZWv+5OuCkts3DQCAROZFzAt9tbh5PCQWx3HkOF5MogwAQPw5in3MszV/YlBuAAAAAAAARMXfPZS+WgAAsIEXMS/o8rS3bh4LLgk4Ej2UAAC2MLGPebbmT/RQAgAAAAAAQFR83UPJ7fcUAQBIZF7EvKApX9w8HhKMEyhfAACwQuxjnq35E9kEAAAAAAAAouLrHkoAAMBdts5SAgAAUFO25k++LigdMVKZT7qCAQBQW0c8iHkhOQq6OL1uyIOpehGlQKB8AQDABqHYxzxb8yeyCQAAAAAAAETF1z2Ugi5XAQEASGRexLyQKV/cPB4SDINyAwBs4kHMszV/IpsAAAAAAABAVPzdQ8k4Chp6KAEA7OBFzHO79y89iRNQwClfAACwAvlTrNBDCQAAAAAAAFHxdQ+lMgVURk0MAGCJMg/OYesTNps4gYAcZnkDAFjC8aBmYGv+5OuCEgAAcFfIOAq5+Gqdm8cCAABIRLbmTzyeAgAAAAAAQFR83UPJ7SogAACJzIuYZ2uXbasEHIlX3gAA1iB/ihWyCQAAAAAAAETF1z2U3K4CAgCQyLyIeUEFFHTxeVPQtSPBNY5TvgAAYAMPYp6t+RM9lAAAAAAAABAVX/dQCtFDCQBgkZAHMc+4PD6hYazDxEMPJQCATTyIebbmT74uKAEAAHfZOqgkAABATdmaP/m6oFRmklRmeGsPAGCHMp88rUKCSwowyxsAwB4OMS9WfF1QAgAA7gqagIIuPqwJGtcOBQAAkJBszZ8o1QEAAAAAACAqvu6h5PbUfAAAJDIvppANyVHIxdgakk8esdmEQbkBADbxIObZmj9RjQEAAAAAAEBUfN1DKWQchRiUGwBgiZCJ/dMqW2cpsQo9lAAANvEg5tmaP/m6oAQAANzl/qCS/uiyDQAAUFO25k++LiiVmiTVN0nxbgYAAJ4o9UdugQRnAgGZJHp4AwDsYBjpJ2Z8XVACAADuKh9U0r1u1m4eCwAAIBHZmj/5uqBkFHB1JHUAABKZ8cmMH0hwjKEEALAJMS9mfF1QAgAA7gopoKCF094CAADUlK35E917AAAAAAAAEBVf91Bye2o+AAASmRcxz9ZZSqzCK28AAJt4EPNszZ+ivuJ169Zp+PDhat26tRzH0fLlyyO2O45T5XLfffeF9+nQoUOl7XPmzKn1xQAAgNoJfTU+oZsLAABAXWZr/hR1D6Xi4mJ1795d11xzjS699NJK2/fs2RPx+R//+IeuvfZajRw5MmL97NmzNWHChPDnxo0bR9sU16uAAAAkMr88rUKCCzjlCwAANjDEvFiJuqA0dOhQDR06tNrtWVlZEZ+fffZZ9e/fXyeddFLE+saNG1faFwAAxFfQOAq6mHi5eSwAAIBEZGv+FNMxlAoLC/X8889ryZIllbbNmTNHd911l9q1a6errrpKU6ZMUb16VTenpKREJSUl4c9FRUWSpDJTT2UmKTaNBwAgwZT5JLlAYqguf1IgUL4AAGAD3mqKmZgWlJYsWaLGjRtXejXu5ptv1llnnaWMjAytX79e06ZN0549ezR37twqj5OXl6dZs2bFsqkAAEBS0OVpb4M+mfa2LiJ/AgDAG7bmTzEtKD3yyCMaM2aMUlNTI9bn5uaG/7tbt25KTk7W9ddfr7y8PKWkpFQ6zrRp0yK+U1RUpLZt2zLLGwDAKsQ8RKO6/Mk4jgyzvAEALEHMi52YFZReeeUVbdmyRcuWLTvmvtnZ2Tpy5Ih27Nih0047rdL2lJSUKgtNAADAXSETUMjFruEhBhKPG/InAAC8YWv+FLOC0sMPP6yePXuqe/fux9x38+bNCgQCyszMjFVzAADAcbC1yzYAAEBN2Zo/RV1QOnjwoLZu3Rr+vH37dm3evFkZGRlq166dpPIu1U8++aR+/etfV/p+fn6+Xn/9dfXv31+NGzdWfn6+pkyZoh/84Adq2rRpVG0Jyd0qIAAAiSzkk+QCCS7w1QIAgA1In2Im6oLSxo0b1b9///Dninfzx44dq8WLF0uSHn/8cRljNHr06ErfT0lJ0eOPP66ZM2eqpKREHTt21JQpUyLe8QcAAPERkrtT1YZcOxIAAEBisjV/irqg1K9fP5ljvM83ceJETZw4scptZ511ll577bVoT1ulMhNQqUly5VgAACS6Mp+8T48EFwiULwAA2IC3mmImprO8AQAAfwkpoJCL70O5eSwAAIBEZGv+5OuCkts3DQCAREbMgxuM4zCFMgDAGsS82PF1QQkAALgraAIKutg13M1jAQAAJCJb8ydfF5TcvmkAACQyL2JeSI5CcnNQSZ4KJhxmeQMA2MSDIShtzZ9IJwAAAAAAABAVX/dQAgAA7rK1yzYAAEBN2Zo/+bqgFFRAQTpZAQAsQcyDKxxJDFAKALAFIS9mfF1QAgAA7nL7YQ1FMAAAUNfZmj/5uqBUZpJUzyTFuxkAAHiizHgwqiTqPOM4MgEe1wIA7GBCxLxY8XVBCQAAuCtkHIWMi7OUuHgsAACARGRr/uTrgpIxAYV8MlgVAAC1ZTyIeSGXu2yHfNJl2yoBp3wBAMAGHsQ8W/Mnf7QSAAAAAAAACcPXPZSCchRkyHYAgCW8iHkhl3v/0pM48RjHkWGWNwCAJbyIebbmT/5oJQAAAAAAABKGr3soAQAAd7nd+5eexAAAoK6zNX/ydUGpzCQpySTFuxkAAHiizJh4NwF1AYNyAwBsQsyLGV8XlAAAgLtsHQMAAACgpmzNn3xdUAoZxzc/NAAAtRUysX/CFpS73ayDrh0JbjFO+QIAgA28iHm25k9UYwAAAAAAABAVX/dQCpqAgvRQAgBYwouYZ2uXbas4TvkCAIANPIh5tuZP/mglAAAAAAAAEoaveyiF5Cjkk+n0AACoLS9intu9f+lJnIAC4pEiAMAeHsQ8W/Mnf7QSAAAAAAAACYOCEgAACDNf9f51azE17FU1f/58dejQQampqcrOztaGDRuOuv+8efN02mmnqUGDBmrbtq2mTJmiw4cP1+jcAAAA0bA1f/L1K29HTJLKTFK8mwEAgCeOmFDMz5EIXbaXLVum3NxcLVy4UNnZ2Zo3b54GDx6sLVu2KDMzs9L+S5cu1U9/+lM98sgjOuecc/Sf//xH48aNk+M4mjt3rhuXUaeYgCMTYMgAAIAdvIh5tuZP9FACAAAJZe7cuZowYYLGjx+vM844QwsXLlTDhg31yCOPVLn/+vXrde655+qqq65Shw4dNGjQII0ePfqYT+UAAADqinjkT77uoeR2FRAAgETmRcwLGUch496TvIpjFRUVRaxPSUlRSkpKpf1LS0u1adMmTZs2LbwuEAho4MCBys/Pr/Ic55xzjh599FFt2LBBvXv31kcffaQXXnhBP/zhD127jrrEOI6MB1MoAwCQCLyIebbmT1RjAABAzLVt21ZNmjQJL3l5eVXu9+mnnyoYDKply5YR61u2bKmCgoIqv3PVVVdp9uzZOu+881S/fn116tRJ/fr1089+9jPXrwMAAMAriZ4/+bqHkttVQAAAEpkXMS+ogIIuPm+qONbu3buVlpYWXl/V07WaWrNmje6++249+OCDys7O1tatW3XLLbforrvu0p133unaeeoM56sFAAAbeBDzbM2ffF1QAgAA/pCWlhaREFWnefPmSkpKUmFhYcT6wsJCZWVlVfmdO++8Uz/84Q913XXXSZK6du2q4uJiTZw4UT//+c8VCNAhGwAA+E+i50++LiiVmSQFmOUNAGCJMg9meYvVGADHKzk5WT179tSqVas0YsSI8mOEQlq1apUmT55c5XcOHTpUKelJSirPD4wx0Te6jjNJjkwSXZQAAHYwHvTwtjV/8nVBCQAA1D25ubkaO3asevXqpd69e2vevHkqLi7W+PHjJUlXX3212rRpEx5HYPjw4Zo7d67OPPPMcJftO++8U8OHDw8nRgAAAHVZPPInCkoAACAspIBCLo4BUJNjjRo1Svv27dP06dNVUFCgHj16aMWKFeGBJnft2hXxRO2OO+6Q4zi644479N///lctWrTQ8OHD9ctf/tK16wAAAKiOrfmTY3zYF7yoqEhNmjTRj9ZdopRG9ePdHAAAPFFysEwL+j6jAwcOHNf79NEIx9ZXLnU1tpYcLNOCPk/HpM2ITsU9PmfgTNWrlxrv5gAA4IkjRw5r/UszyZ9igFEqAQAAAAAAEBVfv/IWcnlqPgAAEpmbXamrPUecB5WEFxzJ4b4AAGxR9wfljheqMQAAAAAAAIiKv3souVwFBAAgkXkR84wJKGTce95kXDwW3GGc8gUAABt4EfNszZ/80UoAAAAAAAAkDF/3UDpiAgqYpHg3AwAATxwxwZifIyhHQRfHGnDzWHBJQDxSBADYw4OYZ2v+5OuCEgAAcFfIuPtqXci4digAAICEZGv+xPMpAAAAAAAARMXXPZSCxlGQUSUBAJbwIuaFXB5U0s1jwR3GcWQc8icAgB28iHm25k/+aCUAAAAAAAAShq97KLldBQQAIJF5EfNCchRycSBIN48FlzhfLQAA2MCDmGdr/hR1Zrpu3ToNHz5crVu3luM4Wr58ecT2cePGyXGciGXIkCER+3z++ecaM2aM0tLSlJ6ermuvvVYHDx6s1YUAAAAAAADAG1H3UCouLlb37t11zTXX6NJLL61ynyFDhmjRokXhzykpKRHbx4wZoz179mjlypUqKyvT+PHjNXHiRC1dujSqthwxAQXooQQAsMQRD2Ke2+MTMtZh4jFJ5QsAADYwodifw9b8KeqC0tChQzV06NCj7pOSkqKsrKwqt73//vtasWKF3njjDfXq1UuS9MADD+jCCy/Ur371K7Vu3TraJgEAAJfYOqgkAABATdmaP8VkDKU1a9YoMzNTTZs21QUXXKBf/OIXatasmSQpPz9f6enp4WKSJA0cOFCBQECvv/66LrnkkkrHKykpUUlJSfhzUVGRpPL3Cv1SuQMAoLb88j49EkN1+ROzvAEAbELMix3Xy15DhgzRn/70J61atUr33HOP1q5dq6FDhyoYDEqSCgoKlJmZGfGdevXqKSMjQwUFBVUeMy8vT02aNAkvbdu2dbvZAABAXw0qaVxcKILFDfkTAADesDV/cr2H0pVXXhn+765du6pbt27q1KmT1qxZowEDBtTomNOmTVNubm74c1FRkdq2bcssbwAAqxDzEI3q8idmeQMAWIWYFzMxeeXtm0466SQ1b95cW7du1YABA5SVlaW9e/dG7HPkyBF9/vnn1Y67lJKSUmlgbwAA4D7j8rS3hiwubsifAADwhq35U8wfdX788cf67LPP1KpVK0lSTk6O9u/fr02bNoX3Wb16tUKhkLKzs2PdHAAAAAAAANRS1D2UDh48qK1bt4Y/b9++XZs3b1ZGRoYyMjI0a9YsjRw5UllZWdq2bZt+8pOf6OSTT9bgwYMlSaeffrqGDBmiCRMmaOHChSorK9PkyZN15ZVXRj3DW8X7hQAA2MCLmOd2bCVOJx7jlC8AANjAi5hna/4UdUFp48aN6t+/f/hzxbv5Y8eO1YIFC/T2229ryZIl2r9/v1q3bq1Bgwbprrvuiuhy/dhjj2ny5MkaMGCAAoGARo4cqd/+9rcuXA4AAKgNW6e9BQAAqClb86eoC0r9+vWTMaba7S+++OIxj5GRkaGlS5dGe+pKjpiAHJ/80AAA1NYRYh5cYALlCwAANiDmxU7MB+UGAAD+YWuXbQAAgJqyNX/ydUGJMZQAADYh5sEVjlO+AABgA2JezPi6oAQAANwVcnnaWzePBQAAkIhszZ98XVCihxIAwCbEPLiBWd4AADYh5sWOrwtKAADAXbaOAQAAAFBTtuZPFJQAAECYrQkRAABATdmaP/m6oHTEJMkxSfFuBgAAnjhCzIMbAkyhDACwCDEvZnxdUAIAAO6y9QkbAABATdmaP/m6oMSg3AAAmxDz4ArnqwUAABsQ82LG1wUlAADgLlufsAEAANSUrfmTrwtKxvjnhwYAoLaMiXcLUBcYMYUyAMAepE+x4+uCEgAAcJeRFHKxbzhJHAAAqOtszZ98XVBiDCUAgE28iHm2dtm2CmMoAQBs4kHMszV/YgI9AAAAAAAARMXXPZQAAIC7bH3CBgAAUFO25k++LigFTUCOoZMVAMAOQWIeXGACjkzAH4kqAAC1RcyLHV8XlAAAgLtsfcIGAABQU7bmT74uKDEoNwDAJsQ8uME45QsAADYg5sWOrwtKAADAXbY+YQMAAKgpW/MnXxeU6KEEALCJFzHPGEfGxfO4eSy4xJEnUygDAJAQPIh5tuZPjO4JAAAAAACAqPi6h1IwFJAToiYGALBD0IOYF5KjkIuP8tw8FtxhAuULAAA28CLm2Zo/kU4AAAAAAAAgKr7uoQQAANxl66CSAAAANWVr/uTrghKDcgMAbELMgxuMwxTKAAB7EPNix9cFJQAA4C5bZykBAACoKVvzJ18XlMxXCwAANvAi5tnaZdsqjjyZQhkAgITgQcyzNX9iUG4AAAAAAABExd89lBhDCQBgES+6P9vaZdsq9FACANjEg5hna/5EDyUAAAAAAABExdc9lIImIIWoiQEA7BA0sY95bvf+9csTNpuYQPkCAIANvIh5tuZPpBMAAAAAAACIiq97KAEAAHcZScbF6eSYjRUAANR1tuZPvi4ouT3wFQAAicyLmBeSI8fF0StDjP6ccIxTvgAAYAMvYp6t+ROvvAEAAAAAACAqvu6hFDKS45e+YAAA1FLIg5hn67S3VnHkyRTKAAAkBA9inq35Ez2UAAAAAAAAEBV/91AKBeSEqIkBAOwQ8iDmhYwjx8WnYm5OoQt3mIAjE+C+AADs4EXMszV/ohoDAAAAAACAqPi7h5LLVUAAABKZF0+rjHF52lvGOkw8jKEEALCJJ2Mo2Zk/+bqgBAAA3GXroJIAAAA1ZWv+xCtvAAAAAAAAiIqveyiZrxYAAGzgRcyz9QmbTYwkbgsAwBbkT7FDDyUAAAAAAABExd89lFyuAgIAkMi8iHm2TntrFQblBgDYxIOYZ2v+FHUPpXXr1mn48OFq3bq1HMfR8uXLw9vKyso0depUde3aVSeccIJat26tq6++Wp988knEMTp06CDHcSKWOXPm1PpiAAAAAAAAEHtR91AqLi5W9+7ddc011+jSSy+N2Hbo0CG9+eabuvPOO9W9e3f973//0y233KKLLrpIGzdujNh39uzZmjBhQvhz48aNo258KOTICfmjcgcAQG2FPIh5tk57axMTKF8AALCBFzHP1vwp6oLS0KFDNXTo0Cq3NWnSRCtXroxY97vf/U69e/fWrl271K5du/D6xo0bKysrK9rTAwCAGCpPiNwcVNK1QwEAACQkW/OnmI+hdODAATmOo/T09Ij1c+bM0V133aV27drpqquu0pQpU1SvXtXNKSkpUUlJSfhzUVGRJPdvGgAAicwvyQUSQ3X5E2MoAQCsQsyLmZgWlA4fPqypU6dq9OjRSktLC6+/+eabddZZZykjI0Pr16/XtGnTtGfPHs2dO7fK4+Tl5WnWrFmxbCoAAJC9097WReRPAAB4w9b8KWZvE5aVlemKK66QMUYLFiyI2Jabm6t+/fqpW7duuuGGG/TrX/9aDzzwQMRTtG+aNm2aDhw4EF52794dq2YDAADUCeRPAAAglmLSQ6mimLRz506tXr06ondSVbKzs3XkyBHt2LFDp512WqXtKSkpSklJqbTe7SogAACJzIuYZ75a3Dwe4qPa/MkpXwAAsIEXMc/W/Mn1glJFMenDDz/Uyy+/rGbNmh3zO5s3b1YgEFBmZqbbzQEAAAAAAIDLoi4oHTx4UFu3bg1/3r59uzZv3qyMjAy1atVKl112md58800999xzCgaDKigokCRlZGQoOTlZ+fn5ev3119W/f381btxY+fn5mjJlin7wgx+oadOmUbXFhBxPplAGACARGA9inq1jANjEBLyZQhkAgETgRcyzNX+KuqC0ceNG9e/fP/w5NzdXkjR27FjNnDlTf/vb3yRJPXr0iPjeyy+/rH79+iklJUWPP/64Zs6cqZKSEnXs2FFTpkwJHwcAAMSRrX22AQAAasrS/CnqglK/fv1kjjJv8dG2SdJZZ52l1157LdrTVnMuplAGANiDmAdXOGIKZQCAPYh5MUOHZwAA8LWvumy7tdR0JMz58+erQ4cOSk1NVXZ2tjZs2HDU/ffv369JkyapVatWSklJ0amnnqoXXnihRucGAACIiqX5U0xmefMM05QAAGxiScxbtmyZcnNztXDhQmVnZ2vevHkaPHiwtmzZUuUEHqWlpfre976nzMxMPfXUU2rTpo127typ9PR07xvvB/RQAgDYxJKYF4/8yd8FJQAA4Cq3XyevybHmzp2rCRMmaPz48ZKkhQsX6vnnn9cjjzyin/70p5X2f+SRR/T5559r/fr1ql+/viSpQ4cOtWk2AADAcbM1f+KVNwAAEHNFRUURS0lJSZX7lZaWatOmTRo4cGB4XSAQ0MCBA5Wfn1/ld/72t78pJydHkyZNUsuWLdWlSxfdfffdCgaDMbkWAAAALyR6/uTrHkpuT80HAEAi8yLmxWra27Zt20asnzFjhmbOnFlp/08//VTBYFAtW7aMWN+yZUt98MEHVZ7jo48+0urVqzVmzBi98MIL2rp1q2688UaVlZVpxowZ7lxIHcKIAQAAm3gR82zNn3xdUAIAAC5zu9rw1bF2796ttLS08OqUlBTXThEKhZSZmanf//73SkpKUs+ePfXf//5X9913HwUlAAAQe5bmT74uKNFDCQBgEz/HvLS0tIiEqDrNmzdXUlKSCgsLI9YXFhYqKyuryu+0atVK9evXV1JSUnjd6aefroKCApWWlio5Obl2ja9jTKB8AQDABn6OeYmeP/n4pwUAAG6rGFTSzSUaycnJ6tmzp1atWhVeFwqFtGrVKuXk5FT5nXPPPVdbt25VKBQKr/vPf/6jVq1aUUwCAAAxZ2v+5PMeSu6OpA4AQCKzJebl5uZq7Nix6tWrl3r37q158+apuLg4PGvJ1VdfrTZt2igvL0+S9KMf/Ui/+93vdMstt+imm27Shx9+qLvvvls333xzPC8DAADAM/HIn3xdUAIAAC4zXy1uHi9Ko0aN0r59+zR9+nQVFBSoR48eWrFiRXigyV27dikQ+LqTddu2bfXiiy9qypQp6tatm9q0aaNbbrlFU6dOdesqAAAAqmdp/uTvgpLbNw0AgERmUcybPHmyJk+eXOW2NWvWVFqXk5Oj1157LcatqiOcrxYAAGxgUczzOn/yd0EJAAC4KlbT3gIAANRVtuZPFJQAAEAki3pCAQAAuMLC/MnXBSVjHJmQPyp3AADUll+eViGxmYC/p1AGACAaxLzY8XVBCQAAuMvWLtsAAAA1ZWv+5O+CknHKFwAAbEDMgxsYlBsAYBNiXsz4u6AEAADclQDT3gIAAPiKpfmTrwtKxpQvAADYgJgHN9DBGwBgE2Je7Pi6oAQAANzm9vtQZHEAAKCuszN/8ndBiUdsAACbeBHzLO2ybR3SJwAA3GNp/sQEegAAAAAAAIiKv3soAQAAd1n6hA0AAKDGLM2f/F1QCn21AABgA2IeXGAC5QsAADYg5sWOvwtKAADAXW6PT8hYhwAAoK6zNH/yd0GJQbkBADYh5sENjilfAACwATEvZvxdUAIAAK4ypnxx83gAAAB1ma35k78LSm4PfAUAQCLzIuZZOqikVejgDQCwiRcxz9L8ieGpAAAAAAAAEBV/91AKOeULAAA28CLmWTqopFUC4pEiAMAeXsQ8S/Mn0gkAAAAAAABExd89lAAAgKvcngCMiVUAAEBdZ2v+REEJAADAIm73ygcAIJER82KHghIAAPiapbOUAAAA1Jil+ZO/C0pu3zQAABKZFzHP0kElreLImymUAQBIBF7EPEvzJwblBgAAAAAAQFTooQQAgF940kPJ5fMQpxMPPZQAADbxpIeSrMyf6KEEAAAAAACAqPi6h5ITcuSEeMQGALCDJzHP0idsNmGWNwCATTyJeZbmT/RQAgAAAAAAQFR83UMJAAC4zNInbAAAADVmaf7k74ISg3IDAGziyaDcdk57axUG5QYA2MSTV97szJ945Q0AAAAAAABRoYcSAAB+4UHMc0z54ubxkFgYlBsAYBMvYp6t+RM9lAAAAAAAABAVX/dQcozjzRTKAAAkAMeLR2yWDipplYApXwAAsIEXMc/S/CnqHkrr1q3T8OHD1bp1azmOo+XLl0dsN8Zo+vTpatWqlRo0aKCBAwfqww8/jNjn888/15gxY5SWlqb09HRde+21OnjwYK0uBAAAAAAAAN6IuodScXGxunfvrmuuuUaXXnpppe333nuvfvvb32rJkiXq2LGj7rzzTg0ePFjvvfeeUlNTJUljxozRnj17tHLlSpWVlWn8+PGaOHGili5dGl1jGEMJAGATYh5cwBhKAACbEPNiJ+qC0tChQzV06NAqtxljNG/ePN1xxx26+OKLJUl/+tOf1LJlSy1fvlxXXnml3n//fa1YsUJvvPGGevXqJUl64IEHdOGFF+pXv/qVWrduXYvLAQAAteHI5UEl3TsUAABAQrI1f3J1UO7t27eroKBAAwcODK9r0qSJsrOzlZ+fL0nKz89Xenp6uJgkSQMHDlQgENDrr79e5XFLSkpUVFQUsQAAAKB65E8AACCWXB2Uu6CgQJLUsmXLiPUtW7YMbysoKFBmZmZkI+rVU0ZGRnifb8vLy9OsWbMqb+CVNwCATbyIeW6/D0U/87ipNn9y5J9HnwAA1JYXMc/S/MnVHkqxMm3aNB04cCC87N69O95NAgAASGjkTwAAIJZc7aGUlZUlSSosLFSrVq3C6wsLC9WjR4/wPnv37o343pEjR/T555+Hv/9tKSkpSklJqbTeMe6+pwgAQCLzJOZZOu1tXVRd/kQPJQCAVTzpoSQr8ydXeyh17NhRWVlZWrVqVXhdUVGRXn/9deXk5EiScnJytH//fm3atCm8z+rVqxUKhZSdne1mcwAAAAAAABADUfdQOnjwoLZu3Rr+vH37dm3evFkZGRlq166dbr31Vv3iF7/QKaecoo4dO+rOO+9U69atNWLECEnS6aefriFDhmjChAlauHChysrKNHnyZF155ZXRz/AWcsoXAABs4EXMs/QJm02MY2QC3BgAgB2MF128Lc2foi4obdy4Uf379w9/zs3NlSSNHTtWixcv1k9+8hMVFxdr4sSJ2r9/v8477zytWLFCqamp4e889thjmjx5sgYMGKBAIKCRI0fqt7/9rQuXAwAAasPt18l5NR0AANR1tuZPUReU+vXrJ2OqvzrHcTR79mzNnj272n0yMjK0dOnSaE9d+VyMoQQAsAgxD65gDCUAgE2IeTHj6qDcAADA5yztsg0AAFBjluZP/i4ouX3TAABIZMQ8uIEeSgAAmxDzYsbfBSUAAOAuS5+wAQAA1Jil+VMg3g0AAAAAAACAv/i6hxKDcgMAbOJFzLN1lhKbmICRCXBjAAB28CLm2Zo/+bqgBAAAXGac8sXN4wEAANRlluZP/i4oMSg3AMAmxDy4gUG5AQA2IebFjL8LSgAAwF2WDioJAABQY5bmT/4uKNFDCQBgE2Ie3EAPJQCATYh5MePvghIAAHCVrYNKAgAA1JSt+ZOvC0rM8gYAsAkxDwAAAInC1wUlAADgMkvHAAAAAKgxS/MnCkoAAOBrbvf+9UlCBAAAUGOW5k/+LiiFvloAALABMQ9uCJjyBQAAGxDzYsbfBSUAAOAuS7tsAwAA1Jil+ZO/C0oMyg0AsAkxD25wxBTKAAB7EPNixt8FJQAA4C5Ln7ABAADUmKX5k78LSsYpXwAAsAExD25w6OINALAIMS9m/F1QAgAArnK71kAOBwAA6jpb8ydfF5ScUPkCAIANiHlwReCrBQAAGxDzYoafFgAAAAAAAFHxdQ8lAADgMksHlQQAAKgxS/Mn/xeUfPJDAwAAJAQG5QYA2ISYFzP+LygBAADX2DqoJAAAQE3Zmj/5uqDEAzYAgE2IeXCD45QvAADYgJgXO74uKAEAgBigcAUAABAdC/MnfxeU3B74CgCAROZFzLN0UEmr0MUbAGATL2KepflTIN4NAAAAAAAAgL/4uoeSEypfAACwgRcxz9ZBJW3iOEZOgBsDALCD40EyYmv+RA8lAAAAAAAARMXXPZQAAIDLLB0DAAAAoMYszZ/8XVBiUG4AgE2IeXCD89UCAIANiHkx4++CEgAAcJWtYwAAAADUlK35EwUlAADwNUu7bNvEccoXAABs4EnMszR/YlBuAACQcObPn68OHTooNTVV2dnZ2rBhw3F97/HHH5fjOBoxYkRsGwgAAJBgvM6ffN1DyQl5M4UyAACJwJOYlwBP2JYtW6bc3FwtXLhQ2dnZmjdvngYPHqwtW7YoMzOz2u/t2LFDt99+u/r06VOLBtd9jmM8mUIZAIBE4EnMszR/oocSAABIKHPnztWECRM0fvx4nXHGGVq4cKEaNmyoRx55pNrvBINBjRkzRrNmzdJJJ53kYWsBAADiLx75k797KLk88BUAAInMi5gXq0Eli4qKItanpKQoJSWl0v6lpaXatGmTpk2bFl4XCAQ0cOBA5efnV3ue2bNnKzMzU9dee61eeeUVdxpfR9FDCQBgEy9inq35Ez2UAABAzLVt21ZNmjQJL3l5eVXu9+mnnyoYDKply5YR61u2bKmCgoIqv/Pqq6/q4Ycf1h/+8AfX2w0AABAviZ4/+bqHEgAAcFmMxgDYvXu30tLSwqurerpWE1988YV++MMf6g9/+IOaN2/uyjEBAACiYmn+5O+Ckts3DQCAROZFzItRQpSWlhaREFWnefPmSkpKUmFhYcT6wsJCZWVlVdp/27Zt2rFjh4YPHx5eFwqVj15er149bdmyRZ06darFBdRBjBkAALCJjwflTvT8iVfeAABAwkhOTlbPnj21atWq8LpQKKRVq1YpJyen0v6dO3fW//3f/2nz5s3h5aKLLlL//v21efNmtW3b1svmAwAAeC5e+RM9lAAA8AsfD8odjdzcXI0dO1a9evVS7969NW/ePBUXF2v8+PGSpKuvvlpt2rRRXl6eUlNT1aVLl4jvp6enS1Kl9SjnOOULAAA28CLm2Zo/+bugBAAA6pxRo0Zp3759mj59ugoKCtSjRw+tWLEiPNDkrl27FAjQyRoAAKBCPPInXxeUnFD5AgCADTyJeTEaAyBakydP1uTJk6vctmbNmqN+d/HixTU7qSWcgFEgQBdvAIAdjBcxz9L8yfXHex06dJDjOJWWSZMmSZL69etXadsNN9zgdjMAAAAAAAAQI673UHrjjTcUDAbDn9955x1973vf0+WXXx5eN2HCBM2ePTv8uWHDhjU6F5OUAABs4kXMS4QxABBbjmPkcGMAAJbwIubZmj+5XlBq0aJFxOc5c+aoU6dOOv/888PrGjZsWOXUdQAAIM4SpMs2AACAb1iaP8V0RMvS0lI9+uijuuaaa+R8Y2j1xx57TM2bN1eXLl00bdo0HTp06KjHKSkpUVFRUcQCAACA6pE/AQCAWIrpoNzLly/X/v37NW7cuPC6q666Su3bt1fr1q319ttva+rUqdqyZYuefvrpao+Tl5enWbNmVd7gdhUQAIBE5kXMs/QJW11UXf7kON50/wcAIBF8o29L7FiaP8W0oPTwww9r6NChat26dXjdxIkTw//dtWtXtWrVSgMGDNC2bdvUqVOnKo8zbdo05ebmhj8XFRWpbdu2sWs4AACAz5E/AQCAWIpZQWnnzp166aWXjtrzSJKys7MlSVu3bq22oJSSkqKUlJRK652QR1MoAwCQALyIec5Xi5vHQ3xUlz8FAkYBL6ZQBgAgARgPYp6t+VPMxlBatGiRMjMzNWzYsKPut3nzZklSq1atYtUUAAAAAAAAuCgmPZRCoZAWLVqksWPHql69r0+xbds2LV26VBdeeKGaNWumt99+W1OmTFHfvn3VrVu36E/EGEoAAJswhhJc4DiGMZQAANbwJOZZmj/FpKD00ksvadeuXbrmmmsi1icnJ+ull17SvHnzVFxcrLZt22rkyJG64447YtEMAAAQJceUL24eDwAAoC6zNX+KSUFp0KBBMqbyL9C2bVutXbvWtfM48s8PDQBAbfnlfXokNrfHeQAAIJER82InprO8AQAAn7G0yzYAAECNWZo/xWxQbgAAAAAAANRN/u6hxKDcAACbeBXziK11WsAxCjBmAADAEsarmGdhaKWHEgAAAAAAAKLi6x5KTsjICVlYBgQAWMmLmGfrLCU2CQRCCgRC8W4GAACeMB7EPFvzJ18XlAAAgMssHVQSAACgxizNn/xdUGIMJQCATYh5cEHAKV8AALCBIebFjL8LSgAAwFW2dtkGAACoKVvzJ18XlNy+aQAAJDJiHtzgOEYOf5gAAJYg5sWOrwtKAADAZZaOAQAAAFBjluZPgXg3AAAAAAAAAP7i6x5KTqh8AQDABl7EPFvHALBJkhNSkgdTKAMAkBA8SKBszZ98XVACAAAus7TLNgAAQI1Zmj/5u6Dk9k0DACCREfPgAscxCvjl0ScAALUUIubFjL8LSgAAwF2WPmEDAACoMUvzJ38XlOihBACwCTEPLnC+WgAAsAExL3b8XVACAACusnVQSQAAgJqyNX/ydUHJ7ZsGAEAiI+bBDQHGUAIAWISYFzu+LigBAACXWToGAAAAQI1Zmj9RUAIAAGGOMXKMe1mMm8cCAABIRLbmT74uKDmh8gUAABsQ8+CGpEBISQH+MAEA7GCIeTHj64ISAABwmaVdtgEAAGrM0vzJ3wUlt28aAACJjJgHFzAoNwDAJsS82PF3QQkAALjK1mlvAQAAasrW/MnXBSW3bxoAAImMmAc30EMJAGATYl7s+LqgBAAAXGbpGAAAAAA1Zmn+5OuCkhMyckI++aUBAKglL2KerV22bZLkhJTElIEAAEsYD2KerflTIN4NAAAAAAAAgL/4uocSAABwmaVdtgEAAGrM0vzJ3wUlt28aAACJjJgHFzAoNwDAJsS82PF3QQkAALjK1jEAAAAAasrW/MnXBSVH/vmhAQCoLSfeDUCd4Dg8rQUA2MMhgYoZXxeUAACAyywdAwAAAKDGLM2f/F1QYgwlAIBNPIp5dF6p2xhDCQBgE69ino2hNRDvBgAAAAAAAMBf/N1DKSQ5oXg3AgAAj3gR84wpX9w8HhJKPSeoek4w3s0AAMATxouYZ2n+RA8lAAAAAAAARMXfPZQAAICrbJ32FgAAoKZszZ98XVBy+6YBAJDIiHlwA4NyAwBsQsyLHV8XlAAAgMssnfYWAACgxizNn/xdUHJ74CsAABKZBzHPcXnCCybPSDz0UAIA2MSLmGdr/sSg3AAAAAAAAIiKr3souV0FBAAgkXkS8yztsm2Tek5I9UigAACWMF7EPEvzJ3ooAQAAAAAAICr+7qHELG8AAIt4EfNsnfbWJoyhBACwiSdjKFmaP7neQ2nmzJlyHCdi6dy5c3j74cOHNWnSJDVr1kyNGjXSyJEjVVhY6HYzAAAAAAAAECMxeeXtO9/5jvbs2RNeXn311fC2KVOm6O9//7uefPJJrV27Vp988okuvfTSWDQDAABEq2IGVTcXAACAuszS/Ckmr7zVq1dPWVlZldYfOHBADz/8sJYuXaoLLrhAkrRo0SKdfvrpeu2113T22WdHdyK3B74CACCR8cobXBBwQgowKDcAwBJexDxb86eY9FD68MMP1bp1a5100kkaM2aMdu3aJUnatGmTysrKNHDgwPC+nTt3Vrt27ZSfn1/t8UpKSlRUVBSxAAAAoHrkTwAAIJZc76GUnZ2txYsX67TTTtOePXs0a9Ys9enTR++8844KCgqUnJys9PT0iO+0bNlSBQUF1R4zLy9Ps2bNqrTeMUaOT7qCAQBQW57EPEunva2LqsufAjJK8sujTwAAainoRTJiaf7keg+loUOH6vLLL1e3bt00ePBgvfDCC9q/f7+eeOKJGh9z2rRpOnDgQHjZvXu3iy0GAACoe8ifAABALMVkDKVvSk9P16mnnqqtW7fqe9/7nkpLS7V///6IXkqFhYVVjrlUISUlRSkpKZXWO0HJiclLewAAJB4n6ME5LB0DoC6qLn+q54RUjzGUAACWCDGGUszEvBxz8OBBbdu2Ta1atVLPnj1Vv359rVq1Krx9y5Yt2rVrl3JycmLdFAAAAAAAALjA9R5Kt99+u4YPH6727dvrk08+0YwZM5SUlKTRo0erSZMmuvbaa5Wbm6uMjAylpaXppptuUk5OTvQzvEnM8gYAsIsXMc/tqWoZ6zDhMMsbAMAmnsQ8S/Mn1wtKH3/8sUaPHq3PPvtMLVq00HnnnafXXntNLVq0kCTdf//9CgQCGjlypEpKSjR48GA9+OCDbjcDAADUgK1dtgEAAGrK1vzJ9YLS448/ftTtqampmj9/vubPn1/rczHLGwDAJsQ8uCHJYZY3AIA9iHmxE/NBuQEAgI9YOu0tAABAjVmaPzFHGgAAAAAAAKLi7x5Koa8WAABs4EHMs3UMAJvUc0Kq5wTj3QwAADwR8mBQblvzJ3ooAQAAAAAAICq+7qHkdhUQAIBE5knMC5nyxc3jIaEEHKMACRQAwBKexDxL8ydfF5QAAIDLLB1UEgAAoMYszZ98XlAyElMoAwCsQcxD7QUUUhKDUAIALBEg5sWMzwtKAADATY5cHlTSvUMBAAAkJFvzJ18XlBhDCQBgE2Ie3MAYSgAAmxDzYsfXBSUAAOAy4/Lr5LyaDgAA6jpL86dAvBsAAAAAAAAAf/F1DyUnaOTQfQ0AYAknGPuY5/br5ITpxFPfCaq+wzNFAIAdQk4w5uewNX8imwAAAF8zMVhqYP78+erQoYNSU1OVnZ2tDRs2VLvvH/7wB/Xp00dNmzZV06ZNNXDgwKPuDwAA4CpL8ydf91CqzQ8NAIDvWBLzli1bptzcXC1cuFDZ2dmaN2+eBg8erC1btigzM7PS/mvWrNHo0aN1zjnnKDU1Vffcc48GDRqkd999V23atInDFSQ2BuUGANjElpgXj/yJHkoAACDMMcb1JVpz587VhAkTNH78eJ1xxhlauHChGjZsqEceeaTK/R977DHdeOON6tGjhzp37qw//vGPCoVCWrVqVW1/DgAAgGOyNX/ydQ+lmv7QAAD4kZ9jXlFRUcTnlJQUpaSkVNqvtLRUmzZt0rRp08LrAoGABg4cqPz8/OM616FDh1RWVqaMjIzaNbqOSnJCSnJC8W4GAACe8HPMS/T8iR5KAADga6EYLJLatm2rJk2ahJe8vLwqT//pp58qGAyqZcuWEetbtmypgoKC47qEqVOnqnXr1ho4cOBxXzYAAECNWZo/+buHUsjICfn3aS0AANHwc8zbvXu30tLSwp+rerrmhjlz5ujxxx/XmjVrlJqaGpNz+F09ZnkDAFgk6MEsb7GS6PmTrwtKAADAXW6/Tl5xrLS0tIiEqDrNmzdXUlKSCgsLI9YXFhYqKyvrqN/91a9+pTlz5uill15St27dat5oAACAKNiaP/F4CgAAfC3O094mJyerZ8+eEQNCVgwQmZOTU+337r33Xt11111asWKFevXqFd1JAQAAasPS/MnfPZS+8W4hAAB1niUxLzc3V2PHjlWvXr3Uu3dvzZs3T8XFxRo/frwk6eqrr1abNm3C4wjcc889mj59upYuXaoOHTqExwpo1KiRGjVqFLfrSFQBGQWizVQBAPApW2JePPInfxeUAACAu4wpX9w8XpRGjRqlffv2afr06SooKFCPHj20YsWK8ECTu3btUiDwdSfrBQsWqLS0VJdddlnEcWbMmKGZM2fWqvkAAADHZGn+5O+Ckts3DQCARGZRzJs8ebImT55c5bY1a9ZEfN6xY0fsG1SHJDkhX0+hDABANGyKeV7nT/4uKAEAAFc5pnxx83gAAAB1ma35k68LSm7fNAAAEhkxD24IOEYBi57WAgDsFiCBihlfF5QAAIDLEmAMAAAAAF+xNH/yd0EpZMoXAABs4EHMc0Lli5vHQ2Kp7wRV33Hi3QwAADwRdIIxP4et+VPg2LsAAAAAAAAAX/N3DyUAAOAuS7tsAwAA1Jil+ZOvC0qOMXJ88kMDAFBbxDy4IUlGSeLPEgDADsS82PF1QQkAALjMfLW4eTwAAIC6zNL8yd8FJQblBgDYhJgHFzhOSAG/jPYJAEAtOcS8mPF3QQkAALjK7dfJeU0PAADUdbbmT74uKDnGyOFpLQDAEp4kF5YOKmmT+k5Q9R0n3s0AAMATR5xg7E9iaf4UiHcDAAAAAAAA4C++7qFUPvCVPyp3AADUmhchz0hyc6gBwnTCSVJISa7eZAAAEpcnMc/S/IkeSgAAAAAAAIiKv3soAQAAV9k6qCQAAEBN2Zo/+bugFJLEmJIAAFvwlhJckOSElMQUygAASxDzYsffBSUAAOAut8cn9McDNgAAgJqzNH/ydUHJ7W5lAAAkMk9inqXT3tokoJACdHcDAFjCk5hnaf7EoNwAAAAAAACIiq97KCkUkngfEgBgi5AHMc/t8QkJ0wmnvhNSshOMdzMAAPDEES9qBpbmT/RQAgAAAAAAQFR83kNJzPIGALCHB0+rbJ321iYBhRRwSKAAAHbwYgwlW/Mn13so5eXl6bvf/a4aN26szMxMjRgxQlu2bInYp1+/fnIcJ2K54YYb3G4KAAAAAAAAYsD1gtLatWs1adIkvfbaa1q5cqXKyso0aNAgFRcXR+w3YcIE7dmzJ7zce++9bjcFAABEq2KWEjcXAACAuszS/Mn1V95WrFgR8Xnx4sXKzMzUpk2b1Ldv3/D6hg0bKisrq1bncrtbGQAAicyTmGfptLc2SZJRkrgvAAA7eBLzLM2fYj4o94EDByRJGRkZEesfe+wxNW/eXF26dNG0adN06NChao9RUlKioqKiiAUAAADVI38CAACxFNNBuUOhkG699Vade+656tKlS3j9VVddpfbt26t169Z6++23NXXqVG3ZskVPP/10lcfJy8vTrFmzqjqB5MUUgAAAJIKQBzHP0idsdVF1+VN954jqO9wXAIAd6jvB2J/E0vwppgWlSZMm6Z133tGrr74asX7ixInh/+7atatatWqlAQMGaNu2berUqVOl40ybNk25ubnhz0VFRWrbtm3sGg4AAOBz5E8AACCWYlZQmjx5sp577jmtW7dOJ5544lH3zc7OliRt3bq1yoJSSkqKUlJSKn8xZCSesAEAbBHyIOaFJLk5ozwdieOmuvwpyQkpyXHzJgMAkLiSvHirydL8yfWCkjFGN910k5555hmtWbNGHTt2POZ3Nm/eLElq1aqV280BAAAAAACAy1wvKE2aNElLly7Vs88+q8aNG6ugoECS1KRJEzVo0EDbtm3T0qVLdeGFF6pZs2Z6++23NWXKFPXt21fdunWL7mQ+mk4PAIBa8yDmuT2DKrOxJh5meQMA2MSLmGdr/uR6QWn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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set an image with simulation grid geometry defined above, and no variable\n", "im = gn.img.Img(nx, ny, nz, sx, sy, sz, ox, oy, oz, nv=0)\n", "\n", "# Get the x and y coordinates of the centers of grid cell (meshgrid)\n", "xx = im.xx()[0]\n", "yy = im.yy()[0]\n", "\n", "# Equivalent:\n", "## xg, yg: coordinates of the centers of grid cell\n", "#xg = ox + 0.5*sx + sx*np.arange(nx)\n", "#yg = oy + 0.5*sy + sy*np.arange(ny)\n", "#xx, yy = np.meshgrid(xg, yg) # create meshgrid from the center of grid cells\n", "\n", "# Define proportion maps for each class\n", "p0 = (yy - np.min(yy))/ (np.max(yy) - np.min(yy))\n", "p1 = 1.0 - p0\n", "\n", "local_pdf = np.zeros((nclass, nz, ny, nx))\n", "local_pdf[0,0,:,:] = p0\n", "local_pdf[1,0,:,:] = p1\n", "\n", "# Set the nclass=2 variables of local_pdf in image im\n", "im.append_var(local_pdf, varname=['p0', 'p1'])\n", "\n", "# Display\n", "plt.subplots(1, 2, figsize=(14,7), sharey=True) # 1 x 2 sub-plots\n", "\n", "plt.subplot(1,2,1)\n", "gn.imgplot.drawImage2D(im, iv=0, vmin=0, vmax=1, title='Porportion for low values')\n", "\n", "plt.subplot(1,2,2)\n", "gn.imgplot.drawImage2D(im, iv=1, vmin=0, vmax=1, title='Porportion for high values')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define probability constraints (class `geone.deesseinterface.SoftProbability`)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "sp = gn.deesseinterface.SoftProbability(\n", " probabilityConstraintUsage=2, # local probability constraints\n", " nclass=nclass, # number of classes of values\n", " classInterval=list_of_classes, # list of classes\n", " localPdf=local_pdf, # local target PDF\n", " localPdfSupportRadius=12., # support radius\n", " comparingPdfMethod=5, # method for comparing PDF's (see doc: \n", " # help(gn.deesseinterface.SoftProbability))\n", " deactivationDistance=4.0, # deactivation distance (checking PDF is deactivated for narrow patterns)\n", " constantThreshold=0.001) # acceptation threshold" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun: DeeSse run complete\n", "Elapsed time: 6.3 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " softProbability=sp, # set probability constraints\n", " distanceType='continuous',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.5,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(sim[0], cmap=cmap, vmin=vmin, vmax=vmax,\n", " title='Sim. using local target proportions')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4b. Continuous simulations - local probability constraints based on rejection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rejection first ( `rejectionMode = 0`)\n", "\n", "#### Define probability constraints (class `geone.deesseinterface.SoftProbability`)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "sp = gn.deesseinterface.SoftProbability(\n", " probabilityConstraintUsage=3, # local probability constraints based on rejection\n", " nclass=nclass, # number of classes of values\n", " classInterval=list_of_classes, # list of classes\n", " localPdf=local_pdf, # local target PDF\n", " rejectionMode=0, # rejection first\n", " deactivationDistance=4.0) # deactivation distance (checking PDF is deactivated for narrow patterns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun: DeeSse run complete\n", "Elapsed time: 8.4 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " softProbability=sp, # set probability constraints\n", " distanceType='continuous',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.5,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(sim[0], cmap=cmap, vmin=vmin, vmax=vmax,\n", " title='Sim. using local target proportions')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rejection last ( `rejectionMode = 1`)\n", "\n", "#### Define probability constraints (class `geone.deesseinterface.SoftProbability`)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "sp = gn.deesseinterface.SoftProbability(\n", " probabilityConstraintUsage=3, # local probability constraints based on rejection\n", " nclass=nclass, # number of classes of values\n", " classInterval=list_of_classes, # list of classes\n", " localPdf=local_pdf, # local target PDF\n", " rejectionMode=1, # rejection last\n", " deactivationDistance=4.0) # deactivation distance (checking PDF is deactivated for narrow patterns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fill the input structure for deesse and launch deesse" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deesseRun: DeeSse running... [VERSION 3.2 / BUILD NUMBER 20230914 / OpenMP 8 thread(s)]\n", "deesseRun: DeeSse run complete\n", "Elapsed time: 5.9 sec\n" ] } ], "source": [ "nreal = 1\n", "deesse_input = gn.deesseinterface.DeesseInput(\n", " nx=nx, ny=ny, nz=nz,\n", " sx=sx, sy=sy, sz=sz,\n", " ox=ox, oy=oy, oz=oz,\n", " nv=1, varname='code',\n", " TI=ti,\n", " softProbability=sp, # set probability constraints\n", " distanceType='continuous',\n", " nneighboringNode=24,\n", " distanceThreshold=0.02,\n", " maxScanFraction=0.5,\n", " npostProcessingPathMax=1,\n", " seed=444,\n", " nrealization=nreal)\n", "\n", "# Run deesse\n", "t1 = time.time() # start time\n", "deesse_output = gn.deesseinterface.deesseRun(deesse_input, nthreads=8)\n", "t2 = time.time() # end time\n", "print(f'Elapsed time: {t2-t1:.2g} sec')" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retrieve the realization\n", "sim = deesse_output['sim']\n", "\n", "# Display\n", "plt.figure(figsize=(5,5))\n", "gn.imgplot.drawImage2D(sim[0], cmap=cmap, vmin=vmin, vmax=vmax,\n", " title='Sim. using local target proportions')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "py313", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 4 }