From d9519c8942bb45fb309f1b81bfa39e4682193d76 Mon Sep 17 00:00:00 2001 From: paupb Date: Tue, 20 Dec 2022 12:12:22 -0300 Subject: [PATCH 01/15] subgraph isomorphism image recognition testing --- .../Isomorphism/subgraph_iso_img.ipynb | 289 ++++++++++++++++++ 1 file changed, 289 insertions(+) create mode 100644 content/algorithms/Isomorphism/subgraph_iso_img.ipynb diff --git a/content/algorithms/Isomorphism/subgraph_iso_img.ipynb b/content/algorithms/Isomorphism/subgraph_iso_img.ipynb new file mode 100644 index 000000000..ddc12e4f6 --- /dev/null +++ b/content/algorithms/Isomorphism/subgraph_iso_img.ipynb @@ -0,0 +1,289 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "da229cb8", + "metadata": {}, + "source": [ + "## Using Graphs to represent images" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "10966b4d", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import networkx as nx\n", + "from PIL import Image\n", + "from rembg import remove" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c789a6bb", + "metadata": {}, + "outputs": [], + "source": [ + "def rgb2gray(rgb):\n", + " return np.dot(rgb[...,:3], [0.2989, 0.5870, 0.1140])" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3f91e71a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--2022-12-15 13:04:52-- https://www.dropbox.com/s/0nxyr3epgtg20bl/messi.png\n", + "Resolving www.dropbox.com (www.dropbox.com)... 2620:100:601d:18::a27d:512, 162.125.5.18\n", + "Connecting to www.dropbox.com (www.dropbox.com)|2620:100:601d:18::a27d:512|:443... connected.\n", + "HTTP request sent, awaiting response... 302 Found\n", + "Location: /s/raw/0nxyr3epgtg20bl/messi.png [following]\n", + "--2022-12-15 13:04:53-- https://www.dropbox.com/s/raw/0nxyr3epgtg20bl/messi.png\n", + "Reusing existing connection to [www.dropbox.com]:443.\n", + "HTTP request sent, awaiting response... 302 Found\n", + "Location: https://ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com/cd/0/inline/BypCQKcO2goGw_zJEhCDc4dz_hR47Gl3ZUINY6htNIMi7LQNzCrYkQLI2I_g0q0EZg8VxsOXz0CiwGuBqTzybQSUPClGN42RFG41NG-qSRNuU2P0Jy6wryJ1f7yV2_qQhw2s9z3zPiY4ho9KalU3zAkt0uI-ZO4GOS2NTtej4raQNg/file# [following]\n", + "--2022-12-15 13:04:54-- https://ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com/cd/0/inline/BypCQKcO2goGw_zJEhCDc4dz_hR47Gl3ZUINY6htNIMi7LQNzCrYkQLI2I_g0q0EZg8VxsOXz0CiwGuBqTzybQSUPClGN42RFG41NG-qSRNuU2P0Jy6wryJ1f7yV2_qQhw2s9z3zPiY4ho9KalU3zAkt0uI-ZO4GOS2NTtej4raQNg/file\n", + "Resolving ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com (ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com)... 2620:100:601d:15::a27d:50f, 162.125.5.15\n", + "Connecting to ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com (ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com)|2620:100:601d:15::a27d:50f|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 81916 (80K) [image/png]\n", + "Saving to: ‘messi.png’\n", + "\n", + "messi.png 100%[===================>] 80,00K 195KB/s in 0,4s \n", + "\n", + "2022-12-15 13:04:55 (195 KB/s) - ‘messi.png’ saved [81916/81916]\n", + "\n" + ] + } + ], + "source": [ + "!wget https://www.dropbox.com/s/0nxyr3epgtg20bl/messi.png -O messi.png" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ad185a2b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "I = rgb2gray(plt.imread('messi.png'))\n", + "xx, yy = np.mgrid[0:I.shape[0], 0:I.shape[1]]\n", + "\n", + "fig = plt.figure(figsize=(12,8))\n", + "ax1 = fig.add_subplot(1,2,1)\n", + "ax2 = fig.add_subplot(1,2,2, projection='3d')\n", + "\n", + "ax1.imshow(I,cmap='gray')\n", + "ax1.axis('off')\n", + "ax2.plot_surface(xx, yy, I ,rstride=1, cstride=1, cmap=plt.cm.gray, linewidth=0)\n", + "ax2.view_init(elev=70., azim=30)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "90f956e7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading data from 'https://github.com/danielgatis/rembg/releases/download/v0.0.0/u2net.onnx' to file '/home/paula/.u2net/u2net.onnx'.\n", + "100%|███████████████████████████████████████| 176M/176M [00:00<00:00, 39.8GB/s]\n" + ] + }, + { + "ename": "AttributeError", + "evalue": "module 'PIL.Image' has no attribute 'Resampling'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m/tmp/ipykernel_10043/167864091.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mI\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.0001\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mI\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"gray\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mremove\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mI\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimsave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'messi2_bg.jpg'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mI\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.local/lib/python3.8/site-packages/rembg/bg.py\u001b[0m in \u001b[0;36mremove\u001b[0;34m(data, alpha_matting, alpha_matting_foreground_threshold, alpha_matting_background_threshold, alpha_matting_erode_size, session, only_mask, post_process_mask)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[0msession\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_session\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"u2net\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 134\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 135\u001b[0;31m \u001b[0mmasks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 136\u001b[0m \u001b[0mcutouts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.local/lib/python3.8/site-packages/rembg/session_simple.py\u001b[0m in \u001b[0;36mpredict\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m 12\u001b[0m ort_outs = self.inner_session.run(\n\u001b[1;32m 13\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m self.normalize(\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m0.485\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.456\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.406\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m0.229\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.224\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.225\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m320\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m320\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m ),\n", + "\u001b[0;32m~/.local/lib/python3.8/site-packages/rembg/session_base.py\u001b[0m in \u001b[0;36mnormalize\u001b[0;34m(self, img, mean, std, size)\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mTuple\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m ) -> Dict[str, np.ndarray]:\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconvert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"RGB\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mResampling\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLANCZOS\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0mim_ary\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/PIL/Image.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(name)\u001b[0m\n\u001b[1;32m 75\u001b[0m )\n\u001b[1;32m 76\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mcategories\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 77\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"module '{__name__}' has no attribute '{name}'\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 78\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: module 'PIL.Image' has no attribute 'Resampling'" + ] + }, + { + "data": { + "image/png": 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7jVar5VTZmOMSpNox2+0Ck1DcioQ0LFJ3veeCWyESNhWA7Z7+H1RvEHIOQpyaANjKG4abNMsYVKd+zzYnppQJHF7Sds2hKXFqpD4M4nIhSs28meot831+B9kVbHhCS0kmmIyfiUdMYucaQ9ec6Hei0aiz7rcC+RPueiKgYRjR2yVqmZNkQ67m4nGpQ0zqrIF+9UHc1vHjx0Vn2W630W63EYlE0O120Ww25XlbG21tsm00F0HT1/TCvF2vqkEE14Q7Jeq63B45P67jLm0bd9BGts15EHceRATMcs0yXRKAq+6ga0EwiMEKmkNTSh2GyNsk26B6BkkSQUyhqVYNMhgHMQbmPTJ1urxBEpnZR7N94XC4zxagJZi3Gu56IuASuYF+9yybqshEcOZmtHHyLjARnEs3aHL95iKOxWJYXFwUhN/r9eTTarWwv79vRay6DcO003X9sPr2QeUN85xtc7jUW8NIfQTT2EcIQtTmtUHPBnnNDCp3ENduepMdFuEPQtouTtiUIG3PmQyTjbAPi8xtkgfr1HtT7xuXzlyDKdWYdboknyBV5yBblUkIzNPfgta7KRmZDAwlAVOSMuu+0/C2IwJAP0dmE89NzsTF8fI6OfdhRS5NPFyEwMWh5nI5pNNpVKtV5HI5RCIRhMNhdDodlMtltNvtwLqHkQLMtrgIwCCEMazKwYQghOJ6Zth6XSqeYbht1wYftLkGIXPX8/yt++8iKsOU7UKGNnBx50HPBo2hiZSC1EKAW5UxaE3Z2mNTvQBu1Z9+Lkg1NCzoOk1CYO4t0xlkmH5qKcC1V8y+3km464kA4Ob+D7OJNNIeZDcwr5v3NJiIZWZmBh/5yEcwPj6Ozc1NvPHGG3jjjTdQr9fh+z4mJycRiUTQarXQ6XTgeR7y+TxisRhWV1elTD3Rgxav2VabrcAEW99skscwHGFQu/SzLtXLsJue4EL85rOmpBC0eYZZP65nhyUirnbb1tphpINB0tatSIHmu0Fcv2vtDUJYNmbJVLPwOQ2hUAhzc3M4deoU6vU6Xn/9dZTLZSsh0OXq8QpiCmz91HNhtpE4yVQLDSMl6bXpIrBmeXfKe45w1xMBF8dvIwTmO+bC5UDbFhkXjZkJ0bVYfP/ApzeTyQAAWq0WkskkfumXfgmnTp2Sevf393Hp0iV8+ctfxosvvohTp04hFApJTpher4dut4tYLCbqIV1HENg2qtlW22YIGiMTTIRktstFRIMQRhCBNTe8jQEwiYn5rGkbcJXtuhYENoSkEcEghsRGcF1IfFDbNQxaK0FS4KCybOvMvBekXrERP/3fti4978CeQ285ff2DH/wgfuAHfkCk5ne84x34d//u36FarTrXuAnm3rY94xoHsx825O+SfDnvNobFZpw2n38rVEJ3NRHQi8TcYKaRTg9OkBcBr9uIQVD9pgdQJpPB3/t7fw+PPPIIut0u6vU6ms0mTpw4IQs/HA4jHA7j9OnTWFhYwAc/+EHxA45EIkgkEmILiEQiqNfrSKVS6HQ62N/f7+vXIK4laBEHbdRhxWQXkTXv8f8wyDUI4Wsw59pW/jAI87DXhwEbt2vj4IdRA5nPB42vrkdfD0LYun229ro4YBvS528XcRmWEGrOWnPr7L+Zd39kZARPPvkkarUaarUaPM/D7OwsTp06hVdeeUXeNds1yLvINQ421SOv22w6OuGi2V/X+LgkWnN+hxnbW4G7mggAN7IomgtHU0WX+Kw5+iBEZ0O0elFGo1Fks1nMzMzg/vvvx9zcHMbGxnDffff11dPtdlEsFuWdkZERRKNR+L6PdruN0dFReJ6HTqcjyL/dbiMcDiMUCuHd7343PvnJT2JjYwP/+T//Z+zs7Aw1RjYkfxj9560utGEXo1m+jYs32+uytdhAEwmXZGIry6VquhVxW685l+eY6x3beNj+m4RkGHUD4I4kN8fMnI+g8oMIgFm+zZtO2wv0ng0a+1DoIJiqVCqhXC6j2+1iZGQEoVAI8/PzePXVV/s4ZptqyDVWJs6wAQ3BQeo3TdRcddve088OWg/fc0RAI309CC7bgP7WA9rtdm8SrWwL3RRHH3roIfzAD/wA7rvvPmQyGfR6PbTbbeH+I5EIotGoWPZ7vR52d3cRCoVQKBQQDoeFQHBxRaNRxONxUSlFo1GMjo7ivvvuQ71ex8TEBLa3t/Gnf/qn0q5ByElvdNfiGSRV6GddMCySdImtLm7MbKP5jK1dppphmE1iK9Nsq80LJQhMdRDBlDaHtUm42m8ztgapHoaRDs17JtLSzw/LbNg4WVv/bGsgaH1xfMvlMnZ3d9Hr9ZBOp5FIJDA9PY1YLCYSNHBjrZrtYPmHJfaUTjTBoneQ/q3LdjEENiJsG3fb2j4MgzcMvC2JAPVnvK+fMxcgB9d2BJ4pKVAHyfunT5/GP/kn/wSJRAL1eh3FYhG7u7tIJBKIx+MIhULY39+H53lIp9OIRCLwfR/pdBrLy8tot9vIZrMSGAZACEgul8Pq6qoQgmQyiWaziWKxiEQigccffxxf/OIX+wxepg7Tpet0LRLes6nODgO3g8xc4rYLoQ+q18YE6PKDCMIgFQHXkOswGlebXJydWa4NgqSdYZ41595cLy7Vjqsc851h1os5Hy5VmP62qbZsv3u9Hvb394UZazQaaDabKBQKSCaTfURAv891H6QZGMQAmUTYRXx1WUHEf9A+tf03GY07AXc9EQDcHdcSgb5mPqM3sObM+L5e8CQE4XAY73//+xGJRLC6uord3V2USiWsrKxgcXERY2NjGBkZQafTQbvdRrlcxszMDEKhA3/fiYkJXLp0CRsbGzh58iSi0aiogUjEotEoKpWKSAXlchn1eh0AMDk5iccffxxf/vKXAzkXEzm5JBvzP59zEQTTU8Mc4yBEZoKJbPWitnFK5v+gEP0gTjOoPbbfQe9zrQD9Lok2Ty4XYtNzP0jysbVtWGJicuyaAAzDRQ7i/vVzNjWSuV9NLtnkam391sya2Sa6U3a7XbRaLdRqNUxOTqJQKKBYLPaVaSvLvGfWEQSmaksjZxvC15KHC2zt0GNIAjbs/B0W7noioCfPVAHZEIhL5WFyAbbFob2H0uk0Tp06hStXruDq1avY2NhAqVTC6uoqGo0Gjh8/jqmpKdFTNhoN4eLb7TZ838f4+Dief/55pFIpzM7OYn9/H9FoFO12W2wHlCbK5TIajYZ4PDQaDXzwgx/E2toa3nzzzb7j58zF4BKhh1WL8L+JvGwJyoLKDpIQXCqWQZx6UH2HIUJB79kQhA25HQZsKhETBvU9qH4X8g9C2uYzrjYNw/mb6gr9vo2ImxJ9kMTHfaH3q01639/fRyQSEalgdnYWly5dukkToPfHIGlg0Dzb1rGpBjLVRsMAD5TSY6C/zet3Eu56IgDcvEnNhQTgJurMidHqHdMFK4hgzMzMIJPJYGVlBW+++SauXr2KarWKVquFUqmEbreL/f19TExMADhY6MViEd1uVyY0kUggn8/j7NmzyOVyfdIHPYwKhQKq1Spee+01pNNpkQoqlQrGx8fxEz/xE/g//8//E0tLSzedQ0o4LAEIGlvzmgsR2/THw9ZpbkwbmEb/QeXbuPQgIjJIcrAhYPaX6iEXB2f+tyEEV/1BajGbNKbBpbM3P7Y2HxZpucDWF9NwHzTeg7h43/dRr9exv7+PWCyGWCwm+/qBBx7A888/L/E3LMOcP13nYR0BbCqhoPl1EUtbubqv5vu2/Xan4K4mAi4uw0YAXBvetpA0uHSDi4uLInref//9qFaruHLlCsrlMjqdDiqVCsrlMkZHR5HP5zEyMoJwOIxsNovx8XFJC10oFLC0tISlpSWMjY2h2WxKW7vdruQPf/HFF3HmzBkJJqvVaojH45icnMTP/uzP4g//8A/x2muvodPpSBuH1Wsexpjr4orNa8MgN/O6qY82Ed4wnJDZXvMZEn+b+sHWpkHPDFLvuMrjfxfSY/9tbR+mfWa7+IzJKATZAIZVEem6ghCRjSmzIX+bxGj62pvvaGTYbrfheR5arRYSiQSSySSAg+y82WwWu7u7fWWYkr8LJ5jExwYum4D+b6qMhiEAnueh3W6L/XCQpHQn4a4mAkD/xJgLyqWvJmhEE0QI9HuczIWFBeHq2+02JicnMTMzg3q9jnq9Lpw5ET7dQefm5vD4448jm81K3fQGevnllxGNRsWjIZVKIZ1OY3NzE6urq5iZmZEzh8PhMMrlMsLhMAqFAn76p38aX/ziF/GFL3wBnU6nb+O7Fm2QN5DmloO4TfOaa9yGgSBEovWg5gazIY9hOMpBbQyqywQb0h3W84cQxBEHGU/NNti4wiBkblMTmQRgEEEfRChsxMyGCF3eMjbnB75n7t1KpYLZ2VmkUikkk0khfvQSKhaLN5Wh6+DYU0tgcxBw7R3TtjjMeAwLbI9t/ochwrcKdz0RIGjEb+MWBlFOly7QhkSj0ShmZ2fFeKs5LPr07+/v4/Lly9jc3BQ7AH2Wi8UiWq0WotEoarUaCoUCFhcXce7cOVy8eBGRSATj4+N49NFHAQAbGxtotVpYWloCcBBIlslk0Ol0UK/X4XkHcQff//3fj/Pnz+PChQvOcRq0OPV9k1t2LdxB+vxBdbriL1xgm0sblxzU5iBiYHK2Lk7dJEqusoYxLpv2rEFc8zD90PeGQQwa4duIQNAYmNdcYKqATAnANt6DCLGpxi2Xyzh+/DharZaoXukKeuzYMbzxxhsA3MxPKBQSD79SqYRGoyHza8YWuBgszUCZdgHX2LnGis+Q6aQNxabWHLR3bgXeNkTABNfGMbm7w3I4nuchl8thYmJC6mi1WqLGGR8fx/Hjx1GpVLC2ttan/49Go6jX65IeOpFIYHR0FI1GA51OB08//TSOHTuGRqOBdDqN0dFRhMNhrK6uotfrYX19HXNzc9jZ2UG73cbExITEIZAIzczMCBHQiMlm/NT3bCKqiyMzy7BJV4MWoh5/c4PYuKwgRBNkHwjaaLa2szwX4jE3r2198PogdZxrvF2IMWid2v7b9MUupBUkNdg8ZDQBDOqj/s++2JC9Vtm6iK7Jqdt0+b5/YC+LRqNim+Gn2+3izJkz+Mu//Evs7+/fxHCEQiE8+uijeP/734/Z2VmMjIxgd3cXzz33HL7yla/IuR4upxLbf5tdQO8hG/5xMU1UdekoaZMQDCNxHhZuiwh4nrcEoAKgC6Dj+/4TnucVAPxfABYBLAH4lO/7e97BSPwLAM8CqAP4ad/3vzlEHYEbhc/YvvmbE2EuCtdGXlhYEE58dHQUvu8jl8vh2LFjqFQqaLfb6HQ6WFtbw/r6Ovb29uB5B940JACxWAzJZBLJZBLb29vY3NyU/ELUYdJldG1tDcDBBB89ehRHjhwRQ1GpVBLOBQBqtdpNfQwaO/YzaAyD1Cy2DR9EWF2Iir9NhKXBJmG4uGdXfXwvSOfres8FrmeDxkATgMOosYLa6DIOupB1kO5eI08b0jMRsMlk6fYFSQfmWLjmTddjqq7Muhibw7QsfKfVamF6ehozMzO4cuWK9IVr4cknn8RnPvMZ9Ho9OcUrk8ngJ37iJ/Dud78bf/RHf4TXX39d6rbhjiAYRkpyMT783W63+4JP+d4wY32rcCfIygd933/M9/0nrv//RQB/4fv+KQB/cf0/AHwMwKnrn58D8JvDVmAigWE4UYK5gPV1gknVT548iV6vJ+IZ66Ten8EqlBjy+bwsxmazid3dXezv78u5wYVCAXt7e4L0a7UaSqUSPM9DvV7H9vY2ACCRSGBmZgaJRAKxWAzxeByZTEYWxP7+PlZWVqxIxfXhMyZ3Rs5Mu+/ZkK7tYz5n4wD1tUHXCbxmvuP6aN2zfh/ATfeoxtMwjBpHj6Gtz6450HW47tnqHuY5IJizd5VtPu96jwyI+Zx+3kWQbb9t/dP/XeuJSJ7rlO+wbZpjBiAS+4kTJ26qKxqN4plnnhGuWqd06XQ6OHLkCH7+538ezz77LGKxmHXc9PgQoR9GP2+Lu7GNEw3fZmyNue7uFLwV6qCPA/i+679/F8BzAP7p9eu/5x+M2vOe5+U9z5vxfX/tViq5HYoYxCF5nodMJiMGYVLmXC4nUcLRaBSNRgOhUAjNZhOpVEpSQ3c6HVy+fBnhcBiVSkW4fop5+/v7coxkuVyWuAEAInWMjIygUCj0paIAgKtXr6JUKgG4OejN1T+TANq4Mttzw0LQe66yNLdnPmeK1zZVUDQalTFJJpMyRyTcmoiQ8DJ9BwONOp0OYrHYTcd5BrXX9m2OYdA11xiZYzhoDszxc10zdf6a2TGv6eusX6sQh1F9ua7bxsTW5qD1AqBP/VOr1fpSsjebTZnvEydO4K//+q/RarXkPRqRd3Z2MDIyImuCbWMm3x/5kR9BOBzGZz/72ZsymJr9DELItrm0EQDbOLTbbTSbTcEdZpmHITzDwO0SAR/An3me5wP4V77v/xaAKYXY1wFMXf89B2BZvbty/VofEfA87+dwIClgZGTEWbFtY9n0c7xu43pMvRuB/2OxGLLZrCy0kZERyR/UaDRQKpXkPzn8Xq+HcrmM1dVVWXCZTAaJRKIPAdGW0Ol0BGlNTU31RZVqztb3faysrPTlQNJIEhgcgBVkR9Fj6iKwLv24WYe+r0X7YZBXUNs0cmd6gHg8jpGREUkoxohvInjqilutFur1OpLJJNLptPRnWKLnWlc2hG+OheuZIFtHUBuCxtClQmF92oXUFS2riUGQ59OgsQuStIYhLOZ/vY93d3cxMzMjBIAIvdVqYX5+HidOnMC5c+eknnQ6jXa7jWq1KpH+jDEg80am6/u///vx5S9/GcViUXCBNv66pCedR8gm5R6G0WImAmYdDpIcbhdulwi81/f9a57nTQL4c8/zzuubvu/71wnE0HCdkPwWAORyOR+wI3z1vJMLGhbMzUCO0TRoah99poIeGxsTLr/RaKBer8tJQSxHq5Uo4lKHmclkZDEyRsDzPCmDG6ndbmNzc7MPUZtgM7jq6y6u1IVwdVkunaiLu7E9ZwbDBOmdOVbUAVPqGhkZEWkol8vh2rVrMk8Uo5PJpHh88MxmSgSMzI7FYn0ZXHVfbGDaklxjaBtv/dtGAILGTZc/yOA76L6+ZkP6LqTscos07TpBUk8Q82Hbw679zueKxSLm5+dRr9fR6/VEtdPtdtHpdPD444/jjTfeEKZpZGQEjUYDq6uriMfj6HQ6yGQyaDabIn2T6czn83jwwQclqWOj0cDLL7+M559/XtaYDWyqMt1u89vst36v1+vJuqeHomvf3y7cFhHwff/a9e9Nz/P+BMBTADa862oez/NmAGxef/wagHn1+pHr14apR37bRDAbhwa4OSf9jLkZPK9fhRCLxcSIFI1G0Ww2xQOo1WqJOiGTySCTyaBSqYjkkM/nhfvnItvf35cgMQASdZxOp7G4uIiZmRkkk0lRX3CTdTodbG9vOzklvaBchkgXN6ERk1m+JoRMkGfCMJvbtohdvtxsBzOv8jzmZDKJra0tIcYc2+3tbcTjcSGaW1tbaLVaQlyz2Sw6nQ5arRay2Szq9Tq2trYkojuZTEqQjsktE2wSl+2ZIGJgjm2Qt4wJHENX3Zx3Mw7AlBKCEL5Zlwk2nXaQNKVVLoPqCpIG9XU+t7Ozg16vh1QqhXg8jmw2C+DAcSIcDmNhYQFzc3NYXl6G7/uIx+NotVooFovY3NxEuVzGmTNnUKlUsLW1hWg0ijNnzqBQKGB/fx8f/vCHEQqFJA7oySefxJEjR/CHf/iH1oA8zo0tz5VJPF37xTZ+VHPRTnGnpQDgNoiA53kpACHf9yvXf38EwD8H8FkAPwXg165//9/XX/ksgF/wPO8PADwNoDSMPcDcWDZRC3BzPPq3iXRs3BAAUSOwfn7TLY2eP/l8Hs1mE7lcDtVqFc1mE7Ozs1Le/v4+Op2OIHQalHXG0ZGREXz4wx9GMpnE2NiYEACW0Wq1EAqFUKvVUKlUhtpQJuJlf3XfbaKqSzrQZZlIKKhcExFpomwSK77PFN3hcBjNZlNOi0omk9jc3EQsFkO1WpVguvHxcfH3ZvR1NpsVm0y73Ua9XhcVUKvVwtjYmPxuNpuSroNIUqvgzPb5vn8TMXQR5iDkP6wEYNatYZBun7+H4R5N4uBS/XH/BXG9ZrlBz5jrZ5hyPc9Do9HAxsYGZmZm0Gg0xGOIdoJQKITHH38c165dkz3Xbrexv78vap7Tp0+j1WqhWq1id3cX3W4XDzzwgDATu7u7iMfjSKVSAIAPfehDeP7553H58mVru4IkycOoHvU7JAQkZG8F3I4kMAXgT653LALgP/q+/wXP814E8Iee5/0sgCsAPnX9+c/hwD30Ag5cRD8zTCU2MVpzIXzmdkGXyYWjNxcXfigUEg40FoshlUoJd1mr1eQZ77oqolgsipooFDpw9Wy1WhL1mE6nkU6n+/KgABBJg+qjcrksCz2oD+aYmITAXIymZ4b5Dp8hBGX0NJ817QCDiAntKvV6XXT63Lg8RYoSAcezWCxK2dTt9no9JBIJhEIHyf2YsG9kZATNZhOdTgfZbBbVahWdTkfUQ8zbREO9Kb3YpE2zD+Zz5pjocs3PIHBJr65n9ceVd8oE0zZmU9OxfHM9udQbLm4/qO1mfbZnrly5giNHjojKlfY1Mluzs7NYXFzEpUuXJHCzVCphf38fi4uLSCaTWF9fFxXP/v4+ms2mpH+nBBqPx+F5HuLxOE6dOoWlpSVr/81xHDYY0wWa8O7v7wshuNPSwC0TAd/3LwF41HJ9B8APWK77AP7hrdZnAxd3pBffoE1iXgOA8+fPo1qtIpVK9SEsbibtshYKhQR5sz00No2MjCAWi2Fzc7PPM8X3fUxPT2NsbKwvGZne5MyVzpQU5FR0380+mwvSJQXY3BvZF1v5rusm2KQCElKTGOj+AkC1WpUjOumVxSR9NJJRv9toNGT8dQoNqtnIPUUiEXQ6HRl34ECFxI0di8Wwvb0t4xGLxZDJZOD7NwLcRkZGrB5ErvGxjZGJGA8rBZhr1Vy3Nq8f82NeN0GvXbOvtvo0geAca5dNm+Sg++6S3IchDvwuFosoFovIZrN9hJtOF5FIBO9617vkXA/Pu5Gf5/jx4+j1eqL+obqFBASABIDSPheNRjE9PX3TuNnAZIaCPImGUTVSK6BVyXcK7vqIYdvAubgT1/s246bJ5fGa7x94Hly8eLFPtaPf0XUSwSWTSTFO7e/vI51Oi5dKKBQSzr7b7aJQKCCXy4nBR/cLuGE85oJmQJlrc7g4Ehty19fZF5tuOsiYHNQO/YxG9DZXVj2GGlFTImDwHTd0r9cT6YgbV7vxmeoc5mzi2c1UBQBAvV4XhF+v14Vg0+MLgKgFNOEchOD1t0tlZCOWLnCpdvS4Hkb9Y1v3LjClAt12M5iKdZt957zYpCoXITD77brX7XZx5coVvPOd7xRmTAeP0ePu4x//OCKRCEqlEiYmJjAzM4Pp6WkJ4MxkMgiHw6IaqtVqolKkPZBEQDuH6HGxjd0wSQzN9wfZibSTyZ2Cu5oIuMQsrbN1IT5zwQy78IGDgT579ize/e53W/W/ul6N6Ii0EolEH+KYmJgQ0ZIqClJz3T5KGZpocWFSD+nyAHKpLWzqG5cqwqarNp+xbXgN2gtIIyTdPn1fI3Fy9fTv5vu9Xk/SA2ukR+mAnDvfj0ajCIVCaDQaGBsbg+/72Nvbw+joaJ8KCTjg9Ok2GI/HZQ5JCFwBPrYxNcGmFgl6z+TCgzh7lyeQjfu3PWu2V7ctSLft6qPrv0sqt61V2zumBGm+v7a2JmlY6FnneQfeddxjsVhMVH5PPvmkpGthjAlww/NvZ2cHe3t7SKfTyOfzSKfT8DxPmJArV65gZGQEJ06cEEJy6dIlcVkOkmJsBN/GoLrG37XnbhfuaiKgwTUArsG1IUUb4nSVefXqVTm0wuTWWae5YYmQyIWQEJjSgnnWgSYiRIqRSATxeFxSWK+vr9/EZRPM+IAgw6O+ro3eJtK3/dZgHjhjQ2YmB2hy6r1eD5VKRXy06T2lczDpM5q1dARAAu00oqb+NJFIwPd9lEol5HI57O/vY2dnB2NjY0gkEqhUKqJuY9wHYX5+Hu12G7lcTozUum8usEl1tvlxIcBhELuJ1IdV99jAxVCYyHdYqdsGLulgmHdsBMDsb7PZxOXLl/HYY48JsiYx931fGAM6CjAVTKVSge/7Qgi4Li9evIgrV65gdnZWDMdctzRAf/rTn8bjjz+ORCKBXq+Hy5cv47d+67fkoCiOrYmzbDhMr6cgKcDc83cS3jZEALh5EIdZlJojDfJ1NzdWqVRCrVYTuwCfAyAqGi4OvWl4neUAkJgDPclEkJqz1YiTnEytVsMLL7zQd1CGLlu3S/fZReBc3L95zRxfF2EJEnP1mOhxNqUEHglI3T/7SgKsx9UkhKbUQ0LcaDSEqHBz0kAcjUYlTsDzPPnNub18+TKmp6eRTCYFgei+DpIIBkmhQS6m5trRoMfShvzNZ111aWnWhphNadc234dxb2U7bDYDc4yGLU+PxfLyMh5//HGRsCm9a3uEdivm7/39fXHpZjzJ8vIyGo2GROs2m020Wi3E43Hs7+/jyJEjYneisfbo0aN45pln8F//63/ta6Puk+6/jfiba9ncv2+FBEC464mAqYoxwdxgrnuu367nmdOnUCj0SRKaGzPLIKKn3o5upVr1w3cZxaopvC7X8w48YV599dW+QzKGGQ9+uzY2r+uweT4TxJkEIUEbx6MlAX3Cm54HImdy9JFIRJCy/k/CS08QTVC0DYX94saicU9fp7FYz4HneUgkEiIlbG5uotvtSiZXk1AO6rueb030XGvVZZC1vTeI+7cRALPeIKTiWmMm4+CykwzieG3PuIiYec0mDVWrVXHkoPswvWgYnd9sNlGpVDA6OopIJIJisYiNjQ0pg/amUCiEsbEx5HI5hMNh1Ot1lMtlRCIRVKtVXLt2TdS7AMR5YXFxsY/AuMbBRnQHqbdtDNqdhLcFEdCbSlNV877+b1tUQVwRnyF0Oh2srKxIMipyojZOX4OeUHLz5EY04eAi8n2/LyiK98PhMK5cuYLz58/39WkQxxSEpFwEwCUd2MpzlWsbU/ZbS2G2dsfjccnVRLtJLBaT4DxdDo117AMRfDqdljpoOCZnmMvlJKUHXUiZRkLbIUqlkpRZLpeFOzxy5IgT4ek5B24OgLMhfpsahkQriBAEIXXzmkvaMNvG9miVlUmkNWhia1sztvV0O2Drp95H3D8rKysS/6H3B50MSCiSyaS4bjOok/r8ra0t+L4vRuFms4nt7W3Zq3QD12pfjtswxlqXFAC4VbLfDbjriQBBTzo5S9dxfDakbitr0DMrKyuimrAd9M4JNMVcm67dlCD0pqM4Sq6UhOPll1/u41R1P12SjNkGEzQX52pv0GJ0IX6zPtOzRM8b3fDq9Tp2dnb6DMFEyswHQ9Gb7zNYL5VKycEgDOYhMW21WsjlckilUpiamkIikZA5ooTRarWwtbWFtbU1VKtVmR96cFESW15eRjqdxvj4uLWvNiTJvgR5RGkJ0DZmunwbA2OTDAYhfrPMoPs2TtV8xvZtvm/rv63v+p5NYrRJMpoYXLp0Cffff79IdJFIROJz1tfXJWsv40ZIAOr1OoAD4/He3p7E4rTbbVQqFYTDYTlTfG9vD+VyWaLTGdvT6XQktuh2OHUbw2uDO00g7moiYCJ+zVW5uH3b70GgF6yu8/Lly6hUKpJ1EEAfV6q5eRfyNNvL94hwer2eLEouSN/3sbm5KR5BtzPpNpVOEPfvUnsMQvrmfNj0/9wkkUgEly9fxu7urhjK4/G4hMizHJ2+IxKJIJ1Oo1AoSGDX1NQUxsbGMDk5KfYEuvqRY52ensbExIScxwDc8AXf2dnBtWvXcPnyZVy4cAEbGxtCJIioOp0O9vb2hAjoDKY2qQi44f1kk36IvID+de1C4MOucV3fsGUESQN6HvU103XYdc0sR/fXbIOrvS5JyuxTr9fDxsYGlpeXcfLkSSQSCdTrdbRaLQk+1PmmOFZMFQJAvIeYFp7R5qFQSKLKr1y5Im7HZCiAg/X06quv9un2g5C4ORY2cEkDb4WUcFcTAXZWpwd2ibw2ChzkbcHf5qbUsL6+jtXVVSwsLNwktpkqHLaPXDzr5z3dF+ax0YFQjUZDPFTa7TZefPHFm5CiDWxSgrk5baqMIO7fZRjWYNvsJhHle+bYUW/K8dvf35ezYnUZLDcajWJqagoLCwuYmJjA8ePHMTo6inw+LxlaWQ/TdPi+L1HGqVRKuDaqnehDfvz4cTz00ENYWlrCN7/5TZw9exbVarWPUNN3nMRoGAKpGQMtFbg2v4nAbWNqm3ObqsnmBWd7Vt8fhmky14ipNrIxEeb7QWNn66dN4rH9b7fbuHTpEk6ePCl5o5gxNpfLYW9vD3t7e6IaTCaTfWrI9fV1dDodjI+PIxQKoVwuA7gRMLa/v4/19XVMTEzA9w9ONwuFDoJGV1ZWsL6+3qcKvl2wMZSm8fhOwV1NBDSHpLkU22LT/uYmErGph0xCYHu32Wzi9ddfx8TEBAD0ESJNAHz/hq7aDOYg58sy+R65XJ4vQELQbrextraGy5cvS9kmwjU5QNu46Ppd3L32erEtOr6v3wn6bbZPR1UTCRJJUxfLFNAMrOO48PlMJoNHHnkE8/PzOHLkCI4fP46FhQU524Gg1wkJL0+H0+1kBDbblEqlUCgUsLCwgMcffxznzp3D5z//ebz55ptiE2Bq8EKhgFQqZbVH2ebIJhmZz+oyTO8gXYbLXqDrC0Lm5prRa2sQ0nIxGba5txEAFwOh96dLIjD3rHbO4DXut5WVFXjegbdXuVyWNCKRSAQzMzM4efIkIpFIX3ZOcu/MLNpoNJBKpSR1CddStVpFpVLBzMyMqJaY5+v8+fNiVLaNma1fJkNgqpLuqYMU6MWqOUrg5kWnnzHBXOxBYrW+9q1vfQsPPvigbH66n5mqHZNDJLIHDgKS6L7IzUz1D20BVAltbm7ilVde6UNeJldpI2C6L+TUNAHQC8xl3LNJEbZNfdj/plro6tWrco4y87rncjlp287ODoAD0f2ZZ57BM888g9nZWYyOjop7J7/p/aFzues+69gLPY56bHg9Go3iqaeewvz8PP7rf/2veO6550R1VC6XkUwm0Wq1RLU0aNOb69HmijwsF67LdDE5rnr0e0EEw6VO0mWYMKzBPGiNuAiA/rbdN92rK5UKlpaW8Oijj4qHGXNFZTIZzM3NSdwHGQHGCCQSCfHw2djYEBUlzx6gbbDdbmN1dRWbm5tIp9NYWFi4KdpdS4K3Am8Ftx8Edz0RsG0aUz/v4kz0NZdu0QXcJFtbW3j55Zfxzne+E7FYTHTUGrGQGGj3MPM/FwqRM9PatlotaWOr1cJrr70mtgGTMxi23eZ/U5y0+STr70GeCoM2sE1a4byNjIxgYWEB+/v74o2Rz+eRSqWQyWSwtLQkXNYTTzyBH/qhH8IjjzwiCeWohtPShlmfDizTsQMkChxPU3riBj569Ch+8id/EiMjI/jCF76A/f191Ot1XLt2DblcDiMjI4FrTo+BLtscs0FId1j1jY2jtnkguQiBi5iYdZpgW0dm/UFlBBFAc8xsEpImBPx+8cUXcfLkSXEJrVQqqNVqfQyBbjfdjrUUH4lEMD4+jnw+j2w2i3K5jI2NDTEONxoN+L6PyclJPPTQQzh58iS+9KUvHXqPutbO7RCQW4G3JgTtDoMpBuoFoNUy2oXTfMalCjLBJlm88sorWF9fl+fJuZMLZR3k5mlc1GVoIsSQda0GSafTuHDhQl9KgyCPEBu4NqS+ZkoHJicXJGWZnyC3QNtzwEHwTbPZFF2r53kolUpYXV0V185QKIRjx47hh3/4h/GOd7wDmUwG8Xgc6XQa2WxWEDHH3my7aTsyN51eG/oZfZ5tLpfDj/7oj+IDH/iAJBfrdruShdIGHE/bGJoSmTlOLl33oLm2EVt936aKsc0X7x3Wu8VWjtlG27ow226C7Z4L8ev9tbKygo2NDZEuC4UC5ufncebMGbEZsSwtic7OzsLzPAk2SyQSsr7i8bgEHNZqNezs7KBUKiGdTmNqakq8y4b1zgrqY9D9YcbtVuCulwTMDpubxcZpEYK4kUHipt6YpVIJFy9exMLCwk2uotpPmGXrE8FsxmwifaagzmQyuHLlCi5dumTtv95gLuQ2iFt3ef+YY2VDJDZkYb5rcqN6bHiv3W7LBuLZCIzEzOVyspEnJibwgQ98APfdd5+k2eambTabogryPE8IrumR40Lw5tyxb6bLMbnBv//3/75EbTcaDVy5ckUOodFqABNM7yg9luY9Xg/a3IdhCMw6g6QCV9v5jKt887dLCjgMR2sjhqYmQEve7JMmBq1WC9vb23jwwQfF6BuPx5FIJLC7u9vnjkxVEQAUCgWcPn0a3/nOdyR9OXAjYpgppn3/wOGgUCjgkUceQTQaFaeGOwlBktqdruuuJwIaXNyBC7HZvIdc4i83pmtjrKysiC6YC4cGXd0Wipcsj9kHqWrg5k8kEpiZmcHe3h5KpRK+/vWvywJ19XuYyTe5TZMAmOWYqp+gb/3bxtGa35oY8H84HEatVhNvm06nIwE8V69exfT0NB5//HF87GMfw/T0tGSGpNTAjatVW9TrUm+rkQWAPgKgr+v50IyEPtpzamoKf//v/32cP38eOzs72N/fR6PR6EN0NqRJ9ZPNRVTP5yDkHwT6fbNc3Q4bcjbXI9e+i6MfxOm77vE3x8O8ptsZBKYmgO+Y0gEALC0t4ZlnnkGxWEQ8Hkcmk8Hu7i729vYAoM9+p9W2MzMz8DwPq6ur2Nvbk/27v7+P8fFxjI6OotFoYGtrC+985zslOG10dLSvv9rIOwwhBfrTrOj77F8QE3a7cFcTAdfCcBGDIA5ET4xtsWuu1baZms2muBjSoEvPHpbX6x1EJ/LcYH1WAJEXD66YmJiQTfiNb3wDW1tb1r6aXgNBm9TlyaM/WgVke3aYazabga1d3JzsJ4kmxXBydIwBoNvne9/7Xhw/flxEcraZ0cEaYWnfbNMArPugJTLWaxtXE9GEQiEcP34cf+/v/T38q3/1r8R7SY+3DTTi04RAz8Mg9YGNSbG117UmXMjD1S6zTt3eIISvweXGaF6zSfTm2Juu26Yaz/YfAC5fvoy1tTVMT08jnU5L8kASBZ4iB0C4fjJ4k5OTaLfbGB0dhe8fZJ/tdDpiX4jH4zh27BiOHz8uxuNCodCXZvow4+IaJ73+CLRHfs+pg4BglY2+b3Jd5rMmISC4/Kpd7SBHSzFT2yaI4Bi1CED8zrX9IJfLod1u49q1azh79qyz7y4vnSBu3XzehqRdnEUQIWB7TMTg4vBsCEqngeCxjq1WS85gnp2dxdjYGDzPE2MwcCNtNIC+3D8AbtoYQchZby5NGHSGUuYUogE4Go3i2WefxVe+8hW8/vrr1ihuG5jcrh63YaSBYaWEYbnNoDZyLPTHZCDMdRBUlylx24iMuVZMLt8szyUF6P8A5BzhhYUFcSao1WrY398Xr7xut4tqtYpCoSDz3Ol0kMvlkMlksLy8LGuEaaWLxSJyuZyohWkTTCaTkqzQZNqGmRPX87pPery+pyQBE0w9mW2AzGeCFq6+7uLK+A7zzfv+waExPAmLi4wLhiqOVqvV53HQarXQaDREGigUCgCA119/XfSPtrYGTbgNyZtI2kTQQeqfoN/axmHW6SIwJucJHBwKz9D7iYkJVKtVMaZnMhkcPXoUqVRK1DtMymUagLkB9TXaDlgnpQ0X4qAdQK8bPWck6rFYDNlsFh/96Edx4cIFNBoNtFotUVG5kJweOy1p6nnRfbgVGLQ+goiIzVZgvu8iAC7pT0tmLjD3r+3bFS9hXjfXK+f9hRdeEGmSUmgoFBJVJHNKMQKYGYN938fs7CzW19fljGtmuZ2bm8Pi4iJGR0clQJFriOf/BklCNg2DHjPbO3q89PjdSbiricAwyGXQbw1BVNpGCDTCYzpoLfK1223JK8IIRZ3KNhS6ESim3UoplTQaDVy9enUgJxckigdJAPr+IBVQEAQZlYclUt1uF9vb2+L9k8/nEYlEUK/XkUwmMTk5idOnT2Nubk7OF+CGpvSk02lrW4zZN+1GqhGK/tZrwcxBRWKviUqv18N73/te/NEf/RH29vYkDbXup97k5m+TELjUIfqayQma42pKXEGEyDVPJiNl/rZJfDYCYNtzQcTRxekD9uynLoJmXuO7Fy5cwJtvvomTJ0+KVElmjM4ZTBNRr9eFUFSrVYyOjmJsbAzlchkjIyOIRCKYmJjoi1MhPiBu0G7D5lgGQRCzZ8NpgySNW4G7mggEUTyTewjiemyI0sWxmc/x3dHR0b7jDOPxOJLJpCSpYmIzBqHQXsADLoAbhIDxBru7u+JeNojg2Taeixuz9dlWrqtO/TvIDdR8ToPJ+bZaLQnNz2QyiEQi2NrawsjICKampnDy5EnhyhKJhBzow9QPJALMDaTraLfbYnzX0djag4RjzHTSps6V7WRaas6n7/ui7y0UCnjyySfxxS9+0Xq+g21cXNyq/m9bj8Nwfi7EOogZMq+ZBMr2rIuJcIFNJTgMB2vq9/l7mHf1M81mE9/85jdx5MgRySZbr9cRCoWQy+WQzWaRyWRQrVbheV7f0bCNRgOnT5/G1atXEY1GMTs7KycG6iNHudZisVhfbioTghC9zVYZtK7uNAEA7nIiYIKNw+KiMa3rfMYGtg1nE9U00jtx4gRisVhfIFcikcDY2Jhw/0QenLhKpSLiImMZqFrQkbEmUD/r2nQ2BG7zTdceNERwg5C/WeYwREbXbVPRUWzmszzNq9vtIpPJYGpqCvPz88jlcuISypQN1WoVvV6vz41Uq91ooCehYcpgAOKZxdOmmPmRQD0uiTZPNyOhJiEAbkgLzzzzDL70pS+h0WgEIlsbp296Iw0Lep3zvw3hm/Udpp4gQjCMB5muN0ii1s9qsHH/LuQ/rDrkwoULWFtbw8LCgvRhZGQE6XRaiALP++A6oB1qdHQU4+PjqFQqyOVyosalVEEJgJ5nw7iJ2u4flrh+z0kChGEHhxDkBeQqO+g7Go1iZmZG/NQ1l5hIJCRrpc4RxEPLzQhFpkD2fR/b29s39S9I9277z2dtHL4mAOZ4HEaKCJIEBul/SQhGRkaEw6f+dGZmBpOTk5iYmEAul8Pk5KRsJkZSc8Mnk0k5CrDT6aBarYp9gZkimeq3WCxidHQUAJDNZpHNZjE6OioJxUiMqdtnfaHQjfOfqd5LJpN90d7Hjh3D3NwcarXaQDWMiZiDxtnGAZrqLFP6dY236/eg/WCqRF2SsQsxu5CTZtTMa7ZyBl1ztcF8p16v46WXXpLzIIiseSwpy6BqkR5olDrpugxAmAHdF6oraTfSwLE094c5/vqZQVLbMPjsVuBtQQRsYHJHtvuDkJOLIzYnbW5uDpOTk3j99dexurqK6elpZLPZPlFZLwotXhaLReEwyGVSlFxdXXW2zdbGQQvFJgW47rvGyiUJDSIArrHWBjzqYKlamZ6extjYGI4fP46JiQlks1lJ2011WigUQiqVkgAtHgS+vb2NtbU1XLt2DZVKBXt7eygWi+KCura2hkKhgFKp1BdvQHsNNz6N0jwwhIbhRCKBTCaDTCaDfD6PZDKJbDaLZDKJRx99FM899xy63a7Ms2sebfp+2zhrFZWNeGiu2HbfRbiD5laXwf+2IyAHISKTCLrWwmEjajWw/0FOHGY7er0eLl68KI4I5NophXa7XUkhTSmeEl46nUYqlcLIyIisFXOuPc+TMwkYu6LvaVuTi3nT7bb1JYiA3Cl42xIBwO3V4xKZDuvZQpHviSeewLVr17C+vo5EIiEZCnn+sEYsjGClVwIjY9PpdJ9xuVqt9h0bCdizeprtGqZPtvd00jjXM4e972qnDSmGw2Hk83kZu2w2i7GxMczOzqJQKAhRpVpmf39fkneRMy8Wi6jX67h69Spee+014fyr1SoajYYQXBIcehGlUilB5AD68sH7vi9ug6VSCfV6HfV6HZ5347jJXC6H8fFxzM/PI5vN4vjx4/jSl74kHkKDIMjgaf7WY0hGx6YOMudm2P8mkGEY5F7Nem3PBDFcNvXgMP1wjclhCUm9Xsfu7i6mpqakDM43XX25xoAbwWOU2Kk20mcPaOYvyL08aF+ZBGCYeXqr4G1FBIYRh4OAwRY2IuDimhgxePXqVXS7XeRyOeRyOezs7Ij4SFfC/f19OcaQH9oQqG+mPnx1dVUOQQnS//OaayG5JIXDEBLbvSA/cJc7m54Xm2ohk8nI+DBtRqFQkPNgmR5ac1DpdFpOeSqVSjh79iwuXLgguZwoYTH2Qrtc0kaws7Mj6qjR0VGk02nhvvf29uQcWX7T/ZfMxOjoKHK5HEqlEubn5+UM2lKpJKea6TE47Dq1qZHMz6DybkVVYEPuwxqTg8ozrx1Gx29KHboMTbDMZ22Imb9XV1clOJMq3XK5LGpcOhLwgKP9/X2RRD2v3wDMZwEI98/sskF7T8MgZnTQurkdicoGbysiQDgMV6AX9SAdp03dEQqFsLa2hs3NTeFM6/U60uk0NjY2EI1G5dzRdrstPsgjIyMAIMfTUdc8MjKCVqslx9EFcQ5BBqBBunizTLPPtntB75ttYjlm+4P0t5FIRDyDjh49itnZWUkOx/mktASgz5Nnd3cXS0tLWF1dRafTwfT0tIjjzWZT3Ps2NjawtbWFXq8niJ8bdXx8XNIIsy88w6FUKqFcLqNSqQiXWK/X0W63sbW1hZmZGQk2OnPmDBYXF3Hp0iWrusdEfIA7CyZBc/22d2zRwrZ5uhXgPGqjtYmAh6n3sITItKno62b95piY69GGC/jupUuX8NBDD8kaKZVK2N7elqBO4AChc73EYjFUKhWkUik5Z4ASP5/1fb8vfTmlxyBmalgp4TD7807AXU0E9KDaxEibODYMV2OrR3+zbOBAPKxUKuKWyBPBrly5gng8LuHl1GM3Gg3k83m5lslkJPScHjJMo2zrp9mOQRy6+T65Jdt4BF0zyw8iFmYdNuRva+P09DQajQYmJibk7F8Gg9Egx41Fjp5G5Farhb29PeG4eAobxzgajaJQKCCfz2NqagqXLl3C7u6upATI5XLi4uv7voj/JKaNRgNra2tyohRTWVCXzANHKpUKyuUyFhYW8MYbb/S1WY+FHo+gwCfXuLn0/4OQsg2x2taMSVSob9fXNAy7hoZRDbn6ZOubSQy06krfM1Va+v7Vq1flrGg6DtCwT4kvHA4L599oNITg93o9Sfmi40wYyBiJRFAqleSgGXPMh2GUhrn3VsJdTQRMsC0WwmG4EM3FDqLc1Ov3ej2USiWEw2Fcu3ZN3MhGR0eRSqUkb3mtVsPExERfPAFwgMRohCTnOUhstMEwLmK2HCMmd8VrQfXbkMlhJQkTGaZSKTz11FPiKkoRnDmEuNE1MeDxf1qdt7+/j0qlgmQyifX1dSwvL2Nvbw+RSASjo6OYnp7GyMgINjc3Ua1Wkc1mxYajpSgSoc3NTTmZish/bGwMY2NjNxn0t7e35VhLxi6Y/Q3a0Da1iKkyGUQcXB5ww64pk4N2tdfFiNERwva87dogZG9D3uZ/zf3bpBY+YxKEdruNb3zjG3jHO96BcrmM/f19MQqTudNMSCQSQTKZFEcBnkdAbp8aAjISTCwYpOcPujZo/N5qeFsRgSAYlooGITDXJLZaLWSzWTm2rlarIZ/Po1AoCFKiCgG4gVi4SIn8E4mE2A5cGUOHRbDDLhZuOtM/3dyUhEFubbYyzPpYDv/zGr2CmH5Xn57GILBoNIpMJoNwOCzuefTYiEQiKBQKYqMplUrY2dnB+Pi4cHf5fB7VahX5fB6jo6OSEIxcGzc72xSPx1GtVhEKhXD69GmkUilxI2Vb6/U6fN9HNpuVWAPmkrcda6oRuen1Y9Pzu4j1MDaAYaRGF8fOZ1zxASYMkg6GgWEkGds75vgOArNfy8vLWFhY6LuvPXv0GdcAxH4Xi8X6zpymdMqIY50zSO9d11jZpIJhx+Gw6rZh4a4nAkEcyjCLgZtqWKprTqDvH2ScpG4wFAphcnISrVYLZ8+exfT0NMbHx7G8vCwBTTQk6U2YyWTg+36f8fhObKpBoPtPbpbctslBAbcWkejanCZy44HxOiMrx0ETTerpmY1VR3ryVKfTp08jm80KN95sNrG0tIR2u42JiQksLi7ipZdewjPPPIP7779fdLjU83IsIpEIxsbGsLi4iKWlJWxubuJb3/qWJJBLp9N45zvfKXM2PT0txw4WCgU5BMi2Fl0BULxnEgtbqosgqYAQxDjYEJK5H0ypwBX8dxiDpE3SMOs+zHq3MS0uqYdrXfeh0+ng0qVLeOSRR8SDTx8/yXxfdNbY3d1Fp9NBOp1GsViUAEJG+1NCDYVC2Nzc7OuPS1o+DOcfhN++J4PFNHBwgvRqrv9Bi2eQoXViYkIOLt/e3paJ1wbE/f19CSQjJ0Ids+d5Et3KTJpBfTT7aePWbf21qct0GVqfahI7UyS/VSKlD95h2b7vS/AVo3dN5E9PK7rYRiIRcSmNRCJoNpvwPA+5XA7T09PIZDIIhQ6O6vz4xz8u7p0cIwai0SgPHATrxWIx4d4ikQgWFxfx8ssvo9lsYnFxEVeuXBHPH9ohpqenxd7geR6y2axkljT7aeP0bRy+ec9GAIYFG1LnuLrm2ZyjoMhg3ifYooJNVWUQ0XAhcFs79W9dzyBVlq4LADY2NuQdrZrlx/d9OQ+cdTabTWxvb0u2UAYPMiX1yMgItra2nOM2CPG7pKIgVdv3nHeQbcB4nQvT5TJmm5AgAmBb+OQq9EEjpVJJkkgxVxBPHaIYGQ6HUa1W0el0cOrUKSSTSWxtbd2EIF39tXHpGg4TPq43Ed8zF5l5P0hEtc3JIB02cODuSX27tgVoqYhjl06nAUCiMRnxy/v04gEg6jXP80REZwCQ1t0yRUA8HheCEgqFMDExgSeeeEII+0c+8hGUSiX0ej0kk0mMjY2hVqtJjiIGEY2OjuLChQt9faXkyLG0IX7t+29KADbibV63rXONJG2/9fNmHS71hW0tEmx57XWci4to2PaehiD3T7NtXMe2Z9k+XV6n00G5XEY2m8XOzo4YfgmRSETOuqYrt+8fxJNQ3UjmhMdX0nswyKU6CN4K6f+wMJAIeJ73OwD+FoBN3/cfun6tAOD/ArAIYAnAp3zf3/MOevQvADwLoA7gp33f/+b1d34KwK9cL/Z/9n3/d4dp4CAKb7tv44Souzc3if7mO/o3uef9/X0RGVOpFBqNhhAArePWkakAhPNNpVKi9x6WAzLHwLxukwj4vonMbdKAa0x1vbaN5tJXmt/6NxE0YwI4Rjr9AjmtUOgg1xD9tbnpqPoBDo4DJOdPoxyJMcvwPE/iPMjJ0dc7EokIB9jtdnH06FGk02nUajXMzc2JuyDPm41Go7hw4YIYrUOhEAqFgqQPcREAE+Hqg280QTClAC0NcOz1+QmDmBkXwxMEQYj3sO+b/22RyOazVNmZ68v0ZNKSsiYGfNZWr94rU1NT2N7ellgfPkdVj84p5HmeePvxqEkyniMjI33Sp61fwzhx2EDjtsPO42FhGEng3wL43wH8nrr2iwD+wvf9X/M87xev//+nAD4G4NT1z9MAfhPA09eJxj8D8AQAH8A3PM/7rO/7e8M21ERyNpWQRuoa4ZucPtAfQTto8fMa0wuQEwRunDNAxKIR3MjICHK5XB93wuAik4DZJtrsn0ufqsfCXHQusZLvaCRvIyD6fS1F2Npq02OPj4/joYceQqPRQDQaRTqdFiNctVoVt7xEIiHcGtM1hMNhjI+PS153+nJ718V0cm3j4+NiuNNIVnPaVAPxnAe2j7YBzkskEkGr1UKtVusj9N1uV3LQdLtdNJtN8Sk31Tea09fX9NjYDMYuAmKbW9ua5Vrnbxfy0PNvW0+2/7zGtpnvuSTYQRKMrV3me6ZEwTWo7Q5aOrDF37DMbDYrR0XyCEk6DtBNtFQqIZFIIJ1OI5fLyTrTbqPAwVq5cuWKc7wOa5g377uY3DsNA4mA7/t/5XneonH54wC+7/rv3wXwHA6IwMcB/J5/0PLnPc/Le543c/3ZP/d9fxcAPM/7cwA/COD3B9VvW0imvtDUZWqkbyMEmpMalvvheaI8f7RQKAjnSe6S7oKMTKzVahgZGenzLNrf3+/jdnW9QRy2bUxci2uQpAH0H2aipQNNCGzjoq/bAnU0VxsOh/H4449jenoa0WhUVCxMxtdoNAR5k9umBw/9slutloxtKpUSozsJLt36bC6DRFh0RyUR5hGh+h3OEZPU0RecHB/HgMZqpv5gn20cvlb96XExCZRNbTRo/jn+5hq3qYBsiMYcK/2OTUXDZ031axARCWq7C1z3taTApIyauzelTpP4sgzmkSKSZwK4/f198QILhULiPKAdCLQEGY/Hkc/ncf78+ZvaGoT8zX6axMzsr4mj7rRRGLh1m8CU7/tr13+vA5i6/nsOwLJ6buX6Ndf1m8DzvJ8D8HMAhNtW9+S3DdlpxB5EAEyiMczCZPbKo0ePCgI7efKkcLA6tJx2g2KxCM+7kb6Wh6jQXdG2MYOQgUksNNdu3tf3gvplPmOWDbhTSJgcsMnZ+r6Ps2fP4gtf+AIeeeQRHD9+HJFIBJVKRTZUJpMRQqmlhFDoIFU3Uzjkcrm++vXpX5qw0cDHhGDRaFSkCJ4kRTuD9gahHhiAJJGj+op9JTIMhQ5SYDD9BNugOXx9zRwblmXOr+23iQA0YtBr2FQRmcSA+notsdnKdzFFNhdjE0wEbBIaF5j7Wl83pQ5NiMhIDWLo2PZYLIbZ2VmJGh8ZGRHngt3dXZHeqQoCbhxlyud5vng+n0c+n7/pQCKbcX0QY0bQB0/Z+sG+3HXeQb7v+57n3TGZxff93wLwWwCQy+WkXC4AG+ein+Ek6E1hIwYu5G9yTeSuer0eNjc3USwWMT4+Dt/3RS0UCoXEjZGeLwwwIsJjAjVTHWGj9sZ49PU3aEEFjY3tXc0tmRwVyzG5Pv2xESr9ASCulNvb22g2m5ifn5ccTESizBIaCoVQrVYljQTPgaVvP+cVQJ8UZZ4+ppGD798w1jMmgJ5B9ObiHDJIqFKpSB2aELJftAsUCgXhDPX50aae3ySOtvsuLtBEgiaToz9sp2s9sSwbEhm0J9gWzXSY868JkO2++ZxtDbkkC1ubtITiusY14/u+xI6USiUZM9qdeEQkETGNwb7vi0NCMpmUMeRZxHosTXVdUF/MveqyDdj2+93iHbThed6M7/tr3oG6Z/P69WsA5tVzR65fu4Yb6iNef26YilxckTmIehGT2wf6RWaTCPC+Bo1oCMxiSRUAc8nod8gxUjLIZDKYmZlBuVyWa4lEAlNTU0IUqA83ORibNGDbLEEqIT5jGo+5Oc0FSrWKbePapAVbvTbJIJlM4uTJkzh+/DiKxSJWV1eRSqWwtbUlmUQZTa05e25EIlXzTF96amlEDRzkfdfHfs7OziIajWJnZwdbW1toNBqoVqtiyyG3zxxGqVRK1Hm+70uSMROYR+rBBx+E7/vY2dmRNBIa0etxMe0C5nMuLti2Vk0CMAyDE+RSGfSe+YxWJbokArMPtn7xv75nlhNUD98h0TE930xCOj09Lc4IzBgLQDL+kgjQ/7/X64njAhm8aDSKUCgkTAvLOCyYuMwlMQ0jQdwu3CoR+CyAnwLwa9e//291/Rc8z/sDHBiGS9cJxX8D8P/yPG/0+nMfAfBLh6lw0GLiNdtmMDcJwSa6mZPB96kq6Ha7qNVqWFlZkTNHufhCoRuHUvAgGhIPqiCYh4a+6q7FbRIAk9gFvTMM56HLDVqEhEFGYX6bUhQNsoy2ZeBNu93G5uamiOeak2c5zWYTvu8LsaRnkNbZ0/OHBI9xG7u7u0in03j99ddx7tw5XLlyRdRK1Ovr4LGxsTGJTD516pTYe1gu1wFVTIwaPnPmDOLxOOr1Oi5dutR3uL2Nyzfvmfc5R645t9m2XAyOCVras+2fIKcC/byN47ZJmWzLIGbG9t8kAC6mR4+RaRQ2n5+amsL+/r4kC2w0GrK3aTNqNBp9ieG4/siocA14nid5pMz22MbB1l+TWHIOzPXyVhOCYVxEfx8HXPy453krOPDy+TUAf+h53s8CuALgU9cf/xwO3EMv4MBF9DMA4Pv+rud5/xOAF68/98/960biYUBzsOZ1c4DMDWEzlNk2l/lbDz4RNxcCXT1rtZqoNGq1GiqVCqrVquStJ5IplUrIZDLwPE8iYM0zal191u11gekOCgzW7ZO7cW1e8zfrMcsx69NAjonJ2KLRqGRzXFlZAQBJrEfuX288IntuTs4BnzWlBRKO7e1t1Go17O3t4aWXXsIrr7yC3d1d0f/Pz89jcXFRkssxuvj1119HPp/HRz/6UUxNTSGbzWJmZkYIGO0UJBy93o0EgV/96lfRbDadLp82QmmzDZhzp7/5W69rG9NzGKRhq8O8xzYFEQIb4TosArMxebb7Zht0PbpdJoGbnJxEo9GQeWJZrIfSKOuiAZqMHeNEKDEvLy/3HTcbNK4uJpNtOAwc9vlBMIx30Kcdt37A8qwP4B86yvkdAL9zqNYpCFpUGlmbEsAwG8R2T0+WPlpOe4qEQiHx+y+VSqhUKlheXkY2m+2TDOhfzCMP6QnDTJg25G37r8dg0Ga3qdE0EjcXI4mFFqfN913lE0yExo2hT3VKpVISqENdOuMufN8XTtrzPLlPgxyztNLzhsSA77VaLVQqFVQqFYRCITlxLJlMotfrSQ6Yvb09dLtd5PN5RKNRvPHGGzh37hxCoYPU0qurq305Y8bGxsRllR5NzDvTbrdx8eJFLC0t9SF+01vIHDMb8jcJvznuNq822zo354DzalMH2YiAKRkOw5G79qaN2x2WMJh1udRM2gahiYMmCNFoFBMTE2g2m33qLJZLJK/TRHOeeY2SALUCOpW4brOtH65xCkLo5nPDSOy3And9xLCGIK7F3AiDLOiDvGb0ZMXj8b48I/F4XE6yarfbyGazssEqlYr4sGvutFgsYnp6GuFwGMlkUjKPDtOGQYQhSIznf5OjN41YfEZLFbbNx/fNMXR5uzDClqqWtbU1fO5zn0Or1cLTTz8teZmYqZUbTUswrVYLzWYTzWZTzm7Q7nt8r9VqodFoSJAX3Xh5ljMAbG5uYm9vT86KnpmZwdzcHL7/+78fpVIJV69exalTp9DtduWkMt/35aQznk1MBwCtktISgB4HkxDYVEB6zEy1Da+ZzEyQGkjbgci56sCpICZiWOaCzw6DlIZFdkFgIyQa0ZvGe91P2oAqlYoYgzk2ZOzI/XNNUfqjxx+fYSzJ2tqalQC4COQw/QzyGuP/7zkiYHK/Gsw87qZKZNiB57MEc6Hx4AngxkEknucJEeDZo3Q7pHRAROJ5B4bi3d1dcTVjWgRXO2wEwMVtmd49JgIfNAYuzs42LnrzDQIaWlOpFIrFIsrlMl566SWcO3dO3H9JQMnNczx1n3gSVKVSkbGnGsjzPJECaGshgm42mxgfH8fk5CTW19dRqVSQyWRQLpeFoG9sbIh30NjYGCYmJgBA4gh2dnbE/kBvsGazKUjFVGOZKiDzfxDyDxp7G7g4UJf3D7+DiLf5jqstNgnVxRW7kJaNcAW1R7clyL2av3V5uVwOkUhEJEnadCgl0MOMa4dEgGuD69LzPLHn1Wq1wP4EXbeNjZZigvp1p+GuJwLAzYYx85r+rxd5kORgK9v1XCwWQzQaRS6XQ6vVEo8f6q2ZFprBRnRT9H0f5XIZuVwOU1NT2Nvbw9bWFk6cOIFsNntL4wC43cbIGQ6DREw7gslBaXuBHlctMRBckggDchgbQCNaOp0Ww2s2m5VzmPXh3/TXphRAYx6fIyfHNtGvn0dNUmog4WDuFyLsqakp2cybm5uo1+vCFRYKBaTTaSQSCRSLRVEftdttJJPJvpPJgBvxLKanj3YXvR23Ppe+mb9dBGDQujbnm+BCQsOAjTjYwLandR/0WLrqMOsKIlSzs7N9hv1sNiv7NhwOSyp4EgK2ndKArmNkZEROJmN7hyUA5phoJldLgi5m4XuSCAQNrF7kLkobtGGGlRLo4TM6OoqNjQ1xKWPUKnCACIggqMsmZxuPxyU5GREUjceEIC4oqM02HeOw0pD2pOCzJpI3D0zRz+hyeF9/811mXWWaiEwmg/n5eUxNTYmkxOc9z+s7oINEoFgsij93t9tFq9WSvEwAxNhHUZ/InpHbOrkZD4TJZrMol8vwfV/mjMFkPP+Bkt3+/j6q1Wqfmot6/4WFBXEW0Ehf2wb0GJowLOc/jP55mHsmDJLqhiEELuRmtsUsRyNYk3sPqmOYvrM8z/MwNzcnXmbk7jlPVDVyP5MIaMlAj73n3TjZjv9dBDcIN5n9ChpnUyNwJ+GuJwIaXL7QJldhQ4ouAqDv2TjsSCSCbDaLTqeDWq2G6elpFItFFIvFPiLAyFcinJ2dHREXqaceHx8HcIAUdbpp4GZEaoK5wXTfDgv6PS0BmOBalEF1arUAs6+SK9/d3ZXjN0+dOtVXB6OwAUjIPo/540E+NCLzwHhu1nq9Lvl8OKZU4dRqNcTjcRl/c771+cYk2jT60j7B9MK6j3y+Xq+jUCjISVR6DGwcq+2/HmeX6tNFzIOQog0x2Qh5kBrF1U7gZsbF1g9bX4MYk6A6zXa6kKs5JvF4XOJ6eJA8z57WBn4AcmaA7/siGWovLkoT2isoaOz1WAQ9o587jAR0J+BtRQS4eFwqIVMsc0kKLvHNNlE8RzgSiWBzcxOXL1/G5OQkCoWCnEhF4xGJA6OF2+02jhw50pdFlHUkk0nxjx+27wTbxgp63vYef2uPEX2P/017QxDXaKpDms2mRFInk0nU63UkEgkcPXoUhUIBe3t7mJiYEHdZbjZuPO3OR6klnU6Lp06r1RI10d7entQFQI6SzOVySCaTsukpOfCQGGYL7Xa7WF9fF9UV3UljsZgcCET3QKYU6PUOgokYB7G1tdVHALSdwDYXJtJyzZsNXHvgMGWY77iQkEv94iIYJiGw1WX2wVyPZj9sY0WwtUE/zzXDOazX6yJF+r7fR/C5DqkCJkHo9XryPxQK9UmrrC9IGhgEppTDsk1p/XtSHQT0I23b4rddC5oITb1tE6QXVTQa7cthtL29ja2tLTncPJVKodlsYnl5WU7EYoKyU6dOSf56HTDGjJWMbnWBjbOygU1NMAhhm+/QJ9oknHosbPpjs50sG4Ag8Wg0isnJSYTDYUxOTmJhYUFcOXd3d4Vg0gvL933JFUR1EM9vyGazGBkZQavVQrFYxMrKiqiZ2IdQKITx8XHZyHQtJUFhfTycnrliRkdH4XmexIDs7e2JnYFurvwNoM8z6MyZM7h48WKfGsgmEQxCCOb9IH2zCTZ7gKtelzQ5LJKxIW1b2YNUWOY+dCF0mxRgcvwugjM1NYV4PC6nxR0/frzvaNN8Pi/OBXqt0x5gelN5nif71tW3w0g6HCubZKDrdz13u3DXEwFuAheX77pOsEkB+p5ZlvmcPhYSgESH7u7uivsh88iMjY3J6WGZTKbPdY3h5gDEY4bqI7O9Wi/vEt1t7TfLcd3TYOP6Tc5MEwPbpnB5w3BTlctlxGIxzM/PY3x8XAKtVldXxdibSqVEIgiHw6jVajKW1OVSx+/7Pmq1mhwETu+NRqOBTCaDZDKJRqOBvb09lEolbG9vC+emU0OPjIzA928cHzoyMoLJyUlJIcFc8UwlAUBUgDQqFotF5PN5OcGMsQV6PGzqDD32rjmyEVsboR4GEQ1LgFzqv8NyoEFqKldbBklMrmcA3IQsNUxOTiIUCknyRtp66vW65JLSyQPJPHDNcY1wHCjlatD7dJj5tKnRdPm8bvbtVuZiENz1REBz//xPsPlIBxEBl/6O98z3Pc8Te8DGxgZCoYNTqIiMmJ2y1+uJmiCRSKBQKMhRlOYCppGJ+Wp2dnb62uESvfUCH5YzDAIXgnCpf1i/6Tlktlsv7v39fVy7dg2Li4tYX18Xj6BwOIzV1VVsbm4il8vhwoULmJ+fF9dQBpZRx6/dcplqo16viw2BKqFms4nd3V1Uq1XZ1OFwGLlcDvPz8zhy5AgWFxfR6/VQqVQwPj6OjY0N1Go1bGxsYGVlBefOncPi4iJOnz4t7qDNZlMOkGG/GEDEQ2t6vR7y+bzEfrgIQBBy1GBjbm6F07Rxyy5kO6iMIDAR2WHXZ1CbbIyPrS6NLDVCnpiYwNbWlmT/5DN03gAga45In2Xo/2RQmEFgEMNpgulRZ1N9aUTvIsjfU5KADYGbqh/b4A3DGdm4KALLiEQi4l9cKBQAQBAN3cyo79/b20OlUsGxY8cwOjoq6gbqGolQmSrZ8zzMzMxgeXk50IPkVjZVkI45iAszOXsT2QepAFz1f+Mb38DExAROnz4tBloes3nixAlUKhWsrKzA931J9kYVCyUAuo7SlbRQKKBcLqNarWJychKJRAK+f2Bc3t7exu7uLqamppBIJDAxMYHNzU3s7OzgG9/4hiQQ6/V6ePrpp3Hs2DHMzMxgcXER09PT+OxnP4sXX3wRa2trKBQKyOVyom6iWooxBvl8XgzVvu+LjcdmDzDVGbbfrjnWazWIKzYZoUHI3oXch7FT3QoiMtunGY5hDNEEG2F1jQVVfs1mExMTExLDw/mkpMl1riUAoP9ENO2CTc3ArY6FS+VlrgmCJnCDvLkOC3c1EQButge4kD9/62+zHN4zuX6biA3cCHbS6plcLod2u41yuYxIJIJ8Po90Oi2caa/Xk/xCTFfg+75IDMxQGA6HMTo62ueqRhgG8Q+6b+OYgsq2LT6X+sesQ7fJ/N7b28Nzzz2Hp556CkePHkWn0xG/+1arheXlZWxsbKDb7UqgFnDAbfPULhKBcrks3Han05EEc6Ojo3LWwwc/+EFcunQJFy5cwObmpkQIM4cR01X0ej385V/+Jb7whS9gfHwcTz31FObn52V+W60Wtre3kUgkkM/nUa1WkclkRA1FL5PJyUkcO3YM5XIZu7u7fRKAy9d7kC//sJt8EIG3rQ8XYtX3hnFX1ojxdoiGzcY0LAT1hZBMJlEoFJBIJNBoNIQB0GdPsCy2kSpG7lu6DpMI0H6g37vT0jngDiT7npIEgH4D5SARmdcGlae/gzyFeF4tRX8iLh5O4vu+pIcADvzFS6USms0mFhYW+giXTn3MBUajpNYh277520TsQf01kb/Zt2F1rbZ7rra42r+6uornnnsO8/Pzcl4rAJTLZaysrIiRt1qtYmxsDJ7nyaZl7iUAYmBnpsd6vS7poVutFiYnJ5HNZvHss89KoNja2hq2t7eRzWaRy+Wwt7cnRuRisYi//uu/xs7ODp577jkcP34cDz/8MGZmZrC0tIRXXnlF0k7ncjlpNwlCs9kUom6zBQD2k9jMcTXnw1zf5vrU6rphEb9Zn6sNZpvN524FXNwt+2I6HrjeNdthk5hN4EFFAIQRo5OGPpCGe5wqSa32pMookUj0nTdg6w/7AeCmfgVJPWafXTAs0T0M3NVEgBOkTwOzIexhOAkb8Qgq0/M8STlMJEPjI10EPc8TA1M6ncb4+LhkDV1bW8P4+Lj4mOu+0NMkl8shm80KkqO0YVv4NsRtWyyD9LJavzmIELA9Gum46rLd47fv+9je3sbe3p6MXTgcFvsKTxWr1+vI5/NifI3FYuKuSVUSkS3bzft03QuHw9jb20M6ncaRI0cwMzMjKqZWq4W5uTnhBHu9HhYXF1GpVDA5OYkzZ86g1Wphc3NTTg7ThulQ6ODEOCICqvt4SA4Zg0FqsyApLmgtBxF888wDc171nJtzFAQ2IqHr0JKDXlNBqg2b6tH8HdQWWz9dfRkbG5MUIppoknibfTTHn8wnAPH4ohdgkKei67cmDDawudsOoxm4HbiriQBgdw/ldSBYhBq2XJMD0xuZE1Cv18VjZWtrCwBQKBRw5coVbG1t4fjx42i1WojFYjhy5Ah2d3dx/vx5xGIxLCwsCMLjpuFiisViNyH2IHHd1ldTfePaiLYxGna8huG6bO/o50wRPJPJiCqHxztWKhXE43FRBzHrI/O4lMtlUavx5DHGAeg4hUqlIj789O9n3ngA4rp77NgxIcq9Xg+XL18GAJEcSqWSIPtqtYpe7yBSnHEfY2NjCIVCwgzYpDiCzehuY0KC7rnANfc25saG2G3tta0Tc07NteCSasy1ertILajdhFAoJHYmBoT1ejeiykkYyDyQubAd1UmDcCgUkijzIKnL1lbdrmHAJW1/T9sE9H/gZnWQjfswF6hr4ZmIOBQKSd6b/f197O7uYmtrC+VyGe12G4VCQbjAdDqNYrGI0dFRpNNpyTEzPT2Ny5cv4zvf+Q5KpZKcaZrL5WTBjY6O4tq1a3190O0YRiIwOSszutUsb9BGNK+b3ItNBWTWoa9r5KyvbW1tYW5uTtJoME6Arnx8j5wcuXftnkcDXyKRkLgLShG1Wk0iu83zWynlMFis0+mIai6dTiMcDmNqagqtVgvxeFy8hDi2jFUgc/D6669LOmzft9sDXE4NJgQhl1uxF7jWir4GuNVANkLC529HTRRUhw2CJBkbYxKJRHDkyBFR41K/z3VA/b4Z5Mj5M+eIxMAkAubcBElsLk/HoP64JKo7BXc1ETDVNlo0Mzl4PYlBg2a+Z5MEgIMJZepZGhVDoZD4EdPfeH9/H/V6XVwf6T5IJL+wsICdnR1MTEyIusDzPExOTqLT6WB9fd0pCdgQrK1PJrje0yJ7kGityzCJwWG4EBMZ6v++7wtin5qaEg6bHPnu7q64ZPI0N/r50/OqUqkIUuYZAjz3lVwfcOPcB543wD4Vi0VMTU2JJEE9rzYc8nQxGgNHR0clInx/fx+vvfYa3njjDZw9e/amoy5tELQeg8bRRuSD3nMR+yApTuubB0mLLkYrSH3kKsu8HvSu+VzQeCcSCUxOTkouKJ0OnntBn2pHJM+1qPEPP1Q32vaii1ia42KCZs5srqN3gtAGwV1NBAC394+5eWwD7uJ6XBNhbppMJiOII5vNYnJyUrhScqoTExNy8EgsFpNTrUj1mSmz2Wzi6NGjkra2Wq2K0ZELzIwMHDQuQX0yN+MwG9WlQtCgEWuQ6BuEADShbjabWFxcFALBoC7P82QcGRtA/3/PO9DpRiIRMRzT3rCxsYFOpyNnABOBM7UEff7Zjo2NDUxMTGB/f1+ShUUiETmJjCkstGRI//JSqYTLly+LmoifQXPmIuauMTWZE5dEaCMQLk5+WMSi149tjw3zrgtsSH1YAmC2wSZ9jY+Pi62J5fKQGM4h9fwEHafC9lAVRAKhkx4C7mNqdb/M3yZR0P12xTsMowK7FbjriQDB1JG6kBUHS/tpm8TD9o45UTxGkFGjtVpNXECJiNimeDwuSc+azabEFuzt7aFarSKfz6NYLGJrawuFQgEbGxvY398X7yN6vdhcwEzJxgZmn7R+2LwfJE7b6nMRhkEGLv2MS/IAICd8xWIxlEolObQHOPDm2N7eFh18sVhEMpkUX+9MJoNqtSpc/u7uwYml2gZA9dHOzg62t7eRTCbFRbVSqSCXy8lpYdlsFr5/YMReX1+XcnhOAVVG5CR5mlxQ/wg2VZANkQySCswyOL68fjswiIDpfrq4cBsTM4xUYRKbIJVjUFkaTpw4IYhbZ/VlJLseQ9rmgtYzJUwd5T+Mx6JtfszfLsbMJWndSbjriYBLCnA9G6QGCirfhGQyiWg0ikwmg/HxccloSQ4UuKE24KEnwIGxc25uDqHQQf4a5sIfGRnBlStXkM/nxf2RqQtGRkaEwNhg0MQHqW4GISgbx2jz9HCNl0v3baqBzHbQVZbnDwOQVBtU2fAcALrmkVBSDef7vqhwmA2SRIVHQnqeJ6kfeAgQczu1Wi2J8+C5wayT+v5IJCLeR77vSxK8er2OYrF409jaXPhsKkzXPRM5DEMYhiUetvduhaM33xkU6OWSRodd14Oum2pG4MCd+MyZM30cP/cEuXsyE1r1A8CqbvM8TwzMXIe8HqTnN6+5+uRaF+ZefCvgbUEEXHYAwO03ayMC/AzDdVHvW6lUEIlExEjIICXqnKnKoaqCh1Wwzcw7Q++Era0tcYPsdDqC4AimK5nJEQUhZJt6YBDoBazFUZv4H0RkNZgEwGyjfm5kZASpVEr0tQR67ITDYWxvb0vyt93dXUxOTkrOIaZsIIcOQNL8plIpjI6OShI7ehO1Wi3JRHr8+HEcPXpUyqIRkQfb01NESyc7OzuSNkSDDamaKh6XFGCCi2AMYm5Mydf8HsTJu8py9S8IbM/z/+34ugdJx7w2MTGBmZmZvrOsCcQZpjRgeh9yH3Adep4nZ0rYmNJBSHqQdBMkAR127A8Ddz0RINhEKU6aSTU1uJBm0ITRAEl7AHPMk2ulAVj7HlMPTeSuF87o6KjkMC+VSpJsDIBkptRtGnby74QawBbMZC5Em9rBpZc2QbffptMk4ia3RjVOKpVCoVCQ9MzlcllcNcm1l8vlvrHm2c7dbhe7u7t9dpz5+Xn0egfJ7JjuO51OY2xsTKJBGUvQ6x0cSl+v1zExMSH2BcYIRKNRUSnZ+jmIM9Tj7ULY5thzrswjVW2I2hz/oDmx/TfBNm82Hfww72niY5OYeH8YhGqWodfnmTNnEI1G5RwKevKxfI4lvcZYjk73riVpGoV3dnasBDyIELj2kA1shN9mrL+T8LYgAjaqqzcQB9lmUDHLMMGGxKj3J3dJ1Q2jUIEbRwq22225xpS0WuRkuzKZjKggNLIjN+wiALwWhGyHIQbDiqG2NtikAvP5oLZpCcZEHuTUyHHF43ExwjKTZ7lclmM94/E4arUapqamJIMrPXcSiYTMCzORbm1tySHxjNBmAB/zwzPNdLlcRqPREDUQiQ6PoYxEInKGBI3Wg+bAtgbN9RxECIIkBtu4u+bCLNtG0G190fOmP66gJrOMYd8Hbo6jsIFuv03lCBzszccee6wvVQvVttrVWNdFRG9Kxrwei8XEPdQ1fy4YZt8OSyjeCongbUEEOBE2AgC4N48NodoMOTbodrviGup5B0nLfN/H5uamGAgTiYQkJAuHw1hbWxNvHyJ/Zg1lYqqRkRFUKhWJcAX6uQ8bDOIuXPeCVDF6jFiOzdgbpAYykaAN0dgQpQbWyfEip8vEXePj48jn85J2mic/UTpjuL8G2mGSySSWlpYQiUT6UgeEQiGR4ujzXa/XUSqVJD01Ty3TB49wLnW7zTEyx/QwjEgQASGDE7RWbJJcUL22920R67b3ba6Muj/mt40JsK3HoPgKADclWzTLB4D5+XnMzMyISs/3/T7DMNV+BDqRaJuBDuz0PE/UibVazcmU6n64CJ1Nwub75h7TkuXtqM8GwduCCAy7iDlpGrEElRe0mcgxJpNJlEol0Tv7/oGrYiwWQ6vVkmvUWTO5WSKREMSmT6KigZL6Sh0xbKoUbJ5C+pu/9WK0bUCTo7NJHbbxsBEAlxrBvGfjAG2gFzeRHA3vnnfgpTU3N4crV64AgJw3TCJKbk9z7kTyu7u7qNVqGB8fF9Ueo7SJ6AGIREYvMKqE6FnEuaAE57J52JBDEFdvPu8iHqba0zZXeix15kvb84PmPQiCOHlb2eaaCPIYc7XjMAgwkUjgIx/5CGKxmNjh9AEyPC3O9/2+uBDbOqb7KGOE6vW6ZA8dZsyCfP6D9qDt2jBOHrcKbwsicDvg2nhBQARAFQNVPnt7e7IYtNvg6OionDZGbqHZbPZxEPQ2odeRjly0IQpN0IbhzGz9dkkLg0RtrXt2EY0gsTSIEzQ3tOboeY+ZW4GD3C8rKyt9XlS1Wg07OztoNpviWcT5IhdHpJ5IJLC5uSmIvt1uY3V1FYlEAul0Wgg9g/7IOVKK48lmTAHe6/X6pI9hVC+HkQZMCHJZDHr+sHMfdG8QIR8kcQ4q2+SOg6RcV9uAg/F46qmn8PDDD6PZbKLVavVJAZr7J6NBZw+udx4ryg9wI1J4d3e3jzEzpQDbnnBJTLb145IEb4doDwNvGyKgB0KLbTYEOaz4FLTYGLjEz87OjhxcorMRhsNhJBIJ5HI5Qfwsk5xEr9eTFMS5XE5OFKNkQFWRuaBdiN/F1Q8Syc17QZsvCPmb79jqt6mEbHNCG4nOwEm/fwByfm8qlRJvHBp4+SyTy+lEfPQ2SiaTkgqCyJ3BPuTumWqChma+z2Mnaag2PZh0v10bOGiTu5DeYTZ5kErCrMv2m/+DELcmAoM4UfMZUxXkao+NSx4EZlsmJyfxQz/0QwiHw8JcNBoNSQDJdcZx0gfK6ENlmByQkkM8Hhf30CACwG8TV9kgaH5cYMN3dwLueiLAReTiEEzEOWyZ+nkXkms0GnKgyM7OjqQ8LhQK4jHC4BMepF4ulyU3EAlIr9cTN0eeNVAqlWRB2kRGl+olSCKwvecaT13GoHFzcSI2ZGIifxcB4LOFQqGvfrrm0s0zGo1idnZWDqb3PE+kMCJk379x3B9dd1utlkT49no9iShmm6jSK5VKkndob29PUoPTNXh0dBTHjx/H9vb2TS6heiz421TpuMbqMGAjMPoD2I+iNMFF2G0QhPCDVEHDSIGudepiaAaB5x3kivr4xz+OyclJMfRzv+mzgwHcJBmYLtqmqo5R5Dzdzla/HoM7BW+V+seEu54IAP0BE/ytrfsEPWD6ns2Ip5+3TaLWEdMThCmNp6en5T9VD41GQ04w4rGTExMTguTX19eRTqdF50yPGCIjc1Pwt2njsHHfLunBHJMgbm9Y1YGNMGmjlq3+IKns9OnTCIUOTlxrt9tIpVLY3NwULj4WiyGTycgRgZyXXC6H5eVlAJATv0KhgzQd9Xpd8g5VKhUx4HPzkzhTJdBsNiV5Hd+hXYf+5teuXbvJ1mRbNy6OXv8eBmHzOVtdQaAJgw3h2zh1E/QesenwbcGArvUTxASwjSYjN4hQ2Yjiu971Ljz55JOidmUOLy21A7jJpqPr4l6mAwDxDNthngcepKqztXMYCCK8h2V2h4W3BREgmINg+rgH/efzphXeNegUJ4l4aChut9tYW1uD7/t9KR+Ye8bzPKyvr6PT6aBSqWBkZASlUkkWZ6fTQTKZFLezsbGxvqPqbEj2MDAMIdAIe1ifdld5gPuoPNd7rIdGOsZKTExMYHV1FaVSSQ5+Z1l08SSXR069Xq8L5w8cSBJ04+Q7WuKq1Wp9CCEajaLRaEjyOhIA3/eRy+WQz+dRKBT6bBYu5HxYhK3HZRiJjGW7pIBhy9D16t8ul8ug+dZI3iYFmMyabV24xs0lDZvPLC4u4kd+5EcQCoUksp9qIM2o6Xc870YQKtW2Gq9otRAN7TqvlUn4XBL8YTx7zDF3SQLfs0RgEAdvgmvgTf9gW5kc/F7vIEEco0OJfBiBSu8UIg7ghjhJtc/S0hJCoRCOHj0q5XjeQd4bpiwwTxZzwSAuaRiOz8aZaSMw20IRWI9FkOSl22giAfMex51Ru+FwGIVCQU4XY5uo222325iYmMCbb74p/t4ca5ZH3+/NzU3J/smD4jlmkUgEOzs7ku6b5RaLRXS7XYyOjoqtZmpqCidOnMB9990nXkS2eeB//W3+toGJyM33XK7Mg96ztY9zYVMp8p4JNiQ0rJ1tEBIMWudB42ZDvPF4HP/df/ffIZfLodVqScAfP0TwdK3VBwSxT+Z4UXIgY8AUE2Q0bO3U65pgc2cdBsyxd7ni3il42xABIFg8PIwbmY070aoW6gFpVCQXSKTf6XSQSqXQbDZRq9VQr9fFeBSPx8WXnTpnGn+1xxEzHAL9PsK6nzZViosIuLg22z3bWI2OjqJarWJlZQXpdBof/ehH8dRTT+H8+fP4b//tv6Hb7YrKhWNhxhXo6zaVge7DyMgIfuqnfgpzc3PY3d1FpVLB9vY2Go0GUqmU5OwhVxeNRvHQQw+h2WxKkBjnilGffIcbnoZ7zgEJCIPQer2eJP5j4rpyuYxEIoH5+XkcPXpUEtZRajKRsAspE4blBAepFnRd5nu2NtnetUnAmsjr/8OqEfXztudcMQHDgI3r1xAKhfDAAw/g/vvvF9scvblIALT7sN7LnE/tfqtjCswxpW3Pxv27/ut9MQzjao6la//caRi48jzP+x3P8zY9z3tNXftVz/OueZ73yvXPs+reL3med8HzvO94nvdRdf0Hr1+74HneLw7bQBt3G7ToXM+a5dkWvf5QXUM9cblcFp//RqOBK1euYHl5Gbu7u2JkajabWF9fF/UC1RB0L6PHCaNidSKqoH7b+uWSClz9cREAz/Nw9OhRPPbYY6hWq5ibm8Ov/Mqv4DOf+Qyee+45/If/8B+wvb2NdDot2T6pSydocdv8dvXloYcewiOPPCJJ+qrVquhc2T8a5Pl+IpHA0aNHsbi4KPMQCh2c28xMruFwWM6FZpkaMdCmwM2+vb0tMR/UJedyOTzyyCOYmZmR4D9yhZxP7VHC35SeMpkMZmdnMTs7K8FubJtNlaS/bevBxeUPIgAu4jRobZkI3jafrvVF5GWqYAa1wSXdBBG2ZDKJD33oQ/B9v08KoCpX23A0QtappDXzx/lh+8gMMlJcc/rDMgHDSkEuohz0zp2CYSSBfwvgfwfwe8b1/4/v+7+hL3ie9wCAHwPwIIBZAF/0PO/09dv/XwAfBrAC4EXP8z7r+/7ZYRtqqnGu1zf0AJmI0pQezM1H/V84HEY+n0e73RZvk/Hxcaytrcm5AsCBcVF7D5BriMfjmJiYEFVSPB7H+Pi4eMW4kHnQBtISS5AEwOtBZY2NjeHZZ5/Fv/23/xYjIyP4iZ/4CTzxxBP49V//dbz00kv4wAc+gE9/+tNYWFhAq9WSNMuvvvoqXnjhBYm8DeJw9L1UKgXP88RlM5VKYWdnR8aOmT83NzclsrPRaIgb6NjYmOj2eeQj3TjZFkb9tlotmR9mafV9X04IozRB18HNzU3kcjnMz8/3ETrOpY4E57xpTjIej+Od73wnpqencf78eVy9elVSijSbTclmCkACCE0wjc82gj9orIfZE4MYKFd5JsJ3vaeRru0ZjURvBclFIhE8/PDDmJ+fl1QQWgIw20H1H9VDjN2hNECJzeTEyQAws23Q+LukdBPMMoKkstsZo2FhIBHwff+vPM9bHLK8jwP4A9/39wFc9jzvAoCnrt+74Pv+JQDwPO8Prj87NBFQ7XHqO/k7CII2k75GJBGPx4WDpNohm82iVqthe3sbACRaOBaLiesoEQXPziXS6nQ62NjYkEPoAYi0wTYEIXQbAdD3NdiQv+5jMpnE3/7bfxvf/va30Wg08I53vAMf/vCH8dnPfhaXLl3Cpz71KXzqU5/Cd77zHfzar/0aXn31VQmYSyQSYpwdHx/vS/eg20JuilxaJpPB/v4+nnjiCfG2KpfLqFarIiExV5Pv++Klw006NjYG3/dx/PhxSdan00dwXMjl2cRwjfgpkZELLBQKmJ2dlSBBHm7P8swDR1juY489hkKhgKmpKVy4cAFzc3OYmprC0tISLl++LMSMrsaMPchms8jn833HX9qcF8z6zDaYEoAGXcatMBc2DyETcZkEYJAKbBiJRYNet/Qm+77v+z4A/QGHRPaaGJD719l/dSQxEz9yTWhHAo4FbXmD9p/GLzZtgy7DfNfFsOl33wq4HZvAL3ie95MAXgLwj33f3wMwB+B59czK9WsAsGxcf/owldk8IGwbnOC657pu2gm4KRuNBra3t9HrHQSPjY2NiRFRB48RmejTyHK5nBxUAtw47KRer+PKlStot9vY2NjoQ5yDOHcXaM7F8zxJjlatVkWq0dxZIpHAz/zMzyCVSuFv/uZvkMlk8OlPfxovvfQSPve5z+Hpp5/G3/k7fwe//du/jd/7vd+TuAbTSBUKhVAqlTA3NydS08jICHK5HFZWVsS4THG90WhgampK/LmZthmA5PPnSV0sj95ZJJYjIyMYHx9HrVaTQD7OARG85uS56WiXIcHwfV+QMQBMTU3h9OnTklkUgJxKxjWh/cj5HYlEcOzYMVQqFRw7dgwPPPCAnEHAqPJmsyn9v3r1Kr7+9a/j+eefx+XLl5FMJnHixAkcOXJE1pRuu6mCsKWc0OBibg7LTR72HZstiPUPgmE4bA0PPvggZmZm+mJxSAjoHqrbQxWQPlRGjyPbzGd0n6hCZFtsqizbWLBfNuJpElqTkL7ViF/DrRKB3wTwPwHwr3//bwB+5k40yPO8nwPwcwAk6Ze6Z9WBmkTBpvqxgXlPEwLP87Czs4PV1VVBYNVqFVNTU6IGoqiYSCREJ830BtT9k3iQe+ZijEajkhBtdHQ0UALQ/Qf6Q94XFhYwOjqKy5cv4/Tp02g2m1heXkalUkGxWBSdeqFQwMzMDKanp5HNZpHL5dDr9XD58mVRYWxsbOB3f/d3cerUKXziE5/Av/yX/xL/6T/9J0mDncvlEI/HUSwWBTGmUimJggaAF154AbVaDWNjY5icnARwcFgMkSHTPgAHef+j0aj47FOPT5dRLaJ3u10kEglJ4BWLxTAzMyMut+VyWbKAan0w55XuoOToeS0WiyGdTiMajeLo0aOYmpoSuweR/tbWliB9rg8anz3PQ7FYlEC2TCYjxImcJvMU0V5w9OhRvO9978PGxgbOnTuH8+fP4/z583j99ddx+vRp4VTNNQ+4TyAzCYVr/bhiOmwG/SCJNAhchMDct6ZkOwyEQiGkUim8733vA3AjCy0RvVbp0F6kzxg2DcN6TPTRkwwsBCAE3GyrTaXD3y4XdVt/XQTAVq5Z752AWyICvu9v8Lfneb8N4P93/e81APPq0SPXryHguln2bwH4LQAoFAq+qYO9Xqdz0bu4nsMOHA3DPIQkHA4LgvE8T7hJbnDqpfVBJEwzoFNI+/6B/zm9WI4ePYq9vb2bEJeGaDSKQqGARCKB48eP4+zZs1heXsbRo0fxoz/6o3j++edRr9fx6KOPYnd3F9/+9rcxMjKCZ599FouLi5iYmMDExIR4NK2trWF1dRUbGxviHnnt2jWsrq7ioYcegu/7+OVf/mW8+uqriMfj+PCHP4wf/dEfxcLCAjzPw97eHlZXV+H7PqampjA6OioHvH/1q1/Fn/7pn+KFF17A6uoq8vk8tra2JGcSPYzopUMCwHgKIqJYLCYbmwRYG1c57seOHZMMoJcuXRIu2jxAnGkAyLkDBykpCoUCUqkUpqencf/99yObzYpEwiSADFqrVCoSL6Ilgr29PWxvb+Nd73qXGLrZ5l6vJwcLEdrtNkKhg5Pn3vve9+Ld7363HFZz7tw5JBIJLC0t4dy5c86N79oPNnCpQLlPbHuFz5q6fV2W7d1BNgBbuw6zNz3Pw8MPP4yFhQU56Y+6fi3hUTIm4tdnCfA3cINgMeeXjiHhHFcqlZtiCYIIoUvdY3vPVLu5xjVIlXS7cEtEwPO8Gd/3167//REA9Bz6LID/6Hne/xsHhuFTAF4A4AE45XneMRwg/x8D8OOHrHOg2GtyOoPKCwLmpFlcXJSAsf39fUFoXBgAbkpNS90ko4eJdHiuMAnE7Oys6MtpmPQ8D/Pz88jn88jn83jssccwNTWFfD6PN998E4lEAmfOnMFf/uVfolgs4s0338TVq1fR6/Xw1a9+VdxO6XL5/ve/H1evXsVzzz2Hs2fP4uLFixKRa/Nj5sE5R48exWc+8xm85z3vwUMPPSQeNI1GQ/Tdvu9LgBw3zAc+8AE88cQT+PKXv4xf/dVfFc6eh3EUCgW0Wi28+eabeOyxx9DtdjExMYGdnR3UarU+AkBEHo1GxVWTGziRSIjL7ejoaN8ZxcwBRCJCjpBtpMcHpbOHH34Yi4uLSKVSGBkZQSwWE5fYbreLo0eP4sknn8Tly5fxx3/8xwAgnkP5fB4PP/wwLl++jJ/4iZ+A5x24v2YyGTQaDZTLZXS7XTk6ky6LVB8SgYXDYczMzGB2dlbOL/jTP/1TnD9/vs/eYSJ+jcxcYCJwglkmVaAmsjG5dxNc9gDbs4dB+CY3HQqFkMvl8KEPfUgQPMePH50mwjxT2LQbkYiT6Jsuz1rS01y8C2x2FNt1E0e5mD8XwbjTMJAIeJ73+wC+D8C453krAP4ZgO/zPO8xHKiDlgD8/PVGvu553h/iwODbAfAPfd/vXi/nFwD8NwBhAL/j+/7rwzTQXDRaj8ffHBzTj1e/H7T49AYi8vE8D6urq+h0OnjggQfg+z4uXbqE7e1teJ7Xp3Ygd6knmwSAeWmYl56BJ+Pj48hms2I7+MQnPoFarYbLly/jW9/6Fi5cuCCIf2ZmBu94xzvwvve9T1JRnDp1Cn/1V3+Fz3/+87hw4QJ6vR6uXbuGdDqNhYUFpFIpfO1rX8MLL7yAN998sy/QheNBffjk5CSOHDmCxcVFPPTQQ7jvvvv63COZB6ndbksqZibUotpEj8XIyAieeuopnDlzBq+++irS6bQQvnq9jpGREfzZn/0ZTp48iWg0ilQqJWkZtGstuS8Aom6jVEUff6oDqMJJJpNizNW5frQqiJHePA/6xIkTKBQKfeuJqryrV6/iN3/zNxGPx/HDP/zD+Mmf/En8xm/8BlZWVvDoo4/ix3/8x/Hmm2/i5Zdfls3teR5SqRQymQxKpRJKpZJcoxcLo8aJGMzEZslkEj/+4z+OcrmMUqkkkbDdbhfFYhG7u7soFosSq0LPKIJeiy5PHY0MtQqF80jOmXtE7y+bSkPXcViEZbZRe11pae7ZZ5/F7Oys7D8iegBCBIj4td8/GRid1JGxA/pkP7ZbS5y0B5jPmONsQ9qmZGKbB9e7tzKOtwLDeAd92nL53wQ8/78A+F8s1z8H4HOHat11cCFyUzowF/AwukaTg+KGoCSwtLQkAV6UCra2tvqIAAmAzoa5v78veW+IgBh3EAodnJwVCh2cTTw9PY2xsTHE43HMzMzg4x//OF544QX8yZ/8Cb7zne/gwoUL+MpXvoJ//+//PX74h38Yn/jEJzA+Po6/+3f/Lj70oQ/hc5/7HP7wD/8Qm5ubkujs4YcfxuzsLJaWlpDNZrG7u4tIJILZ2VmcPHkSDz/8ME6cOIH5+Xk5QtEcK24e6kM55iRmROz6OnCwgUZHR/GhD30I3/jGNySYjjaBSCSCs2fP4tq1azh69KhEY0ciEVEXkSslYjZTPXCck8mk6ODp0UWPIm5wPssTxRKJBLLZLCYmJjA7OytqKiab05xxsVjE448/jitXruD3f//38d//9/893vOe9+BP//RP8fzzz+PRRx9FLpfDe97znr61RFtDt9vF3t4e9vb2pG6qrGgr0RkviZCojsrlcshkMgBuIARKDp7nSbK9zc1NXLlyBWtra9jY2BCPNb5nIngN5j7Rthi9zzRnfitqCddeNB0yzHIpwT311FN4z3veI2uS+49tIvLX3kI6gIxMgG5PIpEAgJu8iThOvV6vj5nQY2LrvykB8OPKCqCfMVVNNmLzVsDbJmJYIyFXkIw27NoWO+BOt2vqR7VveKvVwvr6umQLnZ6exvr6OorFonAb5BxMzkCLpcANYzdTGnS7XZRKJaytrfXlFHrf+96H06dP4w/+4A/w0ksviYHyd37nd/D1r38d/+Sf/BOcPHkS2WwWn/rUp/DQQw/h//g//g+cPXsWzWYTr776Kh599FHMzMwgnU7jB3/wB/Gud70Ljz76qJyYxo3OcaDulNIQz1JmNK1erAyOarfbN3niAAeb+cd+7MewurqKf/fv/p2oYDgW1WoVX//61zE3Nye2AKpJPM8T7xzaXXhcJD2JiDx93xeJSrvnMoBMG/nohRWNRjE+Po6JiQnx3up0OkIkOIehUAirq6t4//vfjwceeAD/6//6v+LP//zP8SM/8iO4cuUKXn75Zfz2b/82fuzHfgyf/OQn+/pPVRMRU6lUwt7enkg0TGfBYzSJJOg+6nk3Dr7XyFcTRSJHpiC577770Ov1UCqVsLGxIVlRt7e38fzzz9+kHx9mz2lmyoUA9XjpNaXXS9BedKmfNBw5cgQ//MM/LIwH1xGZAyJ8m7sozwPXhIxrgWNJomlKOsxVpfvJ34eRAmzP2e6b48brt+IxOCy8bYgAYI/Ss3H9g6imifzN3+SaGo2GGDR938fVq1dx6dIlJBIJZDIZxONxVCoViQEgFwpAkArzDAHoQ0L0uNF2jJmZGTlEJRaLYXZ2Fp/5zGcQDofxN3/zN9LO119/Hb/yK7+Cf/7P/znOnDkDz/Nw8uRJ/PIv/zL+zb/5N/jqV7+KarWKb3/72/ixH/sxHDt2DK+88go2NzeRTqfFvgHcnKGVm1in19VcoUZI1F0zeZ459rFYDL/wC7+A7e1t/Pmf/7lw+fv7+4hGo/jKV76CJ598sk+aINJm+3S4v8n5cbwpBfDgFyJyzQ0T4fBYUEZAJxIJIXZMV6H19W+88QYuXbqEf/AP/gE+9rGP4dd//dcxOzuLj33sYxgfH8cLL7yAr3/96/jZn/1ZbG9vy3nG4+PjiMViSCQSooqo1WrY3d3F5ORkX356Ei/tush5Ya4bvcapytNSL9UcoVAI+Xweo6OjMhahUEgS9L3yyitIp9N48803sb6+blXvuKQGm1rJttdc+0uXYzM0uwhTOp3G3/k7fwfZbFYQulb5mPp//aEEoA+N0apGbUfQfSQzRvuSiaxt/Xf5+JsG3yDiocs0VWxvFdz1RMDk+l2cvM2INGjwXJwO66A6gX79zElPl0EinUQiAd/3xUOIZxDwaEK6IFLXrNMOkKOOxWLY3t6WDKXHjx8Xz5JPfepTiEaj+OpXvyp9Wl5exq//+q/j137t1zA5OYlO5+CEs5/5mZ9BLpfDl770JTz++ONoNBp44YUXsLCwgHe/+919XJQ+xlFLMeYm5ngQOZjcFKUHbi5yssDBBv6lX/olbG5u4lvf+paoxlqtFnZ3d/HZz34WzzzzjEgnAPq4VdZJdQk3MdtDLo5Ag3E4HBZkQUSbTqdFxZJOpyXmg+onnQQwGo2iUqlgY2MD5XIZv/RLv4RPfepTGBsbwx/90R9hfHwcR44cwfHjx3HixAl87Wtfw97entQRjUZx4sQJzMzMIJvNiiFzd3cX0Wi0L/KZLrHam4XJ89hXSkNEKuwXA+40MtWR0JSk3vGOd0i0+sTEBL75zW/ic5/7nARB6RgQG1duIisb42UShyBpw1TDuqSFWCyGv/W3/hZOnjwpSJ+IW6tYdNAguX+6jrJ8jgfHjnEjpjsvcw3FYjHs7u4OZCoPIwXoz60g97dCLXRXEwHXwtD39GKzcSAu6mzjQExJgxxcIpFAKpXC6uoqMpmMcPi1Wk1cBgEIN8FjCxmWTk8T6rOJ8BgsNTIygjNnzghS5TGJjC8YHx/HJz/5SXH/JLzxxhv4l//yX+J/+B/+B3mXpys98MAD+NrXvobnn38e//gf/2M88MADfUFpmtMzNzwRPa+ZBi1NGIg8TaKiyxwdHcUv//Iv4x/9o3+E7e1thEIHR3Sm02m8+OKLyOfzeP/73y9qEm2c9/2DaE0a53zfF7uCVkP5vi/EuNVqIZ/P9wXJpVIppNNpCeDL5/Pit09CQMRJ1dfOzg5KpRJ8/yAVxVe/+lW8//3vxx//8R9jc3MTGxsbcjzlxsaGHItJ3fPrr7+O8+fP4+jRoxgfH8fk5KTEbsTjcaTTaZEk8/k8UqmU2JqAG5Ho2mddJ8cjp68j1AH0xUJwDPkcmZBHHnkEmUwGL730Eh577DFcunQJX/3qV/sM/K59p3+7kNIg9Y/5nO1aKBTC008/jaeeeqpPvaMlVgLXJokZ55LPMoCTRJFxPHR60OuI8SO9Xk88gzTY+mzaXzSi14RA7yVT7RNENAcR1duBu5oIDIKgBchBMyUCbTfgs7bBpXqHojoNdET44XAY1WpVjHl8dnd3F8CBzj+bzQpyIcKKx+PIZrNySD25OnoicAM3Gg2RFOjB84lPfAIrKytSR7fbxRe/+EU8+eST+PCHPyxc+Pz8PHZ2dhCLxfCLv/iLQmC4ufVv4OYspnpsTWKqVUfaLsDNxsNcaLDc3d3F9vY2KpUKPvnJT+I//If/IEdDMlbgK1/5Ch544AFMTU3JZmcbKdJTCgBuqNMYgaszPNITibEHlM7oocXUHvxNqYSINJlMSv+2trZkbrLZrBjV/8E/+Ad46aWX8O1vfxuVSkUQBiUgrh1yoy+++CIWFhYkLUa328X6+jpmZ2cRj8cl0R2jo4nANFLnurV5stHNGID0ieuenkca4ZAJoBQTi8WwuLiIRqOBN954AwCwt7cn60CrqDQDYa4Zl/Tt2m82gsL74XAY9913Hz72sY+JClHr/LWqhONDtaFOI03pgJ5BJJZU+9Fbi8Z2rhs6HGivKxMRB0kANuSv22xKCiZBteEkmzrqTsDbgggMooDmJA1anCYh0PWwrmazKSdKZTIZjI6OYmZmRvLlEHHs7+9jd3dXfP7pq86FSDGeCCKVSvVxcZlMRsRXEgGz/Z3OQW7zEydO4Omnn8bnP//5vv78/u//Pp555pk+T5gzZ87gxIkTkvSOnCE5He1+yb5rwsAx4obR9003XQCymWq1Gvb29rCzs4N2u90X+Ts1NYUPfehD+C//5b8Igmdyrj/5kz/BJz/5SaTTaSEAdEnVrn5EskzvzHkg98y03bTF0A7BzU2JgASYCIBzSuIcCoWwsrIiG7XT6eCjH/0oPv/5z6PZbOLixYsol8t48skncfLkyT41GaU79oNR1mfOnEEoFEK73UatVsPS0pLkkKrVamJDIMcL3PCWYXK0sbGxPu5ez502yppqEKqOuMY0AQEOPJX+9t/+24L0/tN/+k948803+85t1tK33lsaoekU3zYgl80IakrH5M6TySTy+TyOHDmCJ5544iYCQIJPpE8iwL1IwqsJAa+be512P44PpSy28dq1azfF0gSpyUzVjymxaGKgJQd+m2PmIpJ3Gu56IuDqtE1HaXIYQRTTJhHoCSZSrlQqkv0xnU5LumgA4p3SbDaxt7eHiYkJjI+PyzsAkMvlUKvVEI/HMT8/j3q9Li6UNJB2Oh3xnwduuAByMRK5RCIRPPjgg/iLv/gLybrZ7XZx4cIFfO1rX8NHP/pRaRM3mM1uorkgUwXG39pn3mYj0M8ytfbOzg52d3fFEElkRA+rcDiMRx99FDs7O/irv/orGbuRkRFcvHgR/+W//Bf80A/9EEZGRvo2PjeOPj+YG0xLe0z4Rpddjh2/R0ZGJMUH6yaBYX0cp0gkgvX19T4kvLm5iW63i6985StIp9N4+umn8cgjj2B3dxeFQkHaqM+05Rju7Ozgm9/8Jh577DHE43GJQiZxo/cT1YtsExF1p9NBqVRCKBSSM6yJgMkdk7BpvTcNyPyQCGkXU/aZqqJisYgf+qEfQrVaxZUrV3DlyhWUSiU5apUqqrGxMTl0SXvXEKFznVGl53kexsfHMTc3Jy7S2s6h10k6nUYymUSpVBLbjikFcI9zTWiJlERif39fzo4wU3n7vo96vS7jzzGgk8PW1tZQXLfJ5WvkbxIEjZe0JMD/Ls3EWyUFAG8DImCDQWITnxmGGJjATUtOLJ/PY3V1VbxJqtUqstmsGCSJ7LmBZ2ZmJChqb28PvV4P+XweOzs7yGazGB8fF0KQSqXET3l7e7vvpC0uSqY7IKEYHx/H0aNHce7cOWlvp9PBn/3Zn+FDH/qQ9EP7PHNh0cDKRc/FaXJ55uLU3J65iXq9g/OTX3jhBeRyOUFeTAlNIx5wIzPrM888g/X1dZw7d04kiJGREbz++uuIRqN417veJWoNDZRgtOGYfclms9jZ2ZFNDRyojYhUOZ7sL5EJzyQg4iJH2el0xLefUtPVq1fx7LPPYnR0FLOzs6jX68JJUr1EFRX7zHHsdDq4du2aEEIiZ21T4gFFuVxO2sr+JZPJPlsJOXjGpnBOiOA1keB4kTnQRn29Vnzfx97eHrrdLpLJpBjPn3jiib659DxPkiGaDIL+rxEixxmASG+amHOMtPGWyfTI0WsiwLWq14P2IOM86uNCGeRIqY3xBhxjrjFmtq1UKk71lnbd1Ry+yeWb6iHXx8XAvlV2gL7+vOU13AEwFxZg97E9LJj6Ul0OFxVdREkUms2mJCsjp8OkcZVKBVtbW4IUqA6g2yAA8eIBICJrOHxwti25eO01xAVH5JbL5TA+Pt7XdgC4cOECSqVSXx+oLmFovUaA5qIzOVdTj2lKCSyf5ywQ8dBjisiC/SF3TuPkhz/8YUxPT0v/qN559dVX8dxzz2FnZ0faZUZ/al95IvdutyspmTnm9O7SeYs4plQtmOVyHKin155OS0tLmJqawoc//GFJ/9FoNMRWxHKJgNgOTWyXl5fxrW99q08t1+12JYCN3DbPT+AYJhIJURXxXa3i43WtG2e/+J/9ICHgmuAaIdfNdl25cgXr6+vY3t5GuVzuS4RIKcbkenX9Oq2zPhuC/7WbpyYA5OA5B7T7aFdNtp1l1Ot11Ot1IRpkwqjuM+0jVI+ZHmHaU0/jBo0jtHHXlAJ0RLJuqwv5m/jMRSzeSnhbSAKmSsKl03cNls1AHPQeN1ez2UShUBAPkWq1inK5LItbn2NLIsGjEMnNUXynLpeLtlAoSKQrVU2tVqvv5C5uVm4c6q25+LXXCJO6nTlzRpAEEbHmnuh6qJEex1MvOCJavWm0yozfbCsRFlUD5FapljKlgZmZGXzkIx/Bf/yP/xHtdltSc1y4cAGvvPIKisUi3vve90qGVdMvXKvKaIQl50+1CQ3KtAewjxoJEfQJYr7vC1HmGHuehytXrkh0M3Xl7XZbIn8pFRAJUj2j54DINRaL4YknnhCJhwnyeMxnLBaTNBOUwJiFttFoIJvN9q1tGuQ5VkQmHC/f94ULtjEC2gja7R4kU9vY2ECpVJLDkCYnJzE3NyepS/R+4thqBEkES2mZKiM+Y645jhWlQ31QkLZRATeYNHrwcU+SSdOBnHp/a6LOPcAx0Gtqc3PTii9MXGFD1DYmKogAmH3Tkg7hrZQI3hZEABjONmAzpAQBB1uLx5ozrtfrklJBu3tyIfEYQyaTo2so1RM8PJ2nS4VCB4eWVKtVhEIhTE1NSVpmuixqsdTzPEE4vV4P5XIZV65csRLAdruNa9eu4cyZM31EkguNHDLLZVoMLfloDl8jfo6LKe77vo+RkREJTKJRlQm5GCRHwmXaXU6dOoUPfOADSCaT+Ef/6B9hdXUVv/Irv4KrV69ieXkZX/3qV/Hkk09K2mtuVH7S6bRwkTooihHJVKExbQXHmFKHzvfE+WE/qPs+deoUfvRHf1RsAUz/DUC8cGjc1xHXRNwaGZMox2IxrK6u4o033sDCwoIgRqaayGQyYthmamqui0QiIUZOzikdB9gHTQS0sZhESa9zMgyMi2DOpEqlIoQ7l8tJn8lZUwWlESrL099kWLRaTTMk5J5ZBokAmTAiexJ7lkMpSweG0ZGA2Vtd6mAdOEYiqtcUCaLtXb329V7RCN1E9C7Er8HG2Jp7zbx2p+CuJwIuQ4m+P+j9IAkBQB/y0/eIrEko6F1BjrPX64m7ZiQSQTabFSRTLBbFIEWuMJ/PI51OY2lpCY1GA5OTk/D9A+OUdotkO7SOs1gsYn19XRKTEfSmZhZSXidXZ15j2cySyY1F0OoLlm0aklkWk9Dlcjmsra2JKowJ9GjkJFLU4nE0GsX73vc+zM/PIxQKYXp6Gv/0n/5T/MZv/AaWl5dx7do1NBoNPPzww5iZmRGRXZcTi8WkfdpQSqA3V6934KWTSqVEBULOX8ckEIrFoujvv//7vx8A8NRTT2FjYwMbGxuCgGhI1Dp5ji/HjkiTUgPzKJ07dw7ZbFbyS/m+j93dXTQaDUxMTKBWq4ndSBMVzhH7G+TiSwKjPbyAG/EdnFcm4QuFDmI4mPwwl8sJMU8kErJmTSbBrJfriXXwnl5DbDvbwnK57imxADfsO2wv+8a2U/+vY0OogtJnQ3AMKb2zftpmRkZGsLS01EfUggiBTT1tEgCtNtLI38Q3Lg2HfkZ/3yl4W9gETCBiHoYA6N9BA2yC1ivrxUvEMT09LV4ENCaRMFSrVezt7YmHEREFfdSpkmDWTy7karWKSqWCRqMB3/clRH5zcxOlUgnT09PI5/N9IjLB9w88UFychrkpWSeRn95w5jhpzk1zJPwfi8UktTSB/dEcvImYQqEDv/zNzU2sr6+j2+3i1KlT+B//x/9R1Fq7u7t46aWX8Nprr0neIABiMCdXzJQP0WhUpDDtsqmJOSUrjRTYTv5fWlrCyMgIHnjgAbFZtNttQcp0DNBI2tQPc2ypH6cLpLaR0GEgn8+jUChgdHQUvV5PDgOq1WpCbEkESbz1+taGXq5X/u71bmTM5Ht6rjTBAoDV1VWsrq4iHD44Q4PebhcuXLjJRdP14TNaxaT3oM2grNci7QdE1jTqEqFr5Eupnd5enC8alDkXXIcARMWqXXEZbc4oYT2n7Bevs1y2wfxoQmUjADZVkbnn9HWbJH6n4K4mAsNIABwYbnKTQJi/NUcQJH4B6Es+BaBvE3ITU484Pj6ORqOBzc1NESdLpRK2t7fFnZMIIJfLYXJyUtwEiYBpFOTiZLAVg9XIkTHyUetWAUiaa4JNRKeh0vd90d2bqRgIevNozk8vYNYxMzMjCI8IluXrTas3BJFPPB7H+vo6Op2DfEsnT57Er/7qr+Jd73oXQqEQarUazp8/j7/+67/G8vJy3+Zj22gYBSBS1+zsLEZHR0VNR48QLfVQzaHXwmuvvYatrS3MzMzggQcekLVAuwRVOp7niVFYb3aqMNhGEt1UKiXcNjnQ1dVVrK+vy7pNp9OYmJhAPB6X8xVI/LQfu54TjTg5tyS6rJ+eYXreNPHT6z+VSmF/fx8rKytyPGm9Xsf09LRw7SbC1xyvDt6iKtBEdKbayNyHbAsjq5l40VSvmTEBtAtQJaYJP9tKw71OK6G9grQxX9swWH8QAtf/9XwEEQwbnnurEL4N7np1ENA/IFzQNiSvn3cNrnndZpAhUDfqeZ5w8J7nSbh5qVQSn39ma+RkExHRwyEajWJqakpO4CIyY/oEvWGYJ79SqSCVSsnG63Q6KBaL4q+uVQHhcBhLS0uS9lkvOm3HoBQSDoclr70mJprD1GNuW7BEdN1uF5OTk8jn8ygWi5KYTafdIGiCQEmE93d2dpDP5xEKhXDkyBH8s3/2z/Dv//2/xx//8R+LRLS7u4srV67g/vvvx8zMTJ+boj7ZbWxsTIzgtFVQ5ULOWB8u0+sd5PE5e/Ys3njjDbRaLXz0ox/F2NiYBBtpY2o+n5f4ESI8jo/mkul2SiRDBEHJoN1u49y5cygUCsjlcpK0MJfLoV6vS3K+Wq2GbDYr46eRE+vUyIl9IuOiEb5G2gzoI0dMdd79998va4kSFg3VJKLmvuR609ywRoqs07QjsJ3azsCxoVFfuwtrl1BGlHPPkfHQ0icj07mOtcRAWwwlfL239B6ygQv5mxKhaRfQfdbMlZaS3krO34S7ngjYELxrkEzOiNf4noswaDAndm9vTzgPummOj4+jWCzC931kMhlMT0/j2rVrsmEAiIEPgCzU8+fP4+GHHxbXRYqkjz76KKrVah8XSSOXme1zZ2dHOEP2iQv26tWrWF1dFa5cbywbciDhAW4EqHHRavWN/tZlkasih5lKpcSTigiYG5AqEM2FEwnx7AXeo/thNpvFz//8z+PBBx/Ev/7X/xqXL19Gq9XC8vIyNjc3MT09jTNnzmB6elpSSfBktVDoIF8QD5Gn4Y8Imio6ei5duXIFS0tLcobxmTNn8IEPfKBvXhiRPTk5ifHxcezt7UkOKG1Y1wiRTAsjmame4qanxHT+/Hk88cQTkoCQ+aq4Fiix6RgATby5DojMKV0yZ5WWAvS64dxrd9GzZ89KnzThnJqawtGjR29iwrRNQu8fW54frXbTa4pIm+uQQKJFgsRx4EefK8C+s2xy/GQUiOh1qhHaGSilUxXk0t2bYNsj/DZxiV77NrUYr98jAgaY6p5BEoD+1oveBiZRsE12qVSSFLb0ePE8D7u7u+j1epiYmBAjKABRDfm+j62tLTSbTVE5RCIRXLhwAZ1OB0eOHJGFTAM0dZ/c7JlMRogPkdPm5ibK5bIgat12HsRONYJWG+iNyPHk5icipNTB8vih6suUmLR6CbgRaUtOjioTEgDNveryKZkwKMr3fSEEoVAI73//+3H69Gl89rOfxec//3k5HpOHqKTTaczNzeHIkSNoNBrI5/OSHyiXy/WpJ7R+f3d3F7u7u9jY2JA5iEajOHnyJH76p38ak5OTgnTohsgMoTs7O8Idk0s154PElpKjVp1wTZCQ7u3t4cqVKzh58qQwCN1uVyQ1qoWYG8lc36ZkoPcE6yayZnvpVaS59m63i5MnT4rLMoFS3e7urpyBoFUtnGvdJu2KrNUrLkM2ESMZFxIgjoXm7HVktu6XJjyMeaAdgTmeyHxxjSaTSWSzWWFaXIjdhSPMOddrW/83PfZM0Ig/yH55GNvmMHDXEwETUZvI3zYgepAHUVKtOrEBFwY5jlarhdXVVZRKJeRyOQDA2tqabCyeUbu9vS2RwYlEAkePHgVwQFRoC5ibmxNjFHAQoJTP5/uiKclpt9ttVCoVrK+vo1wuW/v28MMPI5lMijShuSy6rnJMWSdVFa1WSwK9TIlKqzn4m772LIdeGfl8XtpDTxiNGEwCxN8Uy5mQjrl0+N7U1BQ+/elP4z3veQ++/OUv4y//8i+xtrYmwUGlUglvvvmmxFxks1nJ6kl1Dt1tdZwAkQsjuN/97nfjE5/4RJ/+m8/xDGJyzI899pjYgfQZCNpLieoi7dViRtp2uwd++cvLy5icnEQulxMPIjIERNCUCvQ6t61h21hrN03tYcV1QMn34sWLOHr0qEQF851EIiFR0r7vS5+//e1v49FHH5W5Zt3aiMxrrFMzMZpD5vhxrdHLh3EDRPaMl9AnhvF+o9FAvV4XRkjnKjLPA6cUkEwmxTlBwzCEIIgw6PnQzJKeIzJK2q6pn7OVdSfhricCNgJgGxw9yOa7pkQwjFpIAxc+Db50/QQO8vpXKhWEQgfnBjDSsdfrCQcyMTEhB4kQsW9ubsrBMplMBuPj46I2IvcGQBBitVrFxsaGHFxiitShUAhPPPFEn7uiTSzWHCgAcXPU6SRsG0EjHuprtWhfrVYlRkBvVB3QRm8qHTSkXQBZbzwex97eHra2tpBMJoWrz2azOHbsGLLZLB599FF87nOfk3OfKeJXq1VsbW31Gf9NDkyL6nRxvf/++/GpT30KJ06c6FO1EMHo4D8a/U+ePIlarYbV1VVRdemxYnQ0uU4a4EkU+K3HZHl5Gel0Wghiq9WSozKJWMk4mDpmrnEiWEqtJBwcb86PthVw7OnZRucDjlcsFsPJkyexuroqEko8Hsf+/j5KpZKouPRHxzNwPWppXRvPNRFj2ykl6rxA3e6NfEBkzqrVqkgtmnAy+pfZZEkMKa3Sc4+p3be3twNxg4sQ2JhIUx3EPvOeqU4z1T+8ZmOC7zTc1USAA2AbJKB/UQE3Boick0081mASDj1Jpv6UJzMtLS0J98BAMSJGIiJySfl8HplMRg4+58EmAHDx4kUUi0UAwOzsLPb39yVLKftFlQgjSsvlsqSl0Ln0gYNjK0+ePNkXOcr2a5dEzYlxfLg5mAJBj4sWbVmejchcu3atz/OIBk0iItanE4Fpbw0djBcKhTAxMYGLFy9ia2tLYiPS6bQkHvP9g4N3jh07JtlbV1ZWsL6+LukPiPA0sqUveCaTwdTUFMbGxjA7O4u5uTkcP35c+qMRKQ3XVEXs7e2JaogESp8DQARGiUzr433/RsoHTaToQba1tSVRuVpPTgLNtuk9wmucN9atUzsQ6Wq1D8unpMO+nzp1CtPT0zfNf6VSESaERKjb7Ur0snbFJfEx3Yo1A6dVlBrImGiJk1IQDfh7e3t9zNne3p6kX9fqH0p5mrHSBCCRSIjnEfcj22m2z1R32dpu2yc2ZlQztCazogNXNSF4KwgAcJcTAcA+qIDbsKLf0RydrTz+N5GeDUKhECYnJ5FIJLCxsYGdnR10u13RndJDgR4n1IHzYPq9vT3EYjHZXNx4zCHPwCGNnMk5ep4nC92lCpqenkahUJBNrfuhddXdblf0nuRQye3S20UbGs269D3eZ3CcHkv67RO0OkkjCs4RuT0a9yKRCI4ePYqVlRXh+srlMrLZLBKJBKampjA3N4dvfetbYpznuQmtVgvVahWrq6uiFkin02g0GhgfH8fMzIx4e7E+3/dx7tw5PPLII3LusDayEgnVajWxB5DA6cNgdGI3qiyIqDmOOnUBNz+JYTgcxrVr1yTOQRvraXPR8R1su1bVmde1BKRVSiRaJMrhcBjT09N97zUaDezs7KBYLOLEiRN48skn+/TdtVoNm5ubN0Xfcn3pKF+2TzNpJrNCaDQaUj+RP6UCpgNhXA3dqonkNedPDzi9DgmMKcnlcuIKy3HSz7sYRRNsOIRza0PiQRKArs9893tOHRQEprhk/rdNlB5Am+7bfE/fozvd4uKiHDa/tbUl+katq9Q6efr3T0xMoNs9OFCEG7PXOwhOWVlZweTkJOLxOKanpyXhHMtgVkVyjGYf5+bmbuL8+Jv6Rm5Gbn6dLIwqnXa7LakDTMmIyEuH8Xc6HVEHhMNhSSGt/cjZTxKAeDwuxlaNLLV+l88tLCyIuM+NT/XEmTNncPnyZRSLRVSrVRQKBUxMTCCfz4s6Raf00K6gnueJVMB2tdttLC8v48EHH+wjUETQTEFRLBZx5MgRQVq0E3S7XRw5ckSygc7OzqJcLiMajYq6guWaxJDvh0IhbGxs4NixYzcZgbWahUZOInZKUZwbqqe05MD1qZ+hzYvS5fr6OpaXlwUpUr1y/Phx+a33UbVaxfLyMmZnZwWRc9yY+kLvK/aZ48p1pnM0hUIhkX6Z4oOSqo6jYf+1lw/niipTSgNaAtHEiOqia9euOfFFEEfPPuk9R+A8u6QGbQMwpQKTAbsnCRwCTJHNJg3oZzWXxGv8rz0PzHbE43EsLi4inU5jeXlZuD0ifyJMqhToJ85zA8g57e/vY3NzE61WSzgqIhBmxSQHxANrdDsJi4uLN+mZidh0P7ipgANjLr1P2BYeiGJyMJqo8D+RIKUi7efNDyUitjkcDvcZlDVoJKY9RGi4o5cWxzmXy+HYsWNYX1/H3t6ejGOr1RLVkSYwVM01Gg0Ui0XxDNGIqlgsSqS35pzJfVKKYj4jAOKGSqnqoYceQiQSwdWrVyWBHZGF1vVqrs80+m5sbMjZB1qdpJE622cyLSai1fYlqiW15KDVeJVKBWtrayiVShIJTgK7traGb33rWwBuSDN0Ada++gCEi9eundr7R0tHOr6DxJtebiRwZBpo9CWiByCq2f39/T7POUYZa6OrXod0Ew6FQpKBV+9/jTtMZMzx0vvCvM9ybMyluU+0ipB7Vz+rr33PSQJczIMGwKY7G0RAhlEFaWRlIlnP8yTB3Jtvvol6vX6Trp7P8iSpSCQiyD0Wi6FYLEokaTgcxt7eHpaXl1Eul4WrpbGObqimyBgKhcT7SLdT/yYHzw1PoyOv03DJ4DXNjQD9QV5E/uS69Dms2s+b+lkiLm58IiUGarEsZgnVyNLzPDFAamMppbKJiQn0egdnNjB7ZLVaFRdb3XZmYmVCQCIxuuam02nxwsrn87K56UnEMadrKJEQbQZzc3MYGxuTazqqXG9uvU6JbEjYuH5WV1exsLDQZxCltEXbiol89BrmO5QcgRvxKmwL66IXm+/7mJmZwfj4OHZ3d7G5uSmqoL/5m7/Bww8/jMXFRSE+/PAcBc4viTidBfSa0YFYRH6mUdvzPMniyvXEtUmnDO14wRTu9FDjuiOStx2wFIvFkM1m5QhYBoUSTGZykF5e2z60FG3DL6ZkobMY6OsEl+3zTsFdTwQIwyJ0GwRJAzZxTW8uDVqFo5FrNpvFww8/jHPnzmF7e/umejVnQv1ks9mU/DDT09Ni+GQK3JWVFWxsbCCTyaDXOzi4hYvc7OvIyAjm5+dvGivNtROZaW6dG5acL7m3ZrPZZww1uRu9yLWrKJEDXU21jp/jQaRoK4ubXksE3NRUqZCDo1/6kSNHUCwWJQKYbWJMB+uie6DneRKIRamIagPqlcvlsuTwoaqE6hOqqYjktre3pe6trS1sbGzg+PHjWF5eRrFYFATEjW6uY73OtI6+XC6jWq0inU7fREj4DNVu+rqGbrcrGVSpXuEc02up2+2iUqmIB1KlUsG1a9cwOzuLRx55BDs7O7h48aK4WTILLo8Q3d7exsTEhJyvoG0ijJQ328Q1SNsZbSscD0bLA+hbZ/QG0p5AOzs7ovLjeiHyZzAg69Vq0WQyKQF8PLPAZKxc3L3tmtYYaFdsPc8u5K6ZHvO+rut7Wh2kuRz+J2I1nzXBpY8zkf5hweS0Y7EY7r//fnznO98RQqA5Z7qrAZAD6rU43ul0MD4+LtwrD8XY3t5Gp9MRcZt90m1n4jE9RuwTx0j7R2vOn54pVIvs7++jVquJbl/3l1ycPieg1+uJyyKNePoUKbZXL3StDtAcENtMJKHf0SoOImPPO4gfuHjxonDrJLIkTszXz/VCRMtNyX6RQ45EInJmBOeIBIdEzfMO7AkkPlNTU5ienpbsk0SQ5JK5TshcmGvazPBJN8iNjQ0kk8mbDIiUwKi20/OuCQ2lBap5SBB4PRwOo1QqyQlqrVYL3/72t7G7uytJ7SqVCi5evCiMz8svv4xSqSQxEKFQCOPj4yiVSrIuOLe8psfZRHy0P5FTp8cdOXMSEUYHt9sHh98Ui0VZb1r1ox0zbBKxRqwcJ3rcmXtLq6/0Pb22Ta8svfdsZXGuNFI317iWPHQ5bxUxuOuJgAuC1EMuI4zLU0h/m+WZuj9zEvQiSCaTcpj41taW1EvOVkcEaz309vY28vk81tfX+/LCh8NhiW4kwuQ9vYjn5+dlM7FNJlLggTXsA1UqWiWSy+XEvZLPE+myPLp1kpPTG4DjRSJDcV/n3zftK553w7tGc21aUgHQd06BtnFQb3358mXh6EnYtNGRXCmJlT5ljP3i2Gp9tTY4sn88EJ4qoXg8jrm5OTnrgf7mJPyM/eDYa+M3Qac+IJHc3t7G4uJiH4EgEdVIlcSFc6UN//ze3t5GMpkU7p+qp3q9LgSO0k0oFBL14/7+PgqFAq5du4ZIJIIzZ85gc3MT29vbqFQqaDabePnll3Hq1ClBwr5/4ERBl0sdLW66cHI/kQjUajUhwiRMXNPNZlOM7rTNcA5ZLsdZr0GNxDUzwCwA165d68MRpupFS676OtDvjm5jVoNA39fqKo1jXN93Eu5qImByvPw2r9v+B+n5WbbNaKO5NaA/wMjUExK04W1kZATvec978LWvfU2SUfFYQL7P55nwiuXv7u6KoVZ71eg2mBKQ53m4//77b+ozFxLFb3KPlACYEwmAIH2txqH+nO3Vi5DXTP/rUOhGlk6el0zVDAkSN5Xm/KhbZ9nay0P3k0iVaiHWOTk5KQiYBEcnHWM6De15QUOkGShHoyTvcw5YP9Um1Cmzj2NjYzh27BiWlpZkDrRNQHuycJzYHvMAE453tVrtQ/S8x3VrBuNxnOjxRY5/b28PpVJJJD1KNIxb0Sq9o0eP4sKFC3j55ZfFHhGNRrGwsIBo9OBw+Vwuh/n5eUHYRM6aiHc6B1lxdYZajiHjRzh/HIN6vS6H2ZjGXI4BD9qhOks7GWiJwowV4prVnlTRaBTXrl1DsVi8icsPUgXp/W9Tl+r3NdikEV2Hi8t3qYnuFNzVRCAIOJi2QQvS5wP2aD7Xc+a3a5I0pxyNRvHRj34U//k//2eJBDW9P4AbMQVUvTC1A7k5cuPaTc5sWzwex8MPP3yTJw85TdYP3EAgxWIRW1tbfUZGSic0UvJcZPNdTSRDoZCc4cv3ibypfzddZamu0bphPRbcxKxHEwIAfW2kGyST9bVaLeFs9RnPoVBIspNStcb5MLnEarWK0dFRsUNoG0o4HJZYDEpsPEug3W7j9OnTosbzvBu2h2QyKWnBo9EoisViX0AUERMRIxE8OXFN8HRuHI65CWwPkfHGxgZ8/yCXFRPUAUA2m0U0GsXu7q54O9FjjEiUY8ljPlkvEX+pVJJ3eJ/1UlLgvOrxZDup/+dpbpT+SMxNWwoJNxkJ7hU9jyYhIFNDlSjtYCTgLkMu95DJ+JnPmOo9zpUNT2icZeP8gyBI+3E7cFcTARNRm0hYU1XbO9qAq8GmwzPr0hyEqeezLQyte9zZ2cH73vc+fN/3fR/+7M/+rM+wqMVIqi8Ygs/wdQDikqjLphpBL7i5uTnMzc31iaDmGGmVTrVaxfr6OlqtFkZHR4VbJMdGN1bNYdEzRS9wnRaC+XF4ti/dMul+xw3q+74c20jEpg2D+tQtM7JV2w+oFmK54fBB6ug333xT0g8zzw3LicfjcloYET4RAcvluyQ+vn/gCqoJOE+PI1er1TKJRALHjx/HysqK+J8TAWazWUxOTvadGaGRD5GDjv5l0BuZA02AtYRhqquoOqFenqowBs4BwOTkJFKpFFZWVkQ9xhiWpaUlWTd8vtPp4B3veAcqlQpWV1cRCoVQLpcl/bcOMuP80ZhLZoISCp0PaAQ2jd5adcR5oMqHz1KaIMHRNi+9B+jtxZgD2rCSyaTsL5u+nutec/mmmki/Y9MQmM8GcfTmM0EajDsNdzUR0KB17ybydyFw87f5rMnp643E/1qkBG62LWium23sdrs4e/YsPvjBD2J3dxevvvqqIFUiHJuqgf0j58LFrZExiQQX5YMPPij2ACJ7tsEUPWlspC/1zMyMIDCtOmGiNXKa2qBM5ON5nui62QcicCIzpmegVGPGOJAIksDwPvW8RIjm5qZUQWMuVRaa2JAAaGRAhETkQjuNDvQjUWabo9Eo0ul0n+qLc6BThTB6lTp0eiaxL9R/0x2TREcbjrU0RdvD5uYmRkdH+/Tqet1SrcMytIpvf38f6+vrCIfDMqfhcBjHjx9HNpvFxYsX5cwKeg7FYjEUCgWpjxz61tYWlpaWcPXqVXieJ1KFPu9Cqx5JOE03T723uK61nYB7ifOtJQA+p20K7DvL16pPEsFyuSxzm8/nJZjQhpy1StLEFzbQEngQaKOvXsvD2A4GEZnbhbcNEQDsBheb6sf1ru1bL0Ze15vNdo9g4yBY7tbWFnZ2dvDEE08gFArhjTfeEH966rapMgFuhO4D6OOi6GJpCxKLRCJ47LHH+hCotk+QuPB+pVIRwy/VD1rK6HYP8uwzmI2cMrlpInxdF9UrJAD5fF6MdwxwY/nUB2tbQ61W6xs/bnat9zclIeDGmbMkTFRHkBjwfermieA4bnyGhkfaRdi2zc1NSU0di8VuUk+w79vb21IXs4wSiVD9RXVfs9nE1NQUgINssryumQjd31AohM3NTZw4cULq533OBcdF2x3Yt1qtJsZZGsyPHj2KsbExrK6uotfrSUwAo9zX19dx4cIFvXXg+76kWiZhHBsbk/nS+aq0OojfZmyDnm+9prSUrNWPGnFyfdA4T9UQbR0k7DqieHR0VKLD9Ti6OHSbiseGe8gQ8bdZhvl9GPWPxiem+ulOw0Ai4HnePIDfAzAFwAfwW77v/wvP8woA/i8AiwCWAHzK9/0976CV/wLAswDqAH7a9/1vXi/rpwD8yvWi/2ff9393UP168E1p4LADYnL8ptFVX7Pp3/VvvQlNIxQ5stdffx3vfe97xQVtZWVFFmqn00E6ne5zgdPitA6N1+oQrcoaHx/H0aNH+3K/6PZrzqrZbIqbICURtpOqh06nI0m1uIHJjWtOVPeTqg367lOtZCKlUCgk6i4iPNP4pomDvk7QyIJSBMeGCJdqNN1HEjN6IfV6PUEezAzLOaQx8/z58zhy5AgA9Om1dXvI4eugN62q4LzqLJdExjyXgLEfem3RrhQOh1Gv11Eul/vy37AefhM5ApB1Q59/cvPAQX6p0dFRSX2eTqdx7do1cRHt9XoYGRmRdBdcR57nCQKdn59HqVSSFCPkvJl40MZVm7EMmgsGbmZwtGurqZZln0kM9NrgM/pISo6jLt+FN7ThVuMa3RcNJkGw3bPp8W12AQ2674PafCdgGEmgA+Af+77/Tc/zMgC+4XnenwP4aQB/4fv+r3me94sAfhHAPwXwMQCnrn+eBvCbAJ6+TjT+GYAncEBMvuF53md9398LqtykwHphmNRVT0TQ4AI3EwA98FqtYCMAum6NlM1FUS6Xsba2JgE2oVAIa2tr4v5GjtLknMhxaQ8hUxUEAE899ZQcek4dKlUKOokdPTV0nvVCoSALnpwXDXwAbgoWs+lKff/A/5w+8fRs0ty853mS159uoNwEvV5PUi74/kG+eiJjrSc2EYIeA7adKhtGlJJLpA2CyJlG0UQiIVwhJaJUKoVisYhisYizZ8/ivvvuw+zsrOixGQWsVVAkJgxOAiBcuD4MhdzrG2+8gW9/+9sSHMiUzSSAHGPOda/Xw8bGBqanp/sYD0ob2khOoITDAKhQ6OBks6mpKRSLRZTLZaTTaayuruLq1atCmOiDf+nSJSFS3e5BwNna2hqOHDmCnZ0dsd0wgI8J29hetsvU8wP2iGk9p3zfxoSZal5KySSqqVRK5t1lgNVg2hM1MTVdP11qGxuHrvGSJgLDSgI2nGf2/07CQCLg+/4agLXrvyue550DMAfg4wC+7/pjvwvgORwQgY8D+D3/oOXPe56X9zxv5vqzf+77/i4AXCckPwjg9wfUf5M0QLC5Wun3zGvmPV2+KRFoAqDbQODmAvrdyfRCBoDXX38d73nPeyRnUC6Xw5tvvimGYt/3hZNn6L1e3JFIRHTvWueby+Xw/ve/v09txY1MpARAEBhD7kkkUqmUPKsTiWkuyxxvtkH3m+l8qTKhfp1GUXLipmjNjcAIUF2XTlSnCY6JGNgeur2m02mUy+X/f3tfGiTXdZ333Z59pnt6VgwGCwcASZAERZOQKZGyZDFWTJMiQ1KxXS7lh8vluOw4XhJlqcR2qlJOUk45u51yKiklUSIndmTHpmVJZZdMxUo5FGmKNEQQC0ESBEgOMMBgtu6enu4ZDKZffnR/d753cN/rBjkAhsU+VV3d/ZZ7z93Ofs/1TIRSP/uSNnjVcAD4KB0mz8vn85ifn8f09DTGxsZ8mgm2Wwl0T0+PP3tXD6ohYSqXy1hYWMDo6CiuXLmCiYkJnDhxAnv27PHHkp4/fz5mM7YaB488JI4ca+c2fT/c9U08aKZyzqG/vx9DQ0M+NHhtbQ0XLlzA3Nyc1/5oelxeXvYhvRSU2FfUmLiZcGBgACMjIz71gs4NHeOQqSsNrLmL7eWGMO5eJhNmyhVbBuesfnMuJN2zoFpBCELXLQPST7P6COx/FcJsG7cKrskn4JzbB+AwgBcATDQYBABcRN1cBNQZxLS8dq5xLem6reOnAPwUAG/nVQJszQMKIdUrZNtLcgBrx1vJ05pBFB87UXTSr66u4sUXX8Thw4cxPz+PTCbj89zwfUpirIf2UGoDJNZa5/3334/x8XGfHkHVWALt9ZRKSRQAeIes4k8HraYr5q5bEicSGraXG246Ozt9ojc6qtXuzigg3VVqIzr4rWGlbLcSJY4dTU8sd3R0FIuLizHGSYlZn6UvgeVkMhnf9o6ODn88pUaj6DiQMbF9LFuZxNraGt588008++yzWFlZwd13341PfOITyOVymJycxOrqKrLZrLfPq1BA0xPnAJ281OxUGOF/9dPwBLpKpYL+/n6Mjo6iVqvh/PnzWF9f99ooD0FiX1JzGBsb82NIhkwNsqurC8PDw55R0O/Ac551rVjC24wBWA2fTnr6WuhPsmbR0Bq1kjlxsHPNgt5jG5o5iS1tSmMAxCNNONV6VRC1z20VtMwEnHNZAL8P4HNRFJUMoY2cc1uCWRRFnwfweQAYGRmJVCpoNngaDULQAbTmBPvhJLKMxzIHZSyc3NYvwIGv1eqhky+99JKP5+e5xNxxyvTILI+LHUAsaRxxyWaz+J7v+R6/EFkvY7FJSDX3OjckqZZis3nqblUrvXFS6qY3YPN8AmAzUZvuGyDOdAqT4LI/Vf1eW1vD0aNH8cwzz+DQoUP4gR/4gVhYLXEJjTOjWnp7e/3mMwDeZEF89TQt55y3y6vURcJIwmclWjInNR0Sz7Nnz+LIkSM+CuvTn/40duzYgTfeeAPVahUDAwM4dOgQnn/+eX+cpHPOm19Uw1G8Ll68GEsSqFIhx4MMl5oDsLkXgCe1lctlL9kzRl/j5clwBgYGsLCw4HMCMUXG2tpabCcwHa48DpRzi6ZNHTfOBTt22mZqGMz4yn0h+qyCCnghgYxgzTLNJPsQnmrKSiPEIak/pB3YNtnytR1JgvBWQEtMwDnXhToD+K0oip5uXJ51zk1GUXTB1c09lxrXzwPYK6/vaVw7j03zEa//32Z1q/TNzksagFDnW+kjZOKxRF7vW+Kvaq4OimUKSjicq2dFPHr0KD760Y9ifHwcy8vLKJVK2L17N0qlkj9CkvbdWq3mo2w0bYNzDg899JCP8de2sn4SWpp4SKip2tNko1IlzS1qmqGEq31Ac5GarGiXrlQq6Orq8k5Ehl+SuJFoar1kFGfPnsUf/MEfYGZmBmtrazh9+jQefPBBDA0NwbnNmHw7TqybGtbAwIDXAogD+0jb6txmSGuIyDjnfPgn/SNkPqqVkfHSl7Nnzx6/H+DIkSOYnJzE6Ogo5ubm8I1vfAOPPvooBgcHMTw8jLNnz6K/vx8TExNe66OjmESajs1CoYDdu3d7Zq/CBvtkY2PD+6G4NwHYzPnP9NmcHyS6dIZHUT26ige10JfEevr6+jA8POzHQyNjNJrMClx2x7nOVZp0BgYGvE1f17pds3aMrDagjEDr0XWaJEymMYCQlG/njD4b0j6SymA7khiavm/buxXQSnSQA/BfAbwaRdG/lVtfAfBjAH618f2Hcv3nnHNfQt0xXGwwiq8D+OfOueHGcz8A4BfT6rZmGevICT2fRKCTJpKWH2IA9hkl8HYw7eDQjMABLZfL+Na3voXv/u7vxhNPPIFvfetbmJubQz6fx8DAAG699VZ0dtbPOn3zzTdx5swZXzalqttvvx2f+MQnYrZ2EmL+5mYtDZtj9E8URd4uTqCNm/Z5JhmjvZjEm/WQsOtBKayzo6PDO+msOqsOP25OUtPK2bNnfXnT09N4/vnn8fDDD3uTTG9vbyxsVoHRUQcPHsTRo0d9bhkSaRJKMjkyJiVmZG7KvIrFoid8arpiuyqVig9XpEZ0+vRpDA0N4fDhw/jzP/9zTExMYHh4GMPDw3j11VfxoQ99CLfddhtef/11jI6O+hQMNBeSGdRqtVh+fe1vnfOqqc3OzmJlZcWfUnfhwgUUCgW/PwGon3+wc+dOZDIZvP32274/o6junN+/f/9VhEnr4zrgnND1qX3EuUIzGj/UHvr7+72dX008tq6QSST0X0FphZXAtU2htavz1vZ3CNLuNyP+Sc+rkGP9clsNrWgCHwfwowCOOedeblz7JdSJ/+86534CwNsAfqRx749QDw89jXqI6I8DQBRFi865fwbgxcZz/zRqOInTgOYLK11YCDmk9D9/228l7kmagb3O+pTba1yzOu2AOKevVqt47rnnsGPHDtx7773Y2NjweW/y+bxPiPbiiy/6yBJK7dlsFo888giiKIptPuvo6PC5eijNc9cvmYKmkdYkdpQsAcTswjT7cAFzsw3NLdQSVHPQIzadqzskNe0BI2TIMCqVCubm5lAoFHDgwAEcPHgQb775pi/vj//4j/HAAw/EiLBuTNL4c4754OAg7rvvPhw7dsybc0hI6Rgnbpo5tK+vz/cpNyDRfr53796YFqJzKJPJ+E1oNJdEUYRnn30Wjz76KPr6+vDCCy/g0KFDqNVqeOuttzAwMIA777wTFy9exKVLl3DgwAGMjY35dBPAZqZX+mCq1WosVJTP6R4OOn6ZKG5ubs47yqmhDQ0NeUcuN9TZdcKoqVB77XpLAjIBjTbj5kSGIIe09JC0G5J+WyGGzawGltBbpme1lqR6NWDBPm/LaqYNhMxNWlaak/rdQivRQc8CSKr1LweejwD8bEJZXwDwhWtB0NrGrJRPsOqfHdCQhBGahFSrQ8wgpBnwnqrolhHZyUQJ7dKlSz7WP4rqIaVjY2M++RyTZJEwPfDAA8hms1hcXIydZkWpm9I+tYCNjQ3vAKa9n5IvHcrEXRkBNQwyAMVfo2qUObPf1tbWsLy87B2wKnHTxLG2toZTp07h9ddf91L36OgonnzySfzGb/yGZ1bT09N46aWX8KlPfcpLnSop2cVHv8LAwADuuusunDhxwqdP5oYuagF0lDOkUPPKOLfpF2DKAfa3+hPYD+rQXVtbw86dO1Eul3H06FHce++9WFlZwYMPPohnnnkGBw8exKuvvopqtYqpqSkcP37cax3a17VaLZYZ1rm6XZ6mKTXTkeCS6V++fBlLS0s+HXNfXx8GBweRzWZj0VFMH6Lrio5lmiZZl2uYgDimGurLDxmu7p0g4+c169i2oATfauZpJphQmZbIJ5l4Qu/bNWu1CcVLzYOh+pK0jxA+Icak0IqD/VphW+8YJoFhw62aZkEXkILlykkOYlt3SDPgvVBZKk2EfBhKOAD4XC1zc3OekL/zzjsYHBzED/7gD6KzsxNnzpzBhQsXcMstt+CWW27x2gTt2SQUNGPQHs5wSNZJyYvO2UqlgpGREY+bHspiI04ofdNGTbMQxyOTyfgwQzXXUPJkWCOTopXLZZ+wjOGZ586dw5NPPolDhw7hlVde8WaEZ555Bh/96Ef9ebuar4djo/4NEqLBwUHcfffdOH78uHega6QPNSAl+HyGY8Vx1PHhXNDdzPSxsB/6+/tx5swZr3XwaMZarYalpSV/mD0PY1lYWMCuXbuQz+exsrLiGZKNTqlUKn48rORKBsuNXExxPTAwgHw+D+ecz9PP93gGMDOuUmtkpk5utlKix/mr5h0SeX50vVmfUmithcA+28o79rkkc0sIkrQG9rUl4tbCkGbaCdUfej6JAWh9nONbCduaCQBXx+CngZXAbRn6nP0fmmyqMSSpqLoIKRHYSaKaiXUUUbIsFAo+9pmEaXV1FePj49i5c6c3CywsLHjpnkdBLi4uYnl52R8yQju15sRh/ZRamSaBBFX3Fmj7tD2qSahZxraTG4y4E5WptF9++WWcOHECq6ur+MxnPoO9e/fiwoV6lHGxWMTs7CyeeuopnDx50pd96tQpnDhxAg888ACAuCZCoAZCDaazs9OfM3zo0CG8/PLL3nGr40qGsL6+7s+t3blzZyxZXWdnJ2ZnZ7F3796YI5T9YndqkznncjncfvvtOHnyJEZGRvCd73wHhw8fxvDwMPL5vBcSDhw4gHK5jN27d2NjYwPT09N+vFRLowZF6VrnuprsGEyQydQ3iA0ODuLy5csoFAqxyC7dga7ahXMOk5OTfp6qFBxabwohjVfXL7+VmaSVZ6+nmXaSwApiSc+HrAtW09H7aeUlSfjvxoS11aafEGx7JsAOCSURC3Vss05Lm1BJkzP0vv6mlqLmBMXVmk+0DYovCRnDKdVMQ+JKB2EURf5g7fX1dezcudNL3CS8XOw6wbmxisSPTELx5vO6mQ3YzJtDIqvt0U1qlGLL5TJ6enowODiI7u5ufx5wuVzG6dOnsW/fPh8N1NnZieeffx6f/exnceDAAbz22mse/z/5kz/BPffcE5MylZjRhMUkaD09PX4s+/v70dfX549rfPvtt/2GI54xwKgUHqvJcxWAzbDZYrHoNSdK/yRy5XIZo6Ojfh9Fb28vpqam0NvbiyeffBKLi4s4cuQIjh49ivX1dTz++ON+g9nQ0BCKxaIvS6OnSPDZVvY15xuZEMe8VCphbW3NCxKXL1/G7Oysf15DdlmmzhO7hkIClYKVVi20YroImX5CECrH+gEtbva/Nf+ETDRadmidJknyli5cS116PU0YVXqzlfC+YALWFGS5ZSuqmS1Tv1t9Vn9bgmkjJUJmIRvlFJpcwKZqz7BHlq/mikymfqwfAG+vXl9f9xtrSKgZr018mFqBBIR2Y+6KJYHr7u72zmVlSEosQkBmyLIB+A1Yu3btwoMPPohjx47h1KlTOHjwIIaGhnyo5KuvvoqFhQU89NBDeO2113xfHD9+HOfOnfNRK/yoc1Gd8XR4UpvgQS+1Ws1vdOru7va5hEgch4eHsby8jKWlJT+WIyMjyGazftev1Q4B+ONBeRJbV1cX7r33Xm/OGR8fxyOPPBIza/L9paUlXLp0CSMjI/4caZ1PanaidmLnIK/xEBpey2QysfQfmqKks7MTQ0ND3kSn8zEkoFjnJKGZhm7XREib5m/9bgVCUYNpBDb03YrUnaRNXAv9sO+lMQl9LlTHB84cBFwtcSdx1qRB1EVny+TvZvZHK42FBshKa/qufqxmYHHXCVooFLwkzfK5vX9jYwMHDhzw0Rb5fN5LqDRR0IygfUZzAc0gQ0NDfj8BGQoJBiVUlkW8KVmqdqC7cLlLeHV11Z9qRRPJrbfeimKxCOfqp6KdO3fO27FfeOEFPPzww/jyl7/sTUUrKyt47rnncOutt3rJmEyRDI72eLaXG6fW1tZ8+uNcLofl5WXvwOWHu3dJtDV/ER2ks7OzGB4extjYWExjZH/zPZrHNH+/mtOoNS0sLKBUKqFarWLfvn2oVquYmZnx48vQVp0/lPD5mwRfo6SYAFCT8elBNOwrhmeurKxcs+TfStgi16pdG2nrxgKvJ5mOWK+tKySlWyExqT7bF0mCmr7TDK71mRB+IYa3VbCtmYAlqvrdChOwdkmgNVUqNAhJC0Sfs1FM9r41BaU5sJVwkBHQzMF2VSoVvP7669i7dy+mpqY8IahWq8jlcl7q0wlUq9V8BA0A71imBEpCYaOiaI8msSOBBzaTuBF4H9jMosl8LzxgZGJiwkfuPPzww35zEs+y/djHPoY//MM/9OU+99xzeOKJJ5DP5z2TsecNs246oRklw5QWzHWztrbmbefM5EqzEbNjUltiNExvby8WFhYwOTnpmR21JqDOqDSZH7UCna9sy8LCAs6dO4fBwUHs2rUL4+PjKBaLMWmd8fM6nzS6CdhMra2OeIbT0rTEecff3IXrnLvqXGedt6H5fi1SOvtH39X5lMQQtJ4krcEC2xvSkq6VcIek8jTrQppGkMZolBaEmGLS+5bhbQVsayYAIKbeciAoUTUz+yQ5hJPsbaq2AvEIESXwVnoPmYdU7bf4a906WZO4fa1WTz3R19fnnYp8h87EUqmE/fv3I4rqYY2M9LDx2CSQmmKCErUeSMO2K4FnmKVuHAtJSiqZ1mo1b3LKZOrZS+nYBuqS9K5duzA2Noa77roL1WoVvb29eOKJJ7B3714fPbWwsICZmRlks9nYRjgVElQrYP8uLi5ifn7eH5E4ODiI/v5+fz7wxsaGPxAGqDPFXC6HfD4fO8+Wh9hEUXyzHfuBWgVPNFtbW0M2m/U40aG+vr6O8+fP47bbbkM+n0exWMT09DRmZ2dRLBZjKafJTDUdByV8zi+OMbB56BDHnP4S55wPD6UZUPdZsK/svLdzkP3aLNCCZejaslJ9qwwlzZRk517I95Ym+YcgtKZbeUfbmmQpSNNG0vCz/f2B8wkAV5trlPPbgWZHJzmlkrizlVpahZBtTxmBSv3WqWlxSDMX0SkMwG8q0zDNpaUllMtl7Nu3D52dnV7KozlACTkAv3PTbrqiD4DmEM3zQwKj6ar7+/uvYlpsi/oxVldXUSqVfPgmHbE8wIYEimkDxsfH8eijj/qxoQObxJZObStZqnS1sbGBubk5H/mjzEJNbHRa85QsNXto2y5fvoxLly753bYs0x4zmcvl/D4E+meoNfX19WHfvn1+7i4sLGBpacln/VTTEpkA/Sx6jq/OPeJCJsU5Q6c892pQM7R+Bl0DzeZ+szXVqmRv50qoHMsA0rQBQkgrSHoudF+FilYl7lbarGs+iTlZpglcv/TRCtueCYQmvZqFkqSQZtJKqKNbVT9Zh+X+LMtKENZ2GZoYWm/IXMT3eGLX+Pi4P5lKie6bb76JO+64IxZtohEntNUD8FFGJBBqN1YizjFQLSKKIp/3hQRTD8ahz4Dlrq+vY2VlxUu2zCZK4kjnM9vKurgDmkRVJV91tCqO9FOQaFMjAeCl4yiKfMZT+hN03JVIkJFduXIF77zzjo+7JwOlZkNGZY+oJK7ctNfd3e3TNSwuLmJ9fR2FQsEzNU2vwH4F4BmkOsEBeCbLTJsqsesc4Dhpm6gF8p3Q7ldCGgMIadFKUENrwhLCpPVsmUCaQGWFMoKuO5ZjfRZJmr3F0eJl6wq1wfZBMzOQFUxDeG4VvC+YQIiIqsqVZmYJcdc0TtuKFmAZQOg9/W81ApZhywtNPtt2EtRLly55s4Wammq1GmZmZrBr1y4vWdJOrQSek4yEgGYDPhMKGaTJSI8JpI1f36Xph4fWkxiSaKoWQW0liiIfXqqby5gBle8752IOaY3RJ96sk2mO6c/QSCn2I3Ptq3lH5wW1IxLTWm3zwJrBwUEMDAzEwm6V2JKxUVvgfoauri7s2LEDR44c8aGtyjBUG2COJjrfdV6xP/lePp/3TJIfziWWqQyTDEU1ymshMEqsLOGyGkar5dl3QgyAfRQytyZJ8qF13ozIhqR5xcni3SroWg/RLtv+JPPSVsG2ZwIEZQBKwEPENKRmJU0mez/U4ddiKiJhVQhJKra+EOhEsRP7ypUrnsANDg76fDcAUCqVsLGxgVwu508pi6LI58opFArIZrMxadD6DVRaUsK5sbHhiV5nZ6e3rZPQ6dGAJGTaHmoElJZzuZw/iYt9pxoAAC/hah9qVJJKsWpaWlxcjJnBuKuazKVUKqG3txeLi4sYHByMpbaoVCqYn5/H8vJyzIY+Pj6OiYkJb5rp6+uLMVUyCpqaiCeBeXmGhoYwMjKC2dlZH6KpDFQT33FnuPalEnhgcw+HrhEVPthv/PA5MlH7np2Dofms68bio5sIW4EkBqAMXs1VIZOwzg+geUSNrr+QWZdjniZUWjqT1uZQPcq0FGdbT5KGsxXwvmACdhB0InCgQs/xmTQGoJDEle0zdsJZrYK2YVuuHXBVUVvBJwSUkvv6+vyGMUYU0QZPTaBarWJ+fh6dnZ2YmpryJhm1RZPgaWQKceczKlHn83nk83m/O1hNL0w4R+JP6Zs7mguFAjY2Nvyxj6VSyZ8JQGlfF7q18xI/SsiaB4c7fXmCmkrI1Gj08BZK8ECdYTBKiMS1u7sbuVwO9957rz9Pl0Rfx4upNUgErV9HU1fwnAFqGkqseSYDcabWZOeP5nwKSfqqVVihgh/VpmxcfxLxsWtKr+kzSXM4yR5uGYAymNC61b5QLc5q0WmQFKqteIQ0pWbEOHQ/RDt0DqVJ/GkC43uB9wUTSDL3WEk6JMXbCZrGAFrp4CRVMW2iWeaUJqnYyaiTWc0+ej2KIh/ueOutt+LUqVMoFos+Tn1xcREXL17E9PQ0arUa7r77bm8HVp+B9pP2F3Gydv8oirxEbB2vwGaufU0bTYZTLpe97Ztx6xcvXsTIyEhMuqd2oJFLxFWduMx5Q4LW2dmJfD6P0dFRAPHDb7Q9dDbT3JTJ1FNW79y5M3ZSGsNb77zzTm+Dp+ZBAmQPUeFJWNRuKHmzL/r6+nycPrUu55xnnDRjUeNgH6hPQM+d5j3LAOyH84fjz9+sK4kRhAQqnQsh6diuXZ2zITOSZSoqIatUbAmymllVYEgC+65qQlawS4oOtL+1v+x11eKTzFAhRhjSdLYatj0TaKbKAfEODg0U/zfTAJIk/6R3mql/tn6VZNPK1YmcxgB0UQPAuXPn8MlPfhIDAwM4duyY34F64sQJvP322wDgUyjwQHbiAySnDia+SuQ03UQ2m/UahoaUqqOWhJPlrq6uemmcBGhubg5vv/02brnlFm/qYfss8VemwHssSxO37d6924d7zs/PxyKFiC+JdU9PD8bGxpDL5ZDL5Xw8PuvL5XIYHR31WUhLpVLsoHUyQCVs2WzWMwtuqKNmpCm51bxBws5xz2Qy3hmt1zk2ZF5JZh+rZVjBwhL6JJOF/g8R/KRrLDc0r5KYiN7jx+KjeFn/QKgttg1p2oK9FxLU0mhKCJKebdanSf23VbDtmUAS2AURkrSTuHKzMu0g6EIKqXO62BR0AFthGpb429+Ko2V6ALC8vIy5uTmMjIzgjjvuQFdXF86fP4+JiQnPBBgdUygUYiq0RpqoeY3XdFGqnyCKIn8mL3esUlsgcerq6vK2c5pmKElbLe6dd95Bf3+/P3aRuNl+5zU1Y0RR3e/x1a9+FdPT035HLACMjo56rYh2ftrumfmTmTN5MhrbQO1leXkZp0+fxh133IFsNuvHhsyHCew0LTQZJRkE+259fR3FYtH3rzID/SZz4eY+ADEmwfo5J9gnSRqAnTM6z0Imj7T5qgTcEnJdCyFBLknKt++rT0DnX4g4KjNV35xdO4qDXVtJGkVIa78WBmDrDV2zTKBVAfO9wrZmAla9bdYpIaJvVaxm9dlyQoQ/VF8IN12AqgmEGJiV+J3b3CGa9CyvKT5nz571aYlvu+029Pf3+6MOSfjUNBKSmrjoSNCYG4f55IFNR2tHRwcmJydx8eJFzM/PeybCVBUAvMSth7VwQdNJS7NQLpfDzMyMZyzsN/WzWKKh1wBgfn4e3/72t317+vv78b3f+71+f0V3d7f3l/T29vooH5qCenp6MDs7i+985zvel8Ekd9/85jcxNDSEbDaLjo4ODA8P42Mf+xj27dsXy5uvfatzj1FA1WoVc3Nzvj9ollETGRkq20CCz7FRp7OaLSyR1PmXpg2n3beQJljZMtIIqDIRIB6iajVT6zzVMq10zznDZ5LWsdUmLL5JZSb1RTMGGtKwQwzAWjeuhwZA2NZMgKBRESGpWGErOivEAKzTKcQgdBGGymsGKpmTASRJc8oQ9Pr09DQA+Dz9g4ODGBkZwZ/+6Z9ifn7eS7e0obNNnICabM455xkAF4bm7qfkX6vVvJmFcfMaVklTCACfgkE1Cub4qVarWFpaQrVaxeLiIiYnJ31b+b5NjU0nLE1VTIhGTcE55xPGdXd3Y//+/RgZGUGhUIBzzqeLUAfq8vIyjhw54g9hV61jfX0d8/PzmJub8/X+2Z/9GYaGhjA+Po4dO3Zg165dePzxx30kkJrHNOvpwsKC39jHvomiyJuo2H/UTHTekShZqVvnhO4IThJSkuahtjsEOqftt4ISWcUzZAqy90PPpZVJ3K3QFTIbqZZgBUX2n65l1bBs/4WsD6E1H+ofa+bS9iieWudWM4T3BRMAwo5SBVUVCe9GXUuT7G3nh54JTS6LP3C1BE4GoKYAfSYksYfKKpfLKBQKPu1xR0cHdu3ahcnJSSwsLHhCb1MUc5EpwQtNSvYDo21oxqDjlKYj7uxlbLwSJo1YYly/LmqmclAVX+vXvlEGVavV8PWvfx1HjhyJLWzuGdCzbScnJz2j0nJXV1fx8ssvY2Vl5arwVjpidQzYF5cuXcL8/Dxee+013HPPPXjyySdjhFQ1H4agkslEURQ70Ecjlmq1mu9XO/espKrvWQiZbELz2UrDIWKfBhoqagUl7bMk808IVxs9Q/xCa8xqQrxu16pqCbYP9KOmNULoHeLWTBOwAuS7IepJzPvdwrZnAkmSf6gjmkUEJBH3UJ12EvHdkKMttLAsztqOkAnIfvS+agVJZbKcKIpw7tw5TExMeFNGFEWYmprCqVOnvCmIm5fseQPqjOV1Swx1gWhETRRF/rB0+ghoTyfxV/y52GkT5z6GTGbzqEyaPJRZEnQhR1GEF154AV/96lev2iQFwJunNCy0v7/f17+xseET8l26dCk4T0iUbX8owdy9ezd++qd/2h+kw2fILLhXYWFhIXafobrUAhRsIjmdJ0lzLQks4U0SbMhUaKZqJvXr3LdmDVt2szJC5aTdY9mWuCpzt9J5EuHm83wmtNZsGSGmY0Hrt/2ZxASsCXyriT/hfcUE9L9eUw0gzQPP72adae/bQbK2U/t8M2JtpY0kBhD6besLXZ+ensb999/vCQsAn68miiJ/rKB9j/ZoLb+rq8ubYGq1mnd6MlUzI3x6enr8IS2M1FGCqwSd/alMgaaWSqWCKIp8kjgmUiNe/Fbi5JzDK6+8gt/+7d/20rruAN6xYweGh4d9X+khOnqoOh2/urhrtVosNUYul8OOHTswPj4OABgfH8f6+jqefvpp1Go17N+/H1/72tcwNzeH7//+78f9998f28FL5nbhwgU452JOdOfcVZvCgLBjnH2RNM/0+TSCrRK3ncNJ6yCpvGaaRqgs4hDCLaQhpOFg+4LfuubT+oz/KUSkrTNdlyGfh+KTphFY0DJCa/vdaA7N4H3BBPTbQivS/1bhoGWFmE6S1hLC1TKAEGOw921ZIYYIAIVCwdvByQR27tzpn7typX6Moj3cnI4vEkkl9lEUxSJeaEbR1AXcF0CiTls/NQLnNnPi0x9B4PNk6MzzT2JnJUsyk46ODrz11lv44he/6COBMpmMj+4ZGhrCgw8+6M80pvmKDC1EWDhOmUz91LFPfvKTXjrv6enB+Pg4Pv7xj8O5+jm93L39jW98Ay+99JJv2+TkJA4fPhzzjdA0VSqV/IJWZs1oIJ0DygR0Puhu7xADsIwg9LHPad9aIsdxTdMkkqR4vm+ftTbxpHuWWVmJWueFDSTRtWJNZVbrTiK2ykh0bVoBVPsu9G4aKMNKWtvXA7Y9E2gGGhWRBCFG0Oqg6PuhSWzNQwSLk7XvWy5vpf4QkQ9NWCvFAPB59Pfs2eNPDBsbG4sdiTg+Pu4JG80cSvApndpoDXuyGJmGc85v0GLaCqZg5kYs4hgyL2kf8Xn1FaiEzHbzcJgvf/nLWFxcjPWBc/V9Ao8//njMcUxtZGBgINaejo4OTExMoKenx6eVrtVqPnIpl8shk8n4lBlMNUHG90M/9EM4duyYPwx+fX0d09PT3iSnOMzPz3uzEok+gNhmME0DweghTXKnTmElHHaepmkB2v9JmoASu9AaC0n9SZqA/W/LU+YSchLb/zZVBa+RWdnn7TpTHKxpzfaDMuGQFcBqAUn0pZkkbxnAjWACW39MzXUAS+ismqbfCmmT8Fo0hDSVjhNL8VGckiR9i38acyBRsAszyXQE1A8u4SanTCaD4eFhZLNZL8lTKlIHcJIkBsRj0/UZjRbS3Pf0FTBkkvUyzQVt4yrFsrxqteoPxymXy1hZWfESt5U0SYBvueUWf519sLa2hm9+85t45plncPLkSW9vz+VyVzEAbvjK5/Neal9dXUW5XMbZs2d92dVqFYVCwR9ez7HZuXMnDh8+7Ik27f50jquD+MKFC35sSPB0zpDBUdMhE9Ax0bHmeNo5miZJs15LsEOCRUjoSDIjKWg5NsDgWsw89qPvh67rBkIKMzrPQx8+o6Y7XtO+0t/WCR5q/7US8mbPt6pVXAtseyYQknQthKQUO6lCg5Q0eHottCBCC0Xju0MEWt+35SaZiUJ1t8JUMpkMlpaWAGwmVWMII/urWq16qUYJAM8p0D6lE5mLgPjyGr9p3ybh54ldeuYA0zQoQafPgZEzZAyMpycjsOcIEOd9+/bhc5/7HA4dOgSgTtSz2aw/WP78+fM4c+aMNwFpfiOWQQ1oamrKm6/4fezYMaysrPi6gfoRnTMzM7F+/9CHPhQLAaVGo8S7UqmgUqlcla+H/cN+0/YxwsrOcc4Hu2NY57AlYs0It4IVLFoFu+aId9o6baXMNK0m5I8IEXpL2JOYg5abxBC0bdciVCruabTm3ZT7bmBbM4EQoUvSAqwmYJ8PTeZmEn7of0hdUxuh/bbXtCxea6aK2+eTCL8ym0Kh4IkpjxScmpry7xWLxdimJufqZ/BSGqfEkclkYkRXdw8DmwubGkEmU48MGhgY8M5gmoVYNhcVpW1+KFnTV0HNoVqtYmVlBeVyGdVq9ao015lMBjt37sTP//zP46GHHsJjjz2Gxx57zNdRq9VPZisUCjG82WeKz+7du/15w7y+tLSE48eP+76jdjUzMxNjhBMTEz76iswMQEwL0DN9rVSvgoTVyri5j2MQIvgcS16zBMsSSNYdIjRWw7bZUJMgtKZC61PxTiJ0llCmaQAhwm/v6TM2dNf2l+071m/LaoZ/2rUkATfEIPh/q7UAYJszAaA1laqZVN2MmbRSbhITCRH5tLrTGE/ICZz2bshMxE+5XMbq6qrfJBVFEfbv3+/fn5mZQVdXV8zJuGvXrqvMPio1k2DYaBXau8kseKAKn2MSOSVwlLIpcdsFp4ROTUPLy8veiQogtqDz+Tx+8id/Ej/yIz+C7/qu74qZZlZXV3H27Fm/mMiYVEMBgIGBAdxzzz2xMe3o6MDx48dRLBZj7VhbW8PS0pJnFv39/b6sWm3znGFdvGR0bCvrIFOyZwYo8wAQu2+lRTuvLPFvZsKxczckdISEE72W9oxlBkn4pvkDtD2hj5X8k56xcydE4C0z0HcJdt6G2pUEdnzSnktiHlsB254JWAlXr1vCR8dhSDJuRoRD7+m7/B2qV98LfZpJ9Zbwa1363+KZxCwAeMKn+WoOHDjgJfKLFy/GFgHDPHUXsWoA6ohUHHTR6SE2enBMb28vstmsT4dcq9Viuf3JRBgRBMSZQK1WT9tQqVRQrVZRLBb9zmI6AgmUpm+55RbcddddMVPTG2+84TeBWSKh+xEOHjyIoaEhT5QzmfomspMnT/p2MzMqTy5jGcCm5M9UDzp+utksiuKBBZYBE88oimLHhSpTTjKxhKT/ENj1EFob1l9h/V76np3TVlBJAitVhyRh254QsbYQMvckaRjWl5CGSzPCnNbeNIKfBEma31bAtmYCaYS2lefJGKytHogTfI1DVyIdYiT6O0S80/BiuVZ6t8+lqc76rH4r8H1ukOL/iYkJHy9//vz5GAG2/QFsLiA93ByAl6A1VFTP2QXgTUK0izNPD8fCmj5o+qlUKj40lDiw/dVqFcvLyygWiyiVSt5PEJL4urq68JnPfMbvAwDqobOnT5+OEQTgaobT19eHQ4cOeectGeSFCxf8RjtqMMViMRb+qYn1xsfHrxp7PRfAagSaF4j1ksmtrq56ZqPvhqRTnTNJZgs1GyXNoyShJ0TodY3a33aut2JWsm1Ia1ezd0LSvNr4m9WdRNBD9YcYapJ5J6k8S2eaCa/vFbY1EwCSVdOkDkqS3C2RC0nqKrnoPbWHhhgTCZolcPqelpukPVhpP7TgbN/Yb32uXC57KRPYPHjcOYdSqYS1tbVgeRoWmslkYtKR7hUggSKx4kaoTKYejTQ0NOQJWyaT8dk6aVIB4pErJLoa/85nuEB4ClmhUMDCwgIKhYI3EVnTy6FDh3Dffff5tkRRhKNHj6JarcaIKduuC/7gwYPI5XKeATD5XbFY9D4MmqjoBGb7CZOTk7ExpH9EhQDtQ15n/1Crcs75iCmOieIcAu1X6xewYx6aV0nz0Zp47PNWcAoxipCgk0YULaQJQHo9pC20ylBCzNHOl6RxSBLukmiUxTsNrgcjeN8wAf2dJkVbAp3ECEKEPIlR6CK2BN4Sa3udEl4ILysdJTGm0GK07bbvAfUwUT4TRfWoneHhYURR3cbMeHhKznYxWCcwGYJKu8Cm34AmHkrtPD+gv7/fZ+qkWYjMgQxHCSPNIqF2kdkwfLNQKHjNgDmKKOF1dXXhqaeeQl9fnx+z5eVlnDp1ypepzEBz7/T392Nqago9PT0+3bRzDnNzc96fwWgl1qdnL2cydWd1JpPxJrZMJoO+vj709vbGbPtKEGl+IjMl6IY7XQ/KdJRxKgPgvTQzQkjYCK09O0eThKOQ4BQSdhQsvgrWiZ5GDJO0H6sFJJl7bNvt9SSBLMQgLbML0bK0NZ/EvLcS3jdMIMRN9TvteR0gJeZJUkpowlsmkSTRJw1uKAcOcQ/lBgq1N7RAk57r6Ojw0TAkPt3d3f5wkitXrmBpackTwhCjopmF5QHJpyIBmw5RRsdQ+mceHTIi3Ttgbbrqh7ALX/tT/QjFYtEzAjIDLvS77roLU1NT6O7u9n6KM2fOxM5CZht1fBhNpamzmf6ZpiAyEGWGvN7Z2YkdO3bEIrC4OWx4ePgqU4RqMCTsav+nXySTiUcOUTtIAisNh0xCSXNP5xOft9dV8k8SsiwuSfOnFZxDYOux5abVG6rH+gSUbqTRFdt3uvaThMZQWbZtisP1gG29Y9hORrXR8RrQfIdeCHQBJAGJk+XKzcoOlWOf1QG3zCJpUtl6Q5NOJ1m5XPbnADBzZzabBVCf6NxLACBmirGLndKppnXo6enxZbN9JOJkHtxpu7S05E1P3d3d6Ovr8xpAtVqN7ShmG0gkte9JrNURzTBUxuZzXwKPhXTO4fbbb8f58+f9+FGDGB4e9sxIGQ7bRHMWHexknEp4dQxWV1c9zgMDA35HMU8640IfHR3F9PS07yOm2iaxUKai845mLK1bcWlG6OwcambC0N/sd8uEWAfv61zUIALeC5lZ3gvYdqTZ3VXrY1sI2q7Q+goJipYJhq5rO235lr7YfrFChl7bSmjKBJxzewH8JoAJABGAz0dR9OvOuV8G8JMA5hqP/lIURX/UeOcXAfwEgA0AfyuKoq83rj8K4NcBdAD4L1EU/WoL9cd+Ww4d6hQ7oZtxWHtNJQjWYQfLMhG7oFpRvfk7aYJZiULftRM0JGEwtJLEpVarH3fIPlxcXPTSpuay1/aQAXBDEs0blFa5mHp7e2MO0o2NDa8BWG2qu7vbn5Slm8dUWmLZaczQ7u5kWZVKBQMDA177GRkZ8cnuWO6lS5eQy+U8wyIjoDmoVttM6axMgJvGSEjUf0JG19XVhWw2i76+Pt/XmjOJp5KxDex3dWKTKKmfo1Qqxea+ahNpEraVaJMkY9ap8zdEiJSQpkmozdaGZQ5Wcg/hGVr/in/I7h/qF/afmjytdh8i6hw3de7b75BGZMdD69Trqh2m0aithFY0gSsA/l4URUecczkAf+Gce6Zx799FUfSv9WHn3CEAnwVwN4BdAL7hnDvYuP0fADwM4ByAF51zX4mi6OS1IKwTmf/TIERAOQnsdQWrGoYkBcUpjTGFtBf93SoDCJmbQgyBzwJ1qde5TUfu2NiYf/bixYseN4YfKlHTM3H5Djdxsb0quZKA0ixEBqSZOmnrpnbClNP6vhJk7UOWHdqnQIJMsw21AhLiYrHomSEAzM7OYu/evb4sta1rKgxu/mKbdRMYGSDnhiawy2azfp+ARh+ROfb29sYc88xUyoR8HA+dn5VKxd9XwpI2L0MhkQrKcPmOEn47R0PSftL/ZsTYQmgtW5NZEgNw7urkcFpGyFyk7yYJZklm4GbrNKQNKE3ht2WydjxuBDRlAlEUXQBwofF72Tn3KoDdKa88BeBLURStATjrnDsN4KONe6ejKDoDAM65LzWevSYmYAfeXtPrVloPSdEEO0lUleXkCy0y+9tOTvueZQZJkjzrtrhb+6te47MqpSwvL3sid+XKFR+2CMAfMkMpnc+Edq0SNA0zpVsSUK2HPgGajpxzHhfnnCeQ2t9KbLUeTbHAZ7VfeU/7wzqQy+Wy75eOjg5/1rASWhJ5MhWWowfXsJ0MiyWD6+jo8HsQnHPo7e0NMm8yhfHxcVQqFVy+fNn3ozIA9jXrswwoibDr/LCCiJ2Dek/NN3YO22t2Duu7aWAZTFL5IZwtWFya1a+mrCT6AGzujNb1Zgm6XatqwtXfSSYhbatlDLzWap9uBVyTY9g5tw/AYQAvNC79nHPuFefcF5xzw41ruwFMy2vnGteSrts6fso595Jz7iXdKg8k28NCRNaqYvYZfc7a4XmNz4YmQdIn6b5OnpA0kcQAklTRJMnE3ltZWYlJumNjY55waUQNM1QqU+E7zsXPtlUJibjS1KK7hynVkwnwOUYH0VHL6BvWRTs5Pyrh6YlmzNPDRcM5QrMQI6AWFxd9SCfDO5eXl70/QhmXOn1ZvmUCqgHoGNH2zz4h2HHv7Oz05xDQFKQ+EbtPQwmFMgJdE3auW6EhdC/0bIgwWkgiclpfMzwsWHNQ0jP2vmWErWg7BGt6SdO0Q+3RdRCiI6G+1Y/uTwoJgSHQMdoqaLk051wWwO8D+FwURSUA/xHArQDuQ11T+DdbgVAURZ+Pouj+KIruZ2y2uZ+EX3ABJg0Kn7ODqteSwtzsQKUNTNJ7acwhafIpzvb9JLWV0jVQZx50mgLwMe4A/Bm2TCCn5hH+Jw42jp99RbBZM9fX133qCJp/VJJmHP7g4KCP4qHpSAkwpSMS69XV1cSkYMRjbW0Ns7OznjnRgUxmwN/Ly8uoVCox5sJd1xpuSXOHHYcoijA7O+v7W5kaPyTYmUzGM0K7+Nl2a/JyznmfhK4FSwSTiI+ds0nETcu2xMgSeV6z5YUgdM8S5Wb4aJutuTAkNfN9ZdoKIcLbjD5oH4SEMH40yCL0TNJ6VzxCYKPKtgJaig5yznWhzgB+K4qipwEgiqJZuf+fAXyt8fc8gL3y+p7GNaRcT4U0ycASY8Gp6QBbAs97STZ8JUZaD8E6VUODFZLMmkGSNKHtSNIolDByYo6Pj2NxcdFLywMDAz4NguLNOu1/tV+q5KpEn4SUhL6zsxOjo6M+sR0l4J6enlg5tVotZh8ng2GbGOVEIkmzky5ObT9z/6sDMpOpRzqVSiW/MUudwXxftQCWTcKtY0Bcmb4bAHbs2HHVTnT2D9NqDA4OxqJ7urq6vANe/RLaJiagS5qDISYQIi4hv5Wdc/pM6L7WkWSSZRlphCtUh9UMQsyumcagEFq7ITwsobe0I8QAQoQ+VJbiwj7TdmifJ5mEtloLAFrQBFy9F/4rgFejKPq3cn1SHvurAI43fn8FwGedcz3Ouf0AbgfwbQAvArjdObffOdeNuvP4K+8FecsAQkQQiKvM+izLSJKS7PPWXhj66PshFTD0XDPcQu1LarPe181PURR5ArZnzx5kMnV7d6lU8gQ4ZGO2hMguRM17r1KaSudq8uBYDA4Oesmfu3K5mSyfz3vmQKZC7YGOZufcVRqAOohVgyiVSrG2bGzUj6DUJHZkkso8OXd0HvFbcWG7lpeX/bjv2rUruP9DNabx8XHfH6pdsW3KbNn3PIfZEmk7d1uZb3bOW0i6FiJEoTK1jKQ5bZ+ztn5bVshvENKEtCwl3CEI4abEPE37D63tNIaQdi2p3Qo3SxP4OIAfBXDMOfdy49ovAfhrzrn7UA8bfQvA3wCAKIpOOOd+F3WH7xUAPxtF0QYAOOd+DsDXUQ8R/UIURSeaVR6yA9qOCg2SPtesY5PKVRx00dlyQxM3SYqyCzdt8djJ0aoqqcAw0Uwm43P+7N692z/L0EkSJ0rjlEZ1kmvkhxJMbaN+62YnmpdI3J1z3vySyWQwNDSE9fV1dHR0YHR0FLlcLpYXSHcWZzJ1ZzN9Axq+6txmGm3uzCUT0P7nuQIbGxuxVNfObWb0JKME4hEdKysrfr9FFNVDbUulEgqFgn9vYmIiNifIaJnPybn6yWeKNxkRx43vs/0dHR0xx3WaOUXnDJ3+dg6nOYJ1DibN5RAjsQzN9oHFOUkDse1oxfYfwt8yAr4bYhSWSNt28aNmPL3Pvta1asvS+jTE1tKYVtq3VdBKdNCzAELU8Y9S3vkVAL8SuP5Hae+llNfSMyHJJokw2+f4O8RsQoOSJEWFBlInXEjqUKCEyecpRSctuBBTAuLSY7lcRj6f9wthYmLCS+YrKysYGRlBX18fKpVKjPjpJFZ7tjIN1qtElO3gtxJwEvdisei1Ez3mcmBgAPl8HrlcDj09PVeZZDTbqXN184gSxiiK8PTTT+Ptt9/2foilpaWrxn5mZgalUsk7qg8dOuQXt6ZusOO+uLiIZ5991pu5aJLSXdI7d+7E1NRUbJy4t0IJRn9/P3K53FWbyZxzvm7VpAD48Neenp6rHMdanyVCJMxJ81LnrjUBpq2hNKFI74fmvjLdVk09tvwQhPBIe1Y1O4t3yLSj/+3eliRhLQmX0BoOPZtmmnuvsK13DKfZ/KxqFyKofDZ0L0SYQ5DGJELPvheOHmpTM6aloIRa3y0UChgZGfFS5sTEBHp7e1Eul7G4uOgPcaFkYmO/ddHqpCbB1Of0NyV7Su4DAwPe7s09CJRSSXToJM7lcj5yR7UKMkQmYuN7NBddvnwZi4uL/qzfJOa9tLSEYrEI5xzy+TzuvPPOmDkLqDMlpo1gu1ZXV3H+/HlkMpt7AYgfta0f/uEf9lI+CYUldGz7yMhIbL8GzWt8Vm3Z7DNGdKXNCWUC7ONmEJqznE82pt0yipBkG7qm5SYxk1ZAy0rSLt4t0bQCluKm68E6fpNSw1gCH2J6IUEu1NbroSFsayYQkkL0d9K9EHHU682I/rVIJUnvhxhBs0nebFMLoZVntC7GotPGPjg4iFwuh0qlgqWlJU8olKgCm7n5LeHXhUENwEpDJIy0zzP9ArWN3t5e9PT0+ERsJFIkgn19fchkMlfl6GFf6jGY1AhYfrlcbto/WhY1G5vdtLe3F4cPH8bzzz/vk7exjeqLUCL44Q9/GA888MBVzDNJKxwdHcXFixc9HgT1SfAd9iOZgJp2QkxYr1uzRKg/0iBEyO09/uY8s9pEiFnwfogo6vNJkBYV1Oq6tf1jcQsRdesHCIVt2zHROWCZK59Jayuf22pGsO0TyClYrpwGXHgh5mAHQ+/Z6/bdVuq+FjyblWHrB5pvjLELkonLOBF7enr8zuFisegXpVWHdUIzrl8nuhJPxvyrtENcyRB4Ti7NG5cvX0alUvH2+76+Pn8qGc0+dByTIen+jb6+PgwNDWFwcBDZbNZrN5ptM8kmSxypXfAIS/oh2K5du3bhIx/5iHdG66LWUE7n6s7uJ554Iub3IGFXgq1RT8wvpETWOqV1VzYAn501pOUkEbAkwcjOmSQin1aHzhdbtwoGzSRe+3wSDlpeK9DKegyVz7kWaoO2I8kklNQHab+bmcFC4/5eYVtrAoQkCYQQ2g0YgpD2kDY5rKQSIiZpdWkZaZoKIWkBJD3XrAyt20olExMTOHnyJAqFgje1qJ1Zy6CNnP1M8xHL6+jo8E5YElaVahjzz4XCzWN0WDvn0N/f7/ctlEolOOe8+WhlZSVmI9fx6OnpQS6X8+Wura3hkUceQalU8vsAmF2U/gOrUdJJrO1RM8zU1BSuXLmCI0eOXJVriAyjt7cX3/d93xc7wpP9oWOjG/Ccc/7UNQ115d4NndeKT6VSCWoXSYRFJdM0+7udL0mO55BGnsQ8kuZ9q/b6Zuu5lTLS/ttrSsz5X7/52zIEfkIRhLYO2y+t0pLrpQm8L5gA0DojaFaGPpMmlTSrvxk+1/K8nSAEZTy62Ci9pvk7LAPTujOZDEZGRuCci6VqADZj1dXEwzLIAGgnV3MKJXbdKEbir1KuRuUoQygWi57gKZHLZOppsIknia+2kbb51dVV9Pf3Y8eOHZ6h0ES0traGs2fP4o033vCaCb9HR0djp7ARN+LQ2dmJAwcO4MqVK5ifn/ftzufzuPfee3HnnXdix44dmJyc9A5r4kap344Dy+e+jQsXLniiS1z4vprreF/7P20eqOZmbdR819r3tWwtS5lF0nssP8RAtop4sZxWTCchSGOaliGE7qf1dbPntH79b/uR7dMxvh5aAPA+YgIKzYh2mkYQYhb6vL2nE00lUEugbVkhrt0Ks2kVQnjoPVufEiKgvpmJkimZAIm8hieq06ujoyNmtyZxUsKmtk8SWV1MPCSe1wYGBlCtVn2ZZDBMm8wdxXqkIxeHRnR0dXX53cjZbNZnE61UKlhcXPRps2nS0rQVaiojgaVpCtjM9Hnw4EEcPHjQ7ysYGRnBRz7yEUxNTcXMVPwOndBGpgJs2vjHxsYwMzPjx1L7kEDNK4qi2C7mZoSB466MwD4fkvwtMbLzxzICK2DxPa3DwrUIVbZNzcwmSVqH1Y5CAlioLfoOn0ki/CFmAuAqLVa1syTmy2v8JCXJey/wvmECSepTiAC2QmxbfU4HUMEuiBBeIVU5VKeaF9Js2Ek4a/mqJfB57sylrRyo5xAiE9AcTc45L1VTtaX5R4lISAplXSHixGycPOULgI+bB+DTJXC3MHP5APBOYhJvMha1ybMMTWmdzWaxurqKfD6PwcFBvPHGGx4X7TfVsHiPCe64WFXNp3+AcyPEdPW6EnCWpSm2mfKaY8f26XGSSrwVT9UYQtK7JXJqXrLzKSShsn7rALdzW/sjFF7aCpEPEUb732q0aY5h/W8FPSXW1p5vP2n2/ZCWpe0OMZNWhFh+VODZ6k1ihPcFEwhJ2knwbqTtVpmB5dhJxN9e03tphJyMwC4c1V6sKhzSakIflVSjKPK7cmkq0XuZTD2Gne9ZDQCAJ8baTiVg1jEMbKZ85iHqZEp0XDtXt4czwR2JOeuj1E5CT3u8brJi+GlXVxcGBgY8k6OZaGZmBuVy2RNRTdMQRfWIIJrElClbhgPUtZUQ8VVGSeahCeL0LIaNjQ10d3cjm816jcgyUb6vG/T0iE9lyCETQog4heaxJbYh7UDLU9B7yrCUiGu9zXDRcu0778YkksQAQsRenw/hoT6WEKMl2LUZ6ge2G4gLmqrpkQE00/reLbjrUehWgXNuGcBrNxuPJjAGYP5mI9EE2ji+d9ju+AFtHLcKtjuOYwAGoiga34rCtrsm8FoURfffbCTSwDn3UhvH9w7bHcftjh/QxnGrYLvj2MBv31aV977aJ9CGNrShDW3YWmgzgTa0oQ1t+ADDdmcCn7/ZCLQAbRy3BrY7jtsdP6CN41bBdsdxS/Hb1o7hNrShDW1ow/WF7a4JtKENbWhDG64jtJlAG9rQhjZ8gGHbMgHn3KPOudecc6edc79wk3F5yzl3zDn3snPupca1EefcM865Nxrfw43rzjn37xt4v+Kc+/B1wukLzrlLzrnjcu2acXLO/Vjj+Teccz92nfH7Zefc+UY/vuyce0zu/WIDv9ecc4/I9es2D5xze51z33TOnXTOnXDO/e3G9W3Rjyn4bZt+dM71Oue+7Zw72sDxnzSu73fOvdCo73dc/UhZuPqxs7/TuP6Cc25fM9yvI47/3Tl3Vvrxvsb1G75eGmV3OOe+45z7WuP/jenDpB2mN/OD+vGTbwI4AKAbwFEAh24iPm8BGDPX/iWAX2j8/gUA/6Lx+zEAfwzAAXgQwAvXCadPAvgwgOPvFicAIwDONL6HG7+HryN+vwzg7weePdQY4x4A+xtj33G95wGASQAfbvzOAXi9gcu26McU/LZNPzb6Itv43QXghUbf/C6Azzau/ycAf7Px+2cA/KfG788C+J003K8zjv8dwA8Hnr/h66VR/t8F8NsAvtb4f0P6cLtqAh8FcDqKojNRFF0G8CUAT91knCw8BeCLjd9fBPAZuf6bUR3+HMCQc25yqyuPoujPACy+R5weAfBMFEWLURQtAXgGwKPXEb8keArAl6IoWoui6CyA06jPges6D6IouhBF0ZHG72UArwLYjW3Sjyn4JcEN78dGX/AUn67GJwLwKQC/17hu+5B9+3sA/rJzzqXgfj1xTIIbvl6cc3sAPA7gvzT+O9ygPtyuTGA3gGn5fw7pk/96QwTgT5xzf+Gc+6nGtYkoii40fl8EMNH4fTNxv1acbgauP9dQsb9AM8t2wK+hUh9GXUrcdv1o8AO2UT82zBgvA7iEOmF8E0AhiiKeaan1eVwa94sARm80jlEUsR9/pdGP/84512NxNLhcTxx/DcA/AMAEQqO4QX24XZnAdoNPRFH0YQCfBvCzzrlP6s2orottq1jb7YgTgP8I4FYA9wG4AODf3FRsGuCcywL4fQCfi6KopPe2Qz8G8NtW/RhF0UYURfcB2IO65HnnzcQnBBZH59yHAPwi6rh+BHUTzz+8Gbg55/4KgEtRFP3Fzah/uzKB8wD2yv89jWs3BaIoOt/4vgTgD1Cf6LM08zS+LzUev5m4XytONxTXKIpmG4uxBuA/Y1NVvWn4Oee6UCewvxVF0dONy9umH0P4bcd+bOBVAPBNAB9D3YTC3GRan8elcT8PYOEm4Phow9wWRVG0BuC/4eb148cBPOmcewt1U92nAPw6blQfboVDY6s/qCe2O4O6c4OOrLtvEi4DAHLy+znU7YD/CnHn4b9s/H4ccafSt68jbvsQd7xeE06oSz9nUXdyDTd+j1xH/Cbl999B3X4JAHcj7tA6g7oz87rOg0Z//CaAXzPXt0U/puC3bfoRwDiAocbvPgD/D8BfAfC/EXdq/kzj988i7tT8U8ZOFgAAASdJREFU3TTcrzOOk9LPvwbgV2/memnU8Zew6Ri+IX24Zchv9Qd1D/3rqNsX/9FNxONAo2OPAjhBXFC3wf0fAG8A+AYnQ2Pi/IcG3scA3H+d8PpfqJsC1lG3/f3Eu8EJwF9H3YF0GsCPX2f8/kej/lcAfAVxYvaPGvi9BuDTN2IeAPgE6qaeVwC83Pg8tl36MQW/bdOPAL4LwHcauBwH8I9l3Xy70R//G0BP43pv4//pxv0DzXC/jjj+aaMfjwP4n9iMILrh60XK/0vYZAI3pA/baSPa0IY2tOEDDNvVJ9CGNrShDW24AdBmAm1oQxva8AGGNhNoQxva0IYPMLSZQBva0IY2fIChzQTa0IY2tOEDDG0m0IY2tKENH2BoM4E2tKENbfgAw/8HivlSMrL1vHYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "I = rgb2gray(plt.imread('messi2.jpg'))\n", + "for i in range(0, I.shape[0]):\n", + " for j in range(0, I.shape[1]):\n", + " if I[i][j] == 0:\n", + " I[i][j] = 0.0001\n", + "plt.imshow(I, cmap = \"gray\")\n", + "r = remove(I)\n", + "plt.imsave('messi2_bg.jpg', I)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "e3905875", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "I2 = rgb2gray(plt.imread('messi-removebg.png'))\n", + "xx, yy = np.mgrid[0:I2.shape[0], 0:I2.shape[1]]\n", + "\n", + "fig = plt.figure(figsize=(12,8))\n", + "ax1 = fig.add_subplot(1,2,1)\n", + "ax2 = fig.add_subplot(1,2,2, projection='3d')\n", + "\n", + "ax1.imshow(I2,cmap='gray')\n", + "ax1.axis('off')\n", + "ax2.plot_surface(xx, yy, I2 ,rstride=1, cstride=1, cmap=plt.cm.gray, linewidth=0)\n", + "ax2.view_init(elev=70., azim=30)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "76d1fd29", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(2669, 4003)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "I2 = rgb2gray(plt.imread('messi2_rbg.png'))\n", + "plt.imshow(I2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0b1aed89", + "metadata": {}, + "outputs": [], + "source": [ + "G1 = nx.grid_graph((I.shape[0], I.shape[1]))\n", + "G2 = nx.Graph()\n", + "\n", + "for i in range(0, I.shape[0]):\n", + " for j in range(0, I.shape[1]):\n", + " G1.nodes[(i, j)][\"weight\"] = I[i][j] \n", + " if I2[i][j] != 0:\n", + " G2.add_node((i, j), weight = I[i][j])" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "438d6a2c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".match at 0x7f38aeb8faf0>\n" + ] + } + ], + "source": [ + "import networkx.algorithms.isomorphism as iso\n", + "\n", + "em = iso.numerical_edge_match(\"weight\", 1)\n", + "\n", + "nx.is_isomorphic(G1, G2, edge_match=em)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From fb125b1d819f8cfd5b16fbb2915a693e01303800 Mon Sep 17 00:00:00 2001 From: paupb Date: Tue, 27 Dec 2022 12:40:59 -0300 Subject: [PATCH 02/15] sub-graph isomorphism image --- .../sub_isomorphism/messi-small.png | Bin 0 -> 3084 bytes content/algorithms/sub_isomorphism/messi.png | Bin 0 -> 81916 bytes .../sub_isomorphism/messi_small-bg-remove.png | Bin 0 -> 1185 bytes .../sub_isomorphism/messi_small-bg.png | Bin 0 -> 2722 bytes .../sub_isomorphism/subgraph_iso_img.ipynb | 295 ++++++++++++++++++ 5 files changed, 295 insertions(+) create mode 100644 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"stream", + "text": [ + "/home/paula/.local/lib/python3.8/site-packages/rembg/session_base.py:24: RuntimeWarning: invalid value encountered in divide\n", + " im_ary = im_ary / np.max(im_ary)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Preprocessing\n", + "I = rgb2gray(plt.imread('messi-small.png'))\n", + "for i in range(0, I.shape[0]):\n", + " for j in range(0, I.shape[1]):\n", + " if I[i][j] == 0:\n", + " I[i][j] = 0.0001\n", + "plt.imshow(I, cmap = \"gray\")\n", + "r = remove(I)\n", + "plt.imsave('messi_small-bg.png', I)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e3905875", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Object to find\n", + "I2 = rgb2gray(plt.imread('messi_small-bg-remove.png'))\n", + "xx, yy = np.mgrid[0:I2.shape[0], 0:I2.shape[1]]\n", + "\n", + "fig = plt.figure(figsize=(12,8))\n", + "ax1 = fig.add_subplot(1,2,1)\n", + "ax2 = fig.add_subplot(1,2,2, projection='3d')\n", + "\n", + "ax1.imshow(I2,cmap='gray')\n", + "ax1.axis('off')\n", + "ax2.plot_surface(xx, yy, I2 ,rstride=1, cstride=1, cmap=plt.cm.gray, linewidth=0)\n", + "ax2.view_init(elev=70., azim=30)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "76d1fd29", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "I2 = rgb2gray(plt.imread('messi_small-bg-remove.png'))\n", + "plt.imshow(I2)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b246ef2c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(32, 32)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "I.shape\n", + "I2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "0b1aed89", + "metadata": {}, + "outputs": [], + "source": [ + "G1 = nx.grid_graph((I.shape[0], I.shape[1]))\n", + "G2 = nx.Graph()\n", + "\n", + "for i in range(0, I.shape[0]):\n", + " for j in range(0, I.shape[1]):\n", + " G1.nodes[(i, j)][\"weight\"] = I[i][j] \n", + " if I2[i][j] != 0:\n", + " G2.add_node((i, j), weight = I[i][j])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "438d6a2c", + "metadata": {}, + "outputs": [], + "source": [ + "import networkx.algorithms.isomorphism as iso" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3f9affc8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "em = iso.numerical_edge_match(\"weight\", 1)\n", + "\n", + "nx.is_isomorphic(G1, G2, edge_match=em)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "52c54c5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "g = iso.GraphMatcher(G1, G2)\n", + "g.subgraph_is_isomorphic()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From cc94de3413c30a223e3081074a14803c39d6d734 Mon Sep 17 00:00:00 2001 From: paupb Date: Mon, 2 Jan 2023 13:26:36 -0300 Subject: [PATCH 03/15] Modified applications: Find something on an image and protein secondary structure --- .../Isomorphism/subgraph_iso_img.ipynb | 289 --------- content/algorithms/index.md | 1 + .../sub_isomorphism/1CRN_edgelist.txt | 175 ++++++ .../sub_isomorphism/1FN3_edgelist.txt | 548 ++++++++++++++++++ .../sub_isomorphism/messi-small.png | Bin 3084 -> 0 bytes content/algorithms/sub_isomorphism/messi.png | Bin 81916 -> 0 bytes .../sub_isomorphism/messi_small-bg-remove.png | Bin 1185 -> 0 bytes .../sub_isomorphism/messi_small-bg.png | Bin 2722 -> 0 bytes content/algorithms/sub_isomorphism/nocopy.jpg | Bin 0 -> 139868 bytes content/algorithms/sub_isomorphism/nocopy.png | Bin 0 -> 141992 bytes .../sub_isomorphism/nocopy_150x100.png | Bin 0 -> 40362 bytes .../sub_isomorphism/nocopy_150x100_p.png | Bin 0 -> 34358 bytes content/algorithms/sub_isomorphism/phone.png | Bin 0 -> 1044 bytes .../sub_isomorphism/phone_color.png | Bin 0 -> 911 bytes .../sub_isomorphism/subgraph_iso_img.ipynb | 414 +++++++++---- 15 files changed, 1021 insertions(+), 406 deletions(-) delete mode 100644 content/algorithms/Isomorphism/subgraph_iso_img.ipynb create mode 100644 content/algorithms/sub_isomorphism/1CRN_edgelist.txt create mode 100644 content/algorithms/sub_isomorphism/1FN3_edgelist.txt delete mode 100644 content/algorithms/sub_isomorphism/messi-small.png delete mode 100644 content/algorithms/sub_isomorphism/messi.png delete mode 100644 content/algorithms/sub_isomorphism/messi_small-bg-remove.png delete mode 100644 content/algorithms/sub_isomorphism/messi_small-bg.png create mode 100644 content/algorithms/sub_isomorphism/nocopy.jpg create mode 100644 content/algorithms/sub_isomorphism/nocopy.png create mode 100644 content/algorithms/sub_isomorphism/nocopy_150x100.png create mode 100644 content/algorithms/sub_isomorphism/nocopy_150x100_p.png create mode 100644 content/algorithms/sub_isomorphism/phone.png create mode 100644 content/algorithms/sub_isomorphism/phone_color.png diff --git a/content/algorithms/Isomorphism/subgraph_iso_img.ipynb b/content/algorithms/Isomorphism/subgraph_iso_img.ipynb deleted file mode 100644 index ddc12e4f6..000000000 --- a/content/algorithms/Isomorphism/subgraph_iso_img.ipynb +++ /dev/null @@ -1,289 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "da229cb8", - "metadata": {}, - "source": [ - "## Using Graphs to represent images" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "10966b4d", - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import networkx as nx\n", - "from PIL import Image\n", - "from rembg import remove" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "c789a6bb", - "metadata": {}, - "outputs": [], - "source": [ - "def rgb2gray(rgb):\n", - " return np.dot(rgb[...,:3], [0.2989, 0.5870, 0.1140])" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "3f91e71a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--2022-12-15 13:04:52-- https://www.dropbox.com/s/0nxyr3epgtg20bl/messi.png\n", - "Resolving www.dropbox.com (www.dropbox.com)... 2620:100:601d:18::a27d:512, 162.125.5.18\n", - "Connecting to www.dropbox.com (www.dropbox.com)|2620:100:601d:18::a27d:512|:443... connected.\n", - "HTTP request sent, awaiting response... 302 Found\n", - "Location: /s/raw/0nxyr3epgtg20bl/messi.png [following]\n", - "--2022-12-15 13:04:53-- https://www.dropbox.com/s/raw/0nxyr3epgtg20bl/messi.png\n", - "Reusing existing connection to [www.dropbox.com]:443.\n", - "HTTP request sent, awaiting response... 302 Found\n", - "Location: https://ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com/cd/0/inline/BypCQKcO2goGw_zJEhCDc4dz_hR47Gl3ZUINY6htNIMi7LQNzCrYkQLI2I_g0q0EZg8VxsOXz0CiwGuBqTzybQSUPClGN42RFG41NG-qSRNuU2P0Jy6wryJ1f7yV2_qQhw2s9z3zPiY4ho9KalU3zAkt0uI-ZO4GOS2NTtej4raQNg/file# [following]\n", - "--2022-12-15 13:04:54-- https://ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com/cd/0/inline/BypCQKcO2goGw_zJEhCDc4dz_hR47Gl3ZUINY6htNIMi7LQNzCrYkQLI2I_g0q0EZg8VxsOXz0CiwGuBqTzybQSUPClGN42RFG41NG-qSRNuU2P0Jy6wryJ1f7yV2_qQhw2s9z3zPiY4ho9KalU3zAkt0uI-ZO4GOS2NTtej4raQNg/file\n", - "Resolving ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com (ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com)... 2620:100:601d:15::a27d:50f, 162.125.5.15\n", - "Connecting to ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com (ucc5bba6f0c2552f8f6ffb9bef53.dl.dropboxusercontent.com)|2620:100:601d:15::a27d:50f|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 81916 (80K) [image/png]\n", - "Saving to: ‘messi.png’\n", - "\n", - "messi.png 100%[===================>] 80,00K 195KB/s in 0,4s \n", - "\n", - "2022-12-15 13:04:55 (195 KB/s) - ‘messi.png’ saved [81916/81916]\n", - "\n" - ] - } - ], - "source": [ - "!wget https://www.dropbox.com/s/0nxyr3epgtg20bl/messi.png -O messi.png" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "ad185a2b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from mpl_toolkits.mplot3d import Axes3D\n", - "\n", - "I = rgb2gray(plt.imread('messi.png'))\n", - "xx, yy = np.mgrid[0:I.shape[0], 0:I.shape[1]]\n", - "\n", - "fig = plt.figure(figsize=(12,8))\n", - "ax1 = fig.add_subplot(1,2,1)\n", - "ax2 = fig.add_subplot(1,2,2, projection='3d')\n", - "\n", - "ax1.imshow(I,cmap='gray')\n", - "ax1.axis('off')\n", - "ax2.plot_surface(xx, yy, I ,rstride=1, cstride=1, cmap=plt.cm.gray, linewidth=0)\n", - "ax2.view_init(elev=70., azim=30)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "90f956e7", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Downloading data from 'https://github.com/danielgatis/rembg/releases/download/v0.0.0/u2net.onnx' to file '/home/paula/.u2net/u2net.onnx'.\n", - "100%|███████████████████████████████████████| 176M/176M [00:00<00:00, 39.8GB/s]\n" - ] - }, - { - "ename": "AttributeError", - "evalue": "module 'PIL.Image' has no attribute 'Resampling'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/tmp/ipykernel_10043/167864091.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mI\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.0001\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mI\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"gray\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mremove\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mI\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimsave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'messi2_bg.jpg'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mI\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.8/site-packages/rembg/bg.py\u001b[0m in \u001b[0;36mremove\u001b[0;34m(data, alpha_matting, alpha_matting_foreground_threshold, alpha_matting_background_threshold, alpha_matting_erode_size, session, only_mask, post_process_mask)\u001b[0m\n\u001b[1;32m 133\u001b[0m \u001b[0msession\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_session\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"u2net\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 134\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 135\u001b[0;31m \u001b[0mmasks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 136\u001b[0m \u001b[0mcutouts\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 137\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.local/lib/python3.8/site-packages/rembg/session_simple.py\u001b[0m in \u001b[0;36mpredict\u001b[0;34m(self, img)\u001b[0m\n\u001b[1;32m 12\u001b[0m ort_outs = self.inner_session.run(\n\u001b[1;32m 13\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m self.normalize(\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m0.485\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.456\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.406\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m0.229\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.224\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0.225\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m320\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m320\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m ),\n", - "\u001b[0;32m~/.local/lib/python3.8/site-packages/rembg/session_base.py\u001b[0m in \u001b[0;36mnormalize\u001b[0;34m(self, img, mean, std, size)\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mTuple\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m ) -> Dict[str, np.ndarray]:\n\u001b[0;32m---> 21\u001b[0;31m \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconvert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"RGB\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mResampling\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mLANCZOS\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 22\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 23\u001b[0m \u001b[0mim_ary\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.8/dist-packages/PIL/Image.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(name)\u001b[0m\n\u001b[1;32m 75\u001b[0m )\n\u001b[1;32m 76\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mcategories\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 77\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mAttributeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"module '{__name__}' has no attribute '{name}'\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 78\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 79\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mAttributeError\u001b[0m: module 'PIL.Image' has no attribute 'Resampling'" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "I = rgb2gray(plt.imread('messi2.jpg'))\n", - "for i in range(0, I.shape[0]):\n", - " for j in range(0, I.shape[1]):\n", - " if I[i][j] == 0:\n", - " I[i][j] = 0.0001\n", - "plt.imshow(I, cmap = \"gray\")\n", - "r = remove(I)\n", - "plt.imsave('messi2_bg.jpg', I)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "e3905875", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "I2 = rgb2gray(plt.imread('messi-removebg.png'))\n", - "xx, yy = np.mgrid[0:I2.shape[0], 0:I2.shape[1]]\n", - "\n", - "fig = plt.figure(figsize=(12,8))\n", - "ax1 = fig.add_subplot(1,2,1)\n", - "ax2 = fig.add_subplot(1,2,2, projection='3d')\n", - "\n", - "ax1.imshow(I2,cmap='gray')\n", - "ax1.axis('off')\n", - "ax2.plot_surface(xx, yy, I2 ,rstride=1, cstride=1, cmap=plt.cm.gray, linewidth=0)\n", - "ax2.view_init(elev=70., azim=30)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "76d1fd29", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(2669, 4003)" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "I2 = rgb2gray(plt.imread('messi2_rbg.png'))\n", - "plt.imshow(I2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0b1aed89", - "metadata": {}, - "outputs": [], - "source": [ - "G1 = nx.grid_graph((I.shape[0], I.shape[1]))\n", - "G2 = nx.Graph()\n", - "\n", - "for i in range(0, I.shape[0]):\n", - " for j in range(0, I.shape[1]):\n", - " G1.nodes[(i, j)][\"weight\"] = I[i][j] \n", - " if I2[i][j] != 0:\n", - " G2.add_node((i, j), weight = I[i][j])" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "438d6a2c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ".match at 0x7f38aeb8faf0>\n" - ] - } - ], - "source": [ - "import networkx.algorithms.isomorphism as iso\n", - "\n", - "em = iso.numerical_edge_match(\"weight\", 1)\n", - "\n", - "nx.is_isomorphic(G1, G2, edge_match=em)\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/content/algorithms/index.md b/content/algorithms/index.md index cd233db98..03135102e 100644 --- a/content/algorithms/index.md +++ b/content/algorithms/index.md @@ -13,4 +13,5 @@ assortativity/correlation dag/index flow/dinitz_alg euler/euler +sub_isomorphism/subgraph_iso_img ``` diff --git a/content/algorithms/sub_isomorphism/1CRN_edgelist.txt b/content/algorithms/sub_isomorphism/1CRN_edgelist.txt new file mode 100644 index 000000000..ba396eb46 --- /dev/null +++ b/content/algorithms/sub_isomorphism/1CRN_edgelist.txt @@ -0,0 +1,175 @@ +A1 A2 0.263582359509 +A1 A3 0.149167726334 +A1 A34 0.17693690125 +A1 A35 0.183618028401 +A1 A36 0.158367170153 +A1 A37 0.153646134948 +A1 A38 0.174274242558 +A2 A3 0.262931286987 +A2 A4 0.149101770811 +A2 A32 0.14831337135 +A2 A33 0.178972781048 +A2 A34 0.217536411287 +A2 A35 0.156388799382 +A3 A4 0.261207093987 +A3 A5 0.144577980487 +A3 A32 0.178265657675 +A3 A33 0.186402097501 +A3 A34 0.154254574664 +A3 A40 0.175830085139 +A3 A44 0.188343326195 +A3 A45 0.153885302148 +A3 A46 0.162663936012 +A4 A5 0.263286752624 +A4 A6 0.175688330905 +A4 A9 0.166706597679 +A4 A10 0.181266339259 +A4 A31 0.147875839965 +A4 A32 0.244486544789 +A4 A33 0.157921450574 +A4 A44 0.206791882017 +A4 A45 0.159084030293 +A4 A46 0.207140708851 +A5 A6 0.262519515893 +A5 A9 0.156286845838 +A5 A31 0.147228710573 +A5 A32 0.162868624731 +A5 A43 0.162198047089 +A5 A44 0.239451333365 +A5 A45 0.162462184651 +A5 A46 0.170716155845 +A6 A7 0.261883111198 +A6 A8 0.182349169033 +A6 A9 0.191475186519 +A6 A10 0.154252458718 +A6 A46 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" + "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "#original pic\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "\n", - "I = rgb2gray(plt.imread('messi-small.png'))\n", - "xx, yy = np.mgrid[0:I.shape[0], 0:I.shape[1]]\n", - "\n", - "fig = plt.figure(figsize=(12,8))\n", - "ax1 = fig.add_subplot(1,2,1)\n", - "ax2 = fig.add_subplot(1,2,2, projection='3d')\n", - "\n", - "ax1.imshow(I,cmap='gray')\n", - "ax1.axis('off')\n", - "ax2.plot_surface(xx, yy, I ,rstride=1, cstride=1, cmap=plt.cm.gray, linewidth=0)\n", - "ax2.view_init(elev=70., azim=30)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "90f956e7", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/paula/.local/lib/python3.8/site-packages/rembg/session_base.py:24: RuntimeWarning: invalid value encountered in divide\n", - " im_ary = im_ary / np.max(im_ary)\n" - ] }, { "data": { - "image/png": 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\n", + "image/png": 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a4F4ze3hiS1o55PL22Jl48tr1OBOMO4qTCXcUJxPuKE4m3FGcTLijOJlwR3Ey4Y7iZOL/AHaM7hEfof3nAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -97,28 +87,102 @@ } ], "source": [ - "#Preprocessing\n", - "I = rgb2gray(plt.imread('messi-small.png'))\n", + "plt.subplot(221)\n", + "m = plt.imread('nocopy_150x100.png')\n", + "plt.imshow(m)\n", + "plt.title(\"Messy desk\")\n", + "plt.show()\n", + "\n", + "plt.subplot(222)\n", + "c = plt.imread('phone_color.png')\n", + "plt.imshow(c)\n", + "plt.title(\"Indestructible phone\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c51eed63", + "metadata": {}, + "source": [ + "Image Source: https://pixabay.com/illustrations/computer-room-desk-toys-game-play-627220/" + ] + }, + { + "cell_type": "markdown", + "id": "044a3c8f", + "metadata": {}, + "source": [ + "To simplify this problem, let's convert these images into grayscale. After this, the images will be a 2d array where each position represents a pixel. \n", + "Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us delete the background in the phone image. " + ] + }, + { + "cell_type": "markdown", + "id": "fd8417ca", + "metadata": {}, + "source": [ + "### TODO: how to hide some code?" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9b391d7d", + "metadata": {}, + "outputs": [], + "source": [ + "def rgb2gray(rgb):\n", + " return np.dot(rgb[...,:3], [0.2989, 0.5870, 0.1140])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ad185a2b", + "metadata": {}, + "outputs": [], + "source": [ + "#Preprocessing: Delete black pixels \n", + "I = rgb2gray(plt.imread('nocopy_150x100.png'))\n", "for i in range(0, I.shape[0]):\n", " for j in range(0, I.shape[1]):\n", " if I[i][j] == 0:\n", " I[i][j] = 0.0001\n", - "plt.imshow(I, cmap = \"gray\")\n", - "r = remove(I)\n", - "plt.imsave('messi_small-bg.png', I)" + "plt.imsave('nocopy_150x100_p.png', I)" + ] + }, + { + "cell_type": "markdown", + "id": "7283314e", + "metadata": {}, + "source": [ + "These will be the final images:" ] }, { "cell_type": "code", - "execution_count": 15, - "id": "e3905875", + "execution_count": 5, + "id": "04b8d17f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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+ "text/plain": [ + "
" ] }, "metadata": { @@ -128,146 +192,262 @@ } ], "source": [ - "#Object to find\n", - "I2 = rgb2gray(plt.imread('messi_small-bg-remove.png'))\n", - "xx, yy = np.mgrid[0:I2.shape[0], 0:I2.shape[1]]\n", + "plt.subplot(221)\n", "\n", - "fig = plt.figure(figsize=(12,8))\n", - "ax1 = fig.add_subplot(1,2,1)\n", - "ax2 = fig.add_subplot(1,2,2, projection='3d')\n", + "I = rgb2gray(plt.imread('nocopy_150x100_p.png')) #Desk\n", + "plt.imshow(I, cmap=\"gray\")\n", + "plt.title(\"Messy desk\")\n", + "plt.show()\n", "\n", - "ax1.imshow(I2,cmap='gray')\n", - "ax1.axis('off')\n", - "ax2.plot_surface(xx, yy, I2 ,rstride=1, cstride=1, cmap=plt.cm.gray, linewidth=0)\n", - "ax2.view_init(elev=70., azim=30)" + "plt.subplot(222)\n", + "\n", + "I2 = rgb2gray(plt.imread('phone.png')) #Object to find\n", + "plt.imshow(I2, cmap=\"gray\")\n", + "plt.title(\"Indestructible phone\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "34deb6d0", + "metadata": {}, + "source": [ + "Now we can represent these images as graphs.\n", + "\n", + "For this, we can use *grid_2d_graph(n, m)*. This function creates a $nxm$ grid where each coordinate is a node and each node is connected to its four nearest neighbors. \n", + "\n", + "For the phone graph, we will delete all the nodes corresponding to null pixels.\n" ] }, { "cell_type": "code", - "execution_count": 22, - "id": "76d1fd29", + "execution_count": 6, + "id": "0b1aed89", + "metadata": {}, + "outputs": [], + "source": [ + "desk_graph = nx.grid_2d_graph(I.shape[0], I.shape[1])\n", + "phone_graph = nx.grid_2d_graph(I2.shape[0], I2.shape[1])\n", + "\n", + "#assing pixel values as node attributes in desk \n", + "for i in range(0, I.shape[0]):\n", + " for j in range(0, I.shape[1]):\n", + " desk_graph.nodes[(i, j)][\"weight\"] = I[i][j] \n", + "\n", + "#assing pixel values as node attributes in phone and delete useless nodes \n", + "for i in range(0, I2.shape[0]):\n", + " for j in range(0, I2.shape[1]):\n", + " if I2[i][j] != 0:\n", + " phone_graph.nodes[(i, j)][\"weight\"] = I[i][j]\n", + " else:\n", + " phone_graph.remove_node((i,j))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "8f70e64b", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "" + "
" ] }, - "execution_count": 22, "metadata": {}, - "output_type": "execute_result" - }, + "output_type": "display_data" + } + ], + "source": [ + "nx.draw_spring(phone_graph) \n", + "#TODO maybe color the nodes using the weight attribute" + ] + }, + { + "cell_type": "markdown", + "id": "c6e7a9ac", + "metadata": {}, + "source": [ + "Finally, let's see if we can match our phone graph to the desk graph." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "3f9affc8", + "metadata": {}, + "outputs": [ { "data": { - "image/png": "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\n", "text/plain": [ - "
" + "True" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "I2 = rgb2gray(plt.imread('messi_small-bg-remove.png'))\n", - "plt.imshow(I2)" + "import networkx.algorithms.isomorphism as iso\n", + "\n", + "em = iso.numerical_edge_match(\"weight\", 10^-10)\n", + "g = iso.GraphMatcher(desk_graph, phone_graph, node_match=em)\n", + "g.subgraph_is_isomorphic()" + ] + }, + { + "cell_type": "markdown", + "id": "cc5348e5", + "metadata": {}, + "source": [ + "Also, we can check that the desk and phone graphs are not isomorphic. " ] }, { "cell_type": "code", - "execution_count": 16, - "id": "b246ef2c", + "execution_count": 9, + "id": "52c54c5a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(32, 32)" + "False" ] }, - "execution_count": 16, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "I.shape\n", - "I2.shape" + "nx.is_isomorphic(desk_graph, phone_graph, edge_match=em)" ] }, { - "cell_type": "code", - "execution_count": 18, - "id": "0b1aed89", + "cell_type": "markdown", + "id": "93e29bd0", + "metadata": {}, + "source": [ + "### References \n", + "- " + ] + }, + { + "cell_type": "markdown", + "id": "68519417", + "metadata": {}, + "source": [ + "## Proteins Secondary structure" + ] + }, + { + "cell_type": "markdown", + "id": "b782300d", "metadata": {}, - "outputs": [], "source": [ - "G1 = nx.grid_graph((I.shape[0], I.shape[1]))\n", - "G2 = nx.Graph()\n", + "Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residues. Proteins are key in many biological processes within organisms. \n", "\n", - "for i in range(0, I.shape[0]):\n", - " for j in range(0, I.shape[1]):\n", - " G1.nodes[(i, j)][\"weight\"] = I[i][j] \n", - " if I2[i][j] != 0:\n", - " G2.add_node((i, j), weight = I[i][j])" + "Proteins differ from one another primarily in their sequence of amino acids, which is dictated by the nucleotide sequence of their genes, and which usually results in protein folding into a specific 3D structure that determines its activity.\n", + "\n", + "Biochemists often refer to four distinct aspects of a protein's structure, We will be interested in the secondary structure. \n", + "\n", + "**Secondary Structure** : regularly repeating local structures stabilized by hydrogen bonds. The most common examples are the α-helix, β-sheet, and turns. Because secondary structures are local, many regions of different secondary structures can be present in the same protein molecule.\n", + "\n", + "TODO: ADD IMAGE\n", + "\n", + "Many graph representations can be built from the Secondary Structure. Each representation capture different information about the protein. For example, \n", + "- α-helix and β-sheet as nodes and energy interaction as edge weights \n", + "\n", + "- Cα atom of an amino acid residue is considered a node and an edge are drawn if the Cα distance between a pair of residues is within a threshold distance. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure.\n" ] }, { - "cell_type": "code", - "execution_count": 19, - "id": "438d6a2c", + "cell_type": "markdown", + "id": "ffe3f6f8", "metadata": {}, - "outputs": [], "source": [ - "import networkx.algorithms.isomorphism as iso" + "We will work on $C_\\alpha$ networks. TODO: EXPLAIND MORE\n", + "\n", + "Let's see graphs of proteing with PDB codes 1CRN and 1FN3. \n", + "**TODO: add where these proteins are from**" ] }, { "cell_type": "code", - "execution_count": 20, - "id": "3f9affc8", + "execution_count": 32, + "id": "df0e1fc6", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "False" + "
" ] }, - "execution_count": 20, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "em = iso.numerical_edge_match(\"weight\", 1)\n", - "\n", - "nx.is_isomorphic(G1, G2, edge_match=em)" + "CRN = nx.read_edgelist(\"1CRN_edgelist.txt\", nodetype=str, data=((\"weight\", float),))\n", + "nx.draw_spring(CRN)" ] }, { "cell_type": "code", - "execution_count": 21, - "id": "52c54c5a", + "execution_count": 25, + "id": "523cfbab", "metadata": {}, "outputs": [ { "data": { + "image/png": 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\n", "text/plain": [ - "True" + "
" ] }, - "execution_count": 21, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "g = iso.GraphMatcher(G1, G2)\n", - "g.subgraph_is_isomorphic()" + "FN = nx.read_edgelist(\"1FN3_edgelist.txt\", nodetype=str, data=((\"weight\", float),))\n", + "nx.draw_spring(FN)" + ] + }, + { + "cell_type": "markdown", + "id": "c347c1f8", + "metadata": {}, + "source": [ + "We can identify graphlets that are present in these graphs and use that to classify proteins. These graphlets can be randomly generated given a certain number of nodes using Erdos-graphs generators. Even more, we can extract some subgraphs from the proteins and test if they are present in other proteins. \n", + "This can have many applications as building tree-classification models." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e83d5e2c", + "metadata": {}, + "outputs": [], + "source": [ + "# TODO. Add some example of generating a graphlet and try to find it into the proteins" + ] + }, + { + "cell_type": "markdown", + "id": "adc3c530", + "metadata": {}, + "source": [ + "### References \n", + "- https://en.wikipedia.org/wiki/Protein\n", + "- https://en.wikipedia.org/wiki/Protein_secondary_structure\n", + "- https://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank" ] } ], From 161123da2b5c656311e2389c04e9a291448f785e Mon Sep 17 00:00:00 2001 From: paupb Date: Tue, 3 Jan 2023 13:13:38 -0300 Subject: [PATCH 04/15] Resolve some TODOs --- content/algorithms/sub_isomorphism/1fn3.png | Bin 0 -> 157032 bytes .../sub_isomorphism/2_structure.png | Bin 0 -> 162378 bytes .../sub_isomorphism/subgraph_iso_img.ipynb | 115 +++++++--- .../sub_isomorphism/subgraph_iso_img.md | 208 ++++++++++++++++++ 4 files changed, 296 insertions(+), 27 deletions(-) create mode 100644 content/algorithms/sub_isomorphism/1fn3.png create mode 100644 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zBdZg`PiHjO4Gi3Di*)bEKG;|DrYg-@GUbiI`Lnyi3m)k8n_fsvkc)|)oU~JjIeBfw zK{qg8%6rY_^1z>s(y5;cmUwPn<{!c)8&pzRMb{hf_(z1tP%=jReJD}7Ea7QMbmMAh8IDLPM=X#cXiX+h&O znm1D+hqF?;PQ)74N12dSauWqCahCo#6~ z9~kJ&y(bDZ!eb^11d`a)`YzVf(a{xgeN@UUdT+Z1|GtH#bL%SdmF>v}eDVBw{w%)G zt&!iq8ejH`ZQDxz`1#pm@@0eHS@L&I+fdHH?ihc5;Q0T2_o(0{rs|!St>SCQH!GY| LKAR$IboYM%aY}|S literal 0 HcmV?d00001 diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb b/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb index ce17b29f5..96c898bfb 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb @@ -14,7 +14,10 @@ "metadata": {}, "source": [ "First let's define the Subgraph Isomorphism problem: \n", - "### TODO ADD " + "\n", + "Let $H$ and $G$ be graphs. $H$ is a subgraph of $G = (V, E)$ if\n", + "\n", + "$\\exists G_o = (V_o, E_o)$ / $V_o \\subseteq V \\wedge E_o \\subseteq E \\cap V_o \\times V_o \\land G_o $and $H$ are isomorphic" ] }, { @@ -29,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "id": "10966b4d", "metadata": {}, "outputs": [], @@ -327,15 +330,6 @@ "nx.is_isomorphic(desk_graph, phone_graph, edge_match=em)" ] }, - { - "cell_type": "markdown", - "id": "93e29bd0", - "metadata": {}, - "source": [ - "### References \n", - "- " - ] - }, { "cell_type": "markdown", "id": "68519417", @@ -346,31 +340,95 @@ }, { "cell_type": "markdown", - "id": "b782300d", + "id": "577506e1", "metadata": {}, "source": [ "Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residues. Proteins are key in many biological processes within organisms. \n", "\n", "Proteins differ from one another primarily in their sequence of amino acids, which is dictated by the nucleotide sequence of their genes, and which usually results in protein folding into a specific 3D structure that determines its activity.\n", "\n", - "Biochemists often refer to four distinct aspects of a protein's structure, We will be interested in the secondary structure. \n", - "\n", - "**Secondary Structure** : regularly repeating local structures stabilized by hydrogen bonds. The most common examples are the α-helix, β-sheet, and turns. Because secondary structures are local, many regions of different secondary structures can be present in the same protein molecule.\n", + "Biochemists often refer to four distinct aspects of a protein's structure, We will be interested in the secondary and tertiary structure. \n", "\n", - "TODO: ADD IMAGE\n", - "\n", - "Many graph representations can be built from the Secondary Structure. Each representation capture different information about the protein. For example, \n", - "- α-helix and β-sheet as nodes and energy interaction as edge weights \n", + "**Secondary Structure** : regularly repeating local structures stabilized by hydrogen bonds. The most common examples are the α-helix, β-sheet, and turns. Because secondary structures are local, many regions of different secondary structures can be present in the same protein molecule." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f8ef99ec", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(plt.imread('2_structure.png'))\n", + "plt.title(\"1FN3 Tertiary Structure\", fontweight = \"bold\")\n", + "plt.axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "45cf685e", + "metadata": {}, + "source": [ + "**Tertiary Structure** : is the three dimensional shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2c66b071", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(plt.imread('1fn3.png'))\n", + "plt.title(\"1FN3 Tertiary Structure\", fontweight = \"bold\")\n", + "plt.axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "55988a8a", + "metadata": {}, + "source": [ + "Many graph representations can be built from the Secondary and Tertiary Structure. Each representation capture different information about the protein. For example, \n", + "- Use α-helix and β-sheet as nodes and energy interaction between them define the edges. \n", "\n", - "- Cα atom of an amino acid residue is considered a node and an edge are drawn if the Cα distance between a pair of residues is within a threshold distance. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure.\n" + "- $C_\\alpha$ Networks: Cα atom of an amino acid residue is considered a node and an edge are drawn if the Cα distance between a pair of residues is within a threshold distance. Cα atoms are in the α-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure.\n" ] }, { "cell_type": "markdown", - "id": "ffe3f6f8", + "id": "16cb1ce2", "metadata": {}, "source": [ - "We will work on $C_\\alpha$ networks. TODO: EXPLAIND MORE\n", + "We will work on $C_\\alpha$ networks. \n", "\n", "Let's see graphs of proteing with PDB codes 1CRN and 1FN3. \n", "**TODO: add where these proteins are from**" @@ -401,7 +459,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "523cfbab", + "id": "6c551e44", "metadata": {}, "outputs": [ { @@ -422,7 +480,7 @@ }, { "cell_type": "markdown", - "id": "c347c1f8", + "id": "c7955f47", "metadata": {}, "source": [ "We can identify graphlets that are present in these graphs and use that to classify proteins. These graphlets can be randomly generated given a certain number of nodes using Erdos-graphs generators. Even more, we can extract some subgraphs from the proteins and test if they are present in other proteins. \n", @@ -432,7 +490,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e83d5e2c", + "id": "3c8ab571", "metadata": {}, "outputs": [], "source": [ @@ -441,13 +499,16 @@ }, { "cell_type": "markdown", - "id": "adc3c530", + "id": "1af9cc1c", "metadata": {}, "source": [ "### References \n", "- https://en.wikipedia.org/wiki/Protein\n", "- https://en.wikipedia.org/wiki/Protein_secondary_structure\n", - "- https://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank" + "- https://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank\n", + "\n", + "not proteins reference\n", + "- https://en.wikipedia.org/wiki/Subgraph_isomorphism_problem" ] } ], diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md new file mode 100644 index 000000000..73c86854d --- /dev/null +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -0,0 +1,208 @@ +--- +jupytext: + text_representation: + extension: .md + format_name: myst + format_version: 0.13 + jupytext_version: 1.14.2 +kernelspec: + display_name: Python 3 (ipykernel) + language: python + name: python3 +--- + +# Subgraph Isomorphism: Real world applications + ++++ + +First let's define the Subgraph Isomorphism problem: + +Let $H$ and $G$ be graphs. $H$ is a subgraph of $G = (V, E)$ if + +$\exists G_o = (V_o, E_o)$ / $V_o \subseteq V \wedge E_o \subseteq E \cap V_o \times V_o \land G_o $and $H$ are isomorphic + ++++ + +Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: +- Pattern Recognition in images +- Proteins classification + +```{code-cell} ipython3 +import matplotlib.pyplot as plt +import numpy as np +import networkx as nx +``` + +## Using Graphs to represent images + ++++ + +Let's use subgraph isomorphism to find our phone in our messy desk. First, this is an image of our desk: + +```{code-cell} ipython3 +plt.subplot(221) +m = plt.imread('nocopy_150x100.png') +plt.imshow(m) +plt.title("Messy desk") +plt.show() + +plt.subplot(222) +c = plt.imread('phone_color.png') +plt.imshow(c) +plt.title("Indestructible phone") +plt.show() +``` + +Image Source: https://pixabay.com/illustrations/computer-room-desk-toys-game-play-627220/ + ++++ + +To simplify this problem, let's convert these images into grayscale. After this, the images will be a 2d array where each position represents a pixel. +Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us delete the background in the phone image. + ++++ + +### TODO: how to hide some code? + +```{code-cell} ipython3 +def rgb2gray(rgb): + return np.dot(rgb[...,:3], [0.2989, 0.5870, 0.1140]) +``` + +```{code-cell} ipython3 +#Preprocessing: Delete black pixels +I = rgb2gray(plt.imread('nocopy_150x100.png')) +for i in range(0, I.shape[0]): + for j in range(0, I.shape[1]): + if I[i][j] == 0: + I[i][j] = 0.0001 +plt.imsave('nocopy_150x100_p.png', I) +``` + +These will be the final images: + +```{code-cell} ipython3 +plt.subplot(221) + +I = rgb2gray(plt.imread('nocopy_150x100_p.png')) #Desk +plt.imshow(I, cmap="gray") +plt.title("Messy desk") +plt.show() + +plt.subplot(222) + +I2 = rgb2gray(plt.imread('phone.png')) #Object to find +plt.imshow(I2, cmap="gray") +plt.title("Indestructible phone") +plt.show() +``` + +Now we can represent these images as graphs. + +For this, we can use *grid_2d_graph(n, m)*. This function creates a $nxm$ grid where each coordinate is a node and each node is connected to its four nearest neighbors. + +For the phone graph, we will delete all the nodes corresponding to null pixels. + +```{code-cell} ipython3 +desk_graph = nx.grid_2d_graph(I.shape[0], I.shape[1]) +phone_graph = nx.grid_2d_graph(I2.shape[0], I2.shape[1]) + +#assing pixel values as node attributes in desk +for i in range(0, I.shape[0]): + for j in range(0, I.shape[1]): + desk_graph.nodes[(i, j)]["weight"] = I[i][j] + +#assing pixel values as node attributes in phone and delete useless nodes +for i in range(0, I2.shape[0]): + for j in range(0, I2.shape[1]): + if I2[i][j] != 0: + phone_graph.nodes[(i, j)]["weight"] = I[i][j] + else: + phone_graph.remove_node((i,j)) +``` + +```{code-cell} ipython3 +nx.draw_spring(phone_graph) +#TODO maybe color the nodes using the weight attribute +``` + +Finally, let's see if we can match our phone graph to the desk graph. + +```{code-cell} ipython3 +import networkx.algorithms.isomorphism as iso + +em = iso.numerical_edge_match("weight", 10^-10) +g = iso.GraphMatcher(desk_graph, phone_graph, node_match=em) +g.subgraph_is_isomorphic() +``` + +Also, we can check that the desk and phone graphs are not isomorphic. + +```{code-cell} ipython3 +nx.is_isomorphic(desk_graph, phone_graph, edge_match=em) +``` + +## Proteins Secondary structure + ++++ + +Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residues. Proteins are key in many biological processes within organisms. + +Proteins differ from one another primarily in their sequence of amino acids, which is dictated by the nucleotide sequence of their genes, and which usually results in protein folding into a specific 3D structure that determines its activity. + +Biochemists often refer to four distinct aspects of a protein's structure, We will be interested in the secondary and tertiary structure. + +**Secondary Structure** : regularly repeating local structures stabilized by hydrogen bonds. The most common examples are the α-helix, β-sheet, and turns. Because secondary structures are local, many regions of different secondary structures can be present in the same protein molecule. + +```{code-cell} ipython3 +plt.imshow(plt.imread('2_structure.png')) +plt.title("1FN3 Tertiary Structure", fontweight = "bold") +plt.axis('off') +plt.show() +``` + +**Tertiary Structure** : is the three dimensional shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein. + +```{code-cell} ipython3 +plt.imshow(plt.imread('1fn3.png')) +plt.title("1FN3 Tertiary Structure", fontweight = "bold") +plt.axis('off') +plt.show() +``` + +Many graph representations can be built from the Secondary and Tertiary Structure. Each representation capture different information about the protein. For example, +- Use α-helix and β-sheet as nodes and energy interaction between them define the edges. + +- $C_\alpha$ Networks: Cα atom of an amino acid residue is considered a node and an edge are drawn if the Cα distance between a pair of residues is within a threshold distance. Cα atoms are in the α-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure. + ++++ + +We will work on $C_\alpha$ networks. + +Let's see graphs of proteing with PDB codes 1CRN and 1FN3. +**TODO: add where these proteins are from** + +```{code-cell} ipython3 +CRN = nx.read_edgelist("1CRN_edgelist.txt", nodetype=str, data=(("weight", float),)) +nx.draw_spring(CRN) +``` + +```{code-cell} ipython3 +FN = nx.read_edgelist("1FN3_edgelist.txt", nodetype=str, data=(("weight", float),)) +nx.draw_spring(FN) +``` + +We can identify graphlets that are present in these graphs and use that to classify proteins. These graphlets can be randomly generated given a certain number of nodes using Erdos-graphs generators. Even more, we can extract some subgraphs from the proteins and test if they are present in other proteins. +This can have many applications as building tree-classification models. + +```{code-cell} ipython3 +# TODO. Add some example of generating a graphlet and try to find it into the proteins +``` + +### References +- https://en.wikipedia.org/wiki/Protein +- https://en.wikipedia.org/wiki/Protein_secondary_structure +- https://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank + +not proteins reference +- https://en.wikipedia.org/wiki/Subgraph_isomorphism_problem From ec5e43b222279dbe700f5b140a0e65c7ca1ba6d3 Mon Sep 17 00:00:00 2001 From: paupb Date: Thu, 5 Jan 2023 01:39:06 -0300 Subject: [PATCH 05/15] improved version --- .../sub_isomorphism/1CRN_edgelist.txt | 175 ------ .../sub_isomorphism/1FN3_edgelist.txt | 548 ------------------ .../sub_isomorphism/data/1CRN_edgelist.txt | 175 ++++++ .../sub_isomorphism/data/1EJG_edgelist.txt | 175 ++++++ .../sub_isomorphism/data/1FN3_edgelist.txt | 548 ++++++++++++++++++ .../algorithms/sub_isomorphism/img/1FN3.png | Bin 0 -> 69961 bytes .../algorithms/sub_isomorphism/img/1crn.png | Bin 0 -> 61547 bytes .../sub_isomorphism/{ => img}/1fn3.png | Bin .../sub_isomorphism/{ => img}/2_structure.png | Bin .../sub_isomorphism/{ => img}/nocopy.jpg | Bin .../sub_isomorphism/{ => img}/nocopy.png | Bin .../{ => img}/nocopy_150x100.png | Bin .../{ => img}/nocopy_150x100_p.png | Bin .../sub_isomorphism/{ => img}/phone.png | Bin .../sub_isomorphism/{ => img}/phone_color.png | Bin .../sub_isomorphism/subgraph_iso_img.ipynb | 459 +++++++++++---- .../sub_isomorphism/subgraph_iso_img.md | 209 +++++-- 17 files changed, 1408 insertions(+), 881 deletions(-) delete mode 100644 content/algorithms/sub_isomorphism/1CRN_edgelist.txt delete mode 100644 content/algorithms/sub_isomorphism/1FN3_edgelist.txt create mode 100644 content/algorithms/sub_isomorphism/data/1CRN_edgelist.txt create mode 100644 content/algorithms/sub_isomorphism/data/1EJG_edgelist.txt create mode 100644 content/algorithms/sub_isomorphism/data/1FN3_edgelist.txt create mode 100644 content/algorithms/sub_isomorphism/img/1FN3.png create mode 100644 content/algorithms/sub_isomorphism/img/1crn.png rename content/algorithms/sub_isomorphism/{ => img}/1fn3.png (100%) rename content/algorithms/sub_isomorphism/{ => img}/2_structure.png (100%) rename content/algorithms/sub_isomorphism/{ => img}/nocopy.jpg (100%) rename content/algorithms/sub_isomorphism/{ => img}/nocopy.png (100%) rename content/algorithms/sub_isomorphism/{ => img}/nocopy_150x100.png (100%) rename content/algorithms/sub_isomorphism/{ => img}/nocopy_150x100_p.png (100%) rename content/algorithms/sub_isomorphism/{ => img}/phone.png (100%) rename content/algorithms/sub_isomorphism/{ => img}/phone_color.png (100%) diff --git a/content/algorithms/sub_isomorphism/1CRN_edgelist.txt b/content/algorithms/sub_isomorphism/1CRN_edgelist.txt deleted file mode 100644 index ba396eb46..000000000 --- a/content/algorithms/sub_isomorphism/1CRN_edgelist.txt +++ /dev/null @@ -1,175 +0,0 @@ -A1 A2 0.263582359509 -A1 A3 0.149167726334 -A1 A34 0.17693690125 -A1 A35 0.183618028401 -A1 A36 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similarity index 100% rename from content/algorithms/sub_isomorphism/nocopy.jpg rename to content/algorithms/sub_isomorphism/img/nocopy.jpg diff --git a/content/algorithms/sub_isomorphism/nocopy.png b/content/algorithms/sub_isomorphism/img/nocopy.png similarity index 100% rename from content/algorithms/sub_isomorphism/nocopy.png rename to content/algorithms/sub_isomorphism/img/nocopy.png diff --git a/content/algorithms/sub_isomorphism/nocopy_150x100.png b/content/algorithms/sub_isomorphism/img/nocopy_150x100.png similarity index 100% rename from content/algorithms/sub_isomorphism/nocopy_150x100.png rename to content/algorithms/sub_isomorphism/img/nocopy_150x100.png diff --git a/content/algorithms/sub_isomorphism/nocopy_150x100_p.png b/content/algorithms/sub_isomorphism/img/nocopy_150x100_p.png similarity index 100% rename from content/algorithms/sub_isomorphism/nocopy_150x100_p.png rename to content/algorithms/sub_isomorphism/img/nocopy_150x100_p.png diff --git a/content/algorithms/sub_isomorphism/phone.png b/content/algorithms/sub_isomorphism/img/phone.png similarity index 100% rename from content/algorithms/sub_isomorphism/phone.png rename to content/algorithms/sub_isomorphism/img/phone.png diff --git a/content/algorithms/sub_isomorphism/phone_color.png b/content/algorithms/sub_isomorphism/img/phone_color.png similarity index 100% rename from content/algorithms/sub_isomorphism/phone_color.png rename to content/algorithms/sub_isomorphism/img/phone_color.png diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb b/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb index 96c898bfb..26ca884ee 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb @@ -17,29 +17,55 @@ "\n", "Let $H$ and $G$ be graphs. $H$ is a subgraph of $G = (V, E)$ if\n", "\n", - "$\\exists G_o = (V_o, E_o)$ / $V_o \\subseteq V \\wedge E_o \\subseteq E \\cap V_o \\times V_o \\land G_o $and $H$ are isomorphic" + "$\\exists G_o = (V_o, E_o)$ / $V_o \\subseteq V \\wedge E_o \\subseteq E \\cap V_o \\times V_o \\land G_o $and $H$ are isomorphic\n", + "\n", + "Let's see an example," ] }, { - "cell_type": "markdown", - "id": "01ed7595", + "cell_type": "code", + "execution_count": 1, + "id": "384a5ac1", "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: \n", - "- Pattern Recognition in images \n", - "- Proteins classification " + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import networkx as nx\n", + "\n", + "G = nx.lollipop_graph(5, 2)\n", + "colors = [\"c\" for i in range(0, 5)] + [\"y\" for i in range(5, 7)]\n", + "\n", + "plt.subplot(121)\n", + "plt.title(\"G\", fontweight=\"bold\")\n", + "nx.draw_spring(G, with_labels = True, node_color =colors)\n", + "plt.rcParams[\"figure.figsize\"] = (10,10)\n", + "\n", + "plt.subplot(122)\n", + "plt.title(\"Subgraph of G\", fontweight=\"bold\")\n", + "nx.draw_spring(nx.complete_graph(5), with_labels = True, node_color = \"c\")\n", + "plt.rcParams[\"figure.figsize\"] = (10,5)" ] }, { - "cell_type": "code", - "execution_count": 2, - "id": "10966b4d", + "cell_type": "markdown", + "id": "01ed7595", "metadata": {}, - "outputs": [], "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import networkx as nx" + "Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: \n", + "- Pattern Recognition in images \n", + "- Proteins classification by structure" ] }, { @@ -47,7 +73,7 @@ "id": "1f540909", "metadata": {}, "source": [ - "## Using Graphs to represent images" + "## Where's my phone?" ] }, { @@ -55,7 +81,7 @@ "id": "6edf9298", "metadata": {}, "source": [ - "Let's use subgraph isomorphism to find our phone in our messy desk. First, this is an image of our desk:" + "Let's use subgraph isomorphism to find our phone in our messy desk. First, these are the images of our desk and phone:" ] }, { @@ -66,21 +92,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -90,14 +104,13 @@ } ], "source": [ - "plt.subplot(221)\n", - "m = plt.imread('nocopy_150x100.png')\n", + "plt.subplot(121)\n", + "m = plt.imread('img/nocopy_150x100.png')\n", "plt.imshow(m)\n", "plt.title(\"Messy desk\")\n", - "plt.show()\n", "\n", - "plt.subplot(222)\n", - "c = plt.imread('phone_color.png')\n", + "plt.subplot(122)\n", + "c = plt.imread('img/phone_color.png')\n", "plt.imshow(c)\n", "plt.title(\"Indestructible phone\")\n", "plt.show()" @@ -117,15 +130,7 @@ "metadata": {}, "source": [ "To simplify this problem, let's convert these images into grayscale. After this, the images will be a 2d array where each position represents a pixel. \n", - "Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us delete the background in the phone image. " - ] - }, - { - "cell_type": "markdown", - "id": "fd8417ca", - "metadata": {}, - "source": [ - "### TODO: how to hide some code?" + "Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us easily delete the background in the phone image. " ] }, { @@ -147,12 +152,12 @@ "outputs": [], "source": [ "#Preprocessing: Delete black pixels \n", - "I = rgb2gray(plt.imread('nocopy_150x100.png'))\n", + "I = rgb2gray(plt.imread('img/nocopy_150x100.png'))\n", "for i in range(0, I.shape[0]):\n", " for j in range(0, I.shape[1]):\n", " if I[i][j] == 0:\n", " I[i][j] = 0.0001\n", - "plt.imsave('nocopy_150x100_p.png', I)" + "plt.imsave('img/nocopy_150x100_p.png', I)" ] }, { @@ -171,21 +176,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -195,28 +188,33 @@ } ], "source": [ - "plt.subplot(221)\n", + "plt.subplot(121)\n", "\n", - "I = rgb2gray(plt.imread('nocopy_150x100_p.png')) #Desk\n", + "I = rgb2gray(plt.imread('img/nocopy_150x100_p.png')) #Desk\n", "plt.imshow(I, cmap=\"gray\")\n", "plt.title(\"Messy desk\")\n", - "plt.show()\n", "\n", - "plt.subplot(222)\n", + "plt.subplot(122)\n", "\n", - "I2 = rgb2gray(plt.imread('phone.png')) #Object to find\n", + "I2 = rgb2gray(plt.imread('img/phone.png')) #Object to find\n", "plt.imshow(I2, cmap=\"gray\")\n", "plt.title(\"Indestructible phone\")\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "3249ab27", + "metadata": {}, + "source": [ + "### Using Graphs to represent images" + ] + }, { "cell_type": "markdown", "id": "34deb6d0", "metadata": {}, "source": [ - "Now we can represent these images as graphs.\n", - "\n", "For this, we can use *grid_2d_graph(n, m)*. This function creates a $nxm$ grid where each coordinate is a node and each node is connected to its four nearest neighbors. \n", "\n", "For the phone graph, we will delete all the nodes corresponding to null pixels.\n" @@ -246,17 +244,25 @@ " phone_graph.remove_node((i,j))" ] }, + { + "cell_type": "markdown", + "id": "b01c0d0a", + "metadata": {}, + "source": [ + "Let's see how the phone_graph looks like coloring the nodes. " + ] + }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 7, "id": "8f70e64b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -264,8 +270,25 @@ } ], "source": [ - "nx.draw_spring(phone_graph) \n", - "#TODO maybe color the nodes using the weight attribute" + "import matplotlib.cm as cm\n", + "from matplotlib.colors import Normalize, rgb2hex\n", + "\n", + "#Match values to colors in RGB\n", + "def color_map_color(value, cmap_name='gray', vmin=0, vmax=1):\n", + " norm = Normalize(vmin=vmin, vmax=vmax)\n", + " cmap = cm.get_cmap(cmap_name) \n", + " rgb = cmap(norm(abs(value)))[:3]\n", + " color = rgb2hex(rgb)\n", + " return color\n", + "\n", + "#Get RGB colors of the phone photo\n", + "I2_colors = []\n", + "for i in range(0, I2.shape[0]):\n", + " for j in range(0, I2.shape[1]):\n", + " if I2[i][j] != 0:\n", + " I2_colors.append( color_map_color(I2[i][j]) )\n", + "\n", + "nx.draw_kamada_kawai(phone_graph, node_color =I2_colors) " ] }, { @@ -276,9 +299,17 @@ "Finally, let's see if we can match our phone graph to the desk graph." ] }, + { + "cell_type": "markdown", + "id": "b123c95d", + "metadata": {}, + "source": [ + "#### TODO: Explaind more about the node match and the graph matcher " + ] + }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 8, "id": "3f9affc8", "metadata": {}, "outputs": [ @@ -288,7 +319,7 @@ "True" ] }, - "execution_count": 30, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -296,8 +327,10 @@ "source": [ "import networkx.algorithms.isomorphism as iso\n", "\n", - "em = iso.numerical_edge_match(\"weight\", 10^-10)\n", + "em = iso.numerical_node_match(\"weight\", 10^-10) #Match node weight attributes \n", + "\n", "g = iso.GraphMatcher(desk_graph, phone_graph, node_match=em)\n", + "\n", "g.subgraph_is_isomorphic()" ] }, @@ -327,7 +360,7 @@ } ], "source": [ - "nx.is_isomorphic(desk_graph, phone_graph, edge_match=em)" + "nx.is_isomorphic(desk_graph, phone_graph, node_match=em)" ] }, { @@ -347,22 +380,22 @@ "\n", "Proteins differ from one another primarily in their sequence of amino acids, which is dictated by the nucleotide sequence of their genes, and which usually results in protein folding into a specific 3D structure that determines its activity.\n", "\n", - "Biochemists often refer to four distinct aspects of a protein's structure, We will be interested in the secondary and tertiary structure. \n", + "Biochemists often refer to four distinct aspects of a protein's structure. We will be interested in the secondary and tertiary structure. \n", "\n", "**Secondary Structure** : regularly repeating local structures stabilized by hydrogen bonds. The most common examples are the α-helix, β-sheet, and turns. Because secondary structures are local, many regions of different secondary structures can be present in the same protein molecule." ] }, { "cell_type": "code", - "execution_count": 10, - "id": "f8ef99ec", + "execution_count": 35, + "id": "3c11f119", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -372,31 +405,32 @@ } ], "source": [ - "plt.imshow(plt.imread('2_structure.png'))\n", - "plt.title(\"1FN3 Tertiary Structure\", fontweight = \"bold\")\n", + "plt.imshow(plt.imread('img/2_structure.png'))\n", + "plt.title(\"Secondary Structure\", fontweight = \"bold\")\n", "plt.axis('off')\n", + "plt.rcParams[\"figure.figsize\"] = (2,2)\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "45cf685e", + "id": "92b3a3e6", "metadata": {}, "source": [ - "**Tertiary Structure** : is the three dimensional shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein." + "**Tertiary Structure** : is the 3D shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein. Let's see how some proteins tertiary structure looks like:" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "2c66b071", + "execution_count": 52, + "id": "cf025792", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -406,19 +440,27 @@ } ], "source": [ - "plt.imshow(plt.imread('1fn3.png'))\n", + "plt.subplot(121)\n", + "plt.imshow(plt.imread('img/1fn3.png'))\n", "plt.title(\"1FN3 Tertiary Structure\", fontweight = \"bold\")\n", "plt.axis('off')\n", + "plt.rcParams[\"figure.figsize\"] = (10,10)\n", + "\n", + "plt.subplot(122)\n", + "plt.imshow(plt.imread('img/1crn.png'))\n", + "plt.title(\"1CRN Tertiary Structure\", fontweight = \"bold\")\n", + "plt.axis('off')\n", + "plt.rcParams[\"figure.figsize\"] = (10,10)\n", "plt.show()" ] }, { "cell_type": "markdown", - "id": "55988a8a", + "id": "5293bc5c", "metadata": {}, "source": [ "Many graph representations can be built from the Secondary and Tertiary Structure. Each representation capture different information about the protein. For example, \n", - "- Use α-helix and β-sheet as nodes and energy interaction between them define the edges. \n", + "- Use α-helix and β-sheet as nodes and the interaction energy between them to define edges. \n", "\n", "- $C_\\alpha$ Networks: Cα atom of an amino acid residue is considered a node and an edge are drawn if the Cα distance between a pair of residues is within a threshold distance. Cα atoms are in the α-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure.\n" ] @@ -430,21 +472,20 @@ "source": [ "We will work on $C_\\alpha$ networks. \n", "\n", - "Let's see graphs of proteing with PDB codes 1CRN and 1FN3. \n", - "**TODO: add where these proteins are from**" + "Let's see graphs of proteins with PDB codes 1CRN(Plant protein), 1FN3(oxygen storage/transport in the human body) and 1EGJ(Plant Protein). " ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 59, "id": "df0e1fc6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -452,21 +493,45 @@ } ], "source": [ - "CRN = nx.read_edgelist(\"1CRN_edgelist.txt\", nodetype=str, data=((\"weight\", float),))\n", - "nx.draw_spring(CRN)" + "p_1CRN = nx.read_edgelist(\"data/1CRN_edgelist.txt\", nodetype=str)\n", + "nx.draw_spring(p_1CRN)\n", + "plt.rcParams[\"figure.figsize\"] = (10, 10)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 67, "id": "6c551e44", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "p_1FN3 = nx.read_edgelist(\"data/1FN3_edgelist.txt\", nodetype=str)\n", + "nx.draw_spring(p_1FN3)\n", + "plt.rcParams[\"figure.figsize\"] = (7,7)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "f951e987", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -474,8 +539,8 @@ } ], "source": [ - "FN = nx.read_edgelist(\"1FN3_edgelist.txt\", nodetype=str, data=((\"weight\", float),))\n", - "nx.draw_spring(FN)" + "p_1EJG = nx.read_edgelist(\"data/1EJG_edgelist.txt\", nodetype=str)\n", + "nx.draw_spring(p_1EJG)" ] }, { @@ -483,18 +548,188 @@ "id": "c7955f47", "metadata": {}, "source": [ - "We can identify graphlets that are present in these graphs and use that to classify proteins. These graphlets can be randomly generated given a certain number of nodes using Erdos-graphs generators. Even more, we can extract some subgraphs from the proteins and test if they are present in other proteins. \n", - "This can have many applications as building tree-classification models." + "We can identify graphlets (induced subgraphs) that are present in these graphs and use that to classify proteins. We can extract some subgraphs from the proteins and test if they are present in other proteins. Let's find a subgraph of 1CRN that is also a subgraph of 1EJG but not of 1FN3. This is interenting because 1CRN and 1EJG are both plant proteins but 1FN3 is not. But clearly to decide if this graphlet is particular of plant proteins we should test it in more proteins. " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "010e101b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n", + "False\n", + "True\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graphlet = p_1CRN.subgraph([\"A\"+str(i) for i in range(0, 30)])\n", + "nx.draw(graphlet)\n", + "\n", + "g = iso.GraphMatcher(p_1CRN, graphlet)\n", + "print(g.subgraph_is_isomorphic())\n", + "\n", + "g = iso.GraphMatcher(p_1FN3, graphlet)\n", + "print(g.subgraph_is_isomorphic())\n", + "\n", + "g = iso.GraphMatcher(p_1EJG, graphlet)\n", + "print(g.subgraph_is_isomorphic())" + ] + }, + { + "cell_type": "markdown", + "id": "67953372", + "metadata": {}, + "source": [ + "Another option is to use randomly generated graphs given a certain number of nodes using Erdos-graphs generators.\n", + "\n", + "**TODO: Explaind these**" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e4581cbd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "False\n", + "True\n", + "False\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#False para la las plant protein\n", + "graphlet = nx.erdos_renyi_graph(7, 0.9, seed = 8)\n", + "nx.draw(graphlet)\n", + "\n", + "g = iso.GraphMatcher(p_1CRN, graphlet)\n", + "print(g.subgraph_is_isomorphic())\n", + "\n", + "g = iso.GraphMatcher(p_1FN3, graphlet)\n", + "print(g.subgraph_is_isomorphic())\n", + "\n", + "g = iso.GraphMatcher(p_1EJG, graphlet)\n", + "print(g.subgraph_is_isomorphic())" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "3c8ab571", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n", + "True\n", + "True\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# TODO. Add some example of generating a graphlet and try to find it into the proteins" + "graphlet = nx.erdos_renyi_graph(5, 0.5, seed = 10)\n", + "nx.draw(graphlet)\n", + "\n", + "g = iso.GraphMatcher(p_1CRN, graphlet)\n", + "print(g.subgraph_is_isomorphic())\n", + "\n", + "g = iso.GraphMatcher(p_1FN3, graphlet)\n", + "print(g.subgraph_is_isomorphic())\n", + "\n", + "g = iso.GraphMatcher(p_1EJG, graphlet)\n", + "print(g.subgraph_is_isomorphic())" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "3b7231e3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n", + "True\n", + "True\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graphlet = nx.erdos_renyi_graph(5, 0.9, seed = 8)\n", + "nx.draw(graphlet)\n", + "\n", + "g = iso.GraphMatcher(p_1CRN, graphlet)\n", + "print(g.subgraph_is_isomorphic())\n", + "\n", + "g = iso.GraphMatcher(p_1FN3, graphlet)\n", + "print(g.subgraph_is_isomorphic())\n", + "\n", + "g = iso.GraphMatcher(p_1EJG, graphlet)\n", + "print(g.subgraph_is_isomorphic())" + ] + }, + { + "cell_type": "markdown", + "id": "bc8262ef", + "metadata": {}, + "source": [ + "This technique can have many applications, for example, building tree-classification models.\n", + "\n", + "**TODO: Explaind about random vs graphlets.** " ] }, { @@ -506,9 +741,11 @@ "- https://en.wikipedia.org/wiki/Protein\n", "- https://en.wikipedia.org/wiki/Protein_secondary_structure\n", "- https://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank\n", - "\n", - "not proteins reference\n", - "- https://en.wikipedia.org/wiki/Subgraph_isomorphism_problem" + "- Chakrabarty B. and Parekh N., \"NAPS: Network Analysis of Protein Structures\", Nucleic Acids Research, 2016, Vol. 44, Web Server issue W375–W382\n", + "https://bioinf.iiit.ac.in/NAPS/index.php\n", + "- Vishveshwara S.,Brinda K. V. and Kannan N., \"Protein Structure: Insights from graph theory\", Journal of Theoretical and Computational Chemistry, Vol. 1, No. 1 (2002) 000–000.\n", + "- Henneges C., Röttig M., Kohlbacher O., Zell A., \"Graphlet data mining of energetical interaction patterns in protein 3D structures\", ICFC-ICNC 2010 - Proceedings of the International Conference on Fuzzy Computation and International Conference on Neural Computation, Valencia, Spain, October 24-26, 2010\n", + "https://www.researchgate.net/publication/221616535_Graphlet_Data_Mining_of_Energetical_Interaction_Patterns_in_Protein_3D_Structures" ] } ], diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index 73c86854d..93e50221e 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -21,33 +21,47 @@ Let $H$ and $G$ be graphs. $H$ is a subgraph of $G = (V, E)$ if $\exists G_o = (V_o, E_o)$ / $V_o \subseteq V \wedge E_o \subseteq E \cap V_o \times V_o \land G_o $and $H$ are isomorphic -+++ - -Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: -- Pattern Recognition in images -- Proteins classification +Let's see an example, ```{code-cell} ipython3 import matplotlib.pyplot as plt import numpy as np import networkx as nx + +G = nx.lollipop_graph(5, 2) +colors = ["c" for i in range(0, 5)] + ["y" for i in range(5, 7)] + +plt.subplot(121) +plt.title("G", fontweight="bold") +nx.draw_spring(G, with_labels = True, node_color =colors) +plt.rcParams["figure.figsize"] = (10,10) + +plt.subplot(122) +plt.title("Subgraph of G", fontweight="bold") +nx.draw_spring(nx.complete_graph(5), with_labels = True, node_color = "c") +plt.rcParams["figure.figsize"] = (10,5) ``` -## Using Graphs to represent images +Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: +- Pattern Recognition in images +- Proteins classification by structure + ++++ + +## Where's my phone? +++ -Let's use subgraph isomorphism to find our phone in our messy desk. First, this is an image of our desk: +Let's use subgraph isomorphism to find our phone in our messy desk. First, these are the images of our desk and phone: ```{code-cell} ipython3 -plt.subplot(221) -m = plt.imread('nocopy_150x100.png') +plt.subplot(121) +m = plt.imread('img/nocopy_150x100.png') plt.imshow(m) plt.title("Messy desk") -plt.show() -plt.subplot(222) -c = plt.imread('phone_color.png') +plt.subplot(122) +c = plt.imread('img/phone_color.png') plt.imshow(c) plt.title("Indestructible phone") plt.show() @@ -58,11 +72,7 @@ Image Source: https://pixabay.com/illustrations/computer-room-desk-toys-game-pla +++ To simplify this problem, let's convert these images into grayscale. After this, the images will be a 2d array where each position represents a pixel. -Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us delete the background in the phone image. - -+++ - -### TODO: how to hide some code? +Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us easily delete the background in the phone image. ```{code-cell} ipython3 def rgb2gray(rgb): @@ -71,33 +81,34 @@ def rgb2gray(rgb): ```{code-cell} ipython3 #Preprocessing: Delete black pixels -I = rgb2gray(plt.imread('nocopy_150x100.png')) +I = rgb2gray(plt.imread('img/nocopy_150x100.png')) for i in range(0, I.shape[0]): for j in range(0, I.shape[1]): if I[i][j] == 0: I[i][j] = 0.0001 -plt.imsave('nocopy_150x100_p.png', I) +plt.imsave('img/nocopy_150x100_p.png', I) ``` These will be the final images: ```{code-cell} ipython3 -plt.subplot(221) +plt.subplot(121) -I = rgb2gray(plt.imread('nocopy_150x100_p.png')) #Desk +I = rgb2gray(plt.imread('img/nocopy_150x100_p.png')) #Desk plt.imshow(I, cmap="gray") plt.title("Messy desk") -plt.show() -plt.subplot(222) +plt.subplot(122) -I2 = rgb2gray(plt.imread('phone.png')) #Object to find +I2 = rgb2gray(plt.imread('img/phone.png')) #Object to find plt.imshow(I2, cmap="gray") plt.title("Indestructible phone") plt.show() ``` -Now we can represent these images as graphs. +### Using Graphs to represent images + ++++ For this, we can use *grid_2d_graph(n, m)*. This function creates a $nxm$ grid where each coordinate is a node and each node is connected to its four nearest neighbors. @@ -121,25 +132,50 @@ for i in range(0, I2.shape[0]): phone_graph.remove_node((i,j)) ``` +Let's see how the phone_graph looks like coloring the nodes. + ```{code-cell} ipython3 -nx.draw_spring(phone_graph) -#TODO maybe color the nodes using the weight attribute +import matplotlib.cm as cm +from matplotlib.colors import Normalize, rgb2hex + +#Match values to colors in RGB +def color_map_color(value, cmap_name='gray', vmin=0, vmax=1): + norm = Normalize(vmin=vmin, vmax=vmax) + cmap = cm.get_cmap(cmap_name) + rgb = cmap(norm(abs(value)))[:3] + color = rgb2hex(rgb) + return color + +#Get RGB colors of the phone photo +I2_colors = [] +for i in range(0, I2.shape[0]): + for j in range(0, I2.shape[1]): + if I2[i][j] != 0: + I2_colors.append( color_map_color(I2[i][j]) ) + +nx.draw_kamada_kawai(phone_graph, node_color =I2_colors) ``` Finally, let's see if we can match our phone graph to the desk graph. ++++ + +#### TODO: Explaind more about the node match and the graph matcher + ```{code-cell} ipython3 import networkx.algorithms.isomorphism as iso -em = iso.numerical_edge_match("weight", 10^-10) +em = iso.numerical_node_match("weight", 10^-10) #Match node weight attributes + g = iso.GraphMatcher(desk_graph, phone_graph, node_match=em) + g.subgraph_is_isomorphic() ``` Also, we can check that the desk and phone graphs are not isomorphic. ```{code-cell} ipython3 -nx.is_isomorphic(desk_graph, phone_graph, edge_match=em) +nx.is_isomorphic(desk_graph, phone_graph, node_match=em) ``` ## Proteins Secondary structure @@ -150,28 +186,37 @@ Proteins are large biomolecules and macromolecules that comprise one or more lon Proteins differ from one another primarily in their sequence of amino acids, which is dictated by the nucleotide sequence of their genes, and which usually results in protein folding into a specific 3D structure that determines its activity. -Biochemists often refer to four distinct aspects of a protein's structure, We will be interested in the secondary and tertiary structure. +Biochemists often refer to four distinct aspects of a protein's structure. We will be interested in the secondary and tertiary structure. **Secondary Structure** : regularly repeating local structures stabilized by hydrogen bonds. The most common examples are the α-helix, β-sheet, and turns. Because secondary structures are local, many regions of different secondary structures can be present in the same protein molecule. ```{code-cell} ipython3 -plt.imshow(plt.imread('2_structure.png')) -plt.title("1FN3 Tertiary Structure", fontweight = "bold") +plt.imshow(plt.imread('img/2_structure.png')) +plt.title("Secondary Structure", fontweight = "bold") plt.axis('off') +plt.rcParams["figure.figsize"] = (2,2) plt.show() ``` -**Tertiary Structure** : is the three dimensional shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein. +**Tertiary Structure** : is the 3D shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein. Let's see how some proteins tertiary structure looks like: ```{code-cell} ipython3 -plt.imshow(plt.imread('1fn3.png')) +plt.subplot(121) +plt.imshow(plt.imread('img/1fn3.png')) plt.title("1FN3 Tertiary Structure", fontweight = "bold") plt.axis('off') +plt.rcParams["figure.figsize"] = (10,10) + +plt.subplot(122) +plt.imshow(plt.imread('img/1crn.png')) +plt.title("1CRN Tertiary Structure", fontweight = "bold") +plt.axis('off') +plt.rcParams["figure.figsize"] = (10,10) plt.show() ``` Many graph representations can be built from the Secondary and Tertiary Structure. Each representation capture different information about the protein. For example, -- Use α-helix and β-sheet as nodes and energy interaction between them define the edges. +- Use α-helix and β-sheet as nodes and the interaction energy between them to define edges. - $C_\alpha$ Networks: Cα atom of an amino acid residue is considered a node and an edge are drawn if the Cα distance between a pair of residues is within a threshold distance. Cα atoms are in the α-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure. @@ -179,30 +224,100 @@ Many graph representations can be built from the Secondary and Tertiary Structur We will work on $C_\alpha$ networks. -Let's see graphs of proteing with PDB codes 1CRN and 1FN3. -**TODO: add where these proteins are from** +Let's see graphs of proteins with PDB codes 1CRN(Plant protein), 1FN3(oxygen storage/transport in the human body) and 1EGJ(Plant Protein). ```{code-cell} ipython3 -CRN = nx.read_edgelist("1CRN_edgelist.txt", nodetype=str, data=(("weight", float),)) -nx.draw_spring(CRN) +p_1CRN = nx.read_edgelist("data/1CRN_edgelist.txt", nodetype=str) +nx.draw_spring(p_1CRN) +plt.rcParams["figure.figsize"] = (10, 10) ``` ```{code-cell} ipython3 -FN = nx.read_edgelist("1FN3_edgelist.txt", nodetype=str, data=(("weight", float),)) -nx.draw_spring(FN) +p_1FN3 = nx.read_edgelist("data/1FN3_edgelist.txt", nodetype=str) +nx.draw_spring(p_1FN3) +plt.rcParams["figure.figsize"] = (7,7) ``` -We can identify graphlets that are present in these graphs and use that to classify proteins. These graphlets can be randomly generated given a certain number of nodes using Erdos-graphs generators. Even more, we can extract some subgraphs from the proteins and test if they are present in other proteins. -This can have many applications as building tree-classification models. +```{code-cell} ipython3 +p_1EJG = nx.read_edgelist("data/1EJG_edgelist.txt", nodetype=str) +nx.draw_spring(p_1EJG) +``` + +We can identify graphlets (induced subgraphs) that are present in these graphs and use that to classify proteins. We can extract some subgraphs from the proteins and test if they are present in other proteins. Let's find a subgraph of 1CRN that is also a subgraph of 1EJG but not of 1FN3. This is interenting because 1CRN and 1EJG are both plant proteins but 1FN3 is not. But clearly to decide if this graphlet is particular of plant proteins we should test it in more proteins. + +```{code-cell} ipython3 +graphlet = p_1CRN.subgraph(["A"+str(i) for i in range(0, 30)]) +nx.draw(graphlet) + +g = iso.GraphMatcher(p_1CRN, graphlet) +print(g.subgraph_is_isomorphic()) + +g = iso.GraphMatcher(p_1FN3, graphlet) +print(g.subgraph_is_isomorphic()) + +g = iso.GraphMatcher(p_1EJG, graphlet) +print(g.subgraph_is_isomorphic()) +``` + +Another option is to use randomly generated graphs given a certain number of nodes using Erdos-graphs generators. + +**TODO: Explaind these** ```{code-cell} ipython3 -# TODO. Add some example of generating a graphlet and try to find it into the proteins +#False para la las plant protein +graphlet = nx.erdos_renyi_graph(7, 0.9, seed = 8) +nx.draw(graphlet) + +g = iso.GraphMatcher(p_1CRN, graphlet) +print(g.subgraph_is_isomorphic()) + +g = iso.GraphMatcher(p_1FN3, graphlet) +print(g.subgraph_is_isomorphic()) + +g = iso.GraphMatcher(p_1EJG, graphlet) +print(g.subgraph_is_isomorphic()) ``` +```{code-cell} ipython3 +graphlet = nx.erdos_renyi_graph(5, 0.5, seed = 10) +nx.draw(graphlet) + +g = iso.GraphMatcher(p_1CRN, graphlet) +print(g.subgraph_is_isomorphic()) + +g = iso.GraphMatcher(p_1FN3, graphlet) +print(g.subgraph_is_isomorphic()) + +g = iso.GraphMatcher(p_1EJG, graphlet) +print(g.subgraph_is_isomorphic()) +``` + +```{code-cell} ipython3 +graphlet = nx.erdos_renyi_graph(5, 0.9, seed = 8) +nx.draw(graphlet) + +g = iso.GraphMatcher(p_1CRN, graphlet) +print(g.subgraph_is_isomorphic()) + +g = iso.GraphMatcher(p_1FN3, graphlet) +print(g.subgraph_is_isomorphic()) + +g = iso.GraphMatcher(p_1EJG, graphlet) +print(g.subgraph_is_isomorphic()) +``` + +This technique can have many applications, for example, building tree-classification models. + +**TODO: Explaind about random vs graphlets.** + ++++ + ### References - https://en.wikipedia.org/wiki/Protein - https://en.wikipedia.org/wiki/Protein_secondary_structure - https://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank - -not proteins reference -- https://en.wikipedia.org/wiki/Subgraph_isomorphism_problem +- Chakrabarty B. and Parekh N., "NAPS: Network Analysis of Protein Structures", Nucleic Acids Research, 2016, Vol. 44, Web Server issue W375–W382 +https://bioinf.iiit.ac.in/NAPS/index.php +- Vishveshwara S.,Brinda K. V. and Kannan N., "Protein Structure: Insights from graph theory", Journal of Theoretical and Computational Chemistry, Vol. 1, No. 1 (2002) 000–000. +- Henneges C., Röttig M., Kohlbacher O., Zell A., "Graphlet data mining of energetical interaction patterns in protein 3D structures", ICFC-ICNC 2010 - Proceedings of the International Conference on Fuzzy Computation and International Conference on Neural Computation, Valencia, Spain, October 24-26, 2010 +https://www.researchgate.net/publication/221616535_Graphlet_Data_Mining_of_Energetical_Interaction_Patterns_in_Protein_3D_Structures From 3bd15f22ecf4b51887156b0a14e49079e4d15c6b Mon Sep 17 00:00:00 2001 From: paupb Date: Thu, 5 Jan 2023 16:31:49 -0300 Subject: [PATCH 06/15] Add proteins graphlets and random subgraphs --- .../sub_isomorphism/subgraph_iso_img.ipynb | 192 ++++++++++-------- .../sub_isomorphism/subgraph_iso_img.md | 92 +++++---- 2 files changed, 162 insertions(+), 122 deletions(-) diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb b/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb index 26ca884ee..b19da70a7 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb @@ -25,12 +25,12 @@ { "cell_type": "code", "execution_count": 1, - "id": "384a5ac1", + "id": "808f344d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -387,15 +387,15 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 10, "id": "3c11f119", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" + "
" ] }, "metadata": { @@ -422,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 27, "id": "cf025792", "metadata": {}, "outputs": [ @@ -441,16 +441,17 @@ ], "source": [ "plt.subplot(121)\n", + "plt.rcParams[\"figure.figsize\"] = (10,10)\n", "plt.imshow(plt.imread('img/1fn3.png'))\n", "plt.title(\"1FN3 Tertiary Structure\", fontweight = \"bold\")\n", "plt.axis('off')\n", - "plt.rcParams[\"figure.figsize\"] = (10,10)\n", + "\n", "\n", "plt.subplot(122)\n", + "plt.rcParams[\"figure.figsize\"] = (10,10)\n", "plt.imshow(plt.imread('img/1crn.png'))\n", "plt.title(\"1CRN Tertiary Structure\", fontweight = \"bold\")\n", "plt.axis('off')\n", - "plt.rcParams[\"figure.figsize\"] = (10,10)\n", "plt.show()" ] }, @@ -477,15 +478,15 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 12, "id": "df0e1fc6", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -494,21 +495,23 @@ ], "source": [ "p_1CRN = nx.read_edgelist(\"data/1CRN_edgelist.txt\", nodetype=str)\n", - "nx.draw_spring(p_1CRN)\n", - "plt.rcParams[\"figure.figsize\"] = (10, 10)" + "nx.draw_spring(p_1CRN, node_color =\"g\")\n", + "plt.rcParams[\"figure.figsize\"] = (10, 10)\n", + "plt.title(\"1CRN Plant Protein\", fontweight = \"bold\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 28, "id": "6c551e44", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -517,19 +520,21 @@ ], "source": [ "p_1FN3 = nx.read_edgelist(\"data/1FN3_edgelist.txt\", nodetype=str)\n", - "nx.draw_spring(p_1FN3)\n", - "plt.rcParams[\"figure.figsize\"] = (7,7)" + "nx.draw_spring(p_1FN3, node_color = \"r\")\n", + "plt.rcParams[\"figure.figsize\"] = (7,7)\n", + "plt.title(\"1FN3 oxygen storage/transport Protein\", fontweight = \"bold\")\n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 14, "id": "f951e987", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -540,7 +545,9 @@ ], "source": [ "p_1EJG = nx.read_edgelist(\"data/1EJG_edgelist.txt\", nodetype=str)\n", - "nx.draw_spring(p_1EJG)" + "nx.draw_spring(p_1EJG, node_color = \"g\")\n", + "plt.title(\"1EJG Plant Protein\", fontweight = \"bold\")\n", + "plt.show()" ] }, { @@ -553,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 32, "id": "010e101b", "metadata": {}, "outputs": [ @@ -561,16 +568,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "True\n", - "False\n", - "True\n" + "Graphlet present in 1CRN True\n", + "Graphlet present in 1FN3 False\n", + "Graphlet present in 1EJG True\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -578,49 +585,50 @@ } ], "source": [ + "#Get a induced subgraph from 1CRN\n", "graphlet = p_1CRN.subgraph([\"A\"+str(i) for i in range(0, 30)])\n", + "plt.rcParams[\"figure.figsize\"] = (5,5)\n", "nx.draw(graphlet)\n", "\n", - "g = iso.GraphMatcher(p_1CRN, graphlet)\n", - "print(g.subgraph_is_isomorphic())\n", + "#Test if the graphlet is a subgraph of each protein \n", + "g1 = iso.GraphMatcher(p_1CRN, graphlet)\n", + "print(\"Graphlet present in 1CRN \", g1.subgraph_is_isomorphic())\n", "\n", - "g = iso.GraphMatcher(p_1FN3, graphlet)\n", - "print(g.subgraph_is_isomorphic())\n", + "g2 = iso.GraphMatcher(p_1FN3, graphlet)\n", + "print(\"Graphlet present in 1FN3\" ,g2.subgraph_is_isomorphic())\n", "\n", - "g = iso.GraphMatcher(p_1EJG, graphlet)\n", - "print(g.subgraph_is_isomorphic())" + "g3 = iso.GraphMatcher(p_1EJG, graphlet)\n", + "print(\"Graphlet present in 1EJG\", g3.subgraph_is_isomorphic())" ] }, { "cell_type": "markdown", - "id": "67953372", + "id": "3f408f77", "metadata": {}, "source": [ - "Another option is to use randomly generated graphs given a certain number of nodes using Erdos-graphs generators.\n", - "\n", - "**TODO: Explaind these**" + "On a similar way we can find a graphlet in 1FN3 that is not present in 1CRN and 1EJG." ] }, { "cell_type": "code", - "execution_count": 19, - "id": "e4581cbd", + "execution_count": 33, + "id": "9af25a91", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "False\n", - "True\n", - "False\n" + "Graphlet present in 1CRN False\n", + "Graphlet present in 1FN3 True\n", + "Graphlet present in 1EJG False\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": {}, @@ -628,40 +636,50 @@ } ], "source": [ - "#False para la las plant protein\n", - "graphlet = nx.erdos_renyi_graph(7, 0.9, seed = 8)\n", + "#Get a induced subgraph from 1FN3\n", + "graphlet = p_1FN3.subgraph([\"A\"+str(i) for i in range(100, 110, 1)])\n", + "plt.rcParams[\"figure.figsize\"] = (5,5)\n", "nx.draw(graphlet)\n", "\n", - "g = iso.GraphMatcher(p_1CRN, graphlet)\n", - "print(g.subgraph_is_isomorphic())\n", + "#Test if the graphlet is a subgraph of each protein \n", + "g1 = iso.GraphMatcher(p_1CRN, graphlet)\n", + "print(\"Graphlet present in 1CRN \", g1.subgraph_is_isomorphic())\n", "\n", - "g = iso.GraphMatcher(p_1FN3, graphlet)\n", - "print(g.subgraph_is_isomorphic())\n", + "g2 = iso.GraphMatcher(p_1FN3, graphlet)\n", + "print(\"Graphlet present in 1FN3\" ,g2.subgraph_is_isomorphic())\n", "\n", - "g = iso.GraphMatcher(p_1EJG, graphlet)\n", - "print(g.subgraph_is_isomorphic())" + "g3 = iso.GraphMatcher(p_1EJG, graphlet)\n", + "print(\"Graphlet present in 1EJG\", g3.subgraph_is_isomorphic())" + ] + }, + { + "cell_type": "markdown", + "id": "fa5dcd10", + "metadata": {}, + "source": [ + "Another option is to use randomly generated graphs given a certain number of nodes, for example, using Erdos-graphs generators. *erdos_renyi_graph(n, p, seed)* generates a graph of n nodes in which all possible edges are added with probability p. We can find a random graphs that is present in 1FN3 but not in 1CRN and 1EJG. " ] }, { "cell_type": "code", - "execution_count": 17, - "id": "3c8ab571", + "execution_count": 37, + "id": "e4581cbd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "True\n", - "True\n", - "True\n" + "Random graph present in 1CRN False\n", + "Random graph present in 1FN3 True\n", + "Random graph present in 1EJG False\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -669,22 +687,31 @@ } ], "source": [ - "graphlet = nx.erdos_renyi_graph(5, 0.5, seed = 10)\n", + "random_graph = nx.erdos_renyi_graph(7, 0.9, seed = 8)\n", "nx.draw(graphlet)\n", "\n", - "g = iso.GraphMatcher(p_1CRN, graphlet)\n", - "print(g.subgraph_is_isomorphic())\n", + "#Test if the random graph is a subgraph of each protein \n", + "g1 = iso.GraphMatcher(p_1CRN, random_graph)\n", + "print(\"Random graph present in 1CRN \", g1.subgraph_is_isomorphic())\n", "\n", - "g = iso.GraphMatcher(p_1FN3, graphlet)\n", - "print(g.subgraph_is_isomorphic())\n", + "g2 = iso.GraphMatcher(p_1FN3, random_graph)\n", + "print(\"Random graph present in 1FN3\" ,g2.subgraph_is_isomorphic())\n", "\n", - "g = iso.GraphMatcher(p_1EJG, graphlet)\n", - "print(g.subgraph_is_isomorphic())" + "g3 = iso.GraphMatcher(p_1EJG, random_graph)\n", + "print(\"Random graph present in 1EJG\", g3.subgraph_is_isomorphic())" + ] + }, + { + "cell_type": "markdown", + "id": "8a378fa2", + "metadata": {}, + "source": [ + "Also there are some graphlets ans random graphs that are present in all proteins, for example: " ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 36, "id": "3b7231e3", "metadata": {}, "outputs": [ @@ -692,16 +719,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "True\n", - "True\n", - "True\n" + "Random graph present in 1CRN True\n", + "Random graph present in 1FN3 True\n", + "Random graph present in 1EJG True\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -709,27 +736,26 @@ } ], "source": [ - "graphlet = nx.erdos_renyi_graph(5, 0.9, seed = 8)\n", + "random_graph = nx.erdos_renyi_graph(5, 0.9, seed = 8)\n", "nx.draw(graphlet)\n", "\n", - "g = iso.GraphMatcher(p_1CRN, graphlet)\n", - "print(g.subgraph_is_isomorphic())\n", + "#Test if the random graph is a subgraph of each protein \n", + "g1 = iso.GraphMatcher(p_1CRN, random_graph)\n", + "print(\"Random graph present in 1CRN \", g1.subgraph_is_isomorphic())\n", "\n", - "g = iso.GraphMatcher(p_1FN3, graphlet)\n", - "print(g.subgraph_is_isomorphic())\n", + "g2 = iso.GraphMatcher(p_1FN3, random_graph)\n", + "print(\"Random graph present in 1FN3\" ,g2.subgraph_is_isomorphic())\n", "\n", - "g = iso.GraphMatcher(p_1EJG, graphlet)\n", - "print(g.subgraph_is_isomorphic())" + "g3 = iso.GraphMatcher(p_1EJG, random_graph)\n", + "print(\"Random graph present in 1EJG\", g3.subgraph_is_isomorphic())" ] }, { "cell_type": "markdown", - "id": "bc8262ef", + "id": "e6e1de0a", "metadata": {}, "source": [ - "This technique can have many applications, for example, building tree-classification models.\n", - "\n", - "**TODO: Explaind about random vs graphlets.** " + "This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify is those graphs are more present in some proteins than in random graphs. " ] }, { diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index 93e50221e..f4e8e856e 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -202,16 +202,17 @@ plt.show() ```{code-cell} ipython3 plt.subplot(121) +plt.rcParams["figure.figsize"] = (10,10) plt.imshow(plt.imread('img/1fn3.png')) plt.title("1FN3 Tertiary Structure", fontweight = "bold") plt.axis('off') -plt.rcParams["figure.figsize"] = (10,10) + plt.subplot(122) +plt.rcParams["figure.figsize"] = (10,10) plt.imshow(plt.imread('img/1crn.png')) plt.title("1CRN Tertiary Structure", fontweight = "bold") plt.axis('off') -plt.rcParams["figure.figsize"] = (10,10) plt.show() ``` @@ -228,87 +229,100 @@ Let's see graphs of proteins with PDB codes 1CRN(Plant protein), 1FN3(oxygen sto ```{code-cell} ipython3 p_1CRN = nx.read_edgelist("data/1CRN_edgelist.txt", nodetype=str) -nx.draw_spring(p_1CRN) +nx.draw_spring(p_1CRN, node_color ="g") plt.rcParams["figure.figsize"] = (10, 10) +plt.title("1CRN Plant Protein", fontweight = "bold") +plt.show() ``` ```{code-cell} ipython3 p_1FN3 = nx.read_edgelist("data/1FN3_edgelist.txt", nodetype=str) -nx.draw_spring(p_1FN3) +nx.draw_spring(p_1FN3, node_color = "r") plt.rcParams["figure.figsize"] = (7,7) +plt.title("1FN3 oxygen storage/transport Protein", fontweight = "bold") +plt.show() ``` ```{code-cell} ipython3 p_1EJG = nx.read_edgelist("data/1EJG_edgelist.txt", nodetype=str) -nx.draw_spring(p_1EJG) +nx.draw_spring(p_1EJG, node_color = "g") +plt.title("1EJG Plant Protein", fontweight = "bold") +plt.show() ``` We can identify graphlets (induced subgraphs) that are present in these graphs and use that to classify proteins. We can extract some subgraphs from the proteins and test if they are present in other proteins. Let's find a subgraph of 1CRN that is also a subgraph of 1EJG but not of 1FN3. This is interenting because 1CRN and 1EJG are both plant proteins but 1FN3 is not. But clearly to decide if this graphlet is particular of plant proteins we should test it in more proteins. ```{code-cell} ipython3 +#Get a induced subgraph from 1CRN graphlet = p_1CRN.subgraph(["A"+str(i) for i in range(0, 30)]) +plt.rcParams["figure.figsize"] = (5,5) nx.draw(graphlet) -g = iso.GraphMatcher(p_1CRN, graphlet) -print(g.subgraph_is_isomorphic()) +#Test if the graphlet is a subgraph of each protein +g1 = iso.GraphMatcher(p_1CRN, graphlet) +print("Graphlet present in 1CRN ", g1.subgraph_is_isomorphic()) -g = iso.GraphMatcher(p_1FN3, graphlet) -print(g.subgraph_is_isomorphic()) +g2 = iso.GraphMatcher(p_1FN3, graphlet) +print("Graphlet present in 1FN3" ,g2.subgraph_is_isomorphic()) -g = iso.GraphMatcher(p_1EJG, graphlet) -print(g.subgraph_is_isomorphic()) +g3 = iso.GraphMatcher(p_1EJG, graphlet) +print("Graphlet present in 1EJG", g3.subgraph_is_isomorphic()) ``` -Another option is to use randomly generated graphs given a certain number of nodes using Erdos-graphs generators. - -**TODO: Explaind these** +On a similar way we can find a graphlet in 1FN3 that is not present in 1CRN and 1EJG. ```{code-cell} ipython3 -#False para la las plant protein -graphlet = nx.erdos_renyi_graph(7, 0.9, seed = 8) +#Get a induced subgraph from 1FN3 +graphlet = p_1FN3.subgraph(["A"+str(i) for i in range(100, 110, 1)]) +plt.rcParams["figure.figsize"] = (5,5) nx.draw(graphlet) -g = iso.GraphMatcher(p_1CRN, graphlet) -print(g.subgraph_is_isomorphic()) +#Test if the graphlet is a subgraph of each protein +g1 = iso.GraphMatcher(p_1CRN, graphlet) +print("Graphlet present in 1CRN ", g1.subgraph_is_isomorphic()) -g = iso.GraphMatcher(p_1FN3, graphlet) -print(g.subgraph_is_isomorphic()) +g2 = iso.GraphMatcher(p_1FN3, graphlet) +print("Graphlet present in 1FN3" ,g2.subgraph_is_isomorphic()) -g = iso.GraphMatcher(p_1EJG, graphlet) -print(g.subgraph_is_isomorphic()) +g3 = iso.GraphMatcher(p_1EJG, graphlet) +print("Graphlet present in 1EJG", g3.subgraph_is_isomorphic()) ``` +Another option is to use randomly generated graphs given a certain number of nodes, for example, using Erdos-graphs generators. *erdos_renyi_graph(n, p, seed)* generates a graph of n nodes in which all possible edges are added with probability p. We can find a random graphs that is present in 1FN3 but not in 1CRN and 1EJG. + ```{code-cell} ipython3 -graphlet = nx.erdos_renyi_graph(5, 0.5, seed = 10) +random_graph = nx.erdos_renyi_graph(7, 0.9, seed = 8) nx.draw(graphlet) -g = iso.GraphMatcher(p_1CRN, graphlet) -print(g.subgraph_is_isomorphic()) +#Test if the random graph is a subgraph of each protein +g1 = iso.GraphMatcher(p_1CRN, random_graph) +print("Random graph present in 1CRN ", g1.subgraph_is_isomorphic()) -g = iso.GraphMatcher(p_1FN3, graphlet) -print(g.subgraph_is_isomorphic()) +g2 = iso.GraphMatcher(p_1FN3, random_graph) +print("Random graph present in 1FN3" ,g2.subgraph_is_isomorphic()) -g = iso.GraphMatcher(p_1EJG, graphlet) -print(g.subgraph_is_isomorphic()) +g3 = iso.GraphMatcher(p_1EJG, random_graph) +print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) ``` +Also there are some graphlets ans random graphs that are present in all proteins, for example: + ```{code-cell} ipython3 -graphlet = nx.erdos_renyi_graph(5, 0.9, seed = 8) +random_graph = nx.erdos_renyi_graph(5, 0.9, seed = 8) nx.draw(graphlet) -g = iso.GraphMatcher(p_1CRN, graphlet) -print(g.subgraph_is_isomorphic()) +#Test if the random graph is a subgraph of each protein +g1 = iso.GraphMatcher(p_1CRN, random_graph) +print("Random graph present in 1CRN ", g1.subgraph_is_isomorphic()) -g = iso.GraphMatcher(p_1FN3, graphlet) -print(g.subgraph_is_isomorphic()) +g2 = iso.GraphMatcher(p_1FN3, random_graph) +print("Random graph present in 1FN3" ,g2.subgraph_is_isomorphic()) -g = iso.GraphMatcher(p_1EJG, graphlet) -print(g.subgraph_is_isomorphic()) +g3 = iso.GraphMatcher(p_1EJG, random_graph) +print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) ``` -This technique can have many applications, for example, building tree-classification models. - -**TODO: Explaind about random vs graphlets.** +This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify is those graphs are +++ From 8b3dadfe6ceac5898b6ee56805943c894b1b1946 Mon Sep 17 00:00:00 2001 From: paupb Date: Thu, 5 Jan 2023 16:40:14 -0300 Subject: [PATCH 07/15] new .md --- content/algorithms/sub_isomorphism/subgraph_iso_img.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index f4e8e856e..11f5779c7 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -322,7 +322,7 @@ g3 = iso.GraphMatcher(p_1EJG, random_graph) print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) ``` -This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify is those graphs are +This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify is those graphs are more present in some proteins than in random graphs. +++ From 24e758c8cdccbb1465ad9023f143a8a85f3864e9 Mon Sep 17 00:00:00 2001 From: paupb Date: Thu, 5 Jan 2023 20:08:37 -0300 Subject: [PATCH 08/15] fix format --- .../sub_isomorphism/subgraph_iso_img.md | 39 +++++++++---------- 1 file changed, 19 insertions(+), 20 deletions(-) diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index 11f5779c7..2747155eb 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -4,7 +4,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.14.2 + jupytext_version: 1.14.4 kernelspec: display_name: Python 3 (ipykernel) language: python @@ -19,7 +19,7 @@ First let's define the Subgraph Isomorphism problem: Let $H$ and $G$ be graphs. $H$ is a subgraph of $G = (V, E)$ if -$\exists G_o = (V_o, E_o)$ / $V_o \subseteq V \wedge E_o \subseteq E \cap V_o \times V_o \land G_o $and $H$ are isomorphic +$\exists G_o = (V_o, E_o)$ / $V_o \subseteq V \wedge E_o \subseteq E \cap V_o \times V_o \land G_o \hspace{0.1cm}$ and $H$ are isomorphic Let's see an example, @@ -34,12 +34,11 @@ colors = ["c" for i in range(0, 5)] + ["y" for i in range(5, 7)] plt.subplot(121) plt.title("G", fontweight="bold") nx.draw_spring(G, with_labels = True, node_color =colors) -plt.rcParams["figure.figsize"] = (10,10) plt.subplot(122) plt.title("Subgraph of G", fontweight="bold") -nx.draw_spring(nx.complete_graph(5), with_labels = True, node_color = "c") -plt.rcParams["figure.figsize"] = (10,5) +nx.draw_circular(nx.complete_graph(5), with_labels = True, node_color = "c") +plt.figure(figsize=(2,2)) ``` Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: @@ -67,12 +66,12 @@ plt.title("Indestructible phone") plt.show() ``` -Image Source: https://pixabay.com/illustrations/computer-room-desk-toys-game-play-627220/ +Image Source: +++ To simplify this problem, let's convert these images into grayscale. After this, the images will be a 2d array where each position represents a pixel. -Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us easily delete the background in the phone image. +Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us easily delete the background in the phone image. ```{code-cell} ipython3 def rgb2gray(rgb): @@ -132,7 +131,7 @@ for i in range(0, I2.shape[0]): phone_graph.remove_node((i,j)) ``` -Let's see how the phone_graph looks like coloring the nodes. +Let's see how the phone_graph looks like coloring the nodes. ```{code-cell} ipython3 import matplotlib.cm as cm @@ -160,7 +159,7 @@ Finally, let's see if we can match our phone graph to the desk graph. +++ -#### TODO: Explaind more about the node match and the graph matcher +#### TODO: Explaind more about the node match and the graph matcher ```{code-cell} ipython3 import networkx.algorithms.isomorphism as iso @@ -172,7 +171,7 @@ g = iso.GraphMatcher(desk_graph, phone_graph, node_match=em) g.subgraph_is_isomorphic() ``` -Also, we can check that the desk and phone graphs are not isomorphic. +Also, we can check that the desk and phone graphs are not isomorphic. ```{code-cell} ipython3 nx.is_isomorphic(desk_graph, phone_graph, node_match=em) @@ -225,7 +224,7 @@ Many graph representations can be built from the Secondary and Tertiary Structur We will work on $C_\alpha$ networks. -Let's see graphs of proteins with PDB codes 1CRN(Plant protein), 1FN3(oxygen storage/transport in the human body) and 1EGJ(Plant Protein). +Let's see graphs of proteins with PDB codes 1CRN(Plant protein), 1FN3(oxygen storage/transport in the human body) and 1EGJ(Plant Protein). ```{code-cell} ipython3 p_1CRN = nx.read_edgelist("data/1CRN_edgelist.txt", nodetype=str) @@ -250,7 +249,7 @@ plt.title("1EJG Plant Protein", fontweight = "bold") plt.show() ``` -We can identify graphlets (induced subgraphs) that are present in these graphs and use that to classify proteins. We can extract some subgraphs from the proteins and test if they are present in other proteins. Let's find a subgraph of 1CRN that is also a subgraph of 1EJG but not of 1FN3. This is interenting because 1CRN and 1EJG are both plant proteins but 1FN3 is not. But clearly to decide if this graphlet is particular of plant proteins we should test it in more proteins. +We can identify graphlets (induced subgraphs) that are present in these graphs and use that to classify proteins. We can extract some subgraphs from the proteins and test if they are present in other proteins. Let's find a subgraph of 1CRN that is also a subgraph of 1EJG but not of 1FN3. This is interenting because 1CRN and 1EJG are both plant proteins but 1FN3 is not. But clearly to decide if this graphlet is particular of plant proteins we should test it in more proteins. ```{code-cell} ipython3 #Get a induced subgraph from 1CRN @@ -288,7 +287,7 @@ g3 = iso.GraphMatcher(p_1EJG, graphlet) print("Graphlet present in 1EJG", g3.subgraph_is_isomorphic()) ``` -Another option is to use randomly generated graphs given a certain number of nodes, for example, using Erdos-graphs generators. *erdos_renyi_graph(n, p, seed)* generates a graph of n nodes in which all possible edges are added with probability p. We can find a random graphs that is present in 1FN3 but not in 1CRN and 1EJG. +Another option is to use randomly generated graphs given a certain number of nodes, for example, using Erdos-graphs generators. *erdos_renyi_graph(n, p, seed)* generates a graph of n nodes in which all possible edges are added with probability p. We can find a random graphs that is present in 1FN3 but not in 1CRN and 1EJG. ```{code-cell} ipython3 random_graph = nx.erdos_renyi_graph(7, 0.9, seed = 8) @@ -305,7 +304,7 @@ g3 = iso.GraphMatcher(p_1EJG, random_graph) print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) ``` -Also there are some graphlets ans random graphs that are present in all proteins, for example: +Also there are some graphlets ans random graphs that are present in all proteins, for example: ```{code-cell} ipython3 random_graph = nx.erdos_renyi_graph(5, 0.9, seed = 8) @@ -322,16 +321,16 @@ g3 = iso.GraphMatcher(p_1EJG, random_graph) print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) ``` -This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify is those graphs are more present in some proteins than in random graphs. +This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify is those graphs are more present in some proteins than in random graphs. +++ ### References -- https://en.wikipedia.org/wiki/Protein -- https://en.wikipedia.org/wiki/Protein_secondary_structure -- https://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank +- +- +- - Chakrabarty B. and Parekh N., "NAPS: Network Analysis of Protein Structures", Nucleic Acids Research, 2016, Vol. 44, Web Server issue W375–W382 -https://bioinf.iiit.ac.in/NAPS/index.php + - Vishveshwara S.,Brinda K. V. and Kannan N., "Protein Structure: Insights from graph theory", Journal of Theoretical and Computational Chemistry, Vol. 1, No. 1 (2002) 000–000. - Henneges C., Röttig M., Kohlbacher O., Zell A., "Graphlet data mining of energetical interaction patterns in protein 3D structures", ICFC-ICNC 2010 - Proceedings of the International Conference on Fuzzy Computation and International Conference on Neural Computation, Valencia, Spain, October 24-26, 2010 -https://www.researchgate.net/publication/221616535_Graphlet_Data_Mining_of_Energetical_Interaction_Patterns_in_Protein_3D_Structures + From bb93c6dc15c2a0596bc53431d24324d020c4cb08 Mon Sep 17 00:00:00 2001 From: paupb Date: Fri, 6 Jan 2023 13:12:12 -0300 Subject: [PATCH 09/15] fix img sizes --- .../sub_isomorphism/subgraph_iso_img.ipynb | 799 ------------------ .../sub_isomorphism/subgraph_iso_img.md | 7 +- 2 files changed, 3 insertions(+), 803 deletions(-) delete mode 100644 content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb b/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb deleted file mode 100644 index b19da70a7..000000000 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.ipynb +++ /dev/null @@ -1,799 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "da229cb8", - "metadata": {}, - "source": [ - "# Subgraph Isomorphism: Real world applications" - ] - }, - { - "cell_type": "markdown", - "id": "f48de04a", - "metadata": {}, - "source": [ - "First let's define the Subgraph Isomorphism problem: \n", - "\n", - "Let $H$ and $G$ be graphs. $H$ is a subgraph of $G = (V, E)$ if\n", - "\n", - "$\\exists G_o = (V_o, E_o)$ / $V_o \\subseteq V \\wedge E_o \\subseteq E \\cap V_o \\times V_o \\land G_o $and $H$ are isomorphic\n", - "\n", - "Let's see an example," - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "808f344d", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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/vgOlMglQIknpgJL4+Cvcvj2aP/+syNOn6wrbXAGwZcsWXrx4wdd+fuxt2JDQ1q2Z6+YGv/xCnzJlGObkxKfVq+Pzyy+0OHxYreACmJmZMW7cOIKCgnjw4AENGzbk559/NvFPU/wpdE/31q1bdO3aldDQUMzNzbGzs8Pd3Z2tW7dSo0YNXFxcCAsLw07kChY6MTF/EhTUE4UiHvLtzApyuS0uLhNxd19kfOMEann+/DmNGjXiyJEjNM2SEhYZGUnNmjWJjo7OfO3mzZt069aNhw8fYqFFQcTx48cZN24cnp6eBAQE4CKanmtFoXu669atY9SoUVhYWBAXF4eZmRlWVlakpaXh4OBAixYtOHnyZGGb+cqTmHj7X8GNQxvBBVAqE3nyZAWPHn1tXOMEGpk0aRIjRozIJriQIbrlypXL9lqDBg2oWbMmBw8e1Grvbt26cePGDerXr4+npyfLli0jPb/SY0Hhim5SUhJbt27Fx8cHyPhUdnZ2xsLCgrR/67379OnDT2p6fQpMy99/j/rXw83NyZMwfHhGG+ShQyEo6L9rSmUi9+9/SEqK6FRlag4dOsSVK1eYN29ermvqRBdg7NixrF69WutnWFtb88knn/DHH39w8OBBWrZsycWLFwtidomnUEV37969NG/enOr/FkCEhYVliq7qE7N379789NNPIlWlEElMvEN8/FXUebiXL8PatfDBBxl9sAMCoFKl3Hs8fbrG6HYK/iMmJoZx48axdu1abGxscl3XJLoDBw7k+vXr3LlzR6fn1alTh19//ZX333+f119/nfHjx/Py5Ut9zS/RFKrorlmzhjFjxmT+XSW65ubmmZ5u3bp1sbCwIDg4uLDMfOV5/Hg5kqS+kGXz5ozBA/Xrg1wOFSpk/MmKUpnMkyfLUSrFV09TMXPmTHr27Ennzp3VXtckulZWVowcOZK1a9fq/EyZTMbQoUO5desWCoWC+vXrs3PnTuEw5aDQRPfWrVvcvXsXLy+vzNfCwsJwcnLKFl6QyWQixFDIvHixC0nK3d5PoYDbtyEmJiOsMGhQxvAPda2OJSmNuLhLJrBWcObMGQ4ePMiSJUs0romMjNRYYTZmzBg2b95McnKyXs8vU6YMq1evZu/evSxcuJAePXro7DmXZApNdNeuXZt5gKYia3ghLUsPT1WIQVA4pKerH04YHQ3p6XD6NCxfDuvXw507sHWrutVy0tIijGqnAJKTk/H19eWbb77BMY9OfJo8XQB3d3eaNm3Knj17CmRLmzZtuHLlCj179qRNmzZ8+umnpIjhA4UjuklJSWzbti3zAE1F1oO0rKegnTp14vr169nSWwSmRH21oKoau39/KFcOSpfO8HYvXFC3WtIYohAYjs8++wwPDw/69++f57q8RBd0P1DThLm5OVOnTuXatWtcu3aNRo0aceLEiQLvW5wpFNHds2dPtgM0FepiugA2NjZ07NiRY8eOmdpUAWBmpr70ulSpjPht1srfvKqALSzKGtgyQVauX7/OunXr+Oabb/Jdm5/oenl58eDBA27cuGEQ21xdXdm3bx9Llixh9OjRvPPOOzx//twgexc3CkV0165di5+fX67X1cV0VfTu3VtUvxQSZcp0Q9M/lZ49Yd++jFBDXBzs2QNt2uReJ0nplCrV3LiGvsKkp6czevRoFi1ahLMW/W/zE11zc3N8fHxYs8awWSf9+vXj5s2buLi44OHhwZo1a1Dq0QGtOGNy0b158yYhISH07ds31zVNMV3IyNc9evQoCjEbzeS4ur6PXJ477Qjg3XczpnYPG5aRq1uzJrzzTs5VFjg7D8fMTNTpG4uAgABKly7NyJEjtVqfn+gC+Pj4sGPHDuLj1edn64udnR1ffPEFJ06cYMuWLbRr147ragbQllRMLrpZK9CyolQqefHiBRUrVlQrum5ubjg5OXHpkjgBNzWlSrVAoSij9pq5ecZ8w8OH4ccfM+Yc5ux5LZebU6XKJBNY+moSEhLCokWLWLt2rdZd3rQR3SpVqtChQwe+//57Q5iZCw8PD37//Xd8fHzo3r0777//vsEFvihiUtHVdIAGEB0djb29PVZWVrkO0lSIEIPpSUpKYurUqSxYkIQk6T5BQC63pWLFt7C1rWME6wSSJDFmzBhmzpyJu7u71vdpI7qQcaC2atUqo+XayuVyRo8eTXBwMJGRkdSvX599+/aV6Nxek4runj17aNGiBdXUDJtUxXOBXAdpKkS+rmm5fPkyTZs25dmzZ+zceZt69dZrDDOoQy63xdGxA7Vri2o0Y7Fp0yZiYmKYPHmy1vck/jt1W5u2jN27d+fly5dcvnxZXxO1okKFCmzevJktW7Ywe/Zs+vXrx8OHD436zMLCpKKbswItK6p4LqA2vADQtm1b7t+/z7Nnz4xq56tOWloa8+bNo3fv3sydO5edO3dSrlw5nJ2H0aDBHszMSmnMaACQyayQyaxwcnoXD4/DyOVajAIX6MyzZ8+YOXMmGzZswFybcev/EhERoZWXCxmeqJ+fn0HSx7RBlR7apk0bmjVrxuLFi9VqQXHGZKJ78+ZN7t27p/YADbQTXXNzc7p168aRI0eMauurzF9//UWbNm04f/48165dY8iQIdmulyvXm7Ztw6lV61tsbRsgl9tgZlb63z+lMDMrTZUqU2jV6i516qxCJhN9kI3FxIkT8fHxoXHjxjrdp21oQcXIkSP58ccfTZYnb2lpyezZs7l48SKnTp2iSZMm/PHHHyZ5tikwmeiqq0DLiqowAjSLLogQg7FQKpUEBATQoUMHfH19OXLkiMb+qGZm1jg7D6Nly2BatvyLxo2P06jRTzRtep527cJxd1+ItXUVE/8Erxb79u3jxo0bzJkzR+d7dRXdihUr0rNnT7aqLzU0GjVq1ODnn39m7ty5DBkyBB8fHyIjI01qgzEwiejmdYCmIquna25urrEvZ8+ePTlx4gSpqalGsfVV5OHDh3Tt2pXdu3dz7tw5/Pz8tD4Ft7auioNDC0qXboedXX3kcjGu29i8fPmSCRMmsG7dOqytrXW+X1fRhf8q1Ex9wCWTyRg0aBC3bt3Czs6OBg0aFPsBmSYR3d27d9OyZUu1B2gqsh6k5eXpVqxYkTp16pSorxuFhSRJbN68mebNm9OzZ0/OnDlDzZo1C9ssQT7MmDGDfv360aFDB73u10d0Vc/6/fff9XpmQXFwcGDZsmX89NNPrFy5kk6dOvHXX38Vii0FxSSiq6kCLSvaxHRViBBDwQkPD6d///4sXbqUEydO8MEHH2Am5tAVeX777TeOHDnCF198ofceeXUY04RMJjNYP4aC0KxZM86fP8+bb75Jhw4d+PDDDzOzMYoLRhdd1QFanz598lynbUwXRL5uQdm3bx+NGzemfv36XLx4kUaNGhW2SQItSEpKwtfXl5UrV+KgYXikNujj6QIMGzaMI0eOEB4ervezDYGZmRnjx4/n+vXrhISE0LBhw2J1uG500V27di2jR4/Od9BdTk83r1lLTZs25eXLl9y7d8+gtpZ0YmJiGD58ONOnT2fv3r0sWLAAK1WrMEGRZ968eTRt2pR+/foVaB99RbdMmTL079+fTZs2Fej5hqJy5crs3LmTVatWMXHiRAYNGsSTJ08K26x8MaroJiUlsX379jwP0CCjWUdUVFTmVx5NxREq5HI5vXr1EiEGHThx4gSNGjXCzs6OwMBA2rZtW9gmCXTg6tWrbN68meXLlxd4L31FFzIO1Ipak5oePXpw48YN6tWrh6enJ8uXLy/SAzINJrovUlO5GhfH7y9fcj0+ntj09MwDtKpVq+Z974sXlCtXLjOmmF94AUSIQVsSExMzJ8KuXbuWb7/9Fnt7zYUNgqJHeno6Pj4+LF68OPOwuSAURHRbtGhBmTJlOH78eIHtMCQ2NjZ8+umn/P777+zbt49WrVoV2T4tBSoVUkoSJ6KjWfzoEb+/fImVXI6MjPGFqZKEfWQks/z9890na2gBtBPdbt26MWrUKBISErCzsyvIj1GkSU2N4NmzDYSH7yAtLSNH0dy8DBUrDqJyZT8sLTW/CS9evMiwYcNo3rw5QUFBlCmjvmmNoGjz1VdfUaFCBd59912D7FcQ0c16oNajRw+D2GNI6taty8mTJ9m2bRteXl688cYbzJ8/n9KlSxe2aZno7en+k5iI+4ULDLh5k1+jo0mRJGIVCmIUCmIVCpKVSiIaNeLj0qVpf/UqUXmIaNZDNNBOdEuXLk3z5s05efKkvj9CkSY5OZSbNwdx7lwVHj78hISEIFJTn5Ca+oTExGAePlzIuXPVuHHjdRIT72a7Ny0tjTlz5uDl5cVnn33G9u3bheAWU+7cucOSJUtYvXq11rnT+VEQ0QV46623OH36NI8fPzaIPYZGJpMxbNgwbt26RVpaGvXq1StSAzL1Et3AuDhaXLnCw+Rk4vPqb2tmRqJSyaW4OJpevky4hoKGnJ5uXsURWSmpIYa4uGtcvuzJixc/IkkpKJVJudZIUjKSlExk5GGuXGlGTMw5ICNbpHXr1ly5coXAwEDefPNNU5svMBBKpRJfX18+/PDDXFNW9CU9PZ24uLg856flh729PW+99Rbr1683iE3GomzZsqxZs4Y9e/awYMECevbsyd27d/O/EQhPTWVxaCjv3LqFV1AQ79y6xeLQUF4YoChLZ9F9kpJCl+vXiVUo0PZzI1WSeJqSQpfAQJLViHTWwgjQztOF//J1i8onmCFISgohMLAz6enRaJpNlh0lCkUsQUHdWblyOp06dWLs2LEcPnyYSpUqGdtcgRFZv349SUlJvPfeewbbMzo6GkdHR+Tygh3njB07lvXr1xfpAysVbdu25cqVK3Tr1o3WrVvz2WefaRyQeSk2lgHBwVQ9d4659++zPTycw1FRbA8PZ96DB7idP8+A4GAuxaof1qoNOv/mP3vwgLicv+jUVFi8GIYMgd69wccn13TCNOBBcjI71eT46RPThYz4jbm5OTdv3tT1xyiyBAd7o1DE6XxfWlo8lSuv4Pz58/j6+hrsq6igcHj69Ckffvgh69evN2jRii4dxvLCw8ODatWqcfjwYQNYZXwsLCyYNm0aV69e5cqVKzRq1ChXaHLVkyd0Cgxkf0QEyZJEcg5nLkmpJFmpZH9EBJ0CA1mlZ3qaTqKboFCw9flzcn22KRRQsSIEBGSMEBg9Gj75BMLCst+vVPLFo0e59tUnpgsZsZuSNJ49NvYySUn3UOfhTp4M3btDr14Zf3KeqcjlUK6cBWXL5v79CooXkiQxfvx4/P398fDwMOjeBY3nZqUoVKjpipubG/v372fx4sWMHDmSYcOG8fz5c1Y9ecK0kBASlcp8v8FLQKJSybSQEL2EVyfR3f78OWr9JxsbGDECnJ0z3v1t2kClSnD7dq6locnJuVxzdZ6utl9bSlJJ8KNHX6NUJmu8PmkSHDmS8WfLltzXlcoEHj1aYkQLBaZg7969/P3333z44YcG39uQovvGG29w5coVQkJCDLKfKXn99de5efMmzs7O1PX2ZvLt2yRmzT3etw/8/DI8nUWL1O6hEt7LOoYadBLdfRERJGiTFB0VBY8egZrgf6pSya85+nLmjOnmVxyRlU6dOhEYGGiyXp/GQqlMJyLiR7SL42pCIjr6V9LTdQ9PCIoGUVFRvPfee6xfv94o1YKGFF1ra2uGDx/O2rVrDbKfqbG3t2fJkiU0/fJLch2PlSuXMW21V68890hSKlkYGqrTc3US3QhthDA9HebPhx49wM0t92XgRY599I3pQkZSdIcOHfjll1+0Wl9USU+PzjcOu24dvP46TJgAgYHq18jllqSlFW5tvEB/pk2bxoABA2jXrp1R9jek6AL4+fmxadMmjQdTRZ3w1FT+TE/P+IaelQ4doH17yKfHhQT8HBWlU1aDTqKbbzhfqYQFC8DCIuO7sAbMs4hLcnIyiYmJ2fJIdRFdKBkhhoywgub/HGPGwI4dsHs39O0Ls2eD+nCSHIUid4qZoOjz66+/cuLECRYuXGi0Z+jTYSwvatWqRePGjfnxxx8Ntqcp2Zzj3EkfZDruo5PoVsrr644kwZIlEB2dcYimYWaTpUyGU5YZ3eHh4Tg5OWXz8nQV3d69e3P06NEiVQ+uK+bmpZEkzT9z/fpga5sx3rxnT2jYMFeCCACSlI65uaPxDBUYhcTERPz8/Fi1ahWlSpUy2nMM7elC8TxQUxEUH58rS0FXkpRKbiQkaL1eJ9Ed5uREKU3pK0uXwsOHGZ5uHuIsl8nwzvJJmzOeC9oXR6ioWrUqFStWLLK11tpgZlYKCwvtPRCZLONzLidyuRWWls65LwiKNHPmzKF169b07t3bqM8xhuj269ePO3fuFMvUzRgD5RlH6+Ak6iS6/cqVyxYayCQsDA4dgrt3YcCA//Ka1DTFaGZvj7uNTZZbs8dzQXdPF4p/iEEmk+Hq+j5yee6x2PHxcPFiRjq0QpHxaw0KgpYtc+5hhYvLBDF9t5hx6dIltm7dSkBAgNGfZQzRtbCwYPTo0axZs8ag+5oCjU6kjpTJp3VtVnR6d5rL5UxwcWHJo0ckZ/0q7+wMp07le7+dXM4HOQ7XDCW6vXv35v333+fTTz/V6b6ihLPzKEJCZud6PT0dNm6E0NCMeL+bG3z2Gbi6Zl8nk8moXHmsiawVGIK0tDR8fHwym9oYG2OILoCvry9NmjRh4cKFRb4BVVRUFEeOHOHQoUMcsLVF9tZbSDlFU6HI+KNUZvxJTQUzs4w/ObCRy/HQ4WfW2SWa4erKrvBw7iUnk65DLESelobdgwf8L8e46JyFEaCf6LZt25Z79+7x7NmzYln+mpqayvz5ASQmmtGrlxVy+X+nwY6OkF/ITC63pWLFwVhZVTauoQKDsmTJElxcXBg6dKhJnmcs0XVzc6Ndu3bs2rWLUaNGGXz/giBJErdv3+bQoUMcOnSI69ev07lzZ/r27cuHPXrQ8t693HHdrVvhu+/++/vx4zB8eEY9Qs79gRHO2of0dC4Dtjc35zdPT6pYWWGlZamprVxOu3Ll6BcYyP/at+fhw4eZ1zR5urrWdFtYWNCtWzeOHj2q031FgeDg4MwmNVOm/EP58p3Vhhk0IZfbUKpUU2rXLn5f715lbt++zddff82qVatMUrYtSZLRRBeK1oFaWloap06dYurUqdSuXZtu3bpx7949Zs6cSVhYGPv378fHxwcPV1d6lSuXu+hrxIiMb+9Z/6gRXBnQu2xZKlhqPwVbr64XlaysuNasGT3KlsVaLtcovnZyOdZyOaMrVeKkpydrv/mG0aNH06ZNGy78e/Su6SBNV08XKHYlwQqFgsWLF9O5c2fGjx/PoUOHqFy5Cg0bHqRChYHI5Xbk/Z9IhlxuR9myPWnc+Ffkcu3jSoLCRalU4uPjw9y5c/Nt8m8o4uPjsbS0NNqIph49ehAeHs6VK1eMsn9+REVFsX37doYMGYKTkxMffPABZcqU4YcffiA0NJRVq1bRu3dvbLKcKQHMcnPDRs8GQDZyObPU1CPkhd4nLo4WFhzw8OBJSgqrnjxh1dOnRKenI/2baFzJzIxZNWrwrrMzpbOkj02ePBl3d3f69u3LypUrDRbTBejVqxeTJk0iNTUVSx0+eQqDu3fvMnz4cCwtLbl06VK28fRyuQV1636Hi8t4Hj36isjIQ8hkFpkpZTKZBUplGmXLdsfVdTqlS7cTDW6KGWvWrEGhUDBu3DiTPdOYXi5kDIwcM2YMq1evZt26dUZ7joqcYYPAwEA6d+6Ml5cXS5cu1TrM2MLBgS/d3TN7L2iLrVzOl+7uNNdxSKhMMmBfxHSlEqeqVWnj6cmwd95h8ODBGtcGBgbSr18/4uPjuXDhArVq1cq8lpycTOnSpfWqcmnVqhWLFi2ic+fOev0MxkapVLJq1SrmzZvHxx9/zIQJE/Jts5eWFklU1C//To6QsLAoS5kyr+U5NUJQdHn8+DFNmjTht99+o0GDBiZ77uXLlxkzZgxXr1412jPCwsKoV68eDx48MMq0hrS0NP74449MoU1KSsLLywsvLy86d+6cy4vVhe7ffMPJOnVQWljk2fRGRoaH+6W7O/4uLjo/x6C5ReZyOVYKBdWrVeOff/7Jc62npyfnz5/H1dWVuXPnsmnTpsyvPfp6uvBfiKEoim5oaCijR48mLi6OP/74gzp16mh1n4VFOZyc3jKydQJTIEkS/v7+TJgwwaSCC8b3dAGcnZ3p3r0727ZtY/z48QbZM2u2wS+//ELNmjXp27cvP/zwA56engb5lnft2jUCP/2Uny5eZG18PD9HRaFITycti0NkI5cjkRHDneXmprOHq8Lg04DNzc2pWrVqvqIL4ODggJWVFcnJyXTr1o3IyIwZYHK5HEmS9KowK4r5upIksXnzZpo1a0aXLl10ElxByeKHH37g/v37zJo1y+TPNoXown8Havp+iZYkib///psvv/ySjh07Uq1aNX744Qdee+01bt68ycWLF5kzZw5NmjQxiOCqBn9+8cUX9KhWjb0NGxLaujWd7t+n4bNn9C1blmFOTnxSrRqhrVuzt2FDvQUXDOzpQoaX6ubmxu7du/NdGxYWRqVKldizZw+zZ8+mdevWHD58mDp16mR6u7oG/Zs2bUp0dDT37t2jRo0a+v4YBiMsLAw/Pz8ePnyYOQZd8GoSGRnJ5MmT2bdvX6GcOZhKdDt16kRqaipnz56lffv2Wt2jKWzwwQcfFDhskB/Lli3D0dGREVmyEypYWlInMJC+tWrxnoHfswb3dC0sLHB1deX27dv5ftKpDtHkcjmLFi1i1qxZdOjQgVOnTukdYpDL5fTq1atIzE7bs2cPnp6eeHh4cPHiRSG4rzhTp05l8ODBtG7dulCebyrRzToxOC/UZRs4Ojryww8/8OjRI43ZBobk/v37LFy4kDVr1uTyml+8eGGUghWjeLp2dnaYmZnx4sULKlasqHFtzsKIUaNGUb16dYYMGYIkSXrHdfv06cOGDRuYMGGCXvcXlKioKCZMmMCVK1c4cOAArVq1KhQ7BEWHY8eOcfr0aYKDgwvNhsjIyGwH1sZk+PDhfPLJJ0RERGR2NVNlGxw+fJhDhw5x7do1vbINDIUkSYwdO5bp06dTs2bNXNfDw8ONIrpG8XTT09OpXbt2vnFddTm6nTt35syZM6SkpDBnzhy94rrdunXj7NmzJCYm6nxvQfn5559p1KgRTk5OXLt2TQiugPj4eMaOHcuaNWuwt7cvNDtM5elCxiReb29vNmzYkK1I4bXXXiMkJIQZM2bw/PlzDhw4gI+PT6FUkW7bto3nz58zdepUtdfzcxr1xeCerqqwQSW6ecV01OXoAtSpU4fy5ctz+fJl3njjDbZu3apTPXfp0qVp1qwZJ0+epG/fvnr9HLoSGxvL+++/z6+//sq2bdvo1KmTSZ4rKPp8/PHH/O9//6NHjx6FaoepRFeVbfDkyRO2bt1KkyZN6Nevn0GzDQrKixcvmDZtGj/99BMWGprVGCu8YBRPN6vo5oUm0QWwsrLiu+++w8HBgY4dO/L06VOd7OjTp4/J4rqnTp2icePGyGQygoKChOAKMrlw4QI7d+5k6dKlhW2K0URXU7bBm2++Sd26dVm4cKFBsw0MwdSpUxk6dCjNmzdXe12pVBq84bsKo8R009LSqFOnDtu3b89zbV6ia2FhgVwuZ9OmTSxcuJDWrVtz8OBBPD09tbKjT58+9OzZE0mSjPYfOikpiVmzZrFnzx7Wrl1r9F6oguJFamoqPj4+LF261GRf6/PCkKKrKdtgxowZdOnSJfPwS6FQsHr1arp162aQ5xqCY8eO8ccff+QZX4+Ojsbe3l6jF1wQjCK62sZ01XUYy7pPWloaMpmM2bNnU6tWLbp168bGjRvx8vLK1466desil8u5efMmDRs21OtnyYsLFy4wfPhwmjZtSlBQEGXLljX4MwTFm0WLFlGtWrU8KzNNSUFFVxU2OHz4MMeOHcPd3R0vL688wwZDhw5l9uzZPH36lMqVC78DXkJCQmZmRV4hS2PFc8GIMd2aNWty7949FAoFZhoaBas7SFORs9PYoEGDcHNzY8CAAYSEhDBp0qQ8PViZTJYZYjCk6KampvLJJ5+wYcMGVqxYwaBBgwy2t6DkcOvWLVasWMHVq1eLxFfq1NRUkpKScNAxqT9rb4Os2QZfffWVViJaqlQpBg8ezIYNG/j444/1Nd9gzJkzh3bt2uUbXzdWPBcAycB4eXlJ+/fvlyRJklxdXaV79+6pXadUKiVLS0spKSlJ7XVPT0/pypUruV5/8OCB1LBhQ2ns2LFSampqnrb89NNPUocOHXT8CTQTGBgoNWrUSOrXr58UFhZmsH0FJYv09HSpTZs20sqVKwvblEyePXsmVaxYMd91qamp0smTJ6UpU6ZItWrVklxcXCQ/Pz/p8OHDUmJiol7PDgwMlFxdXaW0tDS97jcUly5dkipWrCiFh4fnu3bPnj2St7e3Ueww2kEakGeIITo6GltbW6ytrfPdJytVq1bl7NmzPHz4kL59+xITE6PRls6dO3Pt2jWio6P1+En+Iz09nQULFtCtWzemTp3K/v37NXroAsGqVaswMzNj7NiiM8Ujr9BCVFQUO3bs4K233sLJyYkZM2bg6OjIrl27ePToEatXr6ZPnz56Fyk0btwYFxeXQi1YSktLw9fXly+//FIrD9aYnq5RRbdOnTrcvn1b7bq84rk598mJg4MDBw8epHbt2rRt25b79++rXWdjY0OHDh04rmZWm7bcvn2b9u3bc+rUKa5cucLw4cOLxNdFQdEkNDSUTz75hHXr1uXbPc6U5BTd27dvZ8s22LVrF126dCE4OJhLly4ZPNugsBucf/3111SoUIF33nlHq/XGjOkarTgC8vZ084rnqvbJqyLN3NycFStW4O/vT9u2bfnzzz9zrZEkiZpvvMHUlBQq//knpX//nYpnz9Lk8mU2PntGokKhcX+lUsmyZcto37497777LseOHcM151AygSAL0r8VTpMnT6Zu3bqFbU42wsLCkCQps0iha9eu3L17N1uRgq+vr9EOu958800uXryo0UEyJnfv3mXJkiWsXr1a6w8RY3q6RjtIgwzR1dTxK690MdU+2ozsmTBhAjVq1MDb25tly5bx1lsZLRC3P3/OrHv3iKxePUNcU1MzblAoeJGWxqQ7d3jvzh18KlViUY0aWGc57Hvw4AEjR44kNTWVc+fOqS0RFAhysmPHDh4/fsz06dML2xQgI2xw9OhRDh06xMGDB7G1taV79+7s2rXL5EUKNjY2vPvuu6xbt44FCxaY7LmqD8KZM2fq1AArPDzcaD0yjJanC/l7uvqGF3LSu3dvTpw4gZeXF7f/+YeEd97h2ydP/usCr+ZrXvy/19Y8fcrpmBhONm6Mo7k5GzduZObMmcyYMYOpU6dqzLwQCLLy4sUL3n//fQ4dOlSoU0tyZht06tQJLy8vqlevTnp6OnPmzCk02/z8/OjYsSPz5s0z2e/ou+++Izo6msmTJ+t0X7HydLOKZdWqVQkLCyMpKSlXEN6Qogvg4eHB+fPnaR4QQNi9eyi0TGpOliRuJSTQ6fJlKi1cSPjjx5w6dcooub2CksuUKVMYOnQoLVq0MOlzVUUKqiYyiYmJ9O3bN1eRwvTp041SXaULderUoX79+uzbt88kucvPnz/ngw8+4OjRo5ib6yZ1xSpPN2tM19zcnBo1anD37l08PDyyrXv+/HmecS99Wju+sLcnqndvFDo2yUmVJIJiY3Hs358L77xjlCoUQcnlyJEjnDt3jqCgIJM8Lzo6OnOSgqpIoW/fvuzcuVPj4VdkZGSRaJw/duxYVq1aZRLRnTx5MsOHD6dJkyY631usshdyTvLVFGLQxtPVdQz7148fk5qX4D5+DN27w/z5ua9ZWXGjVi0Q4QSBDsTFxWV2ENOlKZOuZM02qFq1Kjt37syWbTB37lyaNm2qMU5rrD4CuuLt7c1ff/3F33//bdTn/Pzzz1y8eJF58+bpfK9SqczWktLQGDW8APqLrq5j2GPT09kVHo7mfARg2TLIw7tOlyQORUYywFiVKIISx+zZs+natSuvvfaaQffVNmygLaZs65gXlpaWjB49mjVr1hitCVB8fDz+/v6sX78eW1tbne9/+fIldnZ2Ros7m0R0z549m2udoWO6ByMiMMvrNPbkSbCzgwYN4MkTtUviFArWPH0qRFeQSXhqKpvDwgiKjycmPZ3S5uY0srdnpLMzdy5fZu/evQZrTK5P2EBbioroAvj6+tK8eXMWLFhglKkQH330EZ07d9a7yY4x47lgJNHNOjq9du3abNy4MdsahUJBVFRUnjETXUX3WWoqKZpCCwkJsGkTfP015DO08rEeY98FJY9LsbEsDA3lyL/DUpOzjJ76MSKCOffvY3H1KrNXrixQsyNVtsHhw4e5evVqZraBtr0NtKUoiW61atVo1aoVu3btyjaXzBBcuHCBXbt2FeiD0Kh9FzBSnm5CQkLm3+vUqZMrvBAREYGjo2OeJ4q6im6KUolC00y2jRuhd2/Q4heZZ0xY8Eqw6skTpoWEkKRUou5fVNK//0ZSGjfmc3NzHJ88wd/FRau909LSOHv2bGZaV0JCAl5eXkybNo2uXbsaxfOTJIno6Ogi1Qlv7NixzJ8/36Ciqyr1/eqrrwr0AWOsMT0qjB5eqFixImlpadk+afMLLYD2xREqHM3NsZTLSc4pmnfvwpUrsG6dVvuU1jG1RFCyUAluojYfvnI5iUol00JCADQKb86wQY0aNfDy8jJI2EAbYmJisLW1LVJZOb1792b8+PFcu3ZNr+wCdSxZsgQXF5fMAil9KXaebk7Rlclk1K5dmzt37ugkurp6uq0cHFCbdxAYCM+fgypFJSkJlEp4+BDWrs221FImo0uZMlo/U1CyuBQbq15wY2NhyRK4fBlKlwYfH8hycKYS3halStH839aJpgobaENRCi2oMDMzY8yYMaxZs8YgPRn++ecfvv76a65cuVLgD7FiGdPNKZaqDAZVWZ0xRLeFgwNVrKy4nZSU/ULfvtCly39/37ULwsJgypRce8hlMsZr+TVRUPJYGBqaGTrIxrJlYG4OP/6Y8c1p1ixwd4fq1TOXJCmVTL16lRYmDBtoS1EUXYDRo0dTv359lixZQqlSpfTeR6lUMmbMGD766COqVq1aYLtevHhB9Sz/bQ2NURveqKhdu3a2bmPPnz/PtzWiPsURM93csM9Z8mttDWXL/vfHxgYsLcHRMdf9bR0cqKqh1aSgZBOemsqRyMjcMdykJDhzBkaNyvi34+EBbdtCjs51EvBHWhpm5cqxc+dOHj9+zOrVq+nbt2+hCi4UXdGtVKkSXbt2Zdu2bQXaZ+PGjSQmJjJx4kSD2GXsmK7RiyMg92Gatp6ursURgytWpLylpfowg4oRI+DDD3O9bCOXs0iHhhiCksXmsDD1Fx4/ziiYydphzt0dHjzItdTayooK77yTZ5FCYRAREVEkRRf+q1CTNB2C50NYWBizZ89m3bp1BuuTYuyYrlH76arIWSCh7UGarp6ujZkZpz09KWNhkbfw5rxPLmdTnTq00HGUiaDkEBQfny0tLJOkJMiZYG9nB4mJuZcqldzIkrlTVCiqni5Aly5dSEpK4vz583rd/9577+Hj40Pjxo0NZpOxY7omEd1atWpx584dlP/Gy4wR01XhZm3NtWbNqGZtjV0+3oatXI6tXM7uBg0YLCZBvNLEaPpWZWOTW2ATE3ML8b9E6/Fv1tgUZdGVy+V6Nzg/ePAggYGBBp+9ViI83VKlSuHo6MiTfyvBjBXTVVHF2pq/W7ak57VrOEVGYiFJmKekYCuXU8rMDHszMypZWvJJtWo8atOGPkX0H6TAdGhMFaxSBRSKjDCDirt3oVo1tcvLFKG0LBVFWXQBhg8fzoEDB4iKitL6ntjYWMaPH8+aNWsMGjOXJIkXL14YtU+FUWK66mKxWQ/TjOnpqkhNTub0/Pn83qgRI37/nYEhIayoVYu1tWtzxMODx23aMM3NjbJF8E0iMD2N7O2xVvfNyMYG/ve/jIrGpCS4cQP+/BPUlJjayOV4GLHpjb4UddEtX748Xl5ebN68Wet7Zs+eTffu3encubNBbXn58iW2trZYWVkZdN+smMTThf8O01JSUoiLi8u3OkbX4oicbNu2jTZt2lCrVi0enz/P21WqMKpSJYY4OdHe0RF5ETroEBQ+I/JyAiZPhpQUGDAAPv884+9qUoqk/PYpJIpKh7G8UIUYtDlQO3fuHD/++CNLliwxuB3GjueCifJ04b/DtPDwcCpWrJjv0L6CeLqSJBEQEMA333wDwPXr12nUqJFeewleDSpaWtKrXDn2R0TkThtzcMgQ27xQKqkZFUWZIjSMUkVR93QB2rZti5WVFadOnaJL1rz6HKSmpuLr60tAQIBRypqNHc8FE3q6KtHVJrSQ1z7a8Msvv2BhYUHnzp2JiIggPj7eIEnTgpLNLDc3bPQUTWszM2z376d58+ZcvHjRwJYVjOIgujKZDH9//3wP1L744guqV6/OoEGDjGKHsXN0wUTFEfCf6GpziKbaR1/RXbp0KZMnT0YmkxEUFESjRo2KVN6koGjSwsGBL93dsdVReG3lcr6uWZPz333H9OnTef3113nvvfeIjY01kqW6URxEF+Cdd97h+PHjhGnImf7rr79YtmwZ3377rdHez8XS09WUX1u9enUeP37Mo0ePtPZ09Ynp3rp1i8DAwMymFyrRFQi0wd/FJVN483tby8gQ3C/d3fF3cUEmkzF06FCCg4NJSEigQYMG7Nu3zxRmayQ5OZn09HSjTrUwFA4ODgwaNIgNGzbkuqYq9Z07dy6uWQtVDIwpYromCy9YWlri5ubGX3/9pZXo6lMcAbB8+XLGjh2L9b/lvEFBQQZNnBaUfPxdXDjt6Un/8uWxlstzhRysZTJITaW7jQ2nPT1zdRcrV64cGzZsYNu2bcyaNQtvb28ePXpkyh8hE5WXW1y+6fn5+bF27VoUiuwzYNatW0d6ejrjxo0z6vOLpaebV1igdu3a3L1712gx3cjISHbt2oW/v3/ma+IQTaAPzR0c2NuwIaGtW/NJtWoMc3Kib9myDHNy4tPq1Rl76hSe+/ZldhVTR8eOHbl+/TpNmjShSZMmLFu2LJeYGJviElpQ0axZM5ycnDh69Gjma0+fPuWjjz4yaKmvJoptTDcv0X38+LHRYrpr167F29s7c//09HT++usvMU5doDcVLC2Z7ubGlnr1ONSoEVvq1WO6mxtTRo5k06ZN2aakqMPKyoq5c+dy9uxZ9u/fT6tWrbh69aqJrC9+ogvkOlCbMGECY8eONcn7uFh6unnl19auXZvw8HCjeLqpqal88803TJ48OfO1f/75BxcXF+zt7bXeRyDQhtq1a+Ph4cHevXu1Wl+nTh1OnjzJhAkT6NWrF++//z7x8fFGtrJ4iu7gwYP5888/efjwIfv27ePWrVt8qKZJlTEoUTFdyPiHGhMTo3VMV5eDtD179lCnTp1s8VsRzxUYE39/f1atWqX1eplMxogRIwgODubFixc0aNCAw4cPG9HCot1hTBO2tra88847fPPNN0ycOJG1a9dmntEYm2Lp6eYlunXq1CElJcXgnq4kSZlpYlkR8VyBMenXrx/37t3jxo0bOt1XoUIFtmzZwsaNG5kyZQqDBg3i6dOnRrGxOHq6kHGg9u2339KrVy86dOhgkmeq+i6UKNEtXbo0kiRldhvTd5+c/Pnnn0RHR9O3b99sr4t0MYExsbCwwMfHR+9xM127diUoKCjzG9q3335r8IO24iq6kZGRpKen0759e5M9MyYmBmtra6P2XQATFkdAxsmgpaUld+/e1WofbUV36dKlTJo0KVdpsQgvCIyNr68v33//vd7xWRsbGz7//HN+++03duzYQbt27QgKCjKYfcVRdFNSUhgzZgzjxo1j69atJnuuKeK5YMLiCMjoLmZvb59rJLs6tC2OePDgAadOnWLkyJHZXo+KiiImJkaU/wqMSpUqVejYsSM7duwo0D4NGjTgzJkzjB49mtdee42ZM2eSqKZRuq4UR9FdsGABderUYeHChdy4cUMrvTAEpggtgInDC2FhYZQvXz7bvDRNaFscsWLFCkaOHJkrQ0EVWsivsY5AUFBUB2r6jpxRIZfL8fX1JSgoiIcPH+Lh4cGxY8cKtGdx6DCWlZs3b/Ltt9+ycuVKrK2tGTlyJGvWrDHJs02RowtGDC+o+wcYFhZGlSpVtPZ08xPduLg4Nm/erHYgnThEE5iK1157jbi4OC5cuGCQ/Zydnfn+++9ZuXIl/v7+vP322zx//lyvvYqTp6tUKvH19eXTTz/F5d8qvzFjxrBlyxaSck75NgLFNrwgk8kwMzNTGxp4/vw5NWrUMJjobt68mS5duqgNIYh4rsBUyOVy/Pz8dEof04aePXsSHByMq6srHh4erFu3TqtD6KwUJ9FdtWpV5u9SRY0aNWjWrBl79uwx+vOLbXgBNOfYhoWFUbduXf755598v4rlJ7oKhYJly5YxZcoUtdeFpyswJSNHjuTAgQNERkYadF9bW1u++OILjh8/zvr16+nYsSO3bt3S6l6FQkFMTAxlypQxqE3G4PHjx8ydO5e1a9fmCglq0/LREBTb8AJoFsywsDDc3d2xsbHR2L5NRX7FET/99BNly5alTZs2ua6lp6dz69YtUf4rMBn6jJzRhcaNG/Pnn38yZMgQOnbsyMcff0xycnKe97x8+RIHBwej9ysoKJIkMX78eCZOnEj9+vVzXe/Tpw8PHz40aFaHOoq1p5uX6Do7O2ebl6brHiqy9szNyZ07d6hcuTKlSpXS3XiBQE9UHpmuIQBtMTMzY/z48QQGBvLXX3/RqFEjTp48qXF9cQkt7N27lzt37jBz5ky1183NzfH19TW6t1tsY7qQt+g6OTllzkvTZw+AwMBA7ty5o7F7vCiKEBQGbdq0wdbWNk8hNAQuLi7s2bOHr776ipEjRzJ8+HAiIiJyrSsOohsdHc17773HunXr8ixK8PHxYefOncTFxRnNlmLv6eYMDUiSlDk1QjVFQps91MV+AwICGD9+PBYaJvmKQzRBYaAaOWPoAzVNeHl5cfPmTcqVK0eDBg3YvHlztvdLcRDdGTNm4O3tTbt27fJc5+LiQseOHfn++++NZkuxjumqy7GNiYnBysoKW1tbrURXlQWRsywyLCyMAwcOMGbMGI33ikM0QWExdOhQTp06xZMnT0zyPHt7e77++mt+/vlnVqxYQdeuXTPfW0VddE+fPs3Ro0dZuHChVutV4ZuC5kOrQ5IkIiIiiq/oqgsNZB1IqU1MF9SL96pVqxg8eHCe/5iEpysoLEqVKsXgwYNZv369SZ/brFkzLly4QL9+/Wjbti2ffvopYWFhRVZ0k5OTGTNmDN988w2lS5fW6p7XXnuNmJgYLl26ZHB7YmNjsbKyMkk3s0IRXXd3dx4+fJhvHm7OfZKTk1m9ejWTJk3SeE9UVBQvX76kWrVq+v8AAkEB8Pf3zxwvY0rMzc2ZPHkyV69e5fLlyyxZssSoMdCC8Pnnn+Ph4cHrr7+u9T3GyocG08VzwYQx3axTgK2tralcuTIPHjzId5+sortjxw6aNm1KvXr1NN5z48YNPDw8RPmvoNBo1KgRVatW5dChQ4XyfDc3Nw4cOEDTpk3Zs2cPPj4+REVFFYot6ggKCmLNmjWsWLFC53tHjhzJvn37iI6ONqhNpornggljulk9XUDrwzTVPpIkERAQoLEYQoWI5wqKAqY8UFOHTCbDwcGBgIAAbGxsaNCgAdu3bzdKPFQXFAoFvr6+zJ8/n0qVKul8f4UKFejduzdbtmwxqF0lwtM1lOiqPOaTJ0+iUCjo1q1bnveIdDFBUeCNN97ITG0sLCIjI3F1dWXFihXs37+fxYsX07NnT0JCQgrNJlUjGx8fH733MMaBmqlydKGQRTe/w7SsHnNAQIDGYoisiEM0QVHA2tqaESNGmKxDljqydhhr1aoVly9f5rXXXqNVq1YsWrRI58GvBSU0NJRPP/1UbamvLrRv3x65XM6ZM2cMZluJ9XSzTgHWJbxw584dLly4wDvvvJPneoVCwc2bN/Hw8NDfeIHAQPj5+fHdd9/lW65rLHKmjFlYWDB9+nQuXbrE6dOnadq0KefOnTOJLZIk4e/vz+TJk6lTp06B9pLJZIwdO9ag4ZtiH9PVdJCW1dPVpSpt2bJljBkzBhsbmzzX3717F2dnZ1H+KygSuLu706xZM3bv3m3yZ0uSpDFPt3r16vz888989NFHDBw4kHHjxvHy5Uuj2rNr1y5CQ0OZMWOGQfYbNmwYR48e1bvlZU6KvaerzUGaq6srkZGReY45sbCwIDIykh07djBu3Lh8nysO0QRFjcI6UEtMTEQul2t0VGQyGYMHD+bmzZsolUoaNGjA7t27jXLQFhUVxZQpU1i3bh2WlpYG2dPR0ZGBAweyadMmg+xX4mK6CoUi1w8ll8upWbNmnvPSzM3N2bt3L3369KFy5cr5PlfEcwVFjT59+vDo0SOuX79u0udqW41WpkwZVq9ezQ8//MC8efPw8vLi4cOHBrVl2rRpDBo0iNatWxt0X39/f9asWWOQBkPF3tPNKbqRkZGULl06V6+E/A7TzM3N2bVrV67R6poQnq6gqKHqkGVqb1fXEuB27dpx7do12rRpQ7Nmzfjqq68MUtxx4sQJfv31V+bPn1/gvXLSvHlzypUrxy+//FLgvUpcTDdnPFdFfodpMTExODk50axZM62eK9LFBEURHx8fdu3aRWxsrMmeqU/fBUtLSz788EPOnz/PkSNHaNGiRYFKbpOSkvDz8+Pbb7812jmLIQ7UJEkq/p5uzphuzniuivwO0549e0b//v21eubLly+JioqiRo0auhssEBiRypUr07VrV7Zt22ayZxak2U3NmjU5fvw4U6dOxcvLi0mTJulVTvzJJ5/QvHlz+vbtq5cd2jBkyBB+//13Hj16pPcecXFxWFpa5ntQbyhMEl7QJLp5eboXLlwgNTWVli1bavXMoKAgGjZsKMp/BUUSQ00M1paCdhiTyWQMGzaMmzdvEhcXR/369dm/f7/W9wcGBrJx40aWLVumtw3aYG9vz9tvv12gBkOm9HKhiIiupp651atX1zpILg7RBEWZLl26kJqayp9//mmS50VERBikw1i5cuXYuHEjW7du5YMPPqB///48fvw4z3vS09Px9fVl0aJF2XLzjcXYsWNZv3693sUepozngglFV90vv1y5cshkMl68eJHt9UePHnHs2DGqV6+u9S9SHKIJijLGSOjPC0P30u3UqVOmY+Pp6cny5ctz9bpWsXz5ckqVKsXIkSMN9vy8aNiwITVq1ODw4cN63V8iPN2cQyU1HaTJZDK1IYaVK1fy7rvvYmtrq7XoCk9XUNQZPnw4hw8fzuVkGANjNDC3srJi3rx5/PHHH/z444+0bt2aa9euZVtz//59FixYwJo1a/It2TckBflAM2WOLhRyeAFyH6YlJCSwYcMGJk6cmO9wShUKhYLg4GAx/VdQpClbtize3t4GS+jPC2NOjahbty6nTp3C39+fHj16MG3aNBISEjJLfadNm0atWrWM8mxNDBw4kGvXruWZ96+JEuHp6iK6OT3dLVu20L59e9zd3fMdw64iJCSEihUrat2BXiAoLAyZ0J8Xxh7VI5PJGDVqFMHBwTx//pwGDRowffp0wsLCeP/99432XE2oGgytXbtW53tfqZguZBddpVLJsmXLMoshtPV0r1+/LkILgmJBy5YtKV26tEES+vMia4cxY1KxYkW2bt3Kl19+SUBAAOXLl1c7mdgU+Pn5sXnzZlJSUnS6r8R4uioPNS0tjZiYGI2fulmr0o4ePYqtrS0dOnTI3Ecb0RVFEYLigqkmBpt6KOXBgwfx9/enVatWNGrUiFWrVhndm89JzZo18fT0ZO/evTrdVyJiulmLI1Suu5mZmdq1NWvW5N69eygUilw9c3URXeHpCooLb7/9Nr///juhoaFG2T89PZ2EhASThdt++eUXzpw5w8KFC5k/fz6//fYb27Zto3379gQHB5vEBhX6HKiVGE9XJZZ5xXMB7OzsqFChAsePHyc4OJjBgwdn20ebmK5IFxMUJ+zs7Bg6dKjRJgZHRUXh6OhokkKhhIQExo4dy+rVq7G3twegQYMG/P777wwfPpwuXbowe/ZskpKSjG4LgJeXFyEhITqJfYmL6eYVz1VRu3Ztli1bhr+/P1ZWVpmvq2sRmZOYmBgiIiJwd3cvuOECgYkoaEJ/XpgytDBv3jzatGlDz549s72umtwbFBTEvXv3aNiwIcePHze6PRYWFvj4+Gg9scPUfRegCHi6kNFb9/Tp04wdO1bjPpoQ5b+C4kiDBg2oVasWBw4cMPjephLdK1eusGXLFpYuXapxjbOzMzt37uSbb75hzJgxDB06lPDwcKPa5evry44dO0hISMh3bXx8PObm5tja2hrVpqwYvThCU2FEVp4/f061atVyfdpoK7oinisojhirQs0Uoqsq9V2yZIlWh1C9evUiODgYFxcXGjZsyIYNG4x20Obq6kr79u3ZuXNnvmtN7eVCEfB0U1JSOH/+PI6OjnnuowkRzxUUVwYMGEBwcHC+A1p1xRSiu3TpUsqXL8+wYcO0vsfOzo7Fixfzyy+/sGbNGjp16sRff/1lFPu0/UAzdTwXioDo/vDDD9SrV4+nT5/muqZNcYRIFxMUV6ysrBg1ahSrV6826L7GFt2QkBC++OILVq9erVepr6enJ+fOnePNN9+kQ4cOzJ071+DDO7t3705kZCSXL1/Oc12J9XQ1HaRJksTSpUuZOXMmYWFhuU448/N0lUolwcHBQnQFxRY/Pz+2bt1KYmKiwfY0puhKkoSfnx8ffPBBgXpXm5mZMWHCBK5du8aNGzdo3Lgxp06dMpidZmZmjBkzJt8PNFPn6IIJiiPyiun+/vvvJCQk0KdPH6pXr05ISEiuffIS3ZCQEMqXLy/KfwXFlmrVqtGqVSt27dplsD0N1dZRHVu2bMkcNGkIqlSpwo8//sjixYsZPnw4I0aMMFhF26hRo9i7d2+ek45LjKebNdUrr/BCQEAAkyZNQi6Xq52Xlp/oikM0QUnA39/foCEGY3m64eHhzJgxg/Xr12Nubm7QvV9//XVu3ryJo6MjDRs2ZMuWLQVu+O7k5ESPHj3ynNhR4mK6iYmJpKSkqPVE7927x5kzZxg+fDigfopEfsUR4hBNUBLo1asXz58/5+rVqwbZz1iiO2XKFN59912aNm1q8L0BSpUqRUBAAIcPHyYgIIDXXnuNO3fuFGhP1YGaJgEvMZ6uSnSfP3+Ok5OT2mD7ihUrGD16NHZ2doD6eWn5FUcIT1dQElDFHw2VPmYM0T1y5Ajnzp3jk08+Mei+6mjevDkXL16kb9++tGnThs8//5zU1FS99urYsSMKhYI//vhD7fUSFdNNS0vTGFqIjY3lu+++Y8KECZmvafJ08xJd4ekKSgqjRo1iz549xMTEFHgvQ4tufHx8ZktKUxURmJubM2XKFK5cucKFCxfw9PTUKJx5oZrYoSl8U2I8XVWql6ZDtI0bN9K9e3dcXV0zX9NVdGNiYnjx4oUo/xWUCJydnenevTtbtmwp0D6SJBEVFWVQ0f3444/p2LEj3bp1M9ie2lK1alUOHjzIZ599xpAhQ/D19SU6OlqnPYYPH87PP/+sdmJHiYvpqvN0FQoFy5cvz3X66eTkREpKClFRUbn2UceNGzdo0KCBxu5lAkFxwxATg+Pi4rCyssrWw6QgXLp0ie+//56vvvrKIPvpg0wmY+DAgdy8eRNLS0vq16/P999/r/XvqUyZMnh7e7N58+ZsrxdG3wUwgejmzNE9ePAgTk5OtGrVKtvr6ual5VUcIYoiBCWNjh07AnDmzBm99zBkaCEtLQ0fHx+++uorkzREz4/SpUuzcuVK9u3bx8KFC+nVqxf37t3T6t6xY8fmmtiRkJCAXC7PPFcyFSb3dJcuXaoxxy/nYVpenq44RBOUNAwxMdiQovvll19SqVIl3n77bYPsZyhat27NlStX6NKlCy1btuSLL77It11Ay5YtKVWqFL/++mvma4URWgAjF0fkjOleuXKFBw8eMGDAALX35fR08xJdcYgmKIm8++67HDt2jOfPn+t1v6FE986dO3z11Vd6l/oaGwsLC2bMmMHFixc5deoUzZo14/z58xrXZz1QC09NZXFoKOOePOHljBm8c+sWi0NDeaFnhoSuGLU4IqenGxAQwMSJEzUmVucskNAkuqL8V1BScXR0ZODAgWzcuFGv+w0huqpS3w8//JBq1aoVaC9jU6NGDY4cOcLs2bMZMGAA48eP15gBUuf11zncsiVu584x9/59jikUxNSvz/bwcOY9eIDb+fMMCA7mUmysUW02WXjh6dOn/PTTT/j4+Gi8T52nqy6me+/ePcqWLau2M5lAUNxRpWcpFAqd7zWE6G7atIm4uDjee++9Au1jKmQyGUOGDOHmzZukpaXRoEED9uzZk+2gbdWTJ/T55x/SWrYkRZJIznEIl6RUkqxUsj8igk6Bgax68sRo9prsIG3VqlW8/fbblClTRuN9tWrV4s6dO5nBbk3FESKeKyjJNGvWjAoVKnD06FGd7y2o6IaFhTFz5kzWr19f7DKDypQpw9q1a9m5cydz5syhX79+hIaGsurJE6aFhJCoVEI+ww4kIFGpZFpIiNGE16Cim6ZUsvfFC76KjCRm+HAUI0awMzaW53FxrFmzJt9PTgcHBxwdHXny7w+rKbwg4rmCko6+E4MLKrqTJk1i9OjRxdqpad++PYGBgRmTiQcNYtLff2cIbk4eP4bu3WH+/FyXVMJ72QihBoOI7tOUFGbfu0eFs2cZ+fffLAkPJ7VPH9IGDWLSnTu4XrqE1Zw5pFaunO9eWUMMmkRXpIsJSjpDhgzh3LlzPHjwQKf7CtJh7PDhw1y9epU5c+bodX9RwtLSko8++ogWy5aRpukgcNkyqFtX4x5JSiULjTCxucCie/rlS+pevMjXjx4Ro1AQlzUOJZeToFSSJpfzrEEDWl29yup8XPash2l5iW5x/iQWCPLD1taWYcOGsXbtWp3u09fTjYuLY9y4caxZswYbGxud7y+KhKem8kdKivqQwsmTYGcHeTTvkYCfo6IMntVQINE9/fIlvYOCiFMoSMmnOkQhk5GoVPJ+SAjLHz/WuC6rp6uuOCI2NpawsDBq1qxZENMFgiLP2LFj2bhxo07NXvQV3Q8//JDXXnuNLl266HxvUWVzWJj6CwkJsGkTjB+f7x6yvPbRE71F91lKCl43bqiPleRBolLJzHv3OK2hsXB+4YXg4GBR/it4Jahbty7169dn3759Wt+jj+ieO3eO3bt38+WXX+pqYpEmKD4+V5YCABs3Qu/eoEVhRJJSyQ0tpgrrgt6iu/LJE1LVCe6+feDnlxGgXrRI7b1JSiXz7t9Xey1rVZo60RWHaIJXCV0P1HQV3dTUVHx9fQkICKBs2bL6mFhkiVHXQuDuXbhyBd54Q+t9ovOpdtMVvdq/pymVrHz6VH1IoVw5GDYMLl2ClBSNe5yPi+NBUhLVcsSPqlevzuPHj0lNTVUruiKeK3iV8Pb25r333uPWrVvUr18/z7WpqamkpKTg4OCg9f6LFy+mWrVqvPnmmwU1tchho06fAgPh+XMYPDjj70lJoFTCw4egIX5exsLCoHbpJbqHIiNRaIrhduiQ8b+3b4OaVmoqlJLEyqdPWZKjNaOlpSWurq6EhIRQpUqVXDHd69evM2TIEH3MFgiKHRYWFowePZrVq1ezfPnyPNdGRkZStmxZrct2//77bwICArh69WqRLPXVhydPnnDgwAH279/P6UqVkL/zDsqsotm3L2SNW+/aBWFhoKEfjI1cjoeBG+LoFV64mZBAvB7VMllJlSQux8WpvaaK6+YsjlAqldy4cUOEFwSvFGPGjGH79u0k5BNb1CW0oFQqGTNmDHPmzMHNzc0QZhYKkiRx69YtFixYQMuWLfHw8ODcuXP4+fnxd0AAlpaW2W+wtoayZf/7Y2MDlpagobpVAkZomPGoL3p5uhFpaRRsZFwGLzW0bVSJbp8+fbKJ7oMHDyhTpkyeVW0CQUnDzc2Ndu3a8f333+dZRq+L6K5fv57U1FTGa3GCX9RQKBRcuHCB/fv3s3//fpKSkvD29mbhwoV06NABiyyeba9y5dgfEaFZr0aM0PgcGdC7bFkq5BTuAqKX6DoaaBKovYYMhDp16nDlyhXMzMxQKpUolUrkcrk4RBO8svj7+/PRRx8xevRojaEAbUX32bNnfPjhh5w8ebLYZAElJydz4sQJDhw4wMGDB6lQoQLe3t58//33NG3aVOPvZJabG8eionTOsoKM0MIsI3wL0Cu8UN3aGrt8apjzwwyooyEJW+XpymSybIdp4hBN8KrSo0cPoqOjuXTpksY12oruxIkT8fPzw8PDw5AmGpzo6Gi2b9/OoEGDcHJy4osvvqBu3bqcPXuWGzdu8Nlnn9GsWbM849EtHBz40t0dWx31ylYu50t3d5rrcCipLXop58AKFdD4uaFQQGpqxomgUpnx/9XEf63kcsa5uKjdImdVmuowTXi6glcVuVyOn5+fxgGLoJ3o7t+/nxs3bvDRRx8Z2kSD8PjxY1auXEm3bt2oWrUqu3btolevXty5c4czZ84wdepUneci+ru4ZApvfseFMv4TXH8N+lRQ9BLdUubmvF2xImq/mGzdCj16wI4dcPx4xv/fujXXsurW1jQtVUrt/pUrVyYuLo6YmJhsh2nC0xW8yowaNYp9+/ZpHMyYn+jGxMQwceJE1q5di7W1tbHM1AlJkggODmb+/Pm0aNGCxo0bc+HCBfz9/Xn69CkHDx5k1KhRBR6T7u/iwmlPT/qXL4+1XI5NDs/XRi7HWi6nf/nynPb0NJrggp4xXYD3XV3ZER5OUs5YyYgReQanIeOT5KOqVTVel8vlmW0eVeGFuLg4nj59Ksp/Ba8sFSpUoHfv3nz33XdMnjw51/XIyEjq5tHAZdasWfTq1StzFlthoVAoOHfuXOZBWFpaGt7e3ixevJj27dtnOwgzJM0dHNjbsCEvUlPZHBbGjYQEotPSKGNhgYedHSOcnQ1+aKYOvUW3np0dK2rV4r07d3QKUstSUhhYqRKD8/nkUlWmqUT37t271K9fX+PUCYHgVcDf3x8fHx8mTZqUK5aZV4exs2fPcuDAAW7evGkKM3ORlJTEiRMn2L9/P4cOHcLZ2Rlvb292796Np6enSfOEK1haMr0Q0+QKpGCjK1UiRaFg2r17uT1eNdjJ5VR9+pSQzz8n8ejRPKdwqg7TVKJ7/fp1EVoQvPK0a9cOc3NzTp06las5jabwQkpKCr6+vixbtsyk01aio6P56aef2L9/P8ePH8fT0xNvb29mz55NjRo1TGZHUaPArR3HVanCL40a0dXREWuZDMscn1hmZIQTGtrZsaFuXYLefZfaNWvSv39/UvIoE1Ydpqk6jYkeugJBxmgaTf0YNInuwoULqVWrFgMHDjS6faGhoaxYsYLXXnuNqlWrsnv3bvr06cPdu3c5ffo0U6ZMeaUFF0AmSfn0ZNSB0ORkVj15wqW4OKLT07E3M6OOrS3+lSvTJMuhWXp6OkOGDEGpVPLDDz+oDRlcuHCBcePGER8fz4EDB/Dx8eHzzz+nU6dOhjJXICiWxMbGUrVqVW7dukWlSpUyX69QoQLBwcGZI7IAbt26RceOHbl27RpVqlQxuC2qgzBVfPbhw4f07dsXb29vunXrlue32VcVg4quLqSkpODt7U2FChXYvHkz8hyniS+ioqjWujVO7u4s/PxzRg8cSOjVqyWuE5JAoA9+fn5UqVKFjz/+GMgo67W0tCQpKSnzIEqpVPK///2PoUOHMm7cOIM9W6FQ8Oeff2YKrUKhwNvbG29vb9q3by/OXfKh0EQXIDExkZ49e9KoUSNWrFiBTCbjeWoqa54+Zfnjx0TGxyOXJKytrUlMS8OjTBk+cHPjjQoVsCpgcYZAUJwJDAzEy8uLC7dvsy0igstRUew7fpzBffrQyN6ekc7O7NmwgW3btvH777/ncmp0JSkpiePHj7N//34OHz6Mi4sLr7/+Ot7e3jRu3LjENMwxBYUqupCRO9i1a1e6de9O2qhRrHzyBBmQpMGsUmZmyIAd9evTp4CjpgWC4sql2Fh6bNlCfIMGmMnl2Zp128jlKCUJ6fx5tvTsyWA9D6AjIyMzD8JOnDhB06ZN8fb25vXXX6datWoG+klePQpddAHCX7yg5rZtJDdqRJqWteA2cjmra9fmXQN3ABIIijqqkeJJCgVSXh6mJGFrZqZTddXDhw8zWyNevnyZrl274u3tTZ8+fShfvryBfoJXmyIhupPv3GHt06cavVtN2MjlHPLwoKvoOiZ4RVAJri658XmVtUqSxI0bNzLjs6GhoXh5eWUehNna2hrSfAFFQHQfJCVR7+JF9bOM5s+Hq1chOTmj9+WQIdCnT7Yl7tbW3GnVSsSUBCWeS7GxdAoMzC64qakQEJDxPomNhcqVwdcXWrXKdq+tXM5pT0+aOziQnp7O2bNnM4UWyDwIU+UBC4xHof92v3nyRHPznLffhunTM5oMh4bC5MlQsybUqZO5JCw1lXOxsbQtXdoU5goEhcbC0NDcRUgKBVSsmCG8FSvChQvwyScZwxezhN6SlEomnj9P3e+/5/Dhw7i6uuLt7c2BAwfw8PAQTosJKVTRTVEqWfvsGamanO3q1bP/XSaDp0+ziW6iUsmXjx7xoxBdQQkmPDWVI5GRuZtx29hk73XSpg1UqpQxLiuL6ErARZkMr+bNuTxvHlXz6H0iMC6FKrqB8fH5tlpj6VI4dixjyGWtWtC6dbbLEnBcQ9clgaCksDksTLuFUVHw6FFuhwWwsrLCwsuLqsV4PE9JoFBFNyotLX/RnTIF3nsPbt3KmOSppgNRokKBJEniK5KgxBIUH6/+3CMr6ekZ5yA9eoAaYU1SKrmRz5w1gfEp1AoDM21F0swMPDwypgsfOJDrspBaQUknRsM8wUyUSliwIMMpmTRJ47LoLDMHBYVDoXq65S0s0GmmsEKREdPNgb2ZmfByBSWa0nllFEgSLFkC0dGwaBHksbaMkXrVCrSnUD3dxvb2WGsqT4yOhpMnISkpQ2wvXsz4e9Om2ZaZkTE+SCAoyTSyt8dak2OxdCk8fJjh6VpZadzDRi7HQzSgKXQKPU93/oMHfP7wYe541cuXMHcuhIRkfJI7OcGAAdC3b7ZlNnI5F5s2paG9vemMFghMTHhqKlXPncv9PgkLg7feyggrZK3mnDoVunXLttRaLie0dWuTTEcQaKbQRfdFaiqu586RoqcZnvb2XGve3MBWCQRFjwHBweyPiMidNqYFMqB/+fLsbdjQ0GYJdKTQW3VVsLTkixo1dB6RDBmTKL7LYyaUQFCSmOXmlmugorbYyOXMEqliRYJCF12ASa6uvOfiopPw2snlHPTwoJEIKwheEVo4OGSOEtcFVe+F5g4ORrJMoAuFHl7IyrqnT5keEoICiFfkzmuQk/GJ7WJlxa769fHUMMJdICjJZHYZUyrzDDXIyHi/6NJlTGB8ipToAqQqleyPiGBRaCjX4+Mxl8lQkvEPyLt8eaa5utKiVCmRIiZ4pbkcG8vC0FB+jorK6D+dpSeDjVyOBPQuW5ZZbm7Cwy1iFDnRzYpCkohJT8dCJhO5uAKBGl6kprI5LIwbCQlEp6VRxsICDzs7Rjg7iyyFIkqRFl2BQCAoaRSJgzSBQCB4VRCiKxAIBCZEiK5AIBCYECG6AoFAYEKE6AoEAoEJEaIrEAgEJkSIrkAgEJgQIboCgUBgQoToCgQCgQkRoisQCAQmRIiuQCAQmBAhugKBQGBChOgKBAKBCRGiKxAIBCZEiK5AIBCYkP8DOYQRM16imokAAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import networkx as nx\n", - "\n", - "G = nx.lollipop_graph(5, 2)\n", - "colors = [\"c\" for i in range(0, 5)] + [\"y\" for i in range(5, 7)]\n", - "\n", - "plt.subplot(121)\n", - "plt.title(\"G\", fontweight=\"bold\")\n", - "nx.draw_spring(G, with_labels = True, node_color =colors)\n", - "plt.rcParams[\"figure.figsize\"] = (10,10)\n", - "\n", - "plt.subplot(122)\n", - "plt.title(\"Subgraph of G\", fontweight=\"bold\")\n", - "nx.draw_spring(nx.complete_graph(5), with_labels = True, node_color = \"c\")\n", - "plt.rcParams[\"figure.figsize\"] = (10,5)" - ] - }, - { - "cell_type": "markdown", - "id": "01ed7595", - "metadata": {}, - "source": [ - "Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: \n", - "- Pattern Recognition in images \n", - "- Proteins classification by structure" - ] - }, - { - "cell_type": "markdown", - "id": "1f540909", - "metadata": {}, - "source": [ - "## Where's my phone?" - ] - }, - { - "cell_type": "markdown", - "id": "6edf9298", - "metadata": {}, - "source": [ - "Let's use subgraph isomorphism to find our phone in our messy desk. First, these are the images of our desk and phone:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "5e6328a4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.subplot(121)\n", - "m = plt.imread('img/nocopy_150x100.png')\n", - "plt.imshow(m)\n", - "plt.title(\"Messy desk\")\n", - "\n", - "plt.subplot(122)\n", - "c = plt.imread('img/phone_color.png')\n", - "plt.imshow(c)\n", - "plt.title(\"Indestructible phone\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "c51eed63", - "metadata": {}, - "source": [ - "Image Source: https://pixabay.com/illustrations/computer-room-desk-toys-game-play-627220/" - ] - }, - { - "cell_type": "markdown", - "id": "044a3c8f", - "metadata": {}, - "source": [ - "To simplify this problem, let's convert these images into grayscale. After this, the images will be a 2d array where each position represents a pixel. \n", - "Also, let's define 0 (black pixel) as a null pixel. So we will have to delete all null pixels from our desk image. This will let us easily delete the background in the phone image. " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "9b391d7d", - "metadata": {}, - "outputs": [], - "source": [ - "def rgb2gray(rgb):\n", - " return np.dot(rgb[...,:3], [0.2989, 0.5870, 0.1140])" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "ad185a2b", - "metadata": {}, - "outputs": [], - "source": [ - "#Preprocessing: Delete black pixels \n", - "I = rgb2gray(plt.imread('img/nocopy_150x100.png'))\n", - "for i in range(0, I.shape[0]):\n", - " for j in range(0, I.shape[1]):\n", - " if I[i][j] == 0:\n", - " I[i][j] = 0.0001\n", - "plt.imsave('img/nocopy_150x100_p.png', I)" - ] - }, - { - "cell_type": "markdown", - "id": "7283314e", - "metadata": {}, - "source": [ - "These will be the final images:" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "04b8d17f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.subplot(121)\n", - "\n", - "I = rgb2gray(plt.imread('img/nocopy_150x100_p.png')) #Desk\n", - "plt.imshow(I, cmap=\"gray\")\n", - "plt.title(\"Messy desk\")\n", - "\n", - "plt.subplot(122)\n", - "\n", - "I2 = rgb2gray(plt.imread('img/phone.png')) #Object to find\n", - "plt.imshow(I2, cmap=\"gray\")\n", - "plt.title(\"Indestructible phone\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "3249ab27", - "metadata": {}, - "source": [ - "### Using Graphs to represent images" - ] - }, - { - "cell_type": "markdown", - "id": "34deb6d0", - "metadata": {}, - "source": [ - "For this, we can use *grid_2d_graph(n, m)*. This function creates a $nxm$ grid where each coordinate is a node and each node is connected to its four nearest neighbors. \n", - "\n", - "For the phone graph, we will delete all the nodes corresponding to null pixels.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "0b1aed89", - "metadata": {}, - "outputs": [], - "source": [ - "desk_graph = nx.grid_2d_graph(I.shape[0], I.shape[1])\n", - "phone_graph = nx.grid_2d_graph(I2.shape[0], I2.shape[1])\n", - "\n", - "#assing pixel values as node attributes in desk \n", - "for i in range(0, I.shape[0]):\n", - " for j in range(0, I.shape[1]):\n", - " desk_graph.nodes[(i, j)][\"weight\"] = I[i][j] \n", - "\n", - "#assing pixel values as node attributes in phone and delete useless nodes \n", - "for i in range(0, I2.shape[0]):\n", - " for j in range(0, I2.shape[1]):\n", - " if I2[i][j] != 0:\n", - " phone_graph.nodes[(i, j)][\"weight\"] = I[i][j]\n", - " else:\n", - " phone_graph.remove_node((i,j))" - ] - }, - { - "cell_type": "markdown", - "id": "b01c0d0a", - "metadata": {}, - "source": [ - "Let's see how the phone_graph looks like coloring the nodes. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "8f70e64b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.cm as cm\n", - "from matplotlib.colors import Normalize, rgb2hex\n", - "\n", - "#Match values to colors in RGB\n", - "def color_map_color(value, cmap_name='gray', vmin=0, vmax=1):\n", - " norm = Normalize(vmin=vmin, vmax=vmax)\n", - " cmap = cm.get_cmap(cmap_name) \n", - " rgb = cmap(norm(abs(value)))[:3]\n", - " color = rgb2hex(rgb)\n", - " return color\n", - "\n", - "#Get RGB colors of the phone photo\n", - "I2_colors = []\n", - "for i in range(0, I2.shape[0]):\n", - " for j in range(0, I2.shape[1]):\n", - " if I2[i][j] != 0:\n", - " I2_colors.append( color_map_color(I2[i][j]) )\n", - "\n", - "nx.draw_kamada_kawai(phone_graph, node_color =I2_colors) " - ] - }, - { - "cell_type": "markdown", - "id": "c6e7a9ac", - "metadata": {}, - "source": [ - "Finally, let's see if we can match our phone graph to the desk graph." - ] - }, - { - "cell_type": "markdown", - "id": "b123c95d", - "metadata": {}, - "source": [ - "#### TODO: Explaind more about the node match and the graph matcher " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "3f9affc8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import networkx.algorithms.isomorphism as iso\n", - "\n", - "em = iso.numerical_node_match(\"weight\", 10^-10) #Match node weight attributes \n", - "\n", - "g = iso.GraphMatcher(desk_graph, phone_graph, node_match=em)\n", - "\n", - "g.subgraph_is_isomorphic()" - ] - }, - { - "cell_type": "markdown", - "id": "cc5348e5", - "metadata": {}, - "source": [ - "Also, we can check that the desk and phone graphs are not isomorphic. " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "52c54c5a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "False" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "nx.is_isomorphic(desk_graph, phone_graph, node_match=em)" - ] - }, - { - "cell_type": "markdown", - "id": "68519417", - "metadata": {}, - "source": [ - "## Proteins Secondary structure" - ] - }, - { - "cell_type": "markdown", - "id": "577506e1", - "metadata": {}, - "source": [ - "Proteins are large biomolecules and macromolecules that comprise one or more long chains of amino acid residues. Proteins are key in many biological processes within organisms. \n", - "\n", - "Proteins differ from one another primarily in their sequence of amino acids, which is dictated by the nucleotide sequence of their genes, and which usually results in protein folding into a specific 3D structure that determines its activity.\n", - "\n", - "Biochemists often refer to four distinct aspects of a protein's structure. We will be interested in the secondary and tertiary structure. \n", - "\n", - "**Secondary Structure** : regularly repeating local structures stabilized by hydrogen bonds. The most common examples are the α-helix, β-sheet, and turns. Because secondary structures are local, many regions of different secondary structures can be present in the same protein molecule." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "3c11f119", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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1TaOzs5MDBw6wbs2HbN64jW1ra2nZl4andSxF6mjcZFlM6mD1lztw4ySf7hHyCSFsKgwJc7tMKSuTlpjLk3vo1k/P/vvkrU94FrqVSg34Ox/pKewynXKcoUJqjtWgaVp8RkEbGxubVGwl4GOKVfBLKVFVlcaGRlavWc3ypav5YNEhOg7m4G0bRTpzKSEfF35D6EiLmLYK5XjtpIrO3nve3YfTHW94Xf+K5POj99/b+AqL7QaJhkRFohIjhAMfDoerfxpoY2NzwWIrAR8zrBH5UkqCXUH27d/HO28tZOXCzVR/oODrGENm7DJyKUAYqWoh4UuHE4nGcy84+8bxhPypKQBnQm040aBKfb1GmCa6qKeV/XQ69iFzD+PK7sQZiDK1LI/JUybYVgAbG5vjYisBFym9+fhBT3vb1tbGls1bWbRwMasW7KN9dwnpHVdQRiUuAvGgO4yQOmtvv68pbXvi+L18c48nKnFm6cn50PdtT12NMNfLlGX6t4pKCJUwGipROgFJFzW0e3YS8hwi5qshv0pl8Ngshg2rYsDgSygrLyM7J5uAP42srCw7HsDGxua42ErARUSqsJdSEovG6OwM0tTUSCwWpaa2hlUr1rFqyWaO7YqhHR1ErnoXZRQhcELc4J8Q/H0VI+ePuDlbZvy+1WtVYo4zv2BSWYAYQTo5QjsHaWE3Ye9+vOUteNMlablOPG4XfleMyeMrGDF6BFVV15Kfn09ubh5er7ebwLcVABsbmxNhKwEXAUlCPxajrraOXbt3sm71RvbvPkJrczsttSqRiMqhxk1E6rLJDV5KHpPwkoeCy/Apaykx9N1F3ulYAS4+ugty69lLLNfQiBClgxhBonQRpo0YXQSVI0h3B5HAEchoIJCtMmhcJpePLGPYsLmUlBWSlqb36t1uN0IouN1uXC4XiqIghEjKqHiqGRptbGw+nthKwAVMsvBXOXToEG++8SYL31hL3XYXsr6SQGg6fooJkEmU3XRykCIuJUoHx3gfNxkEKCGNCjxkWwL/ztQENxeG0pDce08cfeK3iRYvKeLrVSNUUg/Oi9JBFzWERROdjsOElSbCjjrc6V14coLkVjrJyXGTlZNORrqfvIJsCktHUzVoAEWFhaSnZ+D3B3A6nX3qzVvL2L1/Gxubk8FWAi5QTAVAUzUOHDzIC8+/yIKXP6BlUzmFofsYKIfiJZcIbYRpJkIbIeqJ0EIHh8hnEgpuonTQwWGa2IqCkyyGEaAML/kIlKSIgBOTOkrAXHoygunsCDGrIO8u6BMjHIRli0RZjRghJDEitKISNM5rG13U0sFhwjSipLXizOjCl6eSkeOmrLSQAcPyKK8sobxiPNnZWQQCfjIyMvB6fboJXxEoQiCEEhfgtiC3sbHpL2wl4ALEjPBva2vjlZdf4ZW/LeDY6lJy2h9gOOMRQBObaPavI5Kxl8IKL+n5gkkVGUzxzKOtpZOPlr9JV30AV3s5Aa2SACVE6aCVvTSzDScB8phAgHIU3Il9n0QQXSKZT0KRSAhfc1lyLj9IiGJp6Z+LHupNIOhuuUgOu0vsV0WipyfW0NCIARpBGtCIEqOTILVoqERoIUgNKiHCznqkM0zU04DijuIOhCksyaWkLJfi0kLKy8spKp5MXl4OxcXF5OXl4fP5cLvdOJ0uHA6HLdxtbGzOO2wl4ALDVAD27dvHz3/+c6q3tpK//Wby2mcRJMYh3qEpbTEjLnNx3fxJTJl6JWXl5XjcbrxeH0IIYrEYR48dZdNHm1i2eDVbNy3m6M4wWlMBaXIAfgqJ0slh3sVFGlmMIIOBeMnT24BKQqhbha+eE9CazCc5sY815Y+D5JECwlAJtHj9JG2h7ytKiyG4k3vvEojQjEok3sYIbZj9+DDNaMTQCBGiCZUgUdoJUo9GjBgdREULmojgSRNk5HjJzHeSlx2goCCfoqIiiouLKCsrp7S0lILCQtLT0vH5fHg8HjweT7drZQt9Gxub8x1xgkAi2fHH2agHl/dXe84KUoAjczqBB15ASS8C5cIdOx2JRFiyZAlPPfUUgwYOZtrw2zj49ywWvbyK/dlvMvn6HG667SomTBxPTk5OfCrZVIFkZgcMhUI0NjZw8MAhPtq4hfeXrGPnRzV0HU3HHxqCAy8xuojRhYsA6QwkjTK8FBh5/M2M9YJOjtLJEfS0wCbdhxVKJGEa0YiS2n/XUFHpSjHfm3UoCFzEaE/qxZtldSEfNEz3kiitSKJoSghXmgbOKN4MDYfixB9w4fG4KSzJJSs7g8KSHIpLCiktLSM7O4vs7GzS09MJBAKkpaXhcDhwOBzxYDzzY2NjY3MB0OvLyrYEXCBIKQmFQrzyyiu89NJLXH/99Vwx7wr27j7KsuD/4bq+g3+75yYun3cZaWnpJxRSQggcDgeBQIBAIEB5eQXTpk/jk5+6g3379vP+spW89coy9m7owNc1lIBWCUA7+2liEy7SyGQoOYzBiQ8NjRpWEKSWTIZhZrHThTTxvxPoM/1pRpY7c3RClFbziAFQCRN1tIHQUAkRc7YjhYZGGMURQVEEUqjklQUIBPygqJRU5uL2uAj4cygqKsLtcVJWXorX56GkpAin00luXi5+nw+324PL5cLhdOB0OPscjGdjY2NzMWArARcAUkpaW1v53e9+x4YPN/DQQ//E8OHDWbVqJX/969+47Nq53HrrreTm5p5ycJkQApfLRXZ2DpMm5TBu3Dju+uQdbNiwgeefeZWPVi+k7ZAbV6gUP0UouGliC/WsI4sRZDGCMC10UI2qdBiVgjl9oOYM4c9VcTgTuQhigPB2kZ7jASEQQiMjw0taWiDeLqdboXxAKT6fD8UhqKwqx+fTx8SXlBQTCOhl09LSjCF0Qi+rCBwOJy6XK0khuhgi6U0LjsfjsTMC2tjYnBa2EnAeY5rsd+3axe9+9zui0Sjf+OY3KC0t5eWXX2LJkiU88MD9zJlzaVwwni5mHS6Xi6KiIubPn88ll1zC/v372bt7H2tXb+CDVR9xbHcYWkrwqPm0socmNhOigfSBjXzlazeRk5Od5AJwOBUKCvNxuV2GDqB78t0eN5lZGbqHXwgCgQBer9fSIHA5nQihZzB0KI64Ycs0zX+ckFLS2NjIb3/7W+655x57qmAbG5vTwlYCzkPMOI1oNMqSJUt4/PHHGT9+PHfffTc+n4/f/OY31NXV8W//9m+MHDnyrPmnTZdBZmYm48ePZ/z48dxw0/W0tbXxwQcfsOCtxaxc8gFtOz24ooWEaaK0wMONN19LYWHhcdt0oiluz3fhHgqF2Lt3L1VVVfh8vn5tr8vlIj8/37YC2NjYnDa2EnCeYc7ot3fvXp5++mn27t3L7bffzhVXXMGBAwf4yU9+Qm5uLt/+9rcpKSlBUZQTV3qaWAWcx+MhLy+P+fPnc+mll3Ls2DGWL1vJqy+9w7q1R8nOG0IgEOhVMTFHN7zwwouUlZUxffq0CzLIrqGhgR/+8Ic8+OCDzJw5s1/bL4Rg586dDBhQRVlZWb/cAzY2NhcnthJwnmAKx9bWVl5//XXefPNNBg4cyDe/+U3KyspYunQpL7/8MjNmzODuu+8mIyPjnAlOU2j7/X4GDhxIZWUl115/DR9+uD4eTX88pJQ0NNQDEk2bgsPhOKFl4HRJnTr5dF0JGekZlJaWnqPeuEDTNBobG9A0zVYCbGxsThlbCTgPMHv/K1as4Omnn0bTND772c8yefJkamtreeyxx9i5cycPPvggU6dOxeU6v+aJdzgc5OXlcuWVV/ZJsCqKwo033sQLLzzPsWPHKCsr64dW6ud58+bNHDp0iGuvvRY4dbdDekY6999/Px0dHf2erz8Q8HPnnXcSjUbtuQJsbGxOC1sJOIeYL/D6+nqeeeYZVq1axbx587j66qtxu928++67vPbaa4waNYof/vCHlJeXJ/Vgrb3a/m4z0KsZ/0SCVUqJ0+lg8eLFFBcXc+edd57xdva2302bNvHGG28we/ZsMjIyTrkuIQRbt25l0aJFDB8+nMzMzH6xzJj72Lx5Mzt27GDSpEnnnVJoY2Nz4WArAeeAeN5/TWPHjh389re/JRwO87WvfY3hw4ezefNm/vrXvxIMBvnMZz7D9OnT4xnprApAU1MTO3fuZOrUqf2SllY34zdQXV3NxIkTu5nUT2aym5ycHB5++GECgUDcpH22XQJCCEaMGEFnZ2c8idLpUFRUREFBQb/3xh0OB5MnTyYzM/OMHIeNjc3HF9uZeI5QVZUPPviA733v+wwdOpTvfe97FBQU8Pjjj/PYY48xdepUfvKTnzB79uxuCoDJkSNHePPNNwmFQv3W7p07d/Ltb3+b9vb206rH5XIxdepUnnnmGVavXn2GWndiBg8eTE5OLh0dHadd18SJExk0aBDBYPAMtOzkcDqdrFu3jpaWFtslYGNjc8rY3Yh+xhz7v379en75y19y4403cvXV8zl69Ci/+tWvyMjI4Dvf+Q6DBw+OB531FmUfi8UYMWIEPp+v39pfVFTEqFGjTjsgTncJOOnq6mLz5s1Mnz79rLo1hNCD6To7O3nyyScpKCiI9+JP1foQi8V44oknKCkpobi4+KxbMpKQ+giF1tZWioqK+mefNuctp6sInqsg49Np94U2ouh8xVYC+hHTh79r1y5+8YtHuemmG7nhhhtYtGgRTz31FNdddx233norfr//hJn/pJRs3LiR7du3c9ddd/XbMZSUlDBt2jQOHTrEiBEjTknwmeXdbjePPPIIDQ0NRKNRPB7PWRWkiqKQmZnJAw/cT0VF+WnX5/f7ue+++6ioqDgDrTs5Bg8ZzI033hjPmGhz/mIKurN1X6cK0uM9Q6kxPb3V0VOZM8GZtFpdiG02OZ8UGFsJ6CdMBaCxsZHHHnuMGdOnc80117BgwQLeeOMNHnron5gyZXI8yOtEN4kQgvHjx1NWVtZvN5TZm3733Xdpbm5mxIgRp12Xpmn86Ec/4otf/CKXXXbZWT8Wl8tFR0cHu3btoqKiEofj1K0PLpeLESNGcuTIEYYOHdpvAZpCCILBIM899xwOh6PfRlfYnDxn21Vj1h8KhWhqbqa1pZWm5ia6Ojupa9CHkIKeZDMrK4uszMz4tk6Xi/y8PDIyM/F6jDk0HI6k+TN6UxpOp62gx0NFo1EikQidnZ2EwmFrwZ4rMPbvcbvxWTpKTqcTp9HuMzXcuKfrZr7DTSus9Th6u8pmOna302mkTE/Udb4oArYS0M8sWrSIzs4ubr/jDg4cOMCzzz7LV77yFWbMmBEv05ebQ1VV1q9fT3Fx8dlsbjf8fj933333GXm5KYpCfn4+Y8eO5eDBg6iq2i+Bbvv27aO2tpbLLrsMh8N9yvVIKfnoo40sX76cGTNm4Pf7z2Arj09GRgZz5syxXQHnKal5KTRN63VGz9Pdx4EDB/jzn/7E4oULCTU3ozU1EQ0Giba1gZQEESAEPr8PXyCgC1Mp0dxuvHl5ZOTmkpWdTWl5OcWlpYwcOZIRw4dTXFyMy+WKK7enK7iklNTU1lJ94AD7q6vZvX07O3fs4NixY4SCQWOqEcNqYvlg+Y4BHp+P3OxsfXQSkFdYSHZODoOHDWPevHmUG0rxqbTV+l6Lz7QaDHK0poadu3bR3t5OV2cnB6urUWMx2tvaOHTkCFJLTI6mWNrrcDqpqKykauhQRo4aSUVZOaUlJbjdiffOuVYGbCWgHzBfBMeOHWPBggXcfvttuFxO/vjHPzJ//nwmTZoUL9vXG0JKSX19fXKe/X5ACEFhYSEvvfQSM2bMOG1ztNfr5Qtf+AJvvfUWdXV1lJSUnFUt2e12c/fddxONRk9b4VAUhXnz5pGXl9evSYOklLhcLtLS0jhw4ADTpk075y8SGx2rEInFYuw/cIAXXngBNRrli1/8Inl5ecCZe/E3Njby/x55hHXPPsfAaIQA0IigFEke+gteGJN4ic5ORGenvn+zjYcPEwaCwBaHgzUOB4+73aRXVjJ62jSmT5/O5ClTGD506GnFHsViMZYvX85PHnmEY5s30xWJ4I3FyIjG8CFJQxeeTsu3+XFYvjVANf42hW2HotCsKLzvcvHXceP41x/8gLlz5570M2leu1gsxrGaGrZv3876Dz7gow0b2LNhAx01Nfg0DYeUBGIx3IBD03BoWrwtTsAHuIzfKlDtcLDR6eSPbjfukhLGz53LvQ88wORJk3A6nefcKmArAf2ElJKVK1fidruZMWMGa9eupaWlhWuvvTauFZ7MjSClZODAgYwfP77fb6Curi5WrlzJAw88cNpKgJQSh8PB3/72NwDuu+++M9HE4+6vpaWFZ555hv/4j/8gKyvrtB7CYcOGMXTo0HOS+tjv9/e7EmjTO9ahvw0NDbzy8sss+tOfKNy0ib0+H8VFRdz/wAOn/eI39xMOh3n++efZ9sYbXGkoAC3GZ58Q5ElJJglhKVL+tvayBYCqoqkq4UiEtq1bObp1K08+9xyPl5byqQcf5DOf/Wz8eT/Zd9WmzZv54be/TdHq1VRJyXp0QZ4PZBjtMoW/g4TgdxvfLsBjWa5YyimahqppBGMxtqxZw6M//CGVlZUMGjTopDpVAJFIhDffeIPfPfoo9Tt3ojU04I/FKAOyLW0w9++ytMn8KCQrKQ5VBVUlGg7TvHMnu3bt4t/WrOFL3/oWN9x4I16v95wqArYScJaxPrDLly9n2rRp+P1+3n77bebNm0dubu4p1dve3s6LL75IUVERw4YNO5NNPi5CCEaOHMlXvvKVeLKd07mBhRCkp6fzpS99Cb/fj6qqZ7VXLaUkFAqxY8cOIpHIadUlhDgnD6+5v9tvvz3pt825wdr7D4dCLH7vPZ76za/JWvAu/xIOMxp4ORjkb7//PXPmzGHwkCFnxGe9a9cunv3Vr5jd3MwAIIQupGYiWYjgEFBJQjCZwklYfqcqBFZGAuGODmp27uRvP/kJlQMGcMMNN5y0AtDe3s4ffv1rtDVrGCwlKjAY+EAoRKRkPJJ0EsLeFP4uy7dVwFqFrPUYYkCmlLy5fDl/+sMf+NdHHkkKsj5eGwGi0RgvvPACP/vmNxl45AjlwDagXgiyDYXK7OWbCoDVWqGkfKe20QGUAMOkZM/Gjfzm4YcJhULc9clP4nK5zpkiYCsB/cT+/ftpaGhg2rRpbN26lfb2di65ZGbc33ayFz8QCHDLLbcwcODAs9Hc4+J0Onn77bdxOBxcffXVp1yPNbBn+vTpPProo5SUlDBq1Kiz9kAoisK4ceP41re+dVoZA03OpQC2hf+5JdX0v2fPHp7605848NRT3FpTw2Wahg995uxLgfc2b+bPf/4z3/zWt+Lza5zO8NTlS5aQs2sXw0kIGVM4jZWSLcZvs6dtFUqmYFJ6WIblO4beA44cO8ZfHn2U0WPGMLCqqsfnMzVOyFSSN2zcyL533mG+puEFosBwIEdqLBeCzVJwCZJcEkLfKmBTXQK9KTTSqPvaaJSXnnmGNfPnM/fSS3sdYm1F0zQ+/HA9//df/8UVR45QCtQY7dgtYasQBKRkAuClu7BP/VjPd6p1QAPygKyaGp79yU8oLS3l0ksvTQoc7E/sZEH9gJSSbdu2kZ2dTV5eHsuXL2fYsGGUlpYAp/YiaG1tZf/+/fFgtP4UCGamwPr6+jNWZ3p6On6//6xGU5sm+6ysLC699NIkU7o18vd8+PT1WC7EGRgvBqyBf62trTzz7HP822c+g+d//ofvHz3KDYYCALpwygJuCYd575lnWP/BBye1H+s9EY8vOnqU9156ifHRKGnogskPBIA0YCCAEDSh917TgHR0hcD8ZBmfTMsnC13o5xifAqAYmCMlzlWrePavf40nJ7MGPWqaFo+aNyPnQbeAvvvWWwyqq6PSaKPfaEsFMF9KWgXsMdqemfKxtje1/ebvNMsnwzj2oUeP8tbLLxM2rH09PV9mm9va2nh/2TJ+8Z//yagtW7keKDeOvQyYgWS8lGwUgnrLuUw7zifDcj7Nb/Pc5ht1Twcu3baNX3/3u+zcufOknv8ziW0J6AfC4TC7du1i5MiRhMNhtm/fzic+cddpBaaFQiE2bdpEKBTqdzOS2+3mq1/9lzMWDW/OSPj1r3/9lCOoexorfTr094OYmn5Zs0QbH6/s8ZZBsrCyFYYzQzyALBrlo82befyXvyT64os83NHBZKOMKQal5TMFmFhdzZ8ff5wxY8aQk5t73OvR2z2oaRrvLV6Cc/NmhpPcA7X60SulZD8wCV1JcNJzj7Una4DVzK6h97DnB4M8/7e/ccPNNzNq5Mh4e1pbW4lGYzQ3N/HEE0+Qk5PDF77wBbKzs6murmbTO+9waziMm4RP3YUeNBcArpKSJUJQKyVjSbYEWC0AjpR2pX4w2uoGJkWjvLJqFUePHEmylprntKamhmXLljFgwADWrFnDf/34x0yor+chqZFr7LPVqCsCzACiEtYJwRBLrEXque/JatHTeTfdF/OBprVr+dVPfsL3f/pTsnNy+v0ZtZWAfiAWi9Ha2saAAQPo6upC0zRyc3NOq0632838+fP7beKaVAYMqAROzwKR+pJzuVw9jk9O/d3TutR2xGKxuCA1eyg9mQC7urrQVKOcsbylpYXmluaeWmz5Wx+e1NXVRWNDI1L2JLRTzKXG/x63h7z8vCQl0OPxUlhYgKIoeL1ePJ7EECJFUXA4nQijDqfDZclvoC9NPQdWgR+LxYhE9GRMipJYbisEJ4e1B9nR3s4rr7zCa//7v1y6Ywd3xGJkogsh8y5J/dsF3CQl/7ZgAW+99RafuOuupLwgqfe4lJJIJEJ7ezvZ2dnx+6WtrY2Vb73JlJYWMtCFlEQXqhoJ3/owYKkQRKUkh2TBajVTp/rWU5UBiS6whgMle/ay4I03yMvNpbOzk2g0ys9+9jOklNx9990EAgEGDRqE1+slGo2yfOlSMrdvZzRwFF2oOixtVUFfJyVrhGC0lPhJuAWsJv+e2pca8Gi2tQrwbdvG2lWrKCkpQVEUampqWLhwEcOGDWX//v08/vjjfO1rX2PM2LFUBgLcXFNDpXH+BXpvXzHqi6HHWrwsBXvQrSOpLotUYZ8a5JiqzJhtvT0a5dFXX+XtK67gDss90V/YSkA/oGkakUiYSCRCLBZDVVVUVT2tOg8fPsyyZcu45ZZbzlArT42T6TFbe6UmvfkVU1+IsaiKpkm6uoJ0dLTHBWpbayvhcARVU6mvqzdMlZLDRw7S3NSqvxxjKgeqDxMJxQCBkICAaDRKY1MTmpocGtXVESLUBuAwRL1AoKAYA38MEQoIwqEIoRYHQnNb1li9lOayRD24Q/izwaE4jdIOhLeLtBwXilDw+B1kZqajCAUJ+NIUSsoLjUmWVIrKcsjLy0YiycnJISNDVwT9vjQCgTQcipOcnDw8HjcOh2D9B+t58eUXmTt3NpMmTiM/Lw+hiPjETVZsxaBnrArArp07+f1jj1H3t7/x9ZYWxqILM5Xknr/50Sx/jwYub2zkyccfZ/bs2VRUVsYVAOu939LSwrZt23jvvffYs2cP3/ve96ioqEBKyf59+2het47xUuKw1G0KV1PoDAaWSUk1uoncFKqpPuvUT0+CV0U3418bCfPYb37D6++8Q3paGg8//DA33HADOTk5jB8/njlz5sQV0IOHDrHguee4IRQiB71nbRX+5rcEpgJ/lVALlNLd/99THENvox1UdCVidjDIi3/6Exs3b2bQoEFkZmbx6qt/53Of+xzXXXcd8+bNIzMzk9/+5jcMPnyYy4ztzLqyjPpMJcADTEKyTAiGS8kQji/8j6cgmO2OogdvXt/Wxqt/+QuzLr2U8nI9m2l/PYu2EtAPeL1eSktLOXLkCKD37BoaGk6rzqFDh/LVr341HmDUH/TWO099iVnXCyGQmv7yVDWVYLALTWqEQl2oaoxQMExbW3vStgcPHKarM0xXRyc1NbUgFY7V1BAJh+lsC9Pc2ApIkFBf10I4GEWTkkg4itRAkV5c0XykqWdJ0KIKQupC1xTWEgeCEpT4ay8hsHWBrxil9dEKIRrjy0DgwIMDF35UBEpc+Asj1MaBF6cRRiQsdSlhJ6JGVyr0j0dfv0/vn3XSRQexeJ0xpZ1dTg2BQCKJuRrBUQdIVGc7DidINJxpnWRk+xGeIPnlbjKy/RQU5nGs5hjvPVPDsie6KJvyMpfMG8e8K+ZQUlJKVmY2DqcjyQJzsjNDXuyY93ZnRwdvvv46z//0p0zftImvRqNkowuIEwl/8+52ArdIyfI1a/jrX//Kww8/jNcYf9/Z2Ul1dTULFiygxhinPn/+1XzpS1+isLAQADUWY/NHH1FWU0Mx0AWESVgCIBHolYNuDdgFzEMXYj0Jo1QhmxpwB4le61hgaG0tnhtu4PNf/CKDBw/ucYizlJKV779P5ubNzELvVecabdUs58xUBkqAQcBmdPeFdfhdb6MaenMNmPVOkpLnli3jQ2DWrFnMmTOHK6+8gvT09PgIpK1bt7L8uef4QjhMDmZeBb3uANBpLFONNk8D9kt4DxiCHm/RU4+/NwUg1YrhMs7JdClZsHYtixe8y72ffqBf847YSkA/4Ha7KS4uZt06PSAoMzOT2tra03rBZmZmMmbMGODMmuRTl/fUa5dSoqpqPLAmHIoQ7ApxrPYosWiUmBqjtvYoqqYipaSutpbOzi5CwRBH9rUTDSrUH+lARnyEQmG0Lh/CuBUFEG3z4gwXoEZU1HAuAcqBsQgUAhSRiydeNj9FeOs9didu+pa/QPaQ8FP28LdGjChdKcsVgtSjEoqXk+hugTDNhGg0jsvoRRIlTBMSDYlKjFBcYVBw4sCLh2xcpOEmCydeFJwIzYmIKMQtCRFpbCeQxqtfoKDWRY0WRKmlk2rq6KCaFm81WeHJDJT30/L2Lp5buoJX/vAYZSMcTJk9lNGjxzGwahDFxYU4XS4cDieKIrpd+5OZKvpiwVQAmhob+b/f/paNj/2KL9XVMtVYn9r7B12omQqA1Ulk+tergDvCYZ7529+YN28eU6ZO5dChQ/z85z/H7/fT0tLCDTfcwJe//GVKS0vjaXyllHR0drLh/fcZFo3GBVAHyTEIGglz/wTgOSFokZJsEv723iwBoodv60gBDzArHOb9I0cpLi6Oz3AKyde+vaODVW+8wZyGBvKNunKBJqMeM/GPaQ1wA+ORrEZXbAIkXAd9tQRY7W8qumIxU1VxTJzI/Pnzu5nZY7EYb73xBkVbtjCRRCyFIDnpj0ZCOXIBlyN5QQh2SMksy3Y9DRtMtWgk2xwTyk0ecHVbG6899wxXXXMNxSXF3c7p2cJWAvqJwsIiWlqaiUQilJSUsHPnToLBIF6vt99enMfzq1uX6b7IGO3t7QSDHbS2NRNTo4RDEerr6+lo76B6Ty31R5tpbw3T0tRGpAvaa9wooRy0mCTc5sej6SZrp8zGK4cgpMCj5eKQPjJkGk7SDSO7H+ujYQrzxN/J6xJCP5kT/e7zeUr57n2ZJIuB3dQIXSBocYVAxpUADY0YoKKhEqWdGF1EaCNCOxFaiNBGJ0dpp5oYQRzovSwHPlwEAIGXPBScOPHjwI0DLwouPAR0pcF4teQwEpUQe0OgEsNFOoVMpTA4jcjOVjp2HeSVNzbznP9N0ge1UVDhpWxAHsPHDaCwMJ/cvFzS0zIJ+NPIzMzG4/Hgdjl7PbGpeRMudIXAfB6OHD7Mfz7yCLzwAv/W1UU5iV53qvDvyQpgngXr903Aezt38sQTTzBi5Eg0TWPgwEFcffV8ysvLk9L1WjlQXU3dunXcpmk40QP+0tFN7aZrwCoQK4FiKdmBbhWwCqzehtr1FnjnRDdfT5OSBatXsXnLFi6dPRtSFEQpJRs3bKB92TIuIaF45KBHzXeScJ9YXQODgJXAfhIuAevwOmsbexvmaLbVtDZcpWk89tZb7H3gAYanzHWyd/9+Nr30Ep8LBkmz7M+0JqSRUALMoX0qugVgopS8gGAQkuEk5zjoLZDRxPq3tOzzUmDpB+tZtmwpd9x5Z79ZA2wloJ8oKiqis7OTpqYmSktL2bZtG62traecLaovs4RZlyUEfCJGIRaLEolGCIXCNDY0cejAYWqO1dDc0kzN0Tpqj7TQdSxAc20Uh5aFqmo4QlkI1Y0jWIojPByvLMaJj0yyyDHM47qp3BXv3StxE/nxj/F4a3taJ3tZfrJ1m3X1tM3xIh5EyuOdEAgS05CaUAR0FBT0frwDN9m4ycRHIRIVjRgqITQixt9hNKKoRInQgkaMCK2EqCdGl+4qIIQDDxoRnPiRaLjJwEUGAYrxUYCTNGp4k32UUcIc/BTiJQefzCcvOgGtNUzkw3Y6PjzCBuch1qfVorqPID0duANB/AVR8iqdpGd4KCgqwOVyoUldzHk8HoqLS1AcguEjhjJ48BCj58op58A4n5BSsnv3bnYsWMC/d3WRh26+NV+cvbkBzHUmgmSFIRO4Khbj14sWsXvnTsZNmMCXvvTFbiOGrNY3KSVrV64k+8ABCtGFjNeoq5OEsDKtAOZ+RgBbgOtJFlbHGxFg/sbybf5dAIxvaGD1e+8xdcqUbumEOzs7WfDaa0ypq4sH0CnoPes89EBG0xJgVQSy0QPudgKzSTavmz3xvoxmMK0BTvRgxop9+1j63nsMGjw4bg2IxWKsfP99CnfuZDSJXrzVpZBhnN8oCSXAVEjmAnuRLDT2YU0i1Jvw7wlzvcM4/gnt7Xz43lJuMGYI7Y+RX7YS0E9UVlYQCATYt28fw4ePiM9kZ/r6+sqJevCQ7KOPRqLU1zdyrOYwjU11NDQ20NDQSPXOOlqOhmluCBPq0oi0u1CbcqA1F49WiZdJ+MgjQDaZ+HDgMx5Eb7yXnoxIuuHP1G3bWz1nywpwInpSDHpXFqxWC1M9SJTWPfy62DCVBSXuFnGi4I6v85KDRDXKSzRiSUqD/h0lRhCNKO3so5GNSDRC1OGhgHaq2cZ20qighDmkU4ULPwppOEkjjTKU2HRo0fegEiZGJ7EdnbTSRj2tbKcJiUoXRwjThEOECAQitCvV+Mf9hnnzZ1JeXs6AykFMmDCJtLSEW+ZCVAaEEEyYOJGJN93M4icepyQaxYMuEMyetyn0U2MArEIgVQkQwCXAc0eO8ObbbzNy1Cg8KSmgUxWAhro6Vr7xBpd2dhIg0ePMQDezqySEoMOyrxHAauAQMI7uSoBVePZkAYCEImAK5tnRKD9/911q7r2XqqqqeDsBqqur2ff223zCOFdW9d90CZgjGqzKgABGofvbO9DH05tKS6r7oie3RargNQX7ZcEgz736KjfefHN8wrWm5maWv/oqt3R0xLMVpgptc8x/m+X6KUZbc9AVgVeEYLaUzLO0M379ODkcwCRV5Z3Vqzhy+DBDjHTkZxtbCegnfD4fo0aNYvPmzYwfP4Hy8nKWLVvGjBkzjpsysjcTvv5igGgkQiym0t7RhqZpdHZ1UFdbz45tu9i97QC1NU3UH+6k/UAadBSgqBn41Aqc0XG4Y9n4ySQdH27SceA2guQcJ+i5d1+eavLs21YXPyeyJhx/W2EIjmQDszQ80bpS5jZcA140NNyoSFR8FBpWhCBhSuMughiddFHDHp4HNDIYSA6jCVCMl1zcxsAoYYQ86q6afIwE0fH9gopAIiQoHZLDLGfDip+zcG0BUWcd0fQVjL/mRe77zCeYNGnSBTnHgalMZ2Zm8umv/CM/2PQRK1et4hISQ/4g2fyftL3lb1MpsLoOBgCXhMMsXLCAT919N1XGePae3gOaprFm3TrkunWMJdlE7kMXrjESvVazNyyBQvTEPBuBMSQrCn1VAszjMds/FMjZto31H3wQVwJAn910+eLFVOzZSwXdhaIfvcdbT7KiZNY9EFgK7EO3ClitAdbeP3RXYqz7wVJuqpS8tO4D1q9Zw3U33ghCsOHDDxFr1jBK02g32pRahxvd1dJJwhJgnicVGA/skJK/oQczFnLq7zhzu0qgeO8+Ptq48Yykl+4LthJwljFfJA6Hg1mzZvHjH/+YurpaRo0axWuvvU5tbW23+eB7yhJmDiuMhCMcPHiIQ4cOcfDgAQ5UV9PZEeHozi60TjfNrWFibT5ERwGutmH4KCWNEnLIjAeaJYa69XSDGb0PUm/oj6MIPx1OR/yfPN0FkBkk6cZDNhphVCJGBEYhMULE6KCFXdSxDic+0qnCRx4eckinDA/ZeMnBgRNhKAYKZoCiy2IyVumilhxtIkPC9yLCCuHOVnb95XW+ufaXfP37n+K6668541Pp9gdmW4cNG8bVn/0sb2zfzuCWFvLQBYEZ9pnayzf90oplmfltPlsudGvA3zZvZuXKlVRUVnbzA5vvgdaWFt55/nlGNTeTTXcBnos+E2ALyUqAhq4kTADeQ3ATEi/JAvV4wr8nC5sZOT+ppYWNS5dy/Y034jUCBGtra/nwzbe4NRTE00Mdptm7BV1hEcAOYDswC733PwBYi56gx1RWUi0X1i7KiboqmcDcpkaWvfkmsy+7DMXh4P0332RKXR0F6MK+J9umgm5laSBhqTD3bbbrcuD3CNYiuaGXdpwMacC4YBcfvv8+11x3HYFAwHYHXCwIIRg9ejQDBgxg7dq1TJ8+Hbfbzdq1a+PJLCDx0B84cIB9+/fQ2dnOkcPHOHKwnoO7Gqk71k5HvUStKcYRKiJNzsIts3FrGbjxUIwXJ36c+Cxm+4RI13uXGsmPkKkQJMrYnA79qwAkSPVCW5dbh0ZK9MGKPsOK4EMlQgcHaGUnpkiL0oFKFwLwkEcaA/CRj5t0fOSgxGvUqGEdbRkb2OJuh8ZiyuWVjIjdx8Gt5fz2v59h5MgRDB4ymAtI/ifhcDi4/uab2bBmLa898QS3qrF4UhtT4Kb2SKG7ImAto6GPj5/Z2sqf//hHpk+fzsBBg/Sy1kA7TWPt6tUce+cdPqGqSUIREv7vLPReq1XRMGsZAixGshUoMpaZgsz8+3jC34owtrtESpa89x67du1i7JgxaJrG2rVrcaxfz2iSBbWVdOP7dSHIkpKDQnBMCC7XNFzAZOB5dPfFKHoeXneiNlpxAHOAdxcuZNeuXbjcbg4tXcanpIy7G3qry0zJHCTZmmOWLwMGCXhO6kpMTh/bdLy2jpeS99evp6a2lkEDB571uABbCegHTGtAWloas2bN4plnnmHy5CkMHjyYxYsXc/nl88jKyoz3/KPRGD/978dY8XwzaeoAnNFcHJFBuCLT8ZJLFrm4CKDgQqSY7kWSAEqNbz/RjdS3ULuTCcizOXVOXo04UZ9IYB1tofdWJZIYkhgqQaK0onnakP4WvOkaAwfmU1qZT1FxPn6vQIgmgl01xr2XYJwzm1Fjvkx+Xj6rV67lzad/Quuu28mX49j14QCe+vOz/Ms3HyI9/fQmzjkXmM9vdnY2n/vKP/LvGz5k/fr1TJG6Y8aa2S5hHTG2pftVsVoMsoB/AL68di3PPvccX/3qV+PBwqB3Cpqbm3njuecY39BADsmuAKtgMucPMPMGWJ/TbPQe9hr0KHTTlZHa5r5eFYFuuh506BDr165l5IgRhMNhlr3+OuObm8iw1G0ebxjd338E3dS/VgiukpLbpMQhJW6jbJVxHFvp7r44mTZa21oCjK6pYcmbb5FdWEDBgWoK+lCXC/0amTEMVrePGSMwTUqeFAo7pcb0E9aZqpx3XzsI8O/ezYZ16xhYVWVbAi42pk6dyp/+9CeOHDnC4CGD+Ntf17J582ZmzZoZv9gOh4LPlUlWw1TKmBcX8olXt/U1AtZH3uzl9YYtwC8kespicOJtEt89x6fr1qAoXRylUxxEpLWQW+ZlQGUWFQNKGDR4OsOHD2XwkMEUFhTg8XjjY9WFAE1LrRsQAqdDf53MnjOLSVMX8Z0v/pmMA1VUhW/m/Zd/zY237mLixIknfxrOA8xnc8SIEdzx8D/z7L98laLaWkrN9SQEqXVceU+91mQbHEwEruvs5Mk//IHx48Zx1fz5cdeJlJLVq1ZxdNEi5huKgdXU70ipy4cusMxl5pVS0BP9vIw+O14lp64AmLiBSzo6ePb117n51lvZu2cPR5cu5VOqGq9LRY/2X4XeS34ewWChJ0warWm0WI7FDLD0oQczrkEfSmkqFKfSRhMFmB8K8f0XXyDk9XJ3W3u3oMXetssEmknOxWB9CytAoyJ4W9VjA9zdagH9SpmzJ5hXMIp+tZKnNE8DprW08MF77+muFmP0xdlSBmwloB8RQlBYWMiMGTNYs2YN8+ZcT75rNI/+72/JyEhnzOgxKA4FIRRcLrfRy3cg0bqZofoHW2U4Wc68I6C32sxcCqaioL/uVcJGrz5ChDYjaVENCk4CVBKmmVbnZgIVDYweW8KM2VcwdfoUigqLyMzMJC0tgNPpis8U2dOL50TDl10uFzNnzuKqT65ixc/e4xLxBTobq1ixbDXjxo3H6ey/bGhnGsXh4Nrrr2Pnls289r//y93RKJno1z3Vbw092+RSze5O4AFg84ED/NePfkR+fj6Tp0wBoLamhud+/3vG1tRQaJTVgBC6sDSFuBlpn40uUoIk34tmDzsN+AB9lrzUREYniwBGS8kzH33E1m3bWL9qFUON4Yv1wGohKJeShUKwXwj+SdP4FRKf1EVhmtFW04VhDWacAGwyPrM5/WdKoB9/2bZtfKgoDJda0vEfbzs/upWli8Q5tQ4D3ZiWTm7VAHbs3Uuwq6sHJcAcIOkneQyBhm4f6UC/ool9jtc03l21miPHjjHoLE8XbysB/YRpUvR4PNxxxx187V++yZo3q/GsvZSdbUv559rv8rVHPs/ll1+Oy2W9jcxo7AtfIF8oR3CygrwvZY83rNAy5gMzyZA+HFAzIvxD8d8h6omJLmJ0EnE2INEIK/XEnB36ds42nB5wuGMUVPoZUpVFWqaX999dxdHqLWSVh7jttmncettXGTZsGIFAAIfDccZ7GX6/n/nXXM6qF/9MQXk9syun8dGGF2lubiYv7/iz552vmM9wRkYG9372s3x95UrWvf8+s6Xs5u9PxeyNp0a4m89EFfDfUvKdtWv57re+xQ9/+lOGDRvG66++SteyZUzQtLigNBPhxEjODaCg9zWzSJivrfdZOvqY9nXA1UbZ0xWuOcDIQ4d48emnOfzRR4yIxVhi7PfPQvAVKXlYSpxSxmMBTFzoeQNCJALvTItAvrFuIXqq3tMTVPqMAAHCXKVpHNJk0rGn2lVTcaJbI0IkB4E60Ic7NlQN4MGHH+aV//5vDu7YwZgea7GMcxAKKAqo1tgsFd0yoC8pBwoOVPPh+vVUDRhwVhMH2UpAP2K++IYMGcKdd97GY99/jsz6LAq4nua1m/nOl3/H1Z9cye133Eo0EjlBbX3D7Cde7MF+54OCYfrYNcNzqBmvNJUQEdqQhpDXe+whgtSjpw8O0kUNYRqIuZvQRAhXTjtevwuVCL7cMF6/E4kkK91Fdm4mbo+DiqpSvF4vaemllJWXIoQgOzuL3Nw8nE4HgUAAj9dLW2sbj2b8kry8PG666QbKysp7zPd+Rs+FEIwePYYhs9OgZCPX3TSZfb91sH//PvLycvt9+uszhakIVA4YwKe/9jV+u2cPZUePMpBEAFuqQ8ZUAKzmd/PINcvvQcB3VZV/eH8FX/3nf+YLX/wib/75SWa1t5NhqdsUmFHjY07uk2bUlYPeu+6w7NNsxyjgfWAPuhvi9JQALy4izFJV7n/ySaoiEXYKQUxK/gG4SdPwk+wWSTqX6MI1D91yYO1dq0BYKCxSBHerKqNOq50KkI2gmWmEeB7JRvSgPjNHgTXbYk+ko7sEopZlEtjudDLo0rnMnTuXBS+/zLadOxktZUo9VoeHccadhhqoOkjYRVoxz0IGMK6zk/VL3uOaa64hPT39rD0z/aoESOO/2nb9HOT4dYXo44aiKNx2+21oGjz2wxfx7ruaQjmL0MFhLP75Kt576Ud0qo0UMppTNTBLy/+9lbBGD1gfgBPFFZwPyG6/ZNIxqEbWPTDPoCRGF7IXI6BqJNrpXr8gSD1hR1PSGyIiWoh66xAp92/IUYPwBREioYBpSpBANklmcOHUKKrMwO/3g9AorcwhOy+b8vJReL1esrKz8Ad8IAXp6QHcHg8CfR4Kr9eHECKemQ+SpwdOfVF4PV6+9a1v4vP54r79s40QgoyMDIaMqKS1fQsVQy6noqqIXbv0uIDUzHgXEkIIHA4H8+bN44P77uPdn/6UuyORpPHsPURNdAsahGQhJNCj+L+vxvj6ipV8Y/t2Jre0MMCyPkayK8EUmJ0k0vM60RUBs4eNZZtWoNrjYWMkwlgjOv7Ur0QaAo2hNDG5q4sBwC3owxWzSM6jYG2DFWG0tQtotyw7CnSNGE5FRQUrFi1ieDR6Qv9970TQz0QGGYSZjWQ9cAXJx95boh8z1sKPfv7MY+oEtmVlce/V8yksKGDU1Kmsf2cB10UjJE/rJtHN/sYUTtIBUhqKgNO4SG6s4xAUYJqq8uby99m3bx/jxo07pSPvC/37JEqIqPDDhbC7Ca4cDFcPh8F54Llw3wknhdmT8Pv9fOqeT1JaVsIPvvNLDqw7xkB5B7nhLxDcXc8BXsVFBicS5How4IliTq0l4y3pYYszKxyS95aqlpi/E8s1oklCWqISpBaVCBKVLnEUla6k1kpUOsURNBGxLNOIuhpwBMLxujRieHKDpGcmpziNt87VRX65D4/bg0xpeaYbygYU4XK64mtcbielZZV4vYkJVJDg84+luLgIYWq3Ro6I/Pz8JDePEAKPx5OUWvdsTdIjhCA9Pf2ktjOj080pr01zZF/rMHNjDB8+jHfeeQdNapSWlnHo0CFisdhJ13c+4vP5+NSnP823V61i07JlTDci3M3hbFZFILVHbvUrm5jbTUfy01iUf6qvZ7cQ1KAnojENxtZ696MrBqON32GjTDp6QFsjiae6E1jnDzDyyivYuOx9bmhuooDTefq7gDQy0P32G9B7sD4S1grrsfXU0xboykKh0XZTDd+oKAycN48511zDSx9u4Pq6Wko4vsuldzR0w302Ch4uIcTb6NaQ0ST659ZRF5C8HzNnQBsJ680uwDNxIlOmTMHn9zNr5kx+kZVJQ329McuHFTNSw4gJ0BRwCXAZf0sX+pmLYQYKVgAD9u1jwwcfMGbMmB7nkjgT9LvoNW+EtYfhg6PwqzUwtRSuHAazBkBVDngcZzq46vzCfPE5nU4uv/wySp4o5jePPcHKV7+Pt2YmRdps0hhAT/2J7r30vj7C3R/BPoibPi5NpLGN0mG0UhKhDdUS8BKhjShtqITpcFQjRZSg6zA4w6RnpBNUDuPwxMjMyEKPYFdJyxdkZKYhkZQXZFBQmJc8hhpJfmE2+fm56N1iAVLiD/goLStBEcJYLvH5/Pi83h7vLUUReDxuRGrXHv16ud3ubgKrr0LbWv5ccKr7jcVi/OUvfyEajfLZz372lPyS5eXldHR00NzczIABlWzcuIFQKHRBZhC0YirzVVVV3P2P/8gTW7ZQ3thIFb3PGid7+FhTDsdIpAKeAvxUSr4J/FFR+KKmJQksk1ZgN3pMgZdELn5zwp5OdOEaA15RFOpmXsK3H3mE3/zrt9n87gLmGuuS59frK11ABIHut18C1KIrIKnTK0PvoxDM4LsS4AB6cp7dBYU8cOWVTJ08mVdmXsLyl1/mdrq7U/pODGhEIClHd728ip750FRQzHgLUxkwZ4g0gzE96OepHb3fvj8QYMIVV5CTo2cHGD58OL4xY9iweDGVPbYhRHx0QEwxokIVcCgQcxq1+jFVPTcwNRhk6Xvv0X7HHWScpCLfV/pdCXA74L4p+gleuBdaw/D2HnhnDwzOgVFF8ImxMKkMsn3gSszEetFhmhVHjhzJj//7/7H6tjW88eoCVrz1fY7VHKW84y7ymcTZPwHWZEFmpgF9SlpdwOs9cX0qXd3r3cFhIrTSzgHd0C6OERa1hJV6FKdEuFRURxuKW0NRFL0n6g6Tk+8nNz+X0WUF5OXlUVE5jYyMdAoKCnE4FMLhCJmZGWRlZQEQCAR0kzm6G6U3QdTbw3GuBK+Ukmg0iqqqF6TAM7NU7tixk7S0tBNv0AsZGRm4XC5aWlrIzc0lFosRDodPvOEFgtPpZN6VV7LopptY/uSTFMZivZrYexL8ZgpakwgJk/4U4MdS8l3gaSG4X0qGWurQgJHAYeDnxvpBYMw4oYubYmP9h8DysjK+/uCDjB0zhlHzLmflsqVcEg7HQ9bg1ISrQPevZyLYhezWfTH/NhWcnvYj0JWHYmCpopA9ayYTJk0iKzub6VdfzfKFC5nf3k4avQ3B6wv6mfcBlwE/Aw6iD5c00y1/iJ6yeDJ6AOUW4Dr0jIZ16AGVTyHY61CIFhbxgxkzcBrvpLz8fIZOn86a5cu5PhLpQbEyHTfGWYhKUFPTH5kqSCw+rPON9evZX13NuDFjzkpcQL8rAULApHKYUAqNnbB0HyzeC6sOwJ4m3U3w+g4Ylguzq+C6YTCqGHIChqYmz48gsDNNIBDg8ssvY/bsWRz5p6P86pe/Y+Wj0R7lf29G/eQSiRtLpJQ0J6FRDfO7RowwjcQIEqYRlSgh6gnRTJhGOjlKhBaitBJztCGcMRRF4PBFSEvzk52bwYCSTLJzMykpG0t2djalJSV4vF4qKspxOp0UFhbh83lxudy4XE6EUFCUhAlcSkksFuPRRx+ls7OTb37zm/G5yq0TqZwM51IBUFWVv//97zQ2NvKZz3ym21zmJ4OZMtrlcvXbMZkK6iWXzCAnJ/ekrQDmNTXjEJqamhg0aJCeAre1lYKCggvaFQDJowU+/aUv8d21a9m5ZQtjSPjnrYJfkBz8Jug+JbHpPTYF83jgF1LyY+ApIfgHKckjMcWthp4BcAl6wN9OdMExyKhDnwkCXnG5mHvXXcybNw+n08ncK6/kP//4R6p37mQIp2MN0MkExiBZh54K2Z9y7FaFwJryOOl8Gse8Py2NuTffTEF+PoqicMmcOSwZOYqta1YzmYTF5HTunklABoIFSO4nYQ1YBWwQglIpCQJhIVCNc66gj1q4GsnbmkZ02jQGDx0ar9PhcDDz0kv5vz//mSNHjjCgxz2H0ZMmBwAXaGYUiWl3MG05OmVA6ZEjfLB6NaNHjjwrsTT9qgTEn3kJioD8dLhtHNwwCmraYP0ReHETbKuH3Y369wtboCwTbh0FU8phZCFkWjpWZ8eb3b9YX4Zut5vKAZWMGzeOleIQJCk9qeqPSPlgKalHpUfp1IeT0UYXR4kRIkgtGhHCtBClDY2obsp3NIOigSuM2xfBk6mRlu2ioiCP7NwcykrHEEj3M6CqHLfHTXlZGekZGaSl6b11PWjNGx9jnnpsJzp+RVGYPHkygUAgLjSt25+K0LDOrNifhMNh1qxZw4ABA05532YK6aVLl7JmzRq+/OUvk5mZeYZb2vN+ASKRCG+//TZTpkxl9uxZpxSL4Pf7yc7Oprm5GY/Hg6ZptLS0nIVWnxtMRWDM2LFc98Uv8ta3vkVeZ2dSkGBvCkBqT9n6sfYJ84BPAz8C3kBPoGOmLHahuwK+KSUdwKOKwgIp+bqU5KOLmkWKgjZ1Kvfcfz9paWkIIRg4aBADLr+cVXv2UGGkIrZm5YOTe6c60XvP76AH9ZWTEGfW+RWclmWp7hLQ/ext48Yxc+ZMHA4HEqioqGD09dex+MP1DItG46MgTj1QUPfv34rkaSG4Usp4Doa7gbulJGAcD0ach7W9JeijAjKnTyMnOxtI3AcjR4xAGTGCLUeOdJtAKUEU3ZFjJhAyS6notqCEEuABJnV2snj5CrruuouMjIwzbg04N+F4IvEQCPSgwMpsGJADN42Cw82wZC+sPADv7YXNNbDxGGR6YGoZzBkI1wyDimx9WwkXhcvAvJHi11foZyjRkzcFvD5TnDmVrEqYILVI9Hzvem8+bPjgO9EIE6WdsGhCJYji0FDSOnF4NPzpLjJzvOTmZZJXUkZRSQGVleVUVlaQk5NLXl4+eXl5uFzO4wamnG5Am5SSpqYmnnrqKR588MEzEgRzspaDM0Ei9XOUuXPnnnYkvKZp7Ny5k2PHjp2pJvYZIQSXXHIJI0aMOKXtzbwY+fn5VFdXc9lll5Gbm8uRI0eYYiTDuRgwY0Zuu/NO9uzYwWuPP8EtoWC3Hq/VImD+7i1OwOpHd6Kn/L1LSn6uKORrGlPQYwDcJJSBDOBhTaMT3d+9UVEYqGlsHTGCr/7HfzDUMjVteloaM+fP5+Vnn+WKpqa40mHm0e/erTjBOUD3r6cBm9GtE2YuAxcJF4XpAjGXm4GBoPeR3w0EGHHNtRQVF4PQ331er5crrr6a/3zySXbt3h2fl8B9km20dhgV9Hkb/gwsAm4lecbCKAnBb2YKNK9nG1BdWMQ9kyYlPdtCCPILCpg0Zw4fLFrEPCnpKQw50RrzDB2/zSM0jRc/2khtbe1JB/j2hXMak58U3iYMU5ECVblQngPXjYTXt8EP34PGLj1+4N29sHQ/PLYSLquCSwfBzAFQkWUoFReyScBCVk46Xd5qWjv3oqAYY83bidJOkAY0IkRoJUwjwrhdo3QgEKh0EXU04nYFwNdOIFNSUOqhdGAuFZXDqKgop6KinNzcHIpLivF69bSw5seaPOZsRKv3RiQSIRaL4fP1/uj0BVMQd3R0sHLlSsaPG09BYQHQfxaBVatW8dhjj/GnP/3ptOsaN24cEydOPC3f/KmgaRo1NTWMHTv2lOtwOp2UlZWxYsUKYrEYpaWlHD16FFVVL+hhgqkIIcjPz+cbjzzCTxWFFx9/gtu6OilFfy+Z/b1UBcA6etyaOtf8FiTyD4wBJmoa7wiBW0oq0Hv6PvQeo8/4XYAujDcCj3u9TCosxJMSl6IoCtOmTePliRNZv3Ahl5NIhpPaQz+eQmBdF0CPUdiMHihoDIhDJVkZMIc5phvrAka5D4E9Y8bw9ZtuTHKfCWDEyJGMuuUWFvziFwwIh5MsC9ZyVnqKS7DaUguAm6XkVaO9+STiMcx2W4d8mhaM/UBs0CAG9pDJz+VyMXnGDH5XWEhjTQ1l3Ur0nTB6kOSHQtDQ0UFdXR1Dhgw5jRp75pw+hWYPXgjjRAvoDEN1EyzbB+/sgi11ugLgEJDrg8KA/ru+C57dAq9shysHwR/u1IMOLwaEEBSXFNHm+4D9nVm4jFGn0gjSUwkjHRFijnY0RyvujDD+XJX0LA9ev4fWjgbaOhu47757GDpsKBUV5WRn55CdnR0Psusp0r0ndu7chcOhMHjw4LMmQE3zVkdHB5MnT6aysufY2pNly5Yt/M///A8///nPyS/I77fx8eYc9Hfcccdpme+llLS3t/Pkk09y0003nbUhQr0Ri8U4cOAAbW1tp7S9EAJFUaioqOCdd94hFApRVFTExo0bCYVC/TJNan9TUFDAQ9/8Jr+Q8OLjf+DaYJAqdEFnBrSlKgAq3a0BVuFlmund6OPw26RksRBMk5Jio+4Aul/eLB8ChMfDHXffTWcwyNNPP016eroer1NaisPhIC83l/FXXcW6lSuZ1tUFJJSO3pSAnjC3AX2o4HIE1UgqSQhTF8mWAafxt8fYvgN4weNh3C23MnjgwKSRNxLweDxce9tt/Oy119ixfTsjzeUp7bDa/no6l1blCvTpit8BVgBXkrCsmLMLmvEHVivOZrebwokTyOrh2RZCMGLUKJwjRrCtpobSE5y71LZG0JMS7VQUPvB42FRain/CBD55ww2MHjXq4hgdABbhr+gjJLqicLhFF/yL9ujDB+u7QErwO2BKCcytghtGw4gi2N+gWwhe2aoHE+5p0OtwOS7s2AAr5eVljJ82mM0LduEJOJCOCI5AGLdPUlaWRcWQPCqqBlNeXkF5aTll5eXk5GTj9XrZu3cfR48eZfbsWUZvS5/45Xg3UOo6KSWhUIhf//pXlJSU8PWvf/2spq7UNI0VK1aydOlS7rnnnjNSZyAQ4M477zwtv/yp0NbWxsqVq7j66vndghtPFlVV6ezsjNfTnwghmD59OoMGDQY4aV+kaZEpKCggFotRX19PYWEhLS0tBINBAoHABZs5sCdMBbCkpISv//sjPJoW4Kk//5k5x44xCn3InodkBcBqCTieADNN1TnAHcA7UrJECIYbikABurBV0YfpvawocNll/Nsjj5CZmUldfT1//etfWbFiJT/60Q8ZNWoUbrebmXPnsqKikkM7tlNh7Ms0s/dmAUgVtmb7AAYD5UgWAZ8gOYGRaQWIkpyyWACr0a0AX7jhelzuRPy/NaZnzKhRDL/pJt7etYtSVY0fb09vpdTzp/WwDPSkRpcBryAYgaTIaJ+13WaApxPdFbA8kMaNM2d2e7ats00OnTOHTatWcVko1GvApdmOKHAM+AhYmZZGbVkZzjFjGD93Lv88fTpDhw7F6/NdHHkCrBc9KuFYk+73X7EfllbrPfyuqJ4nYHA2jCmET02EcSWQ6dOtAQBD8uCfZsO9U2DdAdhyDALui8MVYN5I+fn5fOPfHuKDqz6kvLyUdGMYXXpGGn6f3wjE8+BwJJLNgG4Cf/zxPzB//vykaPJTedEqisLEiRMpLS096y9qIQRVVQO45557CAQCp11fJBLhhRdeYPTo0XH3Qn8Jm+bmZtatXctll8095TpM4agoCnfddRdjx47tV2EppeTo0aMsWLCAGTNmnFZdGRkZuN1u6urqGDCgilgsRnt7O/n5+WeotecP5vObm5vLN779bRZMnMjTjz3Gup07yW1rY0QwSCl6z92K1VTdkwkbEmb6dGAO0CglmxSFw5pkEJIuY902IQhNnMhXv/51SsvK9GRRGRl8+tOfpqqqisOHj/Dcc89x5ZVXMn7CBCpmXsLqnTvIM9LdproEenIBWNuIpYwLXaj+Gn2oXTnJCoApVK1Bkk3AUx4P466+mqLiYtrb23G73bjdbmKxGIqi4HQ68fp83Hj77XzvjTfYuHkz4406rbEB1jYdL97C6haYALyNZAV6FkFzrj/TKmC1HqwAYhMmMGnS5F6FstvtZs6ll/Ls735HQ00NRSntU9EtH7XAVoeDjWlp7CsrI2/GDMbPmMEDM2eSn5dHRkYGiqKcdQtgv2cMlOiBfn9Zr/f4t9SCKnUBn+eFWZVw7TCYMwgGZBtRtYbVABInUxGQ64VrR+qxA+cgBuysYQ7Pmj59OlOnTk1OjmPpOaV+m8Ov9u3bR2ZmZrzsqQqPDsMPdc0115z1G1FVVd5++21GjRqVlEXvVAmHw9TX15ORkXGmmtgnNE2jqyvIPffew8iRI0/r/EspWb/+Q5555hnGjx9/Zht6AoQQ5OTkcPnll5/2OXS73WRlZdHc3MzYsWNxuVwXVa6AVMzrHQgEuOmWW5g8ZQp79u9nxfvv8/aLL+LfuZOR4TCF6FH+1uFuPcUM9KQIRNGH4g3UNPah9yRbhEB1u3FMnsxD3/0uM2fOjI/UkVJSVlbGpz71KY4dO8bSpe+xfPkKLplxCdOvvJLnnn+eGW1t8f2bbUpVAgQ9C1dr20egC/93EdyMHmlv5j/wkEgkZB7nu0Kw3OVCHDjA8uXLeeWVvzN+/DhmzZrFwoWLqKoawIgRI9i/fz+FhYXMue8+Fvz7v1MUDJKDHiDppLvwt/6dej6tAZoB9CDBxUbbM406fcbHrCsMLPL5mHb99ZSVlSZd6/j5MX4PHTqUyMiR7K+pocBY14WeDGmborAiPZ3mIUPJGj2KyVdcwe3jxjFo4EA8Hk+v7/ezRb+7AyIqPLEGntqkT6KU4YZxRTClDG4eDUMLdN9+kk+sh3MgjP+kpscSxJddZKQK3+PdGFJKurq6+MpXvsKECROShuqdLFJKmpubeeutt7jjjjtOqY6TQVVV/H4/ZUbP5VQxzYeNjY3ccMMNzJp18kPbTodwOMzvfvdbcnJyuOaaa067PofDQXFxcb8rMwD5+fl86lOfigfwnep5NC0akXAEqenXx0xHfLFiniuHw0FZue6umzVjBnfecQevvfYaK995hw2HDyNaWvC3tuINh1HQBZKHxKzzkMgmGCIhQDuBNqFQ5/cRTEsjJyeXgsGDmDpvHtdedx2VKTPPWd8bpaWl/OhHP0JVVXx+H9NnzOCZ8ePZ8v77TDOeH9NXD3TrZfcmWK0KxI3ALwQskXApiSDBCIkpkAW6FWBxVhaffughrrjqKrJzcpg1ayZZWVnEYjE6Otrp6upi165d/OUvf2HihIl86lN3s37RIt5ZsIArNS1+znprp/V3b0rVGOA9BKuQTCYRZGlVWDYBtaNHM++qK0/oGs3Pz6dy4iQWL1lCSEq2ulxsy88nMmQo+VMmM2/WLMaNG0defn5c8Fvf9f35zur/ZEHGd1WmHtV/wwgYVwq5ft2cb7wjdB/2ieq6GKW+hZO9EaLRKE8//TSxWIzZs2ef8n5NC0JaWhpf/OIXz7rZVkpJS0sLfr//tHvPoAe0Pf/88xw4cIA5c+YA/fdQaZrGgAFVTJ486YxYT7Kzs7j33nvjAZ39gfVc9ZSv4WTRNI1wOIymaURjUTo7O2lra7uo4gF6wqoISClxud0MGTqUrzz0EHd98pM0NTezZ88e9mzfQUPNMerq6+mKqbRFI7TV1OCIxZBCn3VDSokjM5OMnBwkkJ6eTmVuHgWlJVQNGsSQIUPIzs4mNycnPklUb71UKWVSFsvCwkLm33UXizdtorSlhQKIz/6XSm++dutERRp63vurpeQNIUBKJpIYyQCJ9DhLhcA3axb3PfAApWVlKIrCkCFD4m0dN24ciqIQi8WYMeMSHA6FrKws7n/4YX66dy+5u3czjHjqnSRLSk9ttioCZnsF+miK8UjeEgo+qVGVckzHgBcDAa64664eRwWk4nK5mDr3Un727gKqKysZOG4cN8+axfDhw8nLycHr8yUpZufyOTgnaYO/MAP+aY6eF8A096PfK/pFuXjfC2cNM7GM1+tjyJDBpy2ApJSsXr2ad955h+uuu+4MtbL3fVVXV7Nw4SLuuOPOM1JnUVERgwcP7lfhCeD3+/nKV/7xtKwwJqFQiCeeeIJp06ad8lj90+FMvZiCwSANDQ1kZGZQX1+P0+mkuLj4jNR9oWB94Xs8HkpKSigtLWXMqFFoN96op5mOREBCNBalsakJVdOSOkJpgYA+ThxwulwI4x4zn3UpZZ+ee9M9YOJ2u7nltttYv3w5C555hquN3rXZY08l1axujnAwRzlgLBsONEjJSiFolZJJ6AGMAl0JqAaWFBbx1S99idKysh4nlTKtUG63m7y83LjAnD1nDoe/8Q2e/Nd/JdrQQKXR3lTFJTWIMVUhsLo8RgB7pcZ7QlAnJWPRrS9NwEKnk8xrr+MTd90VV6B6ez7M83vpZZdR8dRTlJSUkG7493ty0Z5rRbjflYCYBh8dhVXVcNkguHmsxdxvC//ToqWlhcGDBzFv3rwzcmN1dXUxbNiwsxqZbj4UHo+Hu+76BIWFBSfe6Dh1ARw7doympiauv/76c/KAnYkZ8szRGWlpaRQWFp7zF8XpsH//fsLhMEVFRRw6dAi/3x8fOnkhH9fJYj3WuLAWIi64zPvGi4+09PTjbt/TeTsZxT81zigvL4/7H3yQ723axMotWxhN8nTAkGxKTxX+quW3tZc9GsiRkoVCUCNhCpKB6ErA+243Y2+5mVmzZvUpDsg8P6Yl4/Y77+Tg/v0s+vWvGdLSQrnRZjNGIDWe4USxARKYDihS0oYu/A8De70+Mudeyr98+18pLCo60amNH4fP52P4iBFJQv9c9/p7ol+VAE1CUxh+uQJ2NMDgfH2IYEyz5f/pIoRgw4YN/O53v2Pu3LnxZadTX2ZmFnPmDDjrSV2klGzYsIGGhgbcluFBp8revXt56aWXuPfee8+pyfl0MxZmZmbyL//yL/j9foQQaFrq5LMnt6+ezoPVRNzXbU6mTCwWY+vWrWRlZZGbm8uKFSsoLCy8KHMEnAzHuxb9jbnfSZMn8+lvf5s//PjH7Nqxg0HRKDlS4kfvZfeU/dCMV7AqBNZoemFsO1lK9qCnFG4Hqj0eSm68kc8/9BABI5VxX4/f7GmnpaXx4EMPkZ6dzarFi9m2cyeyro6cUIgyVSXNGO3gRFcMsLQzTCLGImisjwhBi6LQqiioPh87iovJqKxkzowZ3HXvvVQZQ41Ppp1nc1j1maLfLQGqhIim30QBj2EFsEaV2JwyQ4YM4eGHHyYzM7PHcf/W7xPdzFJKnn76KS6//HKmT59+9hqN3oOZO/cywuHQGXloRo0axf/8z/+QkZFxWoGRp7LuZOvs6TppmhYPnDOzBEYikV7r7OjoQFWPn34U9OudFkjD4TRiqaXuuzQnb9L9cJaHUUqcLhdKT5G5vbTf2i6Ampoali5dysyZMwmHw+zcuZN77rn3jCh7NmcWj8fDbbffzujRo3njjTfYvXkzh44cpbOlmXBrKwSD0NFBJBrFJQQZUhKLqaiaiiSRvthqDZBAVHEQcTkJ+/2EAgEasrKYccMNfPHLX6a4pOSUesdm+YKCAr7y0EN8+tOf5sCBgxw5eoSNGzewb/MWWptb9IRbrS1EjWRIJorHQ0ZODigKYaFnYHR6vQwaMoRBw4ZRUVFBSXExJcVFZGRm9RpncTHQ7xMIZXtgZgXsb4ZddRCK6oqAPAlF4OK7DGeGgQMHMnDgwLjvySr4deEiiUTDxKJR/P5A/MbujTvuuIMRhjnrbGAVigMGVPa67mTJy8sjNzc3yfd5vF50TwgEEtmtHZomiUWjSMxzqxGNJmKIVVWjra09KfpdSkl9fT2dnZ2J+gW0tLTS1NRk2Yf+EDQ1NtHU1NynVkqpcfDAUSJBVW+1SKxLHnguEA6NssoCvF5vvP0FBXlEo1Gam1qNbY1ppYXe7uycTLKzc1JM0Xq5cePGMnnyFJzOnhU3VVV5//336erqYuzYcezevduYOrv/4xtsjo/5rDidTkaMHMngwYPpCgYJhcN0dHRQU1NDS0sLDfX1BINBvZcvJY2NjTQ3Nel10D0wTwhBZlYWufn5ZObkkJuXR0lxMZWVlaQZ1qDTGXUipcTlcpGVnU1WdjZjx41l3rx5dHV1EVN15SQUDBIMBpO2dbvdcWuU+YgoioLP641Pgpbqv78YFQDobyUA8DrhH2bCplp49iM95//npoHb2QdFQFpWX5zX47SwmnZ1waIL/iNHjrKvegd79+5l5+aDHD52kH/52j8zadKk45qBb7rpphOai1M5WeGdaq4/Uz1wfbhkSA+4ikZpam5A08w+iojfPjE1RlNTPTE1mrS9qmrU1tbS1Wm8PAzB19XZSXX1ATRVwynTCXVGOXTkcHz7mBqjobEBR8yPU3jjb8POtk4ioeTefDgYIdrVgx9XKgjpQsQHiVlv9lRPJzjwIIyktA68ROkioQEIHHj1WSLpYDV1KJaM6FKoKLhwyjQEDgSKoQbo26piP8nahECgEBXtTLv+fX77+E/Jy8uPn3Pr+d+0aRPPPvssc+bMwefzsmLFCqZMmRJX0GzOL0yhqigKHq8Xt5kRr6iIwYMGAT0/g5qmcbxELUrKUMUzGRRntjk18NLj8ZwwT4q1o2RtS09C/2K+X/vXHWC8RwbkwP9eD996A364RA8U/NIMyLBmZugBRUBJhj5z4MV7SU6N1F5/a2sbO3du5523FrF80Ue07irEFSrGEx5MbcZOjt1zGE2b0E3IW90FJ/KnS6n7fFOJhMOEI6ETtjkcCRMOB9E0lfr6JmJRtddw5HA4xOEDx4hGVATQ1RWkprau13dPLBql7lgLMuYgEo7QfNiJCKdkDhQQi0UJNftwyMTkPAK9h++IZuDWMuPL9LZ40KLZKDjxySIc0oNblViN25mAl1zcxpwPiQhkkVSXSPmblL9lyrKkjn3y6Yl/SzQ6qEEzBjhJwIGfIE2EaAYUInQSphWJRkg2oRLp1hoBqESJyDYEDiQaAgcKbgQCVYbZuGo9GzduYt68yxNtMe6/6upqfv7zn1NRUcGECRNZtmwZnZ2dXH311aedd8Dm7JEq+FKn4j7dgMTe9nU69DYU0uR4HZ3+no/jfKTf0wbHNHjmQ310gAMIxuClbbCsWs/9fyIl4Gc3wNzBthIAyTe3pmlomqSluZll7y/ljb8vYMeKCPLgaNTYJRQwnlzGEqKJGu0tWppbOXq0Bowo9JraYyBl0umXmkZ9Qx1dwY4eT3goFObIoWPIFEt7Q30zrYcgnu6km9TSTe1t7Z10tSlIDaLtbhxaIGU3poKCnmSmLQ9HJAOEQKpO3OoknPjpqXcsEHjIwoUXEBSSgcMiqq2lXfhRjHUJMShRjJ5x8vJkehLkvZVJLduXba30pAT0NPwpk6pes7rpwVz6NNT61NNB9Kmpu9epoRIjCEhUooRoNtwI+lRWB5o9tDa3x+/DWCxGa2sbq1at4pln/0YoFOK6667jyJHDLFu2jAcffJDy8vKL1rd6MXIxXKeL4RjOJv3rDpD6CIHVB+C5bfrfEohJqO084eY4FeiM2gpAaq9dVVX276/m/feX8tLT73FsXSb5XdcxWLsEB24+5D+J0ApAkBpaOw/xi+8/y59+thiAaEQldCwNJerTLxKAAE2VRKNOXDIH61k3TcVIgU8biJNA3IwMCop049XyUXAmysZ7webfEj8ussgAFFz4UCwDkrr3mbHsI/V3ck85mRPfLT31wq298d5q6K2M9Xd39eT49MEj1qflqe2xfuvKjcOwEnh7LNP9b5m0PEoHdd4FpGek0drSyvYd23h3wSJWLV1PZ7iVoSMGcdncy2lra+ett97kk5/8ZL9nb7SxsTkx/e4OcDngnkkwoeLkhbnPCdMq+FhqAanm/mg0SmtrG1u2bGHZ0vdZsWAnXTuGkNf6ZcoQZDIAN9mEaSZGEA0VicYR3iU9OprC3ffgIs0QpAoOvAiUlFc9hne4ewoOYfiGE35kBYxvU1Anlid8zObWqfWl7lHGlye21Zcp8RqkpbbehGdfbpWeW3P87Xsr05dte6vrROV7Euy9uQlSLQCkrLNum7oP63qzvLBcI72MCq4gb7+5gL/95Tk2vl+LVl9MkWcKl9+fQ9koN83NzaxatZKZM2dxzTXXnJHsgzY2NmeWfh8i6BAwexBcOuQUNpa6O0HrrTt0EZEaZGV+d3Z2sXnzRyxZ/B4L3l3Egd11+OovYZT6LaoYgUaEOjbgIg0FhSA1BKiI9/jymEqabCRACRINUFAsAWiJF39ChEhkNwFlxNynLDE/ivFJHTGs/y1J9o4LS5lkr3QyPW3VE7aIOXuYSoJKmIb2Ayz4dS4FscuopEpXFsOH2blhPWt3bMLhlHzyk3dx0003xWeGtBUAG5vzi34fHQAQM7NKnGo9F/F7JNXUr2mS9vY2qqureffdhSxfuoZtW3bTXN9OTmQGw9SHiRHBTRoKTjo5hkow7ivv4BA+CgGJQEFDNRQA2S3muyfBm6Anb73R5m59Rev65H6l1anQ8x56a0Nq//TjQ0899nONQCEzNopyrsFLHg1sosG/GE/lAaaOHcSnrvw8EydNpKCgwA4EtLE5j+l3SwDoQlxC0putLy+5k/WvXkiYSWJA9/GHw2EOHjzE0qVLWbVyDRtW76b5KESD4GcQY7mNSq4lRBN1rEcjCkiidOKjgDaqCVBMlC585KMRIUaQTg5RwqVIVBJD0HrjZMRPqgfZnJu8N9XiRN7vU+dkaz57LTl9TtSunnz5Z6MNyfVLHLjxUcBh12vIgmqGz/Rxy9zxXHrp56msrEqas8EW/jY25y/nRAkwLd1C6Ob9YPS4w0zjCAF+l+5SuJiQUqKqKjt2bOfgwYOsW7eejet2sHvbEdqPunFECkBW4CJCObOp4hYCFBsBWodJowwnfjSitLGPXEZSy3ocuIjSRgYD6eQonRzFSQAHHjRi9Gx072ObMYWDNLz1CZvC6QnV81kkn9/0h7XA3Ec7R1AHL+eOL4xn3ryHGDp0OD6fr9epr21sbM5P+l0JMIV9SwgW7oIXN0Nr8MR+fgEoCjxyBUyvvHhcAmag3+JFi3nkX35B+1EvsisDR7gAQTlphAnTgJ8yKrmRHMbgwIMENCI4cJPOaEAjShcOPPHhblE6AIHT+B2kFg/ZRqDfyfpjehLO1mXxHHrxEL6Tq8tUKPrS9z1eKODFwfl0ZD1dzQ7nXuZcP4Ivf/nBbjM12oLfxubCod/zBIDe8/+Pt+GZzfo8Ar0Nr7JuIwCHAvXJKaAvCjRVY9PmLXTsHkB+ZBoxgoSoo5XdeMhiCPeRy1jLmHg9AC9CGwBhGmljH+kMwEceTrwIHIRpxUcBuniNEaWLdCqAMyFkTqQUpC7ry+A3ayTB8RSCM68AnM8qxdnq4VvrPdm4A9XZQUa2Px7xD7bwt7G5EDkn7oDnNsLzW/Vx/2OK4PKBkOODD4/Am7vhE6NhSL5uNdhaCy9ug3FF8I1LYXI55+/b+hQJRyIcqj6CS80kRANt7ENBUMF15DEON3qGOjNrm2mCD9NCOmUEqUciCdFoZKnTg/y6qCWbEUhixAgTpQ0vefT2uj9xT7w3Id/TlskD0frSxz8Vzmfhfaqci+M5WUUj5mugYlAhDodiC38bmwuY/rUESAjHYM1BiKhw/wT4zhWQ7dfXPb8RllbDDaPgsiGABm0Rff0f1kFtO2R4T7CTC5BoNEJ9Yx0NHMVPJQVMJZfxeMjBgYfE7NfEvzWiKDji5n8HHlTCZDCGGCFihJCouAkQopUYnUgkbjINN4FeV2/C2ZxAp+9Y23cywYTnhwA5lwpKb9av3soer1zqMtnDp6/0VlZDQ3V0EAhchBq5jc3HjH5XApoisPYIVGTCA5MgL6BPLywt7xIh9Y8UkOGBh2bB+iPw+7Vw6SAoyezPVp99nE4ns+fMxO1eQ+3hNloOLaG6bjWOjhKy1bFkMgI/RTgsSXtihFCJIlDwU0iUTlrZgwMvKmFCNOKnCBcZhGknRIMxGiARta9jiobTCeUzVYne6zm52k+uPeePKtGdnpL69F5WGjn/exfV1jUqUYI0Io18DAlBL3oU/gklQOAlBwduJIKYMZdAav09KRSg33sxTz3l5VfauddtbC5w+t0doEld6Gf5IC+9h4BACWpKLvq8AEyvgN+shnWH4KYMY8X5+uY/CYQQBAIBPv/5z3HffffS2dlJS2sLtTW1bN2ynRWL32P/tr8TPlxIeudEstVx+CkmRhcufIbvv4EallPErPgpCVFLJoNQ8CAQRGglRC1hmlFwE6UTa4YA3Zrg7uHFb+3hp+YKMBP8mPn1UzMOJicfSmQCTB5DkMgzIONCSmDdd0+Z8ZJVGVLq1lL6vbp4DccFZvJxEC8bI4gkFq/XGqUQoQ2pRJOko0AQEa2EnDXdhrAKBFHRQdRbi+KQSfWl3roKCjHRRSyjHsXN8fSARIscMXxZGh6fG2TvmyRfQUE4HCbYLBCaR1/oihDIVfQpgWXP26YuHVgoyc7OOXEjbWxszmv6XQkQwnh9S5InnpHgdelzA+xogCuGJVYpCowr1AMDj7X1d4vPPkIInE4nTqcTv99Pfn4+QwYPYdasWXzms1GOHDnCxo0bWbl8NWsXv0bbnly8nUMokVcSI4RGjDCtBChAItCIEuQYPnIMYaMgURnAbbjR4w528zR+ilBwGymFozjwWYRsap8wIUp6FgyaEW9gJh2ypgs2RTy4ycBHnqUWUwRH6aIWGR+1kNjO+tty1uLtSXZoSBx4iNFFB4fQCKEpYaSIEnIeAyVGsnIgEn5tKYm5m3D6VJCC3NwccnJy4sWVtDZKKvNRhCPpHDickrLKEnw+X7ezIoSgpGRktwj67uX078LCwh7r6XEbRZCVmY3f7++z60YgCIVCNDU3IY0H0Ol0kpOdg9MS5HciFOHA7e57eRsbm/OT/s0YKCDHDZNLdJdATQeU5+g9fwEMzoMcP6w9BB0RSNM7OKgqrDoMXVGwdlYuAkNAN1KDrNxuN1VVVQwYMIBrr72W1tZW1q//kKWLV7Dpg//k8PZMlKYqRNRDjCBuYkhiKHhIpwpTjIZpIEAJukc3RgcHKGY2bjKMWeWiAEZPWTP60hKNKNKYdyCRSjjxtzTiFTSi8XnspbG9SgiVsLFMRUMliqnFJYYUaoSRxCzzF+h1q0oX0hEGQWJ/IgyuEEIBKWKkZQpcbhdWRcXpg+z8ANmK3paMTD85OTlk55ZQUlwCImFr0KSkIL+QgoJ8ALKysigoKIjPS+52J2YeVBQlKRo+cc3A6XT1GiCXmIa1z3dBXwueEl6vl6ysrLO6DxsbmwuDfk8b7HHCyEJ4dQesqIYp5cQnrqvMhqosWLwPXtwE14wAtwNWVsPft4FLgeKLyBVwMphCqaCggKuvns8VV8yjoaGBXbt28f6ylaxetIG91RsR9VU4wnl41GxUIoRpJUYIBQ8OPETpJEo7UVc99a63cQqfRbjL+D9TcEtvC05/zNIQ8w9rb7onJ4JEOCNkZPtwKI7kMiL58jndgtLyQlzO5NvRG8igYmAJTpczvjshJAOqBuD3+xBCITs7WxfUlhAHl8tFVlZW3F/t8Xjw+/0oitKrD9uOcLexsfk4IuTxU/XJjj/ORj24/IzszNzV9jq47Ukoy4S/fBKKjdgAocDfPoSHXtXj4UcVQMAFH9XqVoAZ5fDUJyHXx0kpAVKAI3M6gQdeQEkvAiV1VrwLi9Rrpmka4XCYfXv3sWvXbpYvX86rLy6go9ZHIDIMHwVINPwUohIhQhvu0ev45298noz0jIQWlhq+JiEjM4OiosJTGuDndDkpLCzSfc3HQQiBw9G9TG/zzp+N+ehtJcDGxuYiptcX3DnJEzC8AO6fCEv2wd4GKDJ691KD60fAtlp4/APYXGs0UoGhOfCtucZwQj52hoAkrAJLSomiKPh8PkaNHsXIUSO5+pr5fOKuO3n55VdYvmQdB7ftwxMciFDBQx5+isjKKeDKK6+goKCgz/s6nzhf22VjY2NzIdHvMQEASPjqXPjiDGPcvzSEuoA0D/zbPD2J0P4m3UKQ7Yf5w2BAtlFPfzb6PKcnYejz+Zg6dSqTJk3m0KGDLFu2lBVL13L04DEaancT6ogSyMrE6XRa/NX2WbWxsbH5uNGv7oB4pdZdpviHzaFO0jrkSZix5pySBnCxuQP6gnVKYk3TiEQixGIxotEojY2NKIpCVVVV3EduKwE2NjY2Fy397w7oy6yAesGexyKLVOUAww3wcfcF9BFrD18Igc/niysGOTk5SCnPim/dxsbGxubC4ewoAVIf0+84C8nEYurJpT61SVYITEXAFv42NjY2NmdcCZBS78VXN+kTAqlnSGJL9JECl1TqcQS2DDs1bOFvY2NjY2NydiwBAp5YB79eDdHuWVrj9CXpj7WMzwlP3AFXDbU9AjY2NjY2NqfLWVECJKAIvefeoyHAWNge1S0FLgF+F90ku6rpZRQBeT59uuFsr60A2NjY2NjYnAnOihIgJHxuKsyp6jlAUErYWQf/s0IX9A9Og6nl3cu1h+F/3of9zfClaXDzeKhIs5UAGxsbGxubM8EZVwKEkXSuJBOKM3su09wFv14FURW+fyXcO1nv7fdkNRhSAF96UXctTCiBqgw7WZCNjY2Njc2Z4OxMBi4MC0APH02DlzfB8oNw5xi4e2JiVsGeyg/Phx9erTf05yugsQtbA7CxsbGxsTkDnB0lAGOcf8pHSuiIwus7IMMDN4zUJxTqrbwwJmifUAYzq2DdYVh3iOPOnW5jY2NjY2PTN86aEtATEmiPQXUL5PqhNENPC3y8nr1Anz0w3QvBGBxqsRUAGxsbGxubM0G/KgGgjwRIc8ORNthRp8cCxFMFW8rFUwdLPUFQRzixXICtCdjY2NjY2Jwm/aoECAFZbphUAh0R+OMHcKxNzywopT5SwPxILeESeHMHLNwNXqc+/bA03AQ2NjY2NjY2p07/ziIIuB1w3Uh4bScsq4ZP/RXunwSTyyEtkCioRaGuDd7dDX/+ENoicEk5TCrThyDaie9sbGxsbGxOj35VAgAQMGeQnhvgV6th/THY/jZk+xJBgqBbA4JRaApCTEJFBvzzLChMw7YC2NjY2NjYnAH61xJg5AJwK/CVWTCiAH61CnY1wJH27uUVAaXpMLwAvj4HJldgxwLY2NjY2NicIfrdEmDEAeJ2wrUjYfoA2HwMttVCXbueQAjA74a8NJhSBoPyINNrBAXaVgAbGxsbG5szQv+7A0hYBABy/DBvCFw5VFcAzDTDigCHQ08upGr0bbYhG5t+RPaQE/tUZ2m01mXP9GhjY9NfnBMlABKyXKIPAYwvNFZogBZLLmy/Gm3OR6SUSCkRQpySAE9VJsy6bGxsbM4250wJsGb9M3MCHK+siYKhDNjvSJvzgJqaGg4dOkzNsaMMHDiIESNHoChKn4S4KfyllHR2dtLS0kJaWhqZmYlJN2xlwMbG5mxyzpQA07/fEoSjbXoWwRPF/PlcMKVUTzZkvxovLqy94VPtVaf2qM+2AI1Gozzx29/y0pNPEuro4Krbb+eRH/6Q7Ozsk6qnsbGRRx99lD179lBcXMJDD32FysrKk26P7VKwsbE5WfpdCTDfU42d8JtV8N5eqOuChs4TKwEeB/z+Nj1+wH7FXXyoqkokEkHTNLxeLw6H46SFmaqqSClxOp39YlaPRKN0dXSgxFSOVR+gra2drKysPu9XSsn69evZtm0bDzzwAAvfXciiRYu4//77cTgcfW6H6ZJIPWZbGbCxsTke/aoEmApAUxC+8Tq8tguimh4E2JckgKqEsGorABcbUkpisRiLFi1i+fLltLa28elPP8CECRNOqo7GxkYWLVqElJK5cy+joCAfOHuCUFEUSktKyPH6iEWjeLqCBEPBeHv6ut9oNEp2djYTJkygtraWrq4uNE3rkxJg9v41TePQoUNs376d/PwCRowYjs/nSyprKwQ2Njap9LslQJPwl3Xw+i799+VVcPsYqMjWJwo6HkLAsAJsLeAiQ0pJc3MzP/vZz1i5ahUet5tJkyb1WQkwfep/+MMf2Lx5M4qisHXrNv71X7+Fz+c7axYBIQR5xcWoikJI0zjS0kxra+tJ15GTkwPoyoDL5eLYsWOoqorL5epTHZqmsX79en71q1/j83kJBoOUl5dz9dVXM3bsWNLS0hBC2AGHNjY23ehXJUCT0BSGN3dCTIObRsB/XQcF6Xoq4L5g5wo6+/Snb9ncV1NTM7W1tXiAgM9HcXFRfH1f2tDY2MjGDRv5zGc+QzQW5fnnn6ejo6Nbb/hMIoQgIzMTnA6cQiCiEVpbWk66HofDQTgcJhwOk5uby/btO4jFYsc9dvO8xWIxli9fzpNPPsmkSRO54447aGlp4a233uL//u//qKio5Nprr2H48OFkZGSgKEq87TY2Njb9bgkIqXoMQEEAPj8NitN1hcDu3Z8fSCkJhUK0tbXh9XrJyMjoF4GhqjFUVcUpBC6nE+9JCu9oNIrb4yYvP4+jR4+Rnp6Ox+M5q71fIQSFhYVkDBpETU0N7T4fDQ0NJ7VPKSW5ubl01Qs2/T1CY1060bCDvqi70WiUJUuW8H//93/cfPPN3HTTTbS3t+P3+/nyl7/MoUMHefvtBfzy0V+TmZbDzbdfy9SpU8nKyrKtAjY2NsA5UAKcCvic4HLoiYI0sBWA8wCzZ9nW1sZf/vIXtmzZQnZ2Np/5zGcYPHjwWRcYTU1NBLu6CAJFGRmkB9JOavuGhgZUVcPn9dHe0YbH44n71M9m230+H16vF0VRiMZi1NfX95hE6Hh4PB466j0s+YEbTU2nc14HHZ0dpKWl91jeVNRefvll3njjDe677z4uv/xy9u3bx2OPPUYoFGLmzJlcdtll3H//fYwrvo5f/9P7fO+t5xl31bvccPsVTJs+NR7AaCsDNjYfX/p9KuFcN1xaCTXt8NFRPSjQ5swhpUTTtHiUvPnp67Zbt25l4cKFXHLJJXR2drJw4UJUVT3xxqfVaF35CIXDZGZmkpmVhdfnPakqurq66KpOY9czeexaHiQ7Kwen4+zquEIIAoEA+fn5pKen4/V6aW1t7dP5tuYIaG5qprWrga6ODrzBfPZtaObpp/7Ktq3b4kGC1vJtbW08++yzvPrqq9x7771cdeVVrF//IT/96c+YNm0an/nMZ9i1axc//OEP+MuTT7Hz75LhtZ9g6pH/x4E/jeF7n3uGf//Wj9i2bVtSW2xsbD5+nJOphO+YAC9thyfXw8wqKM+0ff1nAk3TaGtrY8E773D48GE+dc+95OfnnZRpet++feTl5TF8+HD27Nlzlluso0m93ZFIhHA4jMPhwO12n1Qd9XUNNO5MZ/m6DHalwexv+RDK2e/lmu10Op14vV527drFjh07GDp0aHxdb20Ih8OsXrWaX/30SbQ9A3ATIJ1CBh79PK/9+yJe/+N/Mm5OGZdffQkTJ06goKCA9vZ2fv/737Nt23b+6Z8eZsyY0SxctIjXXnuNW2+9hauuugq3282UKVP48MMPefPNt1n74fdRXMMZrF7LBHkbwWPz2fjEU/zJ/Rz/77++ic/ns60BNjYfU/pdCZDA+BL4yiXws+Xw7+/AD66GovQTZA00thfCnkSoNxobGvjZ//4vS954E28sytTp08nLyz3hC97sCaqqxsGDB8nJzCcW1k30U6ZMiQeTnS2klIY5XyUtLY38/AIyMjKAE5vypZREImEa6ppxhDLRopKIbKGkrADHSVgCTAtKS0sL1dXVlJSUkJeXh9Pp7LUNkUiEZcuW0dbWxpe+9CUyMjJYuHAhP/jBD7j66qu5/vrrycnJSQrGMy0zzc3NvPDcSzz9y8X4dl3OTPUmPDhpYj/FcjQlwbE0bTvIgYMrebHldf7+95cZO3YcDQ0NtLS08I1vfIOqqgG89tprvPvuu9x1111cdtll8fYGAgFmzZrFuHHj2HHLdt549V3e//t/4d05i1HROyhVZ9BW/zqRSOSsBk/a2Nic3/RvngDjs78RxhbDyHx4eRs0dumKwYlQFLh7AgzOsRWBnqitq2PVO+8gGhsJ5J5Y+KcSDoXYt+MYnavHsXCjlxpPJ0XFRWetl2gqH6FQiJqaGoYNG0Z2dg6hUJDq6gPkZOfgcHZPGGRu19nZyY4d23l3wSIWPr+J9OBNgCAaif1/9s46Pq4q7ePfO5aZTNzdtXGppKm7AhUohRYrtF2gZbHii7MsUmTpAsWKVIEadXdPU2/TNu7uyfh9/5jMkCrVwO7b3+cDmSZ3zjn33HPP85xHfg8nT2XR0FCPs7Oz9fpLtQNQW1vL7t27WblyJSUlJTg4ONC3b18GDhyIt7f3BVH1Op2O1atX89133zF69GhCQkIwmUzcf//9HDlylNWrV7Fr1y7uu+8+UlNTUSqVVkXj5MmTfPP1t+xZUEdo+RMEkUwdZzjs8BNCUDGaYiecqlMIJJ0RSRMZ+s+xnMk7zMaNmygvL+eJJ/5OYGAA8+bNIyMjg6efepqo6KgLlDVBELC3t6dz5y4kJCSyd9Ae/vHEf8g5FIaBZpQS0417mLdwC7fwX4kODwzUGeHL3bAsCxq1ZqVga575vz+CAMR6mpWAW7gQRqMRo0lEB8hcnHFxdr5iAW4ymahvaKDodD3qM/6cOtOEZLANPm2pejcaFgHc1NTEggULyM7OZsKEiUgkAjt37uRf/3qXfv36MWzYMPz8/JDJzEtVr9dTVVXJ4cNHWLdiGwc3FiMpiMSv9VG8SUCKHN+W/mz6z3c0137A/Q+Po1OnTtbvt+9fFEWamprIzMxk2bJl1NTUkJCQQM+ePamsrGLLli1s3ryZAQMG0Lt3b3x8fJDJZOj1elasWMH8+fMYM2YMXbp0YceOHWzfvp0uXbrStWsXAgMD2bZtG59++ilJSUnceeeduLu7s2PHDhYsWEhUZBTPPv4Exz50IqtxDeVhv3H75ESGDH+AI4eOsXPrfo5s3orBJZSgs92IjY0hKSmZ5uZmpFIpX331Ffn5+Tz++OPWegUXg8X6oFAoCA4Jxt7RDhN6TBiuPC/3Fm7hFv5n0eFKgEQAW4W5cqBaZv7vSuGoBL+2+IFbhoALUV1VBVotvr6+qN0uHgvQ/vRrNBrR63UUFxeTk5NLZsYRqvP1uONKHdn4eKhxukoe/PP7uNwYNBoN8+bNY+vWrUydOpWmpmYqKioYNmw4+fl5bNiwgW3btnH77bfTv39/6urq2LVrF9u2bcVoMCEe7k5U1n24E4yRJkqF/WiR4CWmkFj9Ege//JGsQzOZ8sxo+vbrh53d7xkHOp2OEydO8Msvv5KTk023bt2YPn06LS0tbNiwgbi4eOLiYjmw+xhf/mMNv0at5c4JQ0lL68bRo8f5+PWfGD5sBOnp3dm1azfbtm0jOjqaPXt2c+TIYYYPH85tt40kPj6OlStX8uqrr+Lj40NeXh533XUXgwYNprq8kWW/fYHG+QwvPXcv3bp1Q6lUEh4ezpBhgzl9Oott27by008/olarGT58OJ06dWLdunWcOnWKl156mYAA/ytW9HRaPRKFHt8uerQGLQrbW0rALdzC/3d0uBIgl8LLA+G5/lf/XQGwkd1SAC4Fk8mEysuTVpkMZRvbnNFoPCcNrLnZLGiLioo4dvQYOWeLOLW3krosG5QtoYTrp+BMMM2UkXOsjB3bd9Cnb19sFDaX7Le9ud2SvlZbW4eNjQ1OTo7nVNVrbwGYv2AeO3fuYOrUqXTq1InZs2ezbds24uPjiY6OZuzYOzl9Oov58+ezcuVKJBIJnp6ejB17J8nJyeSuU7P472Ucb1xAo88BvFMN6Ft0ZG7fRnjLPXTWP4at7W6WLpvLoUOHuXfCvfj6+nL69GmWL1/OiRMniI+P5x//+Ad+fn7k5eXx66+LOXBgP/v27Sc1JQWbsgSCyxIpLzjJh3vW4hz9Kw2lRrwKxtOo6covuq2crt3O5MmT6dy5M+Xl5fzyyy/89NNPREd3YuDAAUyePJn9+/dTUVHBSy+9RHh4OAcPZvDDDz8SMTKE8eNfJDAo8ByXg52dmqSkJOJi46iuqebXX39l7ty5aDQaTp06xcMPP4yPj/dVrY/q6mpk9s30eVhPVVUjWWductbHLdzCLfzl0bGBgYL5FC+TgPQaYs0swv9WPMCFEEURo8lEdXOz2bTf1MTixYutFe2kUikymYzc3FxKSkqQyWT4+PgQ5JqA5nAnbDSeKFCjp5VmavGjJ4WHNfzr6XmUP1PJyNtH4OTkdMn+9Xo9tbW1nDp1in379pGVlYVarSYlJZXoTtEEBQXiYO+AXC6ntbWVeXMXsuCzbTz7xlRiYqJYumQZJSUljBo1igMHDrBixQri4uIJCwsnPDwCjaaV6OhooqKiADh1Kot1WdvI6pRNZIonA4eNJCExkcbGRn74dh4bf3yHZOU9PPxyFwSPAObOm8u7775LVFQUhw4dws/Pn2nTphEd3YmqqkoWLlzI7t27CQ8P57nnnuPkyZNs27qN/D2Z2Oi64Sp2wqU+kso9R/HEFU+6cPjsPoSd23jyn/eRlpaGVColICCARx99lNTUVH7++We+/vprevfuTffu3fHz88NgMLJo0SJ27drFgP4DGDpsKPb29pfM15cr5Hh6etKpUye+//578vPzsbW1pbKyEoPBcMXUwoCVQrm+sZ6y8lLk8qvPwriFW7iF/y0If5AjLDZ91xNjwY6b0rnY7sPFBLvYzu5/PXJfFEDq2A31A78gsfcCyZVXZ/tvgCiKtLa28tlnn/Hbb78RHR2NIAi0trZafd+WU3RcXByxsbH4+/ujVqupLGzh63vKOHUwh1rZSUx+ObRoNASU3Ycv3ajiBMV+s+k20Z0pU6YQEBBwTr/Nzc2cOXOGvXv3snfv3jYWPS+cnBxpbGzkzNmz1Ja34ujoSK9+XUhMTuDQwcPMfW8/EWWPMeCeaBoSf+b4mf1Mnz6dyMhIqqurWbNmLStXrsBgMDBo0CDGjh1LU1MTe/fuZefOXbS0NJOQkECfPn0JDQnBRmm2VAiCQHOz2aQ//6dFJKfGc++992LvYM+GDRs4dOgQ/fr1o0uXLtTV1bFlyxbWr1+Pj48vo0ePIjY2FoVCgclkoqSklA0b1rNk7gYK9ou4NqbjSQr2+FEi2YGx81pe/uARunbrekGxH1EUqa+vZ8WKFSxdupSwsDDS09PZunUrer2eBx98kLi4uHO+dznXyeHDh/nb3/5GSUkJarWaIUOG8Oabb6FW217R+gCz9eWTTz7h4MGDyOVy7r//foYOHXrJvm/hFm7hfwaXfMH/NCVAFEFoswbojdCoAY3+97/byMBeaS4fLAqYqQWvcZ/6X1cC9Ho9S5cuZdWqVfTt2xe93gCIyKQyBImAKIKjowNJSUnY2NhQXV1NXl4eJ06coKighKoCAx6+9nSKCycqNpziolJ++GQVpow0urmOptf7jewumEd+fj4PPPAAMTExVFRUcOBABgcO7Keqqgp//wDS0roRFxdHVVUVy5f/RlhYKFJs2PbvVo4dKKRZlQMuFUhbXAivnoo7ceTYLsLjjsM8/fIUIiMikUgkiKKIXq+npKSE5cuXs3fvXnx8fNBoNCgUCtLT0+ncuTOenp7I5XKrALO4I8DMqX/y5CkWLJhPdVU1d4+/m86dO1vdFdu2bWPTpk0olUpGjBhBcnIydnZ25wTYmasb6ikpKWXzxq388uNqDLv6EK2/lwyHt7jrTX+m/m2KNejwfJeH5dlkZ2ezYsUKiouLiY2NZcSIEbi7u18Rj79FicvKyuLxxx8nJzeXloYG+vXrx5dff21NpfwjWMZUV1fHmTNnsLOzIyQkBBub35WnW7iFW/ifxSVf8A6PCYA2BUCAVh3sLYAFh6CwHrSGNuuACDZyCHSEkZ2gR7A5KNB0CYvB/1dYBMSRI0dYunSp+cRrb8/3339PY2MjKpXKKqAUCgVHjhyhvr6euro6XFxc8Pf35/ZRIwkNDcHZyQW1nRpBEDAYjISFB/Ppv76hyFCIX5f7mTJ0Cr/++itffPEFXl7elJQU4+joSEpKCl26dMHf3x+tVsuJEyfYunUrBw7s58iRw7g6eVOZE4qTKQK35jj0zS24EIEToRRKNiLtuoNpM6YRFRllNYkLgoBCoSAwMJCpU6cyePBgMjIyCAwMJCYmxlrPoL3wt8DyWSaTERsbw7PPPsuyZcuYNWsW/fv3JyYmhvXrN1BaWsqoUXeQlpZmdXOcb5IXBAG5XEFAQAD3ThyPCPxw+CyyOhscDeE0N9afE+9w/hhEUUQulxMZGUlwcDCtra3Y2dkhlUqvmK7Xco29vT0yQaCuvAIvJycEjfaqmBwtCpKTk5NVGbrY/N3CLdzC/y90uBIgAghQVA8fboVFR6FVf3HGwD3A0pMwJAJe7gehbrcyA87H2bNn+fyL/zB48GB69OjBihVmApi77x5Pa+vvlLOCICCRSPDy8sLf3x8vLy9sbGzOSZ2zCAO5XEZSUhJvfvACP/30I++9/y733HMP48ePJzq6EydPnmDMmNGEh4cjiiJ5eXnMnz+fo0ePIggSIiMjePnll2lubmb//gPUdztG/uFdGCrccNOmYosHZ4XFGFLW8+qbjxEbE39JQapQKIiIiCAsLOyCk/MfCS9BEHB0dOSuO+9i//79/OMf/yAhIQEvLy+mT3+CpKREq0C+XHuCIJj9/YG+YHsAlaQVD2dn6qoLL0u52749GxsbFArFNQleURSxsbHBy9ERH5WK4oZ63CoraG5utsZ8XAnaW0puKQC3cAu3AB1NFtS2X2qN8P5mmHfE/LtgJwh2NqcOWiS8yQQVTXC0An47CbUt8OntEODU1tj/072rvdCprKxk1sxvkZaFMGzQ7Zw8cZL169fzyCOPkJaWdlmhdimha4FEIsHf34/HH3+cJUuW8P3331NeXk6fPn3o1Cmauro6Nm/ezIEDB6ipqcHPz5/bbruN2NhYXF1drQFr3bt3p3pCNSdPnGT1ivXs+P4AIQ0jMCq09BwaT0pKChLJxQVS+3//ke/8YvdogU6vo76+nqamJlpaWnB2dkattkUikfwhG2J7Yenh4YFLbBM9x5VRI6rZdagOg8FwAQfB5dq4FgiCgEwmQ2JnR6lGg7tSiUKnp66uDj8/v6tu6xZu4RZuwYKOtQQIZtm9+iQsOgZyCTyYBPd3gTA3kMs5RwmobYLlx2HWLjOZ0Mxt8N4Ic5rh/9pWdrVFXFpaWvhhzk9kzNXTSzuZ1f+oZYfxJwYPGkyXLl0uCFS7GC4nENqboe+55x7c3d359NNP2b17NzY2NuTk5BAcHExiYiJpaWn4+flZBX/7dpVKJT4+Pvj4+KBS2XJoxVw8/A1UlAgoVUokEuGiSsmVjvNK7lGr1dLQ0IBEEKioqKCgoADJVcaFCIKAk5MTdl4G1FEVOEqd2LS3lbq6Ory8bg6hUnsoFAr8vbzxU6mo1Ouo0bTe/MJOt3ALt/A/jw63BOhMsDPPbA24LwH+MdhcVEgEDPpzr3dUwoQU8HeCBxbB+rNwsgLivfif0AKuRPCbTCZrVUCDwYBWp6WxoYHNm7ax+NMjxDc9j4CMHxZ+zYBngxh5223nmJ2vB7+7B+R4eHhgNBpZu3YtgYGBxMXF8eyzz1q58dufqC8Z5S6I+KTqGPRILdL1zcgUEjriQYqAq1RKktKWQ2VlZv+67OqDQ21tbVHb2lFZUU1ERARgrn7YEUqARCJBYauiXKtBKpGgNBioLC+/5R67hVu4hetChysBdVrYmQ/utjAmHlQyMIqXKSksQqofpAfBmtNwugLi2jhS/qqb35WWkm0fQGbx3et0OlpaWmhoaKC8vJySkhJaWlooK6mgrraJyrJqKorqKDtpILD0AZxw5bjsZ6Lu0nLfpHtRXWUJ3itFQ0MDEokEvV5PU2MjQUFBuLi4XBAZfzkIgoCNvQk7DyO2niaEm1yYyAIRUAtS/BQ2HNK24u7mhq2t7VUrSkqlEmdnZ8rKyoiPj0cqlVFbW3vJ2gQ3EnKZDF9/f6QSCRKgxWjEYLzF/X8Lt3AL14cODwzUi6AxgKutmQLYBJeV5oIAtjbg7WC+traVv3R0YPsUtZqaGmQyGU5OTlaTt8lkQq/Xo9PpaGxspKqqioqKCsrLyykrK6OyspL6+no0Gi0VFeW4uLigVqupzrSlLNMRhSkMqSjHXXTCQDM7ZP/Cp18Djz/zDB4e7lccdX41MJlMVFVUUn3iJKJej5PJhIuz81UpAL+j7doOZ6y1lK8CW7X6qkh2LFAqlcTGxvLrr79SUlKCyWTE09PzBo/z4pBKpaR07szYu8eTefQII2+/nZTUlL/qa3ALt3AL/yXocCXAUg4Y2pEBXYFAsHzHKLaJkb+YImAR/ubccgNr1qxl7tx5ODk6cO+Ee3FxcaG0tNRK2VtcXIxGo0EURWQyGQ4ODnh6ehIbG4enpwfOzs5s2LCBiPAI7B3sOaY3svugCY2pgQYKkKFEihtapzLuevgOQkNDLpqudiNgNBqpKC/DVqul0WhEW2tOMbwWmCP2nax8AB0HAcFCTHGN3UqlUgYOHEhLSwuLFi3ib397FD8/v5sebCe01c/uFB3NS6+/xrp160hLS8PNze2m9nsLt3AL//voWNpgwF4GIc6QUQJnayDM3SzYRc7lABCt/zPzCZQ3tn3fpl1jfzLaCzHL59ZWDfv27+XNV96jtLAak6SFE5l5+AQ7UV5RTl5eHkajERuFgnsmTGD8uLtxdHLETm2HiJmBr6amhtLSUsrKyigoKEAQoKq6ldIwPWp7AU1TOfZiAp1CfNBWq1HYyG+qINLr9VQVl2AEpIKAWmmDvb39VbUhCAJOjk40NDSwYMECsrKyGDt27BUFMF4vJIJAkyByWmdWukTEq54vy/Vubm7ccccdbNq0Cb1e94fZBTcSUqkUuVzOtm3bkEgkBAcHd8j83cIt3ML/Ljq8doCtDFJ9YXMu/JABXQPMAYCi2EYG1HZte6VgVy5szwEPNUS0HX7+TB3gfOFvNBqprDSXt920Zgf7N+YhPdWNSNEHBQ5EuLvS606Bz7/4Ny3NzRgNBnSCQPaZM+Tl51GVUUVZWRlVVVU0NzcjCBJUKhXu7u64urri7u6Ok5MTzi4uONjbs379eg5mHCT5Ng3lqyXo9YabqgQYDAbqamvQmEwoBQGJrRp3D4+rbicsPIzHHn2Mffv30b9/f7qnde8QIers6MiYBx6gU9eu5Ofnk5iYaCUcuhbY29szbNgwAgMCOzzlzsbGhuTk5FtWgFu4hVu4Iehwd4BUCrfFwrzDsO4sPLUcpnYzB/vJFSBpk69GoK4ZtmXDu1ugTge3B0Mnjz9PAWhv8gfQarUUFRWxc+dOtqzby9ltemwrEgjQj6KFMiTYIEOFprWewrwiGhobQBCwd3LC3s6O+oYG1q9fj7OzM97e3kRFReHu7o6npycODg6oVCrkcrnV925hCHRyckJERBQFBMFcFrd9oOGNhsFgoKyhgWIBbI0G/FUqHB0dr7i/9sQ/PXr2IDYuli+++ILde3YzePDgm64IyBUKhg4dip+fPxs2rOf222+/ppgAwMpmGBMTQ1ZWFimpKX/IE3AjoVQqCQwMpKqqCqPReMsScAv/s7iYu/AWz8WNR4fzBCBClAc83h3e2QyLT8COPHMaoLc9JHpBkw4yS81kQQV10GwAH3uY1gPslPwJQWW/QxRF6urqOHLkCDt27ODkyZP4+noT4TgAx5I0ZKI99RSSJ9+HxuMMLs62CCEKisvtGTt2LJ6envj6+uHp6WEN+lOpVOdQybbPGrgYJa7F9x8SEoy3tw9FRUUYjcabJkwdHBx45tlnGTV6NCdPniQoKAhXV9draksikaBWq2ltbWXvXrNFoCMq2UkkEqqrq9i2bRtjx47F3d39utrLyspi0aJFDBo06JrjI64VhYWFHDt2jFGjRt2qAngLV4z2QvWvLkzbH7gsBdBu4eagw2MCRAEEEe5LBZUcPt8NuXXmGAEBWHvG7BawBADayqGzDzzdGxJ9f6878GdAFEX27dvHggULqK+vJyIigilTppgr3+WLfLb+BCeqdiEPLaRXf196D3gQbx9vnF2cUduqrTS9FoF/udP75aL8AwICaGlpobS0tI2sJuqmvSRm/nw5KSkpBAUF0dzczMCBA6/p9Gu5ZxsbG6ZMmUpW1inq6+txd3e/qZYMS99xcXFMnTr1siWRrxRxcXHU19d3qBUAzMpMeno6Dg4OtzbGW7hiWITp+firKQOWMZpMJqqrq9m4cSNlZWV0796d5OTka8xIuoXL4U/JDhAxVwmckAJ9w2DlCdhVAPWtUNdq5gxwUoGzLfQPgQGR4GXfLjPgT0J9fT1z5syx1oz38vKmqqqSNWtWs39/Bk1dWxnXO41u3W8nNDQMGxubK2bCu5pFHRMTS1paGv/+97+JjY1l8OBBN10gCIJAfX09P/74I506dbpqutr27ZhdGo6sWbOWU6dOMWXKlA4Rpvb29uTn5+Pp6UlycvJ1bSQ+3j40NjSSl5dHXFwc0HEbU0NDAytWrKBPnz54e3t3SJ//H3C+kPxfEDTtT9Q5OTmcOHGSgAB/oqOjL8rw+Weh/ThNJhPHjx9n1qxZ1NTU4uPjzYYNG3jhhRdIS0uzZhb9Fcb9v4A/pYqgIPxeR8DPEaamwQOdzYWEWnWAAGo5KBVtbIIiGE1tCsCf+Nybm5sxmUwMGTIElUrF999/z6FDmfj6+jJkyGCSU5Jxc3VDJpNddIHeKBY/Bwd7+vXrR0FBAY8//jg+Pj43hR/g/H49PT2ZNOlhXFxcr/slNAe4JdHQ0HBF/Ps3AkajkQMHDuDk5ERSUtJ1cfnr9Dr27d9HcEiwVQnoKDg5OREcHHyLNvgG4vx4n/8FAWO5F71ez/bt25k9ezZ6vZ7GxkbuuGMU48fffU4FzZvVvwV/1IcoijQ1NbF69Wp+/PFHwsPDuffee/Hx8WHNmjV8+umnqNVqEhISbtrzuVTa8pWM/VL4q6+lP62UsIW6RWg73dtIzeWDnVVt11iuE80kQUIbL8CfnRVgEba1tXVkZGRw993jSEtLw97e/ppP9lcLQRDQaDTU1dV1aD14c6CijL179xIaGnJOBb6rhVwuZ+TIkezatYuysnKCggJvunavUqmYPHnyVQU1XgpOTk5MmzatQ6P0LVYUT09PvL19aG5uvnUiugFoT/BVWVmJXC7H2dnZGnR5qfk9P0vor1SZ0TI2jUbD8uXL+emnn0hL6054eBj5+fksXbqU/IJ8pj0+DR8f7wsqdN6I/tu7IP7I/WkymSgpKeHLL7/kwIEDDB8+nPT0dKqqqqisrGTgwIHU1NTw8UcfM2PGDKKio27omNs/S4PBgMloRCb/PfX6cmM/fx1YuGIAa8zOX2FNXAodX0q4bb72F8LBQghxg0GRv/MCWOfTzI/CmUpYkAkOSnigCzjY/HkxARbGP6PRhFQq4uDgQGRkZIcqABZ4enpy113jLuj7ZkIQBKqqqjh58iTjxt113ZHpEomEBQsWEBoaynPPPdch1oCMjAz0ej0RERHXNW8ymQyNRsOG9Rvw9/dHrVbfwFFeHi0tLWzevImgoCAiIiKuSxH4bwoWu5kQRZFDhw/z3DPPYCuX8/CjjzJg4EBsbW2t17Sfn/aWA6PRiEajQS6XY2Njc1MUs6vx51uubWxs5LvvvmPt2rUMGjQILy8vCguLCAoKYtyd45n7n9U8mfUcz7/8FImJCTck06T9OLNOnWLn9u3YOTgQEhJCQGAgjg4OyOVyJO36MhgM7Nmzh88++ww7OzumTZtGSEgIWVlZ/Pjjj9jZ2fHggw9y9913M/eHRbz+6tv864O3CQoKumFjtUCr1bJ0yRIOHzpEZEQEAcHBBAUF4ebmZo3p+l0OmOu5NDU1UVNTQ1lZmfVnUVExUqmUoUOH0rVrl+s6MN1sdGztAAABcqpgxgoob4I3Bv3+94uZ+9UK2FkAmSWgUsDDXdtd28GwLIKWlmZsFM4XaLodBVEUOXbsGNu2bSctrZvVGnCzIZFIGDZsGL6+5niA6zGni6KIUqlk3LhxlJaWotfrb5oS0P4UYm9vT0VFxQ1ps6mpie07tjPu7nGo1eqbfiq3rDWVSkV6ejoGg7mc8PUEOoqiiF6vRyqVWrNO/qqb1c2EyWQi8+BBjh4+jKKllWdOnmT4qFFMeuQRIiMjUSgUF5z49Ho9ubm5rF69mkOHDuHt7c1DDz1ESEjIH1oRrgaWfaahvh5BIsHW1vaiAtuyzgGqqqqYPXs2e/bsZdSoUQQFBbNx4wY2bNhAQmI8fpLuuJwZRdbxLTxR8ApPvvAwQ4YOQqWytZb2bt/u5cbWHhbhKIoiP3z/Peu//Q65XIaNoxO27m6EhIURFhtLbHw8vr6+qNVqVq9ezbJly0hNTWXo0KHY2tqyevUatm3byoABAygsLGTOnDmMv30yTkfGkrPpcz7x+YIZLzyBt7f3Ve3BFzu1i6JIUVERjY2NFJeU8M9/vEpjSTHudvaItrbYuTjjExxCQEQ4ISEh+Pv7k52dTV5eHhUVFdTU1KDRaADzyV+lUhEbG4tCoeCTTz7m+eefJyEh4aYxul4vOtYS0GbaX3oMjlfCvfHmIkKXYw72dYQX+8K9C2HeIRjZyRwk+GdoAUqlEgcHB7OpR/jzLBJgVkgcHTs+QtxoNLJu3ToSExOsmvi1LmyJREL37t2ZM+d79uzZQ+/evW/qiyKRSBg4cCDFxcUYDIZrTq+zbBxxcXE4ODggk8k7LGffYDCwatUqdu7cyd69ezl79izTpk276nuxbIZ5eXmsWLGC0NBQQkNDCQwMRKk0F6H6K25YNwuCIGCjVKK2s6NFq6WpspKfZ3/Fvh07mPjII9x1113WVFCDwUBRURGLFy9m9erVuLm5MW7cOA4cyODFF1/kySefokuXzshksmtWDM8XVtnZ2Xz8/vsYtTriU1Po3LUrIaGhbRUxZVYFQBRFysrKeP/996moqOCJJ6Yjk8nYunUrR48eZeLEiezes4tfVi/DpaUfPvSgPDOTF6Z/wImpJxk+YihBgYHY2dsjl1+ZeDAYDGi1WqRSKZs3b2b//v107dqVw/v2U6vRYG+QodeUU15USPmRo+zbvx+dVIqzszMKhQKZTMadd95Jly5dqKysZO7cudTV1fHkk0/SvXt36urqmDlzJu/9fS6+hZOJFqey+duPMYkf8sqrz5tdciKIV5g7bpmnnJxc8vPz8PT05NVXX0Wr1fLII48QFB1FlslIZWMTNo0NNFZXU1VRQVZ+HlKpFJVKhSiKREZG4u7uTkREJE5OjqjVdtjYKKw8Ir6+vnz77Xd8+eWXvPLKK/j6+v4l3XcdXkWw2QAZReCshNtizIF/BtOlBaoIJPlBeiBsyoYDhTC8k/lvHT2V55z8zVUQOngEZhiNRpqamomKiuowK4AFcrkcg0FPVVXVdZnjLJuWVCqlsLCA4uIiunXrhkqlunGDPQ+iKJKXl8eHH37IBx98QEBAwDW/kIUFBbz7zju0tLTg5uLC8Ntvp3///jfd7NfU1MS+ffsYOnQo/v7+LFy4kMrKSnx9fa+6LYPBwI6tW/n2n/+kQSrF38+P9z75hM6dO//lNqqbDYlEwpjRo3F2dOSr//yHI/v3U9PURH5+PjM/+ICNGzcyZcoUfHx8WLVqFevXr0cul9OjRw+Sk1NIT+/OgAEDWLp0GR988D6jRo1i1KhR2NnZXfXG314BMJlM1NbWsnv3brYsW46/3sDZVatZ4mCPW1Agsb16kZiaSkREBN7e3pw+fZrPPvsMF2cXXnrxJVxcXZg/fz6ZmZk8++wMundP46677uTTgM9Y8vVK9HVqDCYtjmXJzH/nOEs+O4J7hITUHpEkJEcTHh5OUFAw9vZ2VqUGzARlpaVl2Nqq2LZtG0uWLOH222+npqaG5uZmnJycSE3vjmg0INbU0lRTg9ZgoEEuQ6LVIkgkVFZWkp6ezrhx43B3d2ffvn2s+G0FiUmJvPDCC3h5eSGRSHB1dWXKlCnkZb3B6dKFhOnvIbblMbZ89wn2drMYOKQf9vZ2bbE+v8+jhXVVKpViMBgRRRNHjhyhuLiYyMhI/vWvfyGVSpkxYwZPP/00Xl5e+Pn50aNHD2pra8nOyeHUyZNkZWWRn59PZVUV1dU1REdHcfvtd+Dk5IjBYKC1VUNrSwvl5eU0NNTT0NDIyZMnGT9+PPfdN5F33nmHWbNm8dxzz+Ho6HjD1uyNQoe7Axr0cLIK3NQQ5GLmBPgjWaqUg4c96ExmF4Jgaez/1z5lhdFo5MyZ08hkMkwmU4daA7y8vBg/fry1dsD1CguVSsUjDz/C8RPHaW1tvemnUFEUqampoaCgAB8fn2tOk6qqrmbX7t1UFBYS7uCIl7s7vXr1uunWAAtvg1KpJCIiAoVCQUVFxTUpAaIo0trUhL3eiE5vwLW6hsb6+psw6r82LM9erVYzYuRI4uLjWThvHnN//ImC4iJMra1s2rSJwsJC1Go1SqWSzp07ExERgUQi5dSpUxw6lMnYsWO5886xeHp68M0335CfX8CkSZPw8vI8px+4eN0Ry98tJvXS0lKKCov45puvOXToEDqNhrMmE3KDgLJai7a2jpqGRnbs3o1MLic4OJizZ8/i6urKbbffhkQqYfbs2WRmZvL0009b02JdXFwZPHQQ6zasQ6+rxFvTB93ZcBx0/nhVxVJXVUzWmUyKSlbR0FCPk7MTvXv3ZvDgwZSVlaNQKMjPz+OTTz5hxIgRhIWF0atXL+Lj4wkLCwPMdS7i4uMpfeABSktLyTp5iuxTp8jOzaGsuhq9Xk9lZSVKpRKNRsOOHTuYM2cO06ZN44477rDG2FjmJCAggJfffJo3jR9xduXPhBnHEtYygVWf/MyGH+aAugl7ZzmOPgakCnOaoSAI3HnnnXh5ebF371569+7N999/T2NjIy+++CIzZszA3t4eHx+fc2KEFAoFrq6uhIWFMXDAAPR6PbW1tZSVlVFSUsKaNWv47bfldO7cmcOHD1NcXEpNdQ3OLo6Eh4cTHBzMqVOn+OGHH5g2bRpTp07lnXfeYeGChdx3/31/OUvbnxIYKGLO+TeauKIqgiYTGNqyoXRtP/+M6Tvnof2Jz08qldKjR49L+gZvFiwBMVu2bMHW1pYnn3wShUJxXYvZbIa1YcGCBRw/foIRI4YTExNzyTTLa4Flk21paWH16tVIJBL+/e9/09LSwqBBg66pH0Ew+4MMgkCN0YCug9L1VCoVHh6eFBQU0revwhrjcDWnzfbR8KWlpWb/NiZ0trbYXWVhqP8lWOYvKCiIp559lkFDhvDZrFls27YNG4WCrl274uvrh4+PDxKJQF5eHhkZGeh0Ory9vXnzzTeZPHkyPXv2JCgglOf/NpPTx1/lhX88SWRkhNXV1X7+GxoaKC4uRiKREBAQgFQqZcuWLZSUlLB48WK8vLzo1q0bkZGRZGzYgK6gCE1zE0adnkaJhNySYhxaW/D08KC+vh6DwcCWtWs5kXkIuSBQVVSIf3w8X82ejYurK46OjrS0tHDgwAECAvyJjIzATubJxi9yKa7OxwN/Qkikx5TOdPt7K2WlJZw8dYr58xewceNGsrJOM27cOIYPH8a0adNITEy0KqDnZ0eobW2tbqb09HSMRiM6nY7y8nLOnDnDgQMH2LBhAz4+PtjZ2aFSqbC1tbVaA89vLzo6ilfeeZIn617myPZqAsUhxGoew7nUBzCgDtMy/I0mHH31GAwmDh8+zOeff46TkxOurm4MGzaMf/zjH6jVamxtbf8wm0MQBCQSCTY2Njg5OWEymRBNInGxcWxcv5nysgrS0roRZN+VVYv2oBMbMPnZoLKxIy2tOwsWzMfZ2ZlHHnmEyZOn8Obr/yQoOIgBAwb8pYi+Opwx0FkBCZ6w5ixszYEoT/7wVF/dDGeqzJe42l76upuN9hGhfyZzYXNzM6tWraJ3795Ax2qUMpkMHx8fjh07RmVFJT6+Ptc1BqPRyObNm1m/fj2bNm1i//79fPXV7BvKImjZeMvKysjNzWXGjBmcPXuWnTt30rNnT1Qq1TX3YxBFyrRatB2kBMjlcnx8fDh4MMPK3VBcXIzRaLzqwEqTyYSutRU7QYIoleHp5ISdnd1f5oTyZ8By73K5nKTkZN577z3Wrl3L7NmzMRqNeHp4UJCfz+Ejh9Hr9QwePJihQ4fi7OzMsmXL+M9//kNRUSEh3EbY0dfZveNbphe8yvOvTyG9RzpSqYSamhqys7PZs2cPGRkZaDQatFotbm5uREREkJOTQ0hIKC+++CLh4eF4eHig0+momjCBs2fOkLFvH6cPZlJVXoaPoyMtWi1lZWX06dOH0NBQzu7ZS9mZMwxzdcfZ1oGf9+8n0c2dguYCftm3j6SkZAYPHoKHhzsrVqzg7NnVKPxVRPaNobDwY05mq9EWBKDbHkVoSCjdu3fnxImT1NbW8OKLL+Ll5YWzszNRUVHnzNnl5tMiUOVtFovg4GC6d+9uZT596KGHMBqNrFy5ku7du+Pp6XmR91/A38+fiFg/inY1ozCoaaQQE1UoscdObotEbkIilaKSK/Dy8sTd3Z0nn3ySmJhY7OzUVyR826cFWvaNWbNmsW/fPoxGAy1VCsiOp1hexBFTKR45qQQ234ntaTfKTxdyasUh7OOzadA2MGfOHIICQvFp7I/rjgf4oHoOrq5uJCcn/eHcdRQ6voqgHJJ9YeUZ+DETUv0hwQewsAFa5qTNYlCvgfe2wf5ic22BKE9LYx0zZkvOZ0F+PtvbagWEhYXh5OSMXq/H0Gai6MiAD0EQsLGx6fDiMaIoUlpayqFDhygqKuLDmR/y1FNP4+d3baZoURTRaDTs378frVaLTCbD1lZ1zcV9/ghGoxGFQoGvry82NjacOnWKlpaW645D6MjXWBAEvLw8qa+vR6/X4+HmS3bOaXQ63VXHI2g0GqobGym1UyFtaUWjkN+qRdAGyzy6uroybtw4fH19+fe//80vv/6CVCpl8ODBjBw5Ej8/P6tgueeeewgNDeWjmR/RvKuAgJpHSGE6Z3av4MVHP+PuKUdp1WjYs/0IVUWNJPUMZNCgQSQnJ5Ofn89rr71Gz569mDRpEi4uLuc8C6VSiZ+fH76+vvTq3ZvmlhZyc3M5dvQoBw5koFarqaqqIi4uDpO9HUaphFofL2plUlyUMlqNBuoaGggKCsLf34/m5iZ8fBK44447WLlyFSUlxQy5rS+pqSkUFBRw4uRJli1dRmNjIzKZjLq6Ol588UWio6PPmZ9rnVtRFFGr1YwaNYo33niD4uJieqcPYu2yXWzbup0xY0dflBkw81Ame9YfI1S4F6kg5bR6LkEpAlqFiqKGZnJng1RuVjjOnj1Lv379iI+PP+fkfyWwWGvKysqYOXMm2dnZdO3aDQ9PN0oP2nLwqIIGQzFn9++jmoO4E4cjvihwIlARQc/7q3ELFDh65BifvvctYcf9cGscSkFGAR/+83Pe/+R1fHy8z7EK6fV6tFotgDXg83rn+krQ8bTBAtyVCOtOw+4imLAARkZDki+EOJvJgkwiZFVBYR0sOwEHis0b7fBIiL6+ui9XBZPJxOms0yxaMJ/9W7dSkp2DRm3Lzp07SU1NRaFQsHXrFoKCAm+a4LrYmGpra1EoFMjlCvR6fYcGB54+fRqtVssLL7zAL7/8wtatWxg/fvw1RfULgkB1dTWnT59GEASkUikpKSnY2dnd0DFbXjRHR8e2QkLV1rQ6nU53Q9q/DGHYDYenpyc1hUZWvGKgNN+fIo/daDSaq1Zm9Ho9cqUS1+Bg9Ho9dsHBON6Augr/S7Csy549exIaGkp5eTn+/v64urpeoHTJZDLS0tLwft+Lme/PYu/c14lsnEIkt+Nw1oc5L/+A0uSGr/4+0hQxPDBLjkuYkYrycjIzM0lMTOTOO8fi4OBw2fEIgoC9nR1xsbHExsQwatQoioqKeOWVVzh16hT3P/ywucDUmDH06d2b8vJyjEYjjY2NlJeXk5OTw9atW9HpdHTr1o377pvIkSNH+OGHH9i7dy9Tp06ld+8+VvKkDRs2IJFI6Ny58w2f206dOhEbG8vi77eQJMYj7unPQtVvpPfojru7BzKZ+aAjiiJNjU38+uuvxHYL4faXQ1jxZSbBjgY+/uwd3N3dMRj01vdQFEXmz5/P5s2baW5uPofv4Y9g2S9KS0uZOXMmBoOB0aNHc+LECRrqG6hozaPGoQ6NrAE3Rx1eYXlgKuLomRVo61V42LsSWuNHp869mDBxAk3NzSw7+hFpvE2MYTz7V5bwgffH9B/cm9YWDRVlFVTVVlBVVUVdXR0Gg4Fhw4YxduydqFTKGzrnF0OHWwJEEbwc4PXB8OJqOFACX+wz/91DDU5KsxKQV2fOGgCQCtA/FJ7qBVeYtXLdEEURnU7Hzz8v4utZs1CZRLSATCJQWFhIXV09Q4cO5ccffyQuLo7OnTt3SB5ocXExb732Gus3bmTZsmW8//77dOnSBeg405K9vT2+vr4EBQVRU1NzzRUMRVGkoKCAvLw8JBKJlXzpRuZYt+/L1tYWmUxGTU0tXh6+6HVG6uvr8fHxuS5LjlQqxcXFuUPqN4iiiKurKyatjP0/1GOLJ9VddLS2tuLs7HzZ77cnuNHpdFRXV1NYWEhRcTG+vr4obJS3ShNfBBZFwN/fH39//8teK5FICA4O4dU3XuDbgDn88tm/aC69Dy+xM2nat1BiiwRoMZSw7JdtlJp2UVlZgZeXF5MnT74qBdiiECiVSgICAggNDWP79m18NPMjHBwcKcgvwN3d3UorDuZnr9Vq6dy5M9988w15eXn06tWLxMQkAgICWb9+HTNmzOCee+5h6NChBAQEMGDAAD7//HOKi0sICwu9nqk8Z+wWrpCRI4fz7IMzqcg6jJoojm1dwXMzniclNRk/Pz/8/PxwcXEhKyuLU6eyuPPOsdh5G6j13Mpdo0fj7+9/0UNY7969Wbp0KZmZmQwcONDa7+VgeUcqKir48MMPqaqq4uGHH6alpZWFCxcC5iDFu/8RQ3R0NL5+fri7mV2XFRUVZGdnk5mZybGTmRzI3N2W4SCg8z7I4dzZdDE+RYJ2Kpu/epvtC39FqnPA0daRtPtVJCUl4+7uRn19PUuXLiM+Pp74+PgrGvf14E+xBIgipPjDN3fB7L2w6SycqoSKZvN/YD75ywRI9IYB4fC37ma2QMvfOgJyuZzYuDh0ggSJqEctkZqj4kU4mJHBAw8+QH5BPt999y3e3t4EBARgMplobW3FaDSiVv/ug7pRD7G0tJStq9fQ2NLMmTNnKCwo7NCULrlc3sb3r8fB0Z6c7FwMBsNVWULaC6MTJ05QXV0NgI+PD5GRkTflXixR9WqZC1s/bqXRx5GqfCUtrU1X1Y5l7M3NzWi1WkTRXObU19e3wyoKOjg44OHrQKNQhpsYSF2pgQ0bNtA9vTs+3j7Y2qq42Fui0+koKSkhNzePPXt2c/LkSZqamujSpQsFBQVoNK236hHcAAiCgJubG08983cCg3/l9RmvYSp8DU+SyWYVVXY7kPoWI+g96dk7na5duxIQEHBd5l+FQkHv3r1Ys2Y1eoOe1JSufPHF59TW1uLh4XGOkmtjY8PAgQNJSEhg7ty5LFmyhNjYWHr27Mn48eM5fvw4ixYtYseOHbz88suoVCpqamooLy+7YUpA+7mKjIwmMNGWrdnP4yR4UN1SxMKFOSxctACZTIa9gwPOTk5IJBJ69+5NWFgY+/btQ6FQMGDAgEvyMURGRtKlSxfWr19vjf25HCzvdkNDA1988QXl5eU88MADKJVKlixZgqenJy+99BIBAQHnHPgsCo2Pjw+JiYmMGjUKnU5HdnY2Z86cobGxkT59+jLni184tXEpsabx9Nd9grRKRIoCN0+4bXQLbmE6dDo9OTk52NiYrbwdgT+tgBCiuXjQKwPg0TTIq4E6DVQ1m6sIuqnNQYBBLuaKgtK2Q1ZH+l/NWn0wXp4eOMvlxHfrRr/Bg7FRqvj++zkcP36cQf2Hsn/jWb77+kcemz6FgwczWL9+A3q9nkGDBjFo0KAbKhwEBORSCTJBwFEqxWTq2E3b1dUVox6qco2Yqp1prDth5cm+Wuh0Oo4cOYJOp0MQBEJCQvD0vDCd6kZBKpWitFFxaHsLdiYVje62lBSXkpR4ZWmWlviQsrIyNm7ciFKpJD093ZxDXFmJRqPB1tb2psWHtKeD1dFIreQ0IcYeOBf34z9Pb2J+6GYiE72JjAukU2wUISEhqFQqKisrOX78OMeOHSM3NxdRFAkMDGTAgIGEhYXi4+PD4cOHWblyJV9//TUPP/ww7u7uf4mgpf9myGQy0rqn4e25EEWhHTqaKPZZyCMvDmDgoMfx9PRCrba9IQcFC+eGTFByeJUORUEk+ZsVZGWdPudZtrcIeHh48Oijj9KtWzc+//xz5s2bR+/efejZsye33347H330EV9++SWPP/44/fr1o7q6+oanJDc0NPDdd9+xfdcWJMo6bORF6JuakJhM2AlSnFxckNvbk5OTQ+fOnRk5ciSCIGHbtm0MGjQIFxcXTCazyfh8S6xcLmfgwIF88MEH5ObmEh0dfck5trxbTU3NfPnlbI4dO8aUKVNwcnJiyZIltLa28txzzxEUFHTRrIL2nyUSCUqlkpiYGGJiYqzU0hUVFczauY2QluHIkVLFSTRCLTmNVZR8XYSorqKhoZG6ujrS09Ovm9r8SvGnKAGAVZrLpWYGQC/7C2mDLf6dPzMdMDw8nM++/BKVUklISAiOjo5tgqCUH+bMY6D9Syg338uGbZ+QX/ACWZklBEZ44uSuZM6cOcTExFwXKc35EIFqgwGtKKJtbaW0pOTKv3se37lEIrlqF4aNjQ01BbD4USmN9X7UJLa2ZUtcPSFKXV09R48etZpb4+Pjr0hbF0XRuhldDc2tRCLBw88JjaoKmmVImp1Yu2ozLi6uxMR0wsHB8YL5sMyZ0WikvLycLVu2sGbNGmQyGS+++CIpKans2rWTTZs2YWdnx5gxY3Bycrqi+Wj/PP4oXam9n/Kj9/7D6dUKoo3dkSIn0DQYj+o0mqvLOL3vBGXpp9gXthuTydxua2srarWawMBARo0aRUBAII6ODrS2tpKXm0d1dTU9e/YkKSmJzz//nA8++IBp0x7H3z/A2n974XH+OP8M6uy/Oixzodfp0DXJUWCPnhZcvBWMGDkMX1/fG+o+1Gq1/PTTT5SUlDH/n/vpbuiMrSyeLRt30KVL5wvihtpbBbp160ZoaChz585l+fJlmExG7r//fp555hnefvttPv/8czQaLVVVlfTv3/+66mS0p+o9e/Ys3337PfM+X0dzk5pmoYliGhAE8JTLibVRkV1TQ055ObTRJTc3NxMREUFgYCDr1q0nOjq6La5HIC2tG1qtFrVabeUxiYmJwd3dnR9//In77puIg4MDdnZ21vTq9vtHU1MTs2fP5sCB/dx77wTs7OxYuHAhFeUVvPKPVwgNDT1n7i6F8/8uCAJNzU1kHjiKuy4VG+w4JnyPmLyJ8Bgf/MPd8fTyxNcnGUdHR1xdXQkICLggVfJm4c9TAjALd0EwfxDF84T+eVUDLW6EjoatrS3d09Iu0DBHjx7NqRPZfDnrOxJansCXe8icOx8P0xDc3ewRvTIQBIk1wvVGwsyzIFKt06G5wsC29rnye/bsYd++/fj4eNOvXz/rhnQlcHJ2QilXUn62CRn2tDYarcF1VyP4Wlpa2LJlC0ajkbi4OCoqKkhMTLyoW6G9sKyrq2Pfvv0cOXKYyMhIunXrZj3pXKxvy3f1ej3btm9jzS97sNEMwoBAUMsdZH27gudXf0tIFyX9hnelW7eu57yARqORoqIitmzZwsaNG5HJZAweNJguXbsgl8vRarWMHTuWxMREvv76a86cPcOkhyZZ+ePPH1N7xrWKigrOnj1LeXk5np6eREZG4uHhccH3LN8pLi7mn298zOG5NnRpeRUVSk5If6Fafho7TTiOhBJq04cRY4YSdlsjp0+dZcvWLXTv3p2IiAikUimVlZWcPHnCnOJZWYlEIkHTquHQocNMnvwIf//7k3wzew7/fPMDJj/6EPHx8ReN0rYoki0tLdTV1SOVSvHwcL+h/A7/C6ivb0DbIODqqKaqoRhXH+U5bsIbBb1eT2RkJGFhYSz/93FaypsIMKSza9NMcu7OJSgw8KKpsJZ/e3h48Pjjj9OnTx/ef/8DDAYDDz/8MC+88ALvv/8+tXW1BPgH0NLScs1KgCW7aN++fcjlcmbN+oyz21uJa5qBDa4c4T/Yx+eSkpqCoi0g0F9voLCoEI1GQ3l5OevXryc2Npbp06czb958Zs6caXW/GI0Gvv/+e0JCQnj44Yc5fPgwLi4uDBo0iGeffprfFswnwMMTlwB/fAMC8PTxwT8gAA8PD1xdXVm1ahVHjhzhhRdeICQkhPnz51NbW8urr7163cWKigqLOLy7mGDD/ehootFrN6+/MYnefXoil8mRSM9VCP/oUHAj8ecoAW0CXmc0uwGOlkJxvZkQyFEFdyeZCwdZbr9JCy16cFSCjaxjyQIvZfKxt7fnwUkTyDn+PoVrNuFl6kqUcSI1nOTAyR34ujRy330T8fb2vqEvfPs1caWqhUXzrqqqYt68eezff4Dk5CQyMzPZu3cvd9xxB926pWFvf/Ec8fZKTGtrKy36WqRU40Yc1QU61qxZy7BhQ3F1dT3nXi8myAwGAzk5OSxevJhDhw4xcuRInJycWLp0Kbm5uTQ3N1uL8bT/bnNzMwcOZLBs2VIqKyuJiIhg+fLlZl949+706tULDw+Pi7petFota9as499vLMDm0GDCxBE0UosUFUn6h2guqKK4cD8/7d3Dhh6biImNpEfPnnh7e7N79x42bdoIQL9+/enatQtqWzXHjh9j8+bNFBUVMXDgQO644w6effZZ5ny1gFdnvMfD08bTo0cPa5qXJRivtraWEydOkJmZyfHjxzEYjPj7+1FaWopCoSA1NZUePXrg7+9vTWsymUxkZWXx3XffUZeloIswFRA4bPcFfkMq6JsWTs6pE+Sc2EpVuQKn4gAaD4bi6+tLamoqiLBt2zays7OprKzE0dGRiIgIRowYQXBwMM3NzXz77bd8+um/mXjPgyTqprB74TzezP2cZ998kJSUFARBQKvT0tzUTGlpKQUFBeagwqIiKiurkMtlxMXF0bt3H0JDQy558vz/hsLCIiLSbLnvQRnbthSSr3G6oYxxlvdk586dVFdXc//997N20SvUlufjSQSZGQ48NflNEtNC6NwlmaDgQPz9/XGwVPNrR2Akl8tJSEhgxowZzJz5IT/++CMTJ07k73//O8/NeJ4VK1YyePBg+vbte0Xjb58GfOjQIXQ6PQcO7Oebb75Bq9XStWsXHpv6KKe/CuZo01oieij4x7uf06lTtHlcmLOhGhob0ev1FBcX89VXX/HDDz8wceJEJk6cgF6vo6CggMcee4zw8HCrFU4URTZv3oyTk5nt0MbGhuryCvSVlRSdPMlRQOdgj42bGxKJBJlMRmRkJE8++STh4eGsWbOGbdu28fe//93qArjW52Uymdi+fTtUueMuD6NUf5iABDkJifEolcpLypiOwp/CGChgzv//fJeZK6C08XeB5mkHaYHQyRvrL3fkwsztMCwKpvfoeJKeiz0YQRAICwtj0vQ7eWn/d4iVIENFfeBahj/QhXsm3EVgYOAVxwO0F3qXWwhqtRonJydaWlouuPZ8s2z7E/Tx48f59ttvaW1t5YknppOUlER9fT3r169nzpw5bN++nbFjx9KpU6eLjtlkMnHm7Blmz/qOyqO2uOOGCkf8Ssbx1QuL2bR6N2PvHUZa9zTcXN0uuCeA2tpa1q1bx5IlS/D18WXatGno9eZKeIMHD2LlipU0NzczefJk62mjVdPK0SNHWbJkCVlZWaSkpHDfffcRFRVFbW0t27ZtY/Pmzaxdu5Z+/frTv39/vLw8rcpIa2srixYtYt7nq3DJnEgAA6jiOGfdv0JQ6VAUxRJo6k2EOJT41GEETT7Gjt2b+eKLL6itrcXNzY0BAwbQvXt3lEolhw8fZu3atdTX15Oens7gwYP55ZdfyM4+y73jJhHXOI1Dv63ltVPfMPHJXEaPuQOD0cDJEyfYu3c/x44dw2DQExgYyPDhw4mNjSUgIIDS0lL27t3Lzp1m10JwcDB9+vQlISGe8vJyZs6cSWBgAG9//Ri7Pjbw1U8f0/NxOx6Z+hQ+Pj5oNBoqK6s4fTqLo0ePsmPHTurqats2ePDx8SYlJYXYmFj8/P2wt7c/x0r197//nS+//JLXZ3yEx55pdGp8kOzNa/nH9M8Y+3AvJIKUrJNnKcwvQZRpUCqVuLi4EBQURL9+/RAEgQ0bNvDWW2+SmtqZfv36EhUVZRV4FkvC/xfXgeU+a2qqcfd1xCveBunZGjyb3W44F4MoihQXF1uzbVo0zbTQgBQ1XVpfom5HHvt2HSFrwHK00krsHewIDgqmb9++9OnT55zxSCQSEhLimTFjBq+99ho2NjbcNeYeBge/yPEtL7Fjxw7S0rqhUtn+bmXT6WluaaaxsRGNRoO3tzdqtZrc3FxKSkrQ6/W8/vrrJCcn061bN2uWxcSJE7C3c+RY9nwc6s7y7qevWP327deHui1jws/PDzc3N9544w2+/vpr7rvvPiZPnsw333zDp59+2saz0BMwr6+PPvoIk8nEt7Nno6msxAVoNBrRmEy0mkSkej2Ul6NWq4mLi+Oxxx4jICCAxYsXs3LlSp555hkr1fL1PJva2loOZhxk3BNpxJqkzPpxGwOGJePq6nJdysWNgvAHpmqx6bueGAt23JDOLF216s3pgQuOmKmDA53A1x6KG8wFhhZPhGgvrErA8XK47TsIdYP548FFfXWWAFEAqWM31A/8gsTeCyQ3Lg3q5MkTTB89i+BTf6eKLPynbuXVt1/C0dH+qgJ+TCbTFfm5CwoKeOSRRzhx4oTVZPfcc89dkgzDYnZfsGAB0dHRTJw4EZVKxYEDB6ysX6WlpSxfvpwjR46Qnp7O8GHD8fX73UXQ2NjIls1b+OqjRTTsjSRcMw5b3NHTgAvOaGkmT7qLco8NRPRWMHJcX7p1S8Pd3axlW04CCxcupKamhhEjRtC1a1eampr4/D+fY+9gT6eQLmz5toLM7HXc/2If7h5/F+Xl5fy8YAmHM4+R2DmKvn37ERISQkFBAfn5+YSFhREWFobRYGTX7l1s3LgRrVZLz5696NOnDzY2ChYsWMCBAwe4e9TDNPySyvJfdlETtYiJz/TF18+XHVt3s2/9WVpzXRl2b2dum5qIq4srpWWlrFu3jkGDBqFUKjlx4gSbNm2ivr6e7t27069fP3x8fJHJpBQVFTFv3jwy1udgt3sCLprOVHKcHJfv8e/ThEkrp+BIK2ptMKMei6fP6EjUageamho5ezabwsICQkJCCAsLR6VSkpOTw759+zh69Ci2trZUVlbSq1cvJkyYQHNzM7M+/QpnJyemPDYJF5ff0wItJyC9Xo9Go6G4uJimpiY8PT1xdXVFpVJd0g8tiiL19fX89P0C5n+4j7DiqXiKMRwRvqdQvREnwlDpfAgN8Wb8Z964uDsilcjQ6bTmWAsPD5RKJVlZp1m3bi05OTkEBQUzZMhgIiMjsbOzQ6/Xo1Qq/7IlVW8kLO6Sf/7zn0ilUh544AE+++wzIiIimDhx4g2bA0stjHnz5iOXy/j5681IMwcRZhqFjnq0NKDGCx9XJXcsrUe0ryU3N5cTJ06wa9cuHnvscfr27YONjc05SprJZGLXrt18+sm/CRfuRFg/nLz6I5zw+YDJL/UnITGO0pJySstKKS4uorS0lIaGBhoaGkhOTmbixIl8/PHHtLa28uabb1JUVMS+ffvYunUr7u7u9OnTh6ioKBYvXkx9XT2PT3uc6Ojoy86LZU7z8/P59NNPMRgMTJo0CQcHB3788UeKiop5+umniIqKOqeNQ5mZLFu6lMK8PGpKS9FW19BUW0uLsxOtWi0mk4mEhASmT5+OSmXLK6+8zH333cfo0aOvOV25vVzdsWMHn3zyCa+/9hoymYJXX32VF158nri4uI5UAi7ZSccqAW0/fz0MT/wGNnJ4ojsMjwYPO/hmL3xzAH6ecK4S0KSFqYtha65ZCUgPujprwE1XAkbNIjTrWSo4Suxzh3jptedQ2Miv2D+u1+vJyMjg2LFjhIaG0aNH+jnaeXs/8oYNG/j6669JSEikqamRM2fO0rlzKn379iEmJtZ6wgOoq6tjwbyFLFuwmYmPjGb4bYOoqanlxx9/JDs7G4DExCTGjBmNs7MzR48eY9GihbS0tDBq1Ci6d+9OU1MT33//PUeOHCFSeRuti4dQ11RPtno+OtezyEtDidAPw5MoNJJ6GLSV+sANKGQqBg4aSEREBBs2bGDz5s2kpKQwfPhwPDw82LNnDytXrgQEamtqMOYHITnSk2ZDNZVeK0gc5EH+qRqaDvszqO8IHvx3GI3NNWzatJkDBw7g5uZmrWQ4YMAAkpKS0Gq07Nixg42bNloDhBobG3n00UeJjIxk8bwNLF6wjL/NGE//AeaKfzqtlqLiYnbv3sXePfto1bQQFxdHjx49sG+LSt6wYQPV1dWkp/egf//+BAT4X2AtaW5uZvEvS/l+5jpsjw8jxDScRoo4wzIcCcGdONRSZxIfbMJj5HEOHTpCTk42SqUSZ2dniouLUalUpKSkkJKSgqenJw0NDRw8eJC8vHzuuWc8er2eTz/9lICAACZPnoKTk7ki2cWsQe0/Wzb3y/kZLQpES0sLS5cu58tX1+GbMxE7fNDQhBIXTBhR29fT5cMi6rVFlJSUUVlZidFoQKVS0atXL3r06IGdnR25ubmsXr2aEydO4OHhQVBQEGVlZQwfPvwcBrf/BWXgYnuopdzwyy+/TO/evRk6dCivvfYaY8eOZdCgQdedEdDeyrdv3z7GjbsbWasrYdWPEWYaSyOFnHL5BPvgOlrL7XBz8WLE1DAiO5mzQZycnPj3v//N/v376dOnD8OGDSMgIABRFLG3t0cQBAwGAyt+W8kHL8/DM2sSwWJvSsjkmNPHKJz0UONOaJIjnYe5ExQUhLe3NzKZjH/961+MHTuWuLg47OzsKCws5Ntvv0Oj0XDvvffg7+/P1q1bOXPmDAaDkZdffgk/P78rWg+WoODS0lKrkvHQQw/h4uLC119/TUlJCc899xzh4eHWObas7daWFqpraqhraKCuro6ykhJyc3MpLy/n+PHjDBs2jNtuu41Zs2bh7e3N9OnT/7DA2B/Fe+l0OmbOnEltbS2vvPKK2c2wdRtvvf2WlRTq/5USYBJBa4Snl8HyU/DGQHiwC4gmMAFf7oLP916oBJhEeG4VfL0fvrgD7krgnKDBP8LNVAJOnDzB9FGfEZo1gwqOETvjIC+/8TwKxZUpAaIosmvXLt544w1UKhVGo9FqOmuvmWs0Gn777TcWL17M6NGjiY+PR6/Xk5efz+6duzi4OxtvH1cGjuhBt25d0Wg0/OfTb8hY2Epi08Pc/00U2sAMfvrpR0JDQxk/fjx1dXUsWbKE/Px8hgwZSv/+ZrPu5s1bWL58GQ4ODjQ3N+Ps7My9996Lv1cYH92zi23ZPzPyb9H07tuD3bv2sn7BIVqPB9I1dART5kZg69nK1q1b2bBhAyUlJQQEBHLnnWPp1CmG/Pw8li5dSlVVFcOHD6dPnz7k5OTy7msfk7PGDl/9AFqpokVSjpepC67EIFXV4TxpLUUNmXh5+TBmzFg6dYqmuLiYHTt2sH37dtzc3Bg0aBCpqakYjUb27t3LwYMHue222/D392fRokVkZh7i4YcfJikp8RwhbtlYGhvNJUC3bt3K2bNn20qQGujZs2fbyd/nnKC9890uer2eAwcy+OTdr6nYEExE6/3IsEVLPVUcp0Z5CFVUPiHdFERHR9OlS2dC22rCV1VVcfDgQbZs2WJlpevevTudOnXCzs6O4uJivvnmG1JSUrjzzjutG/Xl1lZ7XMlG096SMH/eQmY/v5NOFc/RRBHFik2Y3Ipx8hbxT1bi5etGcFAIwcHBuLq6kJuby5o1a2hpaSU1NYW+ffvi5+dHSUkJ27dvZ9myZRzMyMDV1Y27xt3F448/joODw1+qkMq14Hylq66ujuPHj7N161ZWr15NTU0Nn3/+ORERkbz99lvY2dkxdepUAgMDryn46/znajKZWLhwIW+/+gFB2U8SKI6kmRJOer7PhOdTGTXmdgoLCjlx8jhHjhyxxp64uLhQXFxMUlISp06don///tTU1LB7926mTp2KU1teflBQEHv37uftp7/FPesBQsWB1HAWW9ywwZ7E8TDogyb0xlYaGxvJzs5mzpw5vPzyy9jZ2TF37lx27tzJoEGDGDFiBGpbNfv372fuvLlERkby2KOP4ePrc1VzYVmnlZWVvPfee7S0tFiplufNm8eBAwesypa7u/sF37NAEAT0egNGo4ElSxazYsVKXnjxBU6fOsOCBQv54MP3CAwMvOy42rdnMpnQaDQ0NjZSX19PcVExx44fY82aNUyaNImhQ4fy0ksvkZSUxD333HPTy46fh7+GEmA0QUUrjPoWZFKYezcEupjdBCbgi50XVwIAXloDs/bAu4NhSre2wV/h/N1UJeDECZ5/6N/0c59Bie4YypSDvPTqC3+oBFgWZHV1Na+8/AoNDY3EJ8axZ/ceJk2axPDhw61KQGNjI/Pnz2fPnj2MHz+e5ORkFi5c2Mb8lYqx1oWFD1dzuuYwjc6Z+CaJGA0iDXsiiNZMwBZnqsOWQbfNDB85jMGDB2Fvb29te/v2HaxatRI7OzvGjh1LVFQU5eXlbN68GZlMxsCBgxBFE0uXLOVQ5lGGDR/KkKGDUNuq0eq0ZJ/NZs2KDezdlUlsahhDhw4mPDyc2tpadu7cSbdu3ZBKpaxdu5Z9+/YRHR3NqFGjCAoKQiqVYjKZOHv2LG+/8jEnl0kI09+NElckyCmT7abeYwdpd7kybOQgK62wxZ+t1+spKipiw4YN7N27Fw8PDwYNGkRSUhISiQStVst3382hrKyU+++/n9jYOKTSc09hF3uRS0pKKCsrw9fXFz8/v3Oi3i8XPGkymTh16hTPT/8n0k134Uc3jiq+wL1vPun9EknuEk9kVCROTk7nVGBsr4icPn2aPXv2sHfvXkJCQvD39yczM5NOnToxadIkKwXqzeIiEEWR9es28sakRcSWvEKRfDPOd2xj3MRRhIeH4eLqgq3K1mrat9x3dXU1mZmZbNy4iaqqShISEujTpw/e3t6sXLGS3Xt2s2XLFqIiI/niyy+t9eJv1r3cbLQPfCspKWHv3r2s+G0F+/buQavXY9DrkUilvPbaa4wfP57CwkK++OIL6urqeOihh+jatas1ZgIuv67aw0IBfPr0aQ4dOmRORY6Op0vjG+xZVspRx0+57+VUHnjoPtTq3333zc3NVFZWcubMGYqLi4mJiSEpKYnm5mbkcjlnzpxl7969pKQks3TpUrZs2cLzzz9PY2MTc+f+RNFGb9J17yJHRgP5NFKMMqAA5xGnKS0rQKvVYmtrS8+ePfH09GTBggW4uLgwbtw4oqKiqKio4JdffiEnO4dRo0cxePBgHB0dr8kiZJl7i0WgqamJyZMn4+vry7p161i8eDH29vbce+8EunTpjIODw2Xn9+zZs7z66qt0iRqOIjuZ+Ws/ZMr7fbh7/N2XjetqaWkhJyeH3Jwc8vLyyDl7lrzTp6lqbKSuoYGWlhY6d+7MO++8g8Fg5JVXXua5554jKSmpoy1hl+yowwMDjZitAQ5KsFdeRYR720/Tn5AmeHmIeMWaGPa0yNkcORs3NdDa2oJcfvlFZ/FvrVyxij0rC0lyH0i2NB+DwUBERKRVAaisrOSbb77h9OnTTJs2jejoTqxdu5YtW7bg7OxsZs5qCqSpridBpiGYqvtTveEkCuxIpSetVHHQ9iOCk6uY+thUUlJTzvFzOTg4MGzYUFJSklmxYiWffvopCQkJjBkzhgcffBC9Xk9m5iHmz5+HSqXimRlPERkZiUTyO2Vpp5hORERGkn3HWdasWcMnn3xCaGgYQ4cOZeDAgWRmZrJ06VJUKhUPP/wwqampyOW/K0lSqZSIiAimTJ/A9P1vYZPvSDMlFDguJHaEikfvvp1evXpZKVXbC2OFQkFwcDCTJk1iyJChrF27hu+//56dO3fSo0dPTp/OoqAgnxkzZpxT7OViEbmiaGb/U6lU1hKol7r2fFiel5k90AcfXx9qsQM0yAJKee6NqSQkJlq50C+WqiWVSnF0dKRz584kJSXh6+vLkiVL2Lx5M7a2ttx77703VQGwQBRFyssqMDapkaHCYNNA7wHdGTJk8Dm0wu3HIJVKcXd3Z9CgQaSnp3Po0CE2bdrEe++9h4uLKyqVkuHDhxMREcn27VtZv349Y8aMQa1WX+Cu+G+A5T0+fPgw8+fNY+vmLeRnncKg06NBxCiRoFIqkcpkvP3226hUKkaOHMlbb73FokWL+Ne//sWQIUO49957cXFxOcfqd6n+WlpaycvP5cD+/WzatIWKinLc3NxIT0/n2LFj9L9nB5XFy5kwLpVJjzxo5Z23zKudnR1qtZrg4GDrfAuCYDV5JyYmkJAQjyAIhIeHM2rUKLy8vFi4YCFHDp3AR9cFGSpOMI/DkpkopBUI5Ro0P0hROjoSGBhIcHAIGRkZlJaWctddd9GvXz+kUinr163ntxUriIuN5e133iY4OPi6hKDle97e3jz55JO8//77zJ49m4ceeohevXoRExPD6tVr+Ne/3iUqKpKHHppEXFycVaC3tmqora2hurqasrIy8vMLqK6u4od/biNRm4ZK0oONq3czZOgQXF1dL1ijFqX9t+XL+fjNt6gtLUVuNKATRbQmEYmzE3rMFlxBMBd8s7dX4ObmxsqVK4mKirqpxGJXgw5XAiSY2f90RtAYzOrJ5eS6iDl1sFFnvtZW3pYi+BfZL6RSGQaTAZOgx9HJHqPRSGtr6wVFQM41G5pNx1lZp/npqyXISiLIKW6lpTKbh18ZSUhIMCaTiZycHGsJ0xdffBF3d3cWLlzA7t27mT59OrGxsWRlZbFjxy621P3CiZNqHOoT8TJ1wQE/CoVtVPisZMAjATww6QW8vS9+8hIEAS8vL+6//z46d+7M0qVLeOWVVxg8eAhqtS0LFixgyJAhjBo1Cmdn53OEsGURy+XmFJugoCDy8/NZu3YtX3/9FSqVitbWVvr378+AAQPOSSM8/yReV9eItMkPO3xplhURd5uS1955Di8vr0sKn9+fgxR/fz8eeOABwsPDef3119m4cSOurq6kp6fj5ub2hybHq/39pa4zGAzotDrkyDGixcVbhYenJ1Kp5A/H0P5+VCoVUgsl6iVSL28GRFGkoqqciJ4qOhmbKS8sw8OzywVUqZeCWq2me/fuJCcnc/r0aVasWMnevXtQqVQkxKVQulPNrOdWU5BbwkOP3GetR/9X2BCvBiaTiW+/+IJ18+dTptMhAQyiCZMoYiNIcHVzIyoqitTUVFasWMHhw4d56KGHuOeee0hOTuazzz7j2LFjbS6qpAs4MvR6PQ0NDRQXF7Nv73727MrgyM4S3D3cGHxXMikpKXh5eWEymfjHP/7BJ//5gIkTJ/DggxcqAJbPF8vOaJ8lYvm9o6MjSUlJAAweMoQlP+zAs7QXJnSUSlfjpizAQ6KkVpShc3TAJcBMLHX48CHi4xO4//5BdOrUiZzsHH759RdaWlqYOnUK6enp5wQxX8/ztnzXy8uLGTNm8PXXX/Pmm28SGxvLwIEDGTNmNJ2TevDZU2uZvP4lBo/pTIC/P8UlpZQUlVFbX4nBqEOhULRZpaQUswNH4lCaXMncUsKnn3xGckoSwcHBHDhwgNDQEBwcHPj1118JDg7GYDBQV1lJrUaDQTQhFQQEUUTW2oqdqyvOzs4cOXKEn3/+mUceeYTp06fz7rvvsmDBAsaPH49KpfrT132HFxByUkCKD6w7A/vyYVT8pU/3omj+TlkDHC4GlcxMNQx/DovgxeDg4IBSaYNOp0EikVj9POf7n8CSK66npKSYdWvXs27ZbioPOqISlRRI1mFv34BcLqekpITa2lq++OILfHx8eOCBB7C1tWXOnDmcOXOGv/3tb8TFxSGVSunatStJSUncdlseO7bvYuH3v1GxW4Kd0Ycip9WM/Xs4D09+yFon/mInUAsUCgUJCfH4+HjzwgsvsHTpEurr6wkPD6dfv364uLhc8J3z21MqlURERBAUFEReXh4FBQUEBQUREhJy2cwHg8HI4cOHCA7xx8dWQXbdMQamJeDp6fmHEbrtfy+XywkJCQEgNzeX/Px8YmNjryo17XpTghqbmtCZ6un5qAL0Teyu0SOTSS957+f3bR0rIOh0SAwGJG0lRm82LC6WqsoKoro7kDa4luPf1FlPQ5YxXmrs7e9BpVKRkJBAeHg4K1euZN78ueRkNqDflI5by3B+/XAtlRUzeeLpR82uIYkUEfGC9v6qEASBLt27s+q335BX12AjEZDZ2OAaFERy586MuO02kpKS8PHxIT+/gB9//IE333yTe++dQJ8+vXnrrbeYP38+r7/+Ovfccw8jRoxAqVRSXV1NVlYWhzIPs2v7AXKzqqgsbMSreRBRTCUtxYOBQzRU15SxZcsW9u3bx8GDB+nUqRMpKSlUVFTg5+eHVCq9YN1fqaJrWasGg4GMjAM0ZrvSiUgqOYoqtJGouKE0VdVgqqqkWm8ug6tSqQgLCyM2NgaJRMKcOXM4deoUAwcO5M4777QG/11uHNfyDMBcWfOpp57i6NGjfPfdHD788EP69u2Dd0t//IsnITZ2Z/l7SzHJc3HUxuLt3IO7P3YlONoNJ0dHHJ0c2blrJ1MOTuVgzXv4GQegKovgk/e/wDfIjeTURNatW0fPnj3p1q0ba9eu5Z577qFLly7o7NTImhpxkStwsLFBtLVF5eONu68vAQEBuLq6sm3bNtzc3BgzZgyPPfYY7733Ht7ePgwaNPCyRbv+KPDwYnNxtehwJUAlhxHRsDIL3t5krgvQMwRkMnOcgCCYqYRlUnMVwfxaeG0dHC2Hrn6Q4GO2JvxVIJVKkclkNDQ0WiNNKysrrSY+y4ao0Wg4efIUG9ZuZstvh2k87IOnZixBYisaqnF2VOMYfYaff/mZpUuXIpfL6dOnLxMmTKCxsYEPP/wQqVTK008/TVBQ0DmnaRsbG8LDIwgMDKKluZVlB5uQtaiws3WiU0ynSyoA7dH+VK9QKFCpVOTn59PS0mLl9rdcdyVt2NjYEBERQURExDnfu5SLpL6+juycMwyd0ofokAKO//sssfEPXFNRFalUSnh4OFKplKqKCpobG9HpdFdVTvR6YDKasHWS0WWSlJqaCs6sVly2POwlYTAiOZONfXUVHo5OHab46vXmvO/AoCBaWlpobWk5Zz1fCdpfp1arGT16NEFBQXzwz39zltXYE4mpVcby73eTl1PI3feNonv3NHx8fJHLZf8VLgJBEOjdty+RCQnkHT9ORHw8g4YNo3fv3gQHB1sJkyQSCSEhwTz33HOsXbuW7777lgMH9vPggw/y2GOPkZqayueff87GjRtRKBQUFhZiMOqQN/nQvC8RP0M07tRjTwAKHNixbB+7DCvJLT1GeXklBoOBadOmMWLECBYv/pVVq1bxr3/9i+TkZOsYrmUuzYGO9ezYvp2kyDQ8S9QcqlrNvVNuY8rUh2lsbKSsvJzSkhLy8/PNFot9+8jIyGDgwIG0Nuvw9PBk0qRJ5wSy3uhnamlPpVLRpUsXYmJi2LlzF3N/+pEF6/fh2DgEH9JIMv0dUavDnU7YoMVVWYqmtZwjBQXk5+dx8GAm6elpnNzWQnTNRFS44aFLpPFMETWttYy6/S40ugaOHz9BaGgo2dnZdOvajaFDh9FQW0Nkp06EhIfj7e2Nn4+PNW1WEAT27NnDzJkzcXZ2ZsCAAdx3333MmTMHtdqW9PT0c4IEr0bw3wh0rDug7d76hsHwKFhyHB5fBkMiIMAZ9hVAgxbmZppTBisbYVM2HK80Kw8PpJoLC/3VoNFoOHjwINXV1dTW1vLuu+/Sr18/unfvjoeHB8ePH2fLli2cPZ1L9dZgXIoeoROdMNLKfskXaKVNRIT4kNanKwajlqamJuLj4+nduzclJSV89dVXuLu789BDD+Hh4XHJzVgikSCTS/DrpiU5upGyI1pE0XTF92HZeJVKJba2tmRmZIAgQSoI6K7wJPpHSsL5sCz4vLw8NBoNUZ3CqarOxd5dQmRk5B+2eTFIpVLq6urILygg2EaJXKvD1IEvVlNTE62trchkNmi1BuRyxTkxEFcKERFBq0VuNGJr/sVNh0WB8/Ly4sCB/Zw+nYWTs9M55Wivpi0wP2OZTEZKSgqvv/MCTzU9T/6ZY/iFOhNsjKRily3/PrCFxQlb6DUinj79exIcHGyNF7hZwuN6YHlXvL29efOtt6itq6NTdDRubm4XUCdbPiuVSkaMGEFERASzZ3/F66+/zoQJE+jatSv//Oc/WbZsGSUlJSQkJBAQEIhUa8fyGRKKcurQ0UCe7DcabY5hdMlHdlzE1lZFXFwst912G3feeSe2trZMmDABd3d3amtref311+nTpy/9+vX9Q3eaBecLoFOnTtLQ2MAzs1LQFFVz4NMcevYag0qlQqlU4ubmRmxMDGAm5tq2bTszZ84kc30l2o3JZOp+JjPzEL169byR038B2h+41Go1Awb0JykpkY8/+oQ5n85E2zoJb7qiESooUW5EJy/m5NeVqN0MqFS2eHl50a9fPwoLC8nbmIsD/jjijzMhmEQjcf46+jxdi0k0YjKZ6658/PHHlJaV8tbbb2E0mVDb2lpTu9uPRxAE0tLSmDhxIvPmzcPV1ZUBAwZYqxU6OTkRGxt7TkojtCnjzc1t1QTFc3zn7R+TJZboWvYY+BMsAaJopgR+Y7C5VPCvx+GbjN/vTwQ+3tl2fdu/3VTwSBe4Ixb+MIiggyGTydBqtZw4cYLo6Gj69u1LXl4eP//8M4sXL8bPz4/6+noS4hOY/sTjVEdEseHVZvLYSoXLDnzTa3DzduTMqW1s2qzA39+Pnj170rNnT06fPs3s2bNJSkri/vvvvyxnt/XhCxDaR0faXY0c+lyHcA1mE4lUipu9PQkKJUVGPV4trTS3MRReDa50QZpMJo4fP46Liwse7h7s2bMXPz//azs9A0qVCmc7O8TaOo7rdbgUFyO2VRrriNOlyWRCq9XS2NhAdnY2CoX8sia/S8G8kYClBkVHmQLkcjljxoxh2rRpuLu788orr+Do6HjN7Vk2Q/Nm5YSHjzOj7xpBWFg427fs5VS+K175Q6jenM+vuzewdM77pPT3ZfDQ/iQlJ58Th2Jp768CmUxm9Z3DpV1lls8ymYzo6GjeeON1Fi5cyMyZMxk6dCh33nknjz32GLm5uRQXF1NUVMSpE3vZpz9OoeIULcYqVM56vL288fbyJyU1hX79+tKpUydrvQkws+o9+OCD1sycNWtWY2OjwNHRkZiYmAssaxdzWQqCmaraaDSyZctWfHx8CYsKYlXuCgJiHAkLC7e20f4ezZkBPVj662+s/O4QfsYhIA1h+ZJVdO6cellL3I18poJgDrKVSqXk55bgpE/GFg/yhLUoEg8wclwP4uL74uPjh4uz2W+vtFGyYuVKPn7lF6IbX8QZf86yknLhMAhSGqodaV0tYKtW4eLijFKppKmpCbVajaOj4zmBluePRRAEZDIZw4YNo6ysjE8//ZTXX3+dUaNGUVNTwyeffMIrr7xCQEAAOp2OoqIisrPPkpGRye4dmTTU6JBiAwhIBBE7NyNSxe9uHpPJxMMPP8zgwYOvqWJthwcGCoJZhnvYwT+HwaAI+PUIHKsEjf73ugCCAHYKSA+AMfHQ2R/kMi6oNPhnw8HBgdtvv52FCxeyfv16goKC8Pf3Jzg4GKPRiKenJ507d8bX15eysjJ22yziUMh+wnuruXtYD9K6p6FW21JQUMDevXs5dOgQS5cuZc+ePdTV1TN8+DAGDRpkVQD+6GWx1IO/XpOSVJBgL5OhNBmxk0jPVT1vMCwkNc7OzkikEk6fzmLIkCEXLSZ0OVhPjIC7jZJoR0ea9HqUWi1Nzc24ubndhNFfiJCQEKKionjzzTfx9/e35gRfLURRpFlvoM6gR2bQd0hOvUVg+/v7M3DgQPz9/QkPD79h7QJtvmrIz89n74GdFGn1GARXgsXu+GsS0JUX4iDbzq+Lf2XxkiWkp/cgLa0bAQEBN7Qs9/XiYu/ilVrC7O3teeCBB4iLi+Pdd99l37599O/fn2PHjrF//wGKigppbm5CpVKh8NDh7erNgP796d2rNwmJCbi7u1tZ/s6PxZBIJLi6uvLKK6+g0Wj46quvWL58OW+99RYxMTE4OztfsB4t0e51dXWUlJRw4sQJjhw5wqFDh5j8yGRE0cTWLdvp27fvBVk67WFnZ8edd49i55r30JRU42pMYNOqX+jVdwNxcTHY29ujVtudU8zoel0/53M1WGIZfvvtN45sL8bPdBcArd4ZvPDyIwwZOgQbG8U539u9ezcfv/kj/iUP4UMy+cIGdF1/ZsrDA5HJZZQUl6LRihQW5aPT6RBFkbS0NLp27YogCH/4bgqCOZNqwoQJ1NfX89FHH/Hss89y33330dDQwNtvv014eASnT5+mtKyY2jw5muxAnLUDUSBHhhJ34nB2MjB4Rh0qJyOiKKBU2nDo0CHWrFlLeno6Tk5OVz1/f8obJQCI4GBjPt0PiICyRqhp/l3WyCTg5gBeduaiQSYTCB1ZOegKIZVKGTFiBPHx8Wzfvp2NGzeSm5uLi4sLMTExODk5U1lZyc6dO9m3bx8eHh48Pes2OndOxcnJ2foSx8TEEBUVxahRo8jJyaGkpAQfHx8SEhL+kLXKAoPBQGlpGS4uztclMKQSCY6eHhzUaWjR6TDU19LU3HzN7f0RJBIJYWFhbN26lY8++gi5XE5ycvI1tyeVSjEqlRyvq8NNoUBj0HeYn00QBNRqNW5ubtjbO/DMM89cUzqUIAj4BgRgCgpErdPSZcAAwm6AML7SvgGcnZ3x9/e/ocqHh4cHt99+O8uWLUelUnLPPXfTOkrDpuXr2bt/M07VnRnYI41xT91Ls3YIBw4cYNu2bWzZspnx48fTp0+fa1KobiauxU1iNBo5ceIEO3bupKq8nJ2bNrFq1SokEgnh4eHcf//9uLq6UllRSUhoCKmpqQQEBFy0+NDFPlvcekqlkkmTJpGYmEhDQyNPPvkUo0bdwfDhw5HJZOj1ehobGjh56hQZ+/dz5EAGDc1NVNXX09raSnJyMpFRkeh0OqRSKUeOHKFfv354eHhc8v4TEhIIT3Ihp+wIAaZ+tOb04PVH52HvJuIRqMQ3xBkfHx+8vLzw8/MjOTn5moTX+cLfYDBgMBhobGzk1KlTLFq0iD5Dk7CrcGPd6tX0HB5Knz69USjM+6llXefn55uDsE098JUPoUJ/nJLgn3jj9Un07tMHqVTSJpdEtFot2jbXqJ2d3VWb4B0cHJgyZQpvvPEGX331FU8//TSPPPIIc+bM4cSJE4SEhDJ02CB0OX5sfcsBjVZODVkY0SHHDpEqdAYNEo3JHFAvmourteccuVr8eWp1m2tABGwVEOICoa5tSkCbyd/U9tn0FxT+7SGXywkNDSUoKIihQ4cy+6uvmD17NoePHCEiLAwEgcTERCZNMueqXqxOtMVk5OLigrOzs5Ux8Gr8oeY2pGg0GgwGIw0NDVd9mra04+zoSISdPZXNTXghUFFeftXtXCkkEgk9e/akvLyc2tpa7rjjDmva2LUsbLlcjquPNzIgt6kRm+bmDl0+er0ek8nEsGFDrSWFrxaCIBATG8vAMaPZs3s3kx5+GNcOsGRYslrMJFLbcXV1vWEuFMsaHz58OOnp6chksjbSKrj99ts4dCiTNb9tZnvxRuq/jaRfv37069eP/v37s3LlSn7++edzBMZfyS1wpbAIrhMnTjDpgQc4feoUUomE4JAQUtPSuK0to8DT0/Ock/3F9oErCdIFcHFxYcCAAdTW1pKbm8PZs2dZvnw5TU1NHN23n+IjR6ktLUFS34jURkG1uxuNRgMCUFVVTVFREb6+vjz11JPMnDmT1157jenTp1s5+tsLY4PBwPHjxykrrkIlRuFICC5iNKoyJ7QV9YTF5OIcmUtpaSm7du2iqKiIuLg4XnjhhQuKWrVXaNr3Y1GimpqaqKiopLSslLy8PM6eOUNOTg5FRUUIgoCnpyfd+sbT1FiOLns3hSVBrFy1kj59+lqLjNXU1DBr1iy8vLz420t3s/vzGv6z+HMeeXEQffr2ucDypFKpLrp/Xwks9+Di4sIzzzzDO++8w6xZs3jyySd59NFHKS4uRqfT0dBYz+GcPM7aZFGhzsbWvxEbWyk54iLsHOUsX6VCIv19zuVyOZMmTbJaaK4WN10JOOcAJpwry9vPoYhZ2GsMUNkEzVqzcuBsB/byNr1A+OvpAu0XqlQqpbm5mRNHjmAvl+MgkaBQKpk+bToxMZ2sgU7nf7c9LuZbutLFplAo6NevH5988gk5OTl4eXkTExN7TZulVJBgL5XShAQHifSmnaQtPi2DwcDu3Xvo0SMdX1/fqz45t4dMJiMqKorkHj1wdHcjJCzMmt54syGK5qphLs4u9Ovfzxr1e7VWAMvmr7Sxwc/PH9trrOF+LRAEAZXKlpEjR1qZF28kZDLZOSmHAO7u7vTvP4AuXbty5vQZtm7dyuzZswkMDORvf/sbERER7Nixw+ru+m+HvYMDoWFh+AcE0H/gQHr27ElISAi2traXLKJzPYGZgiDg4uLC1KlTaW3V8MWXX/D9nDnYlJXhIpXRaDJRbzTipDHiJZfj1MYpIggCn332GTk5OYwePZpXX32Vr7/+mjfeeIMnnniCzp07W1MRm5qa+PXXX/nyvcXITw8lRByJCR1FbMWLVOwl7iT1jyCiTxhSqRSJREppaQkffvghH3zwIU1NjQwbNhyNppXi4mIGDBiAVquloqLCqnDo9XocHByYO3cu29aupba4hJbKSmyaW7Cxt0MXGoKzszOurq54eHggiuDg6MBzL8ygrq6OFStWsGTJEtLT0xk6dCgrVqygtLSUV155BQcXOUdVnzDkkUDGjB1z0dTk61U8Le+2n58fjz76KG+//Tbz5s0jNTWVnTt3cfz4MSorK1Epben5t0hiY+8gPCLMrCwjorZVI5crrOnzYH6fLCyq14KbpgRYRYYALTozZbCdzbmC33Kh5doDBWZq4INFZjIhucRsIbgrAcbGm90CfzktoB00Gg3zf/qJg1u3Yi+RonZyYuLEiaSkJJ+jUV5tBP2VQiKREBUVhbOzM126dOGOO+6wcmdfrRCKjI3Bb0B/fEwiMpmUiLZI/ZuB3/3QflbT+fVAKpXSPT2d4ydO0Kt3b5ISE29oDffLwWQSycjIYOmypfTt1/e6+jQajQQEBBAbG9dh4wfaNvRGDhw4YK10dqNwOf+vRCLB0cGR1NRUEhIS2LNnD19++SVVVVXodDpcXV1veBnejoblvgMDAvj8yy8RBAFHR8eLbuA3at7bKwMKhQKFQsHfn3iCiPBwXpo2nRadDke5HA+lCrm7G05hoYTFxZGYlERMp05UVlYyc+ZMioqKmTp1Ck888QS//PILb731FpMnT2HokCE0NDYwa9Ys9uzdQ+/wCTRm9aSGUs7YfYVn1zpaZNspLTfw1TIBpx1K3D3cCQgIoL6+HhsbJaGhIeTl5aFU2pCdnU1GRgYhISEcOnSIjIwMxo0bx+bNmzl27BgvvPACv/32G83bdxCmsqNJAgqZjCqNlsbaWlpaW2lubqa0tJSMjAz69OnD4MGD8fT0ZNCgQRw8eJB169axdOlSWlpaePvtt/H19eWbb76htraW6dOnd0hxn06dOvHMM88we/Zstm/fjru7O127diUxIZHAoECcnJytzKztcbED2fWM8+ZZAtpM+JvOwNsbIMAJPrwNXNUXXiaKsD0HnvwNcut/Dw4EKGmCg6VwqgKe72fOLPgrWgENBgNrVq9h6bx52IhgI5cxaNw4+vbte0257tcCQRBoaGjAaDTRvXv3c1jyrqYNgMjISCY++CBnzpxhyNChOF+Dz+5KYFnQxcXFaDQaAgICrssKAOZ7KCsrY8/uPfTq1cuaK90x5mPRbFr826NWk+41tSKaS/vOnj2bsWPHkpAQf4PHeXkIgnDNKUdX0valYFkPMpkMb29vK8dFe1Pwf6Mb4HwIgoCzs7P1c/ufN7NPMM+xjY0NScnJxHVORaxvIDA2hqRu3YiLj8fXxwc7OztrqmNAQABvv/02//nPf3jttdd44oknuPvuu3F3d2/zZR/n9OnT6HQ6nn7qaXw9gvm6PoMzZ+dyz9+7M/H+CUilUurr66ivb6CsrIzi4mIKCgoQRZGnn36a2FhzmqFUKqVbt27cf/99yOVyevTogV6vx8bGhs6dO1NbW4u/vz8jhg/n2+xssm2UOLu74xoYQHJMDIHBIQQFBeLp6YlCoeDgwYOsWrWKN998k/DwcPr06UNqaipdunQhN9fsloiMjDQXuDp4kJdeehlvb6+b+jws7UokEpKTk/nwww8xGAwolUrkcrnVsnKp/m+4Ze6GttYGS6pfqw5+yDBH/vcLA2fbcwW8RaHJrYFX10NOPdhIobs/JPqCzgC7C+BwGXx9ABJ9zJkCf8UQgYqKCuZ8/RU1lVUIokhqWh9G3XUXiisM6rsRMJlMSCQSHnjgfkJDQ6+rZrkomk+0GRkZjBo16qZGZVsKgeTn52MyXTmvwaVgaWP8PeOJjb02d8i1oqamhkWLfub222+77lOrRCIhMDAQLy+vGzS6K4MgCGi1Wnx9fXF3d78qtsUb0Xf7+hrn/+5/BX8FZSbA35+Zs2ZhMplwcXZGpVJd0iIRHBzM888/z+eff867777L3/72NwYMGICTkxNffvkl7u7u3HXXXbi5ubFu3Rqy7NYyY+a9jBw50upDd3FxQRRFEhMT29hTdQBWJd0CiURijWVqv+/4+/tbWQfvnTCBuPh4HB2d8PT2Qm1ri0qpRGah2W6b28GDB9OjRw+OHz/OunXrrCys/fr1Iz4+noiICHJzc1m+/DcmT36EsLDQDns2lj4u5svvyOqaN21nl0igqA6OloG3vTkLQCK0C/xrh+/2w5FysJHAlM7wbF9zgSGTCMV18MIa+O0UfLMf+oRdaE34K0AQBOycnYnpnoavry+Tp0whqK1caEe97K2trcyePRsvLy969rw+cg5BEEhKSiIqKuqcSmc3A2aKWVtuv/2Oc6KOrxUtLS38+OOPBAYGXnFq5Y2CRqOhpaX5moN04HcfblNTE0lJSURHR3foOhJFkZKSEjIyMhg7dmyH9HkxCII59eq/vdzwXw3tT6K+Pj6XvQZ+X49ubm7MmDGDH3/8kffff5/777+fgQMH8v7771NXV4dOp+fzzz+nvLycV/7xEikpKRcExba3epwv/M/v83LjcnJyomfPnhfEPZzfjiAI2NnZ0bVrV5KTkyktLeW3337jl19+YdGiRURGRnH6dBZ33nknPXr0+NMVsz+j/5ujBIgglUJONdS0QGc/c8lgk2hWBNouASCrEn47af53jyCY1sOcOiiazGZ/fyd4qR8cKzMrCkdKoU/oX88l4OnpyXvvvQeYSTMuVbryZsJoNGJnZ0d0dKfr7ru1tZWNGzdaKS1vJvR6PRs2rEcqlTJ8+LDrbk8URXx9fYmIiOjQZ2A0GikoKCA9Pd2aW3+t/ZtMJg4fPsyKFSvo06fPDRzlpWHJFd+/fz+//fYbcrmc3bt3069fP9RqdYfS+FqUIEtq2sVqcdzC9eF8N8vlroPf3QgTJ07Ex8eHb7/9loqKCkaPHk1DQwNffvklzs7OvPnmm+dQm1/r2C6H84X+lbiY5HI5AQEBTJkyhTFjxpCRkUF2djY9eqTTt2/fc9j+Ogp/ttIBN9ESIAiQVQ31Ogh0NAf1nX+7RhGWH4PiRlDK4KFUcLcDE78LeRGzIhDnbVYWiup+//2fP32/QyqV4tNOq+7oh2spOxwUFET37mnX3b+FucpgMNygEV6I9huQr68vfn5+1+12EEWRwsJC1Go1nTt37rBAOjDXa//118Wo1WpGjRp1XW0KgoC7uzspKSnXZVW4UliEbGtrK7/Mn8+SH35Ep1JyODOT8PBwoqKibvoYzh9PXV0dUqkUpVL5l68j8N+Ka8lasbGxYfDgwbi7uzNz5kx27NhJbW0NAwYM4KGHHsLe3v4mjvj3sVzLtRYKay8vL4YPH37Nbf4v4aamCNorQCGBBj0YRHNnAr/HAuTXwrxD5r/1DTAXEroYLbBcCo5K86+b2koK/+W0gHb4sxbTrl27+OWXXxg+fPh1b5omk8lal/tmo66ujuPHj5OSknLdcyeKIlu3bmXr1q2MHTu2w4SHVqultraWbt26thXBuXp+hvYwGo3U1dWRnt7DWoTkZkMQBGpraynOzkYtEVDpDfg5Ol5gtu1IyOVyJBIJOp3OGuvR3iLw/3Xj/rNgUQSkUimpqal89NFHZGRk4OPjQ0xMzHWR1nQE2ls12v/7/zNumhJgNEKiN7jZwsESKKyFCLffCYI0evhuHxQ2gloOIzqBg6qtfPD5bZmgVW/+LPkLP7M/c0FZck9HjRplrdd9LeOxnAizsrJYvvw3unbtehNGe25/zc3N5OfnYzQar5s+1GQyER4ejq+vn5Wa9GY/F4PBwLrVq5n/ww8YBQF3N3dCw0Lx8vS86vux3ENlZSULFixg0KBBJCcn3cTRn9t3dVUV1UXFNIkijoCHn9811Q0433R/rc/A8vzq6uooKyvj1KlThIeHo1ar/1IUwv+f0N4M3/5E/d8kUP+bxnqzcXMibgQzzW+QKwS7QH4dvL/FnAWgMZjpgT/aBt8eNLsE0vxhePSlm2vRmWmFBcxVBMW2Pm7BDFEUqa2p5eTJk3Tv3v2G5FLb2NiQnt7dyjNwM6HRaOjRo4eVJOh6UFxczIYNG4iOjuowelmtVkvmjh3U7N3H1vXr2bV71zUxLLZPl/zwww/Jyspi69atlJWVXZFP3HLN9fjPKyorqa6uxiRIUEmlBIaGWomKrlWpbD+2K71er9dz/PhxiouLKS8vt8YqvPziizw7bRrfffstZ8+evSHZJLdw/bglVP97cVNUaYtF38UW7k2Co+Ww+ATsLTQTBumNUFgPWiN4q+HvPduE+0WsAGAOHjxQDP6OEOVhvubWkjsXlVWVbNy4kR49eljZ5q4VJpOJkpIS7O3trVaFGw1RFDEajaxatYp5c+dy6PBhWltbmTZt2mWrJV6uvfr6elauXMmePXu5//77r3serhRSqRQbR0dydVrUcgWeokhVRcU1WTVEUWTXrl2Ul5fz1ltv8euvv7J3715Gjhx52XsRRbGtcmEjKpXqmgL5TCYTebm5iCYTShsbUNsSEBSE/BpO3HV1daxZs4ba2jqSk5NITU39w/zn9grA+vUb2L59O+PGjcPZ2Zljx45RV1eHSaej6MhR9q7fwP49e3jnvfc6RFG9hYvjlvD/78fNtaeJMCrObAH4ch8UNvz+J4kAAQ7wQl/oFmT+3cWWk9YAP2aaLQjhbmYGwVsww7JpmmvXyxg9egwuLi5Wv921CCAwBwXu3LnzppHFtO9nxbJlbFixAkEqZf3q1dxzzz1XLcAsXPdffvkle/fuxdZWxfHjxwkLC7suroQrhVQqxdXLC7VMhgIBT4kMfVsO9NXCZDJRXFxMSEgInTrFsGnTpj887VqC6H7++Wd2795NUFAQd911F2FhYVdMVGVRIoqLixHdXDE0NiJ1dSUw+OprHxgMBlauXMnSpUsJCQlh//59eHl5WYmg/mgcR48e44cf5jBkyBD69OnD5s2bWblyJW6urhjr6tDo9WgQcXJ1/VPjFW7hFv4XcFOzA0TRHPX/VG/oHwY/ZUJlW1n6BE8z8U+Y26X9/CKwtwDWngZvO3i6F6j+u1lDbzjKy8v5eOZMjh85Sn1VJWWFBfxt+nQrQceVwiKY6+rq+Pbbb9m3bx8RERFUVFTg7e190wSpUiZDLZXRLEBLUxM1NTUEBARcdTvV1dUcPnyY6dOf4OzZM+zZs4ehQ4dauftvKgQBqSAQobTlSHMjB+pruaOt0tjVQqfTtc25Dw0NDdTV1eHl5XVJK4AoiuTn5zN79myqq6sZM2Ysp06d5K233uL/2jvv8CqqvAG/c1ty03tCQhISAilAAIXQCb2LIkoRKQJ2lFVXEV3bqp/KiiIqFnZBXIoI0osJRUogECB0AoFUEpJAenKT3DrfH/HOpgIBwuoy7/PcB3LvzJwzZ86c8zu/dnr27Mno0aOvuxmT9bmbzWbS0tK4eOkSglIJCgUunp74+jUcR94YVtNUfHw8o0ePpkuXLr/HkZdQ97GKoojRaPw9j3z1xjHp6Wks+Og7LEmdiZw5nFOnTrF16zaee+558vJyOR0XR25KKuWI9OzZ6654osvI/C/TrJoA65hjq4JugdDVv3pPAABN9ThzQ4Ld4fMHoKVTdcZAkE0BNSkoKODwjh1kp6XjIghcPn0GvcFwSx7loihy8uRJ9u/fz4wZM4mL28+OHTt4/PHHm8W+rlap8PT1RSkIaBUKFFV6SoqLb1mLYWNji6urC25u7rV2I2tulAoFzq6uHK+qoEIQCPX1pSC/4JacAisqKigoKCQysiM6XTkWi0VKoFT3WhaLhdTUVBYtWoRareYvf/kLrVoF0adPb06dOsWmTZv48MMPeeCBUfTo0RMXF5dajpKiKFJVVUVGRgb79++XNujp378/eXlXKSjIJyMjEx8fnyZFO+Tk5lBYWEhERASlpaXY2Njg7e1Vq1yz2cyxY8fYu3cfnp6e9OzZAwd7B7764nsubrcnsuIx1r6Ww+U2qxn/+KMMGz4Mo9FI3mOPceH8ecpKSunZq6esjpaRuU3uqnutQgG2TTDRCkBLZ/Bz+v1v+X2vh7OLC37OLug1GkoNBsorKrD8vtParUxCSUlJBAcHEx3dl7S0VMrKypptMlUolbi7u2NUKtBbLJTpyikqKrqNCAERBAuC4u4mlVEoFHh5e+PVpg3Xrl3DOyiIprqrWdu4pKSYnPN6cgoCKQ0ow1yhwdXVpcFjT58+zcKFCwkICGDmzJmoVCq+/fYbvLy8GDJkCO3bt2fv3n0sX/IL2zf/xtQZE+jQoT02NraUlJRwLukcsTGxXLx4CS8vTx555FE6dGiPq6srlZWVxMTEsGjR16SlpTJ69GicnZ1vSp1/7tw5XF2dCAj0Z/OmzbRo0aLeLo7p6el89tln+Pj4cPFiMlu2bAYEUnfY0rHidQRU7MtcyqQZXRk2bBhqtRq1Wk1QUBBBQUFNbF0ZGZnG+FPE2MiTf+NoVCo0Dg4YLBZsFAp0RUWUl5U3aetc66Si1+tJTU0hMDAQs8lEXl4eUVFRd9y5rqbPgm/Lljh5eFBYVIRRr6ewoLBumoibpqpYQfoOx5CGvwAAQT5JREFUG7LzNJiq7miVbwo/X18K8vM5eDCeqKioJp8viiK5ebmUpNuQcsCPAvUZXCeoUdZwzBNFEZPJxIEDB1m27Ac6derEY489RklJCf/61xJAJC0tncOHDzN69Gh6dIkmf31nNiyN4fV9XzFoYgf8g1qw59cEkg+V4FzajmcXzqLbkDYYDUbOnTvH0aNH6d+/P2PGjKF169b8/PPPJCUlMW3aNFq3bn1dE4vBYOD40TNYUiO4vN+GC2fT6darc71wvpKSUgRBYPz48djY2HDgwAEO7biIhy4cNfZc0C5l0FM+jJ/4CGrN3dt/Q0bmXuNPIQTINIwgCGhsbHBvFYj20iWKqyrRqVRUVFbc0vUqKirIyyng/sielJSUo9Pp8PW9/bC96+Hq4oKgUmERBIz29uTk5WIxm1H+rs5vStnFGSp2b3CkULDDYULTBJfbjWvXqDWkp6ejVquxs7MjOTmZoqKiWsLYjWzySUlJLPl2JVXXVNWCkFHNmcPpfPfNYgYN7k94eDsEAXbv3s3y5csZNGgwDz30IHm5eXz3/Xf4+voyc+aTmExGYmJiWLlqBdqqOLTbJtDZ8DhXk7oT8/FaKuxO41kwiDCxOy6CL1Wp+fy2ezd79+zDbDHj6OjI119/zaBBgxg1ahT+/v6sXLmSefPm8cgjj9C/f/9aDnnW8D+LxcLVq3mcP3YF5z3D+SWhmIuhJUybGVbv3gMCqjeD+f7772nbpi0+3r60MYzEKKpJ0awl6KFcnpw1F3d391t6HjIyMjeHLAT8yVEqlaidnDC7OCOWKVA6OlBQ8B979M1OpNad/FIPmjgZH8GZ4DxUvvb4+rVotroLgoCjkxPunp4UFhej1+spKSnFbDY3OeOeIIAogAEBo6gA881HFgAUFRVx6dIlAAIDA/H09LypREOiKJKZmcnmLZtp164d48aNo6qqivXr1/Puu+8yfvx4IiMjpf3JGyq7rKyMzZu28OPXWzEeuZ/O5uFoccGNCMwXZ7Lx7ThiVs6n28hgXFycOHnyJOPGjWPgwIGcOnWKZcuWER0dzUMPPSSFVz722GP06tWLLZu2sun4x9iUdyPc9AA9K16hrKIMNQ4UkcYJzXckbztPeJk7I0eNpHPnzjg6OnL8+HFWrFjB2bNneeyxScyaNYs9e/aydu1aTp06xaBBgzCbzVRVVZGTk4tOp+NKVi452de4dkZDEK24UpSEb6gtPj4tpLa03rOHhwdz5szhwIED7Nq1i9jNB3A++zAasRXKsCRm/fW5Rje3kZGRuXPIQsBdwOoIVVJSQnZ2NkFBQVI++Ntd4Wg0Gnx8fLBQrYotLS0lO/sK5eXl2NnZSbHZNak5GFsxmy2kXErBnO9BeZkn6WlH6fRqCxwdHJt1Febk5IRKpcLLywsXFxdSUi5x+HACkZEdcHZ2rmeKqFt3k8lEbm4uWzZvoyhXRwBGQMm1a/lcvXqVwMDABgWhmjHpp0+fZvXq1Vy5cgUbGxvs7e3p0aMHPXv2xMfHR0qFWjfVqNFo5PjxE/zww1JsbW1/d8xrhclkIjw8nNjYWBYvXkxgYCDDhg2nY8fIWjkQLBYL6enprFi+kth/puKVPYEgMZpysjmjWQJmW7zMXQg3TsNDmYFGc4Djx48zYsRIBg0aRFxcHBs2bGD48OEMGTKk1rWVSiXBwcE89cyTdO12glXL1nHk58/pVPwKAgpOar/EodNlBo+KoN/gp2jbtg0ODg5Se3fv3p2WLVvy888/88UXCxgzZgx9+/ahVatAFi5cSHx8PPb29ijQkH1IQ2WhFqXBHpXZEx99ewRsyOM8w9sH4eT4HwGopnOgh4cHI0eOJCIigucmv4O6vCVanLHxdyPw91ACWQMgI9O8yEJAM/KfjWUq+PXX7eyMjeXk8eP87Z13GDp8uKTyrsnNrtqtVFZWkp19BT8/PwYMGEBJSQmrVq3kyJEEunXrRlhYGK1atcLOzk4a4GuebzAYyMm5wunTZ1j780bUlW0QENA5pNEmIvCGqVlvp/4mk4nExETc3d157bXXcLB34Lc9v7Fo0de4u7szYMAAoqKi8PX1lepRs7z8/Hy2bdvO2uXbyT1iT4uSh1BihytBJB325+1X5vHca1OI6hrVYHRDUVGRFM8eGhrKs88+S2lpKUVFRfz2229s376drl27MGTIYAIDgyQVuHWjnV9/3c6qVavo1as3EydORBRFli9fQXFxEYMGDWLq1Kn079+fX3/9lYULv6B9+/Y8+OCDhIWFIYoiR44c4V//+hdO9q480vk1cvMCSTfuJzfkJ7o+6E1ZgZ5Te+LQZnYielwfeo17jKKiEtzc3Ni2bRvbt29nypSpREf3lZ5t3dzotra2dO/eDXt7O2bt/4SK4jLKhVw8+mfy9rzZhISENJgPQqFQEBAQwKxZs9i1axerVq3i/PnzjB07loEDByKKIt7e3ohGDbtP2XI5VQ1YsGDCggkdZRhRkJqaSblOh5OTY636WYUqlUqFwahHLHfEldaUkoG7uxobm+bdvlpGRqYaWQi4C6SkXOL/3n+fosxMWjg6Ua7T/WcXpTrcaHOUmmlYMzMz+fHHH8nJucILL7xIYGAAVVVVZGZmkpyczM6dO9m0aROurq60bduWzp07ExgYiINDtcngzJkzHD16lHPH08hMAJuSEHxMXdCRj068isnkd93IgIZ+u9n6V1RU8Ouvv7JlyxamTZtGmzZtqKioYMqUKeTl5XHy5EliY2PZsmULoaGhDBgwgDZt2uDk5ER+fj7x8YfYvn0bhZdNaI8+QMeSKATUFHIBd1rSvWI2SZs38U76d0x9OZ2Ro4bj4uICVK/gz5w5w4oVK8jLy2PChAncf//9ZGdnc+H8BcY8PIa+ffty+vRpNizdw6+r5tGpbyDDRw0kIqIdlZWV/PuHlWz55xkG3zediY/0JDc3g3//+9+o1Wrc3NxYtGgRERERDBs2jCeeeIKBAweyZctWPv30U8LDw1Gr1Rw5coSBAwbywAMPcC3dxD9SF2NukcQbf32MHj17YDKZOHXqNFs3bCf29CLKnLoTGRnJ5s1bOHfuLLNnz6ZDhw71BICa/7dqQSoqK6DKDg3O6BXniIwMIjAwUBIAGntWtra2DB06lODg1qxcuYL58+fToUMkGo2as2fPUlqiI8VWR467EVGlQ6U1UF5gplXZY7SgG8e3HeXImCMMGNC/0TIKCwoxlAio0GCkDA9PJ9TqP/ZGNDIy/yvIQsBdICUlBa7l46lQ4uLkRFDr1kC1M5jJZMJoNFY7+Wk0UuIUaHiStZ538uRJFi36GldXV1555RX8/Pz46aef0Gq1dOnShYiICEaOHMmVK1c4e/Yc588nERcXh1arxc3NjaysrN9Xe4H07TaC84faUGVwxEL1Tk0+5f1Y9+MGorpF0a5du3orTCsWi4WysjKMRiNarRZbW1spS19j9a+oqOCnn1axY+cOnpg2nV69erFx40ZiY2MJDw+nV89eDBkyhOjoaM6ePUtCQgILFizAx8eH0LahnDx1kpKSEnr27EnPJ6M58akbW9eeJNd+F8rgNK6kBxJWOo0O5rFcPhPIz4v+TXpGKlOnTsPOTktsbCy//PILYWFhzJ49G09PT/bv309MTCxVVZVkZGbQr19/IiO60F2IYmf8RQ4m7mH/+u+J7OdFeVk5ydttCCn+C5SGsu6rgxy5uoIePXrx0EMP4uDgUC1AbNjAvHnz6Nq1KyNGjOD555/j/PnzbN26lZKSEp5+6mnu73I/aWlp/GvVEloMt2fmky8THBwsmXF69+5Jp46R/LLuF3bv3s3evXvJyMhg7ty5REZG3nRGxKLCQlx8FYSEmSlLK8TB2RaVSnVdvwfr9yqVirCwUP7yl7+wZcsWzp49iyAIqFQqPD096T3VEQ83L+wcbPH0dOen5b9w9F87aa9/Btv8DmxeG0P3bt1wcHSoZ5oRRZHiomJsLQ4429lwRZGPs5cdSqU8NMnI3A3kN62ZsVgsXDp7FpVeD3Z2mGxtSU5OJvXSJXJzc8nPz6eiogKFQoGnhyfBrYMJCAjA19cXV1dXbG1ta6myKyoq2LJlK0sXbKStZy9efu9hlGqBZcuWcezYMVxcXNi7dy/Ozs60b9+etm3bMmjQQEaOHElhYQEpKSnk5ubSo0cPAgIC0Gq15OUUcsLxHOfKz1GhziBEN4EQcTinD2Xz+Sff8PFn7+Lp6VlrUjebzWRlZXHwYDx79vyG2WzGycmJ8PAIQkJaExQUhLe3NzY2NrXs+jqdjqVLlrFpyVFeeuNlevdqz297fiM2dgcDBw4iK+sy/1ryL+zs7OjevTudO3cmKiqKnJwcjh49yvnz54mMjKR37964ubmSlHSeeM2/UA4p58lxfejR82kOxMXz78//QWHSQ4zoO5T73w9gfcxS3nnnbWxsbCgrK2P8+PFERUWRm5vLV199RWlpGTNnzsDPryWHDsUTE/Mra1ZsRr+/J470JlI/C13yFS5e2oeIifstD6JCzaHypWiPHOeZOROJjo6WVtZdunShXbt2nDp1ii1btvD3v/+d6Oho+vfvz1//+lfMZjNKpZLNmzezc+dOBg8azIiRI3F2dqqlMq92nnSkRYsW5Fy5QkFhId7e3gQGBt60AFC9r0IpgR1tGPJUOcU/Z+MXEHLTzpfWMtzc3Jg0aRKG31MiKxQKyUxTUxuhUqk5eeBT3GyTGTCxB5sOLeLosaP07du3VhKnal8ZC3lXrxL5iC1TJqj48ad8WrQMQKW6O5s/ycjc68hCQDMheX6Xl5N88RJmRwcsTk6UqVVsWLcOJycn7O3tcXR0xNPTk2vXrlFZVcn+/fspKSlBo7LFwdaNNmGtaBMWRGBgKwQB1q3dxIZFJ/G5Mg5Xx4Ec+jmD+NylKAQVc+fOxdfXl/T0dJKTL3L8eCIJCQloNBqCg4Np37497dq1o2fPnqSnp3P8+HEuXLhAQX4hyh5axneOwGjyYtPXm/HIbk+I4RFOb/2Un7qsZsaT07G1tf3dhyCHHTt2cuDAAQwGA507d8Le3gGz2UxmZgbx8QdRCCq8PfxoG96KiHbhtPD1RaPWsH7dJlb83zHaFcxCFxvOhopt/Bb3KzNmzKBHj+4YDAYyMjJISEggPj6effv2ERISQvfu3RkyZAhjxozBbDZz4cIFVq9eTXZ2Nl2638+IEaPw8/NDrVYRGBhAUHAg/1ywmosBqQz2n8hzzz1PTMyvZGVlMXDgQLy9vdm7dx+7du6kY6eOPP/8GCm3fWBgAAMHDuTY0WPEuOzjzO4DKLPC8dMPoK3lEWywpYo8Tjktot0EAzOee5GIiIhaE5cgCNjZ2REVFUV4eDjx8fHExsZy6NAh+vXrR1hYGNu2bePq1atMnz6DqKiukgNi3ZUyQGFBASqFAldHR1q28EXdhJ0izWYz+fn5ODo6oNSIVBnLcXRsmsNnTa3AjfxEwsPDGTCmAwX524kcMpNc7ufXX38lMjJSSjhkDSk0GAwUFxfjG+iGb4QShUOJvCGQjMxdRBYCmpnMjAxyCvIZOnHi7x7brWkV1AqVSiWpfHU6HUlJSYwePRpHR0cKCwuI33iFla8lk6C6jNnzCHZelShtqyg760tE+Rw8COFiyUHiFq1g1Kz2TJk8BVdXVwBcXV3p1KkTo0c/wNWrVzl79iwnTpxg9erViKKIq6sreXl5uLu706FDB7pN6UbLlv44OztRWVmFQf8Vmz9ZxEDNGzz26DT2xX+En78vYWFhxMbGEh8f//tWw73o2rUrSqWSY8cSf/em96akpISE2FSW/+0CeypPIXjuxrOVgJ2rQNp+Fe2uvkQLWrNm6TpsS/fzzF+m0717dwRBQKlUEhYWRmhoKKNHj+bkyZPs2bOHb7/9Fi8vb7p1iyIjI4MzZ87QtWtXJk+eTHBwsKTahmpnuH79ovH39+eHH5bywfsf8uSTM3n00UepqKggIz2Dr776ipKSEiZPnkzvPr2lCRhArVbj4+PDiJEj6BsdzblzZ9m6MYaDmz+l9MLDhJnHkGa3lain4a+vvYarm5uU0KruBK5QKHB2dmbo0KF0796dQ4cOERMTQ0xMDO3atWPOnDk33EJZBAxVVSjLyynKyqbM2RmnJubMFwSB/IICzp45Q3Z2trSfQFOvcTOOoPb29ox+8AHef/99kpMv0qtXLxYuXMjKlStp27YtZrOZwsJCdDodJpOZ+PhDPPxwtXCn01Xg4FDfbCAjI9M8yEJAMyMIAnb29nSNikIQBDIzMzl8+DBFRUWUlZVhNlsoLy+jqqqKrKwsQkJC8PcPwHAlgGDCUJpsMOXoqcjJo4wsAmiLHfacU69A7LKfF18by6DBA9BqtfUcw+zs7AgMDCQgoHplW1BQQGpqqrRJT6tWrXBwcKi105yDgz3TZ04h7dKHKOx/5tF3H8fvyASWLfsRlUqFu7s7o0aNon379giCwOnTpzl8+DC5uXkcOZJAcHAwbdu2wXS5Na0KIggwq6gqK6Y0LYNiIYsOlm540ZJzqp+xH3GM19+dTdu2bWupwK3/uri40LdvX7p168bly5c5duwYGRkZODk5MWfOHEJDQ2tN3nWd4Vq3DuaVV15hw4YNfPPNt4waNRI7OzvWrFlD27ZtefHFF/H19a1lbqnbho6ODkRFRdGhQweW+a3gl78lYSl9ENRmglu3wtnFuUEBoKH6ODs7M3jwYLp160ZpaSmenp61nltjk57ZZCI7M5OClFS81WpctNp6z/t6qFQqhgwZQnp6Btt/3U6fPn0IDQ29pUn2Zs4RBIGwsFD69u3D7t27mDp1KmFhYRw8eJDjx49Lx2i1WpRKJUFBrWjdujUVFRWSWUkWAGRk7g6yENBMWAexoKAg+kVHs2bNGpydnVGpVLi6uuLn54erqyteXl7SyictLY20tDSOHUvkarKFfBcHNBV+2JuDcDD74oAfRio4bvsv2jyoY/brfyEioh1q9fW3ixUEARsbG3x9ffGtkYClIW9yAJ8WPsx6eSaffTafg0f86dMnGoPBRFVVJZGRkZhMJk6cOEFCQgKVlZX069eP8PBwrl69SmpqKjt37iTr3Bau2btgWxmEmykcZzEIb7ELtmg4yxrshhzltQ+eJjQ0tEHv9pr10mq1tGnThtatW2MwGCSVdGOTZ82/XVxcGDduHBkZGWzatInMzEx8fX15/PHHa+3O19g1rKtfrVaLf6Av2KUgGPRoceVqTs51272hawmCgKurq7SZz82cb7FYMFfp8VVruGYxY2Nvj43tzYXQWa8dEhLCG2/MpaysTBI+bqbsW8XGxobBgwfz/vvvk5SURJcuXejSpQsKhUL6SPdmtuDs7ExaWhomk6nBxEoyMjLNgywENDP29vbMmDGDhx56CLVajY2NDVqtVhoEazrNde/eHbPZTFlZGQUF+aSnp3P+7EXSLh3jYOwPuKQ8hCcdMbrm8PiTUxsND6vJzU5QNf9WKBR07NiRiRMeY8XKFQQGBjBkyGAuXLjAnj17SEhIwMnJiV69ejFgwAA8PT0l04bFYkGn05Gbm8v58+c5feI8F0+v59Shq7TMmYaf2JMsxwO8/Hh/IiIibigAwH9W0kqlst7uiNe7P+tv1vMMBgMnT57Ezc3tuqFxjV3L3d0Nt/YlDHi0GJ/Laq5WFTd5c6W6WRxvpnyj0UhuYQFndWXYKNU4urlh18Stoq2alaYIH7eLVqtFr9cTFxdH586dKSgooKysDIvFgsVioby8HPPvm10pFAp0Oh0jRoyQdk2UkZFpfmQh4C5gY2NDixb/Sb/b2OCrVCpRKpW4ubnh5uZGm5C29OvXH51OxwK3rzj24yU69mlHxRU7rl271qTBvKkDvkKhoEfPHvyy7hc+//xzevfqzf64/Tg4OPDoo4/SvXt33Nzcam0mYxUgnJ2dcXJyok1IG4YMGUJpaSk/LlvOpncP41fVA8fKNlzLyZdSJTRFULmViUuhUGA0GrmYnIxKEKjS6aisrLzp861lurq64uCnp0X3fMwtHbi8sxKLpan7Bd7as/Dw8cE/MpL77ruPwaNGNXlr59ttw6ZisVhITEzk+PHj0rbB7dq1o1u3br+H/4k4ODjg4eEh1cfd3b2eiUdGRqZ5kYWAZqbuyq/ub3WpdaxQ7aTm5ORERLu2pPXdxn3Tyrn6qz0pKal3xXnKYrFw7NgxTp06RdeuXfnb3/6Gt7f3de3f1r8FpYCtrS22trZ0jbqfrS1W4utfgsbBh/TM4+h0OhwdHZr9HlQqFQ4ODiRfvEi4swv+Fgu6qqomr+IdHR1RKBSUlZZjb+9AZWUlZWVltTbTaQ7s7Ox4cfZspk2fjo+3t6TKbyp3c2ItLy9n2/bt0mpfpVLx4osvSrkNrNzuxk0yMjK3hywE3AVuJRSr7t/+Af7oKsqprKzEw8OLnJwrmM3mO77Nb00KCwvJy82tXuErlXTo0AF3d/fraiAau9fAwEBadtPTYcJFVLaerFlbTHFJEY4NJJC54wgCjra2hGi1uBiNaCoqb2m7YqtAU1RcRKtWrRBFEb1ef8erWxOrEOnh4YGHh0et7/+oiKLI+fPnOXb4MPweIdG7d29at259Xf+N630nIyPTPDTfDCJzxxAEAV9fXwRBQK/X06pVIDqdjvLy8mYtt7CwkDKdDrNej1IU8fP1vSVbOoCXlxfuns5k5abSokULBASyLmc3Z/X/gyhiq1DQzs6BQrOZC1WVKG9horG3t8ff319KZ6xSqbCzs2uGCtemrir/jz5JGgwG9u3dR/bly4hGIy729gwcMBB7e3up/tf7yMjI3D1kIeBPgNWpy8PDg9LSMpydnZu9TFEUyc2+QkV6BobCImwsIi1btrzl62m1WgICWpGVlYmzsxNubm4kJZ2THMOaFUFAFEFnNlNoMZNTWYn591TNTUGr1TJx4kT8/PwwGo08+eSTd+VZwJ9j8ofqfnPlyhV27ohFFEVEoON999Gpc6dm1VrJyMjcGrI54E+Co6MjQ4cO5ZdffkGtVnP//V2aNZTKYrGQlpaKXleOAgFHJyd8Wvje8kRkjR1fvXo1Op0OjUZDRUVFk+3yt4JCENA4OXKsqgKD2Yx9ZSX5BYUAN22KsB4TGBjICy+8IIUN/hkm5ruJxWIh4fBhUi5ckMI7+/UfgJubGyCr+mVk/mjIQsCfBKVSyciRIwkJCcFsNhMSEtJkD/GmYDAYyE5PRxBF1EolLXy8cXd3u+XrCYJA586diYmJ4eOPP0ar1fLII4/cMAXtnaJDx04MG/MwuvIylAoFAf4tb3lCqumYJ09qtTGbzRw8eJCi0lIUgH9AANH9+jVrX5WRkbl1ZCHgT4RGo6FDhw61vmuuSaiyspLsjAwEQYFKpaSFvz+aJuSrr4nVua1Fixb87W9/IyMjAy8vL/z9/ZtdzW0tOzQslHnzPsFsNmOxWKRthZtatjzpXx+lUsmIkSNJTU3l+LFj9B84kODgoD+NOUNG5l5DFgL+JNQNwav53Z1GFEVMJhNVlZWUiyKIIj7+/rdl07VOAl5eXrWSwdyNicGaaMixTr59eVK68ygUCgYOHEhwcDAnTpygc+fOd8V5UkZG5taQhYA/GXdr0nR1dWX2m29y/PhxUlJTiR4w4I6XLU/C/3tYBa6QkJAGQwJlZGT+WMhCgEw9BEFArVbTu08funXvTlVVFQ4ODnfs2v8N5Mno7lEzQZbc7jIyf2xkIUCmUQRBQKPRNHtGPJn/PeTJX0bmz4EsBMg0iDyIy8jIyPzvI2fvkJGRkZGRuUeRhQAZGRkZGZl7FFkIkJGRkZGRuUeRhQAZGRkZGZl7FFkIkJGRkZGRuUeRhQAZGRkZGZl7FFkIkJGRkZGRuUeRhQAZGRkZGZl7FDlZkIyMTD3uxkZVMjIy/31kTUAzIopircFU5s4jiqK0PbDMHwf5ucjI/DmQNQHNgHXiF0WR0tJSkpKSyM7OBsDPz4927drh4OBwSxusNLRCa+w7URS5cOECeXl5dO3aVdrS9X9lZSeKInv37uXQoUNMnToVHx8f4D8b2Fip207/K/ffXIiiSEVFBSdPnsTBwYHw8HBUKlWT2s1kMrFp0yYKCwt5+OGHcXV1va2tqGX++1jfn5ycHM6ePUvHjh3x9PQE7vw7ZR2/MjMzSU1NpVOnTri6utY7Rt6k6vaR38pm5OjRo0ybNo0RI0YwY8YMnnjiCYYPH85zzz1HWloaQJM0BdZjTSYTly9fJjExkaNHj3LmzFkKCwulF8f6qays5LPPPmPKlCmcO3fuD6eVqFvfpp6bn5/P22+/zaZNm9BoNLV+A6isrCQ1NU1qp3PnzlFSUnrLZTblfv7MmEwmkpKSePTRR3n++efJz88HmtZXFQoF+fn5vPPOO8TGxmKxWP707SIDFouF9evXM27cOLZt29Zsmh5RFDEYDCxdupSpU6cSFxdXa3F14sRJNm/ezKVLl+S+dZvImoA7jHUSuHjxIi+88ALJycm88MILDB8+nPLycpYvX86aNWsA+OKLL3Bzc5Mk2pvh8uXLfPnlV2zcuIHKykqpTD8/P6ZPn860adNqTYiCIGA2m/9wL4m1PgaDAYPBgFarRaW6+e4oiiJ79uzh/PnzvP766zg7O0u/6fV69u3bx5IlSzh69CgGgwGLxYLZbCYysiNz5rxG3759USqVd/R+LBYLlZWVqFQqbGxs/tQrFGs/vtUBVqFQMHz4cBYsWMDSpUsZNWoU9vb2gKyJ+bMjCAIWi+WumHrqlmU1M7355hscPHiQCRMmsGDBAnmn09tAFgLuINbB0mw2s3LlSpKSknjppZeYM2eO1Elbt27NqVOn2L9/PxeTLxLVLeqmBkXrynfu3LmsX7+eiIgIXnjhBezs7MjIyGDFihUsXPglQ4cOJSAgoF6d/mhCAFSvOL///nv27t3La6+9RteuXYGbmyT0ej3r169Ho9EwbNjwWhN6YmIiTz/9NLa2tkycOJHAwEAqKir497//za5dO8nOzmLlypW0a9cOhUJx25OStW0PHz7MP/7xD4YMGcLMmTObrEL/o3G7fcbX15cRI0awfPlyzp07R5cuXf7U7SFTjbVb/LfGFEEQ6NixExkZGXTu3LlJiweZ+sit1wzo9XpOnTqFk5MTQ4YMQaPRoFAoEEURb29v+vfvz+rVqyU1682ye/dufvrpJwYOHMSyZT/g6ekpScozZ85k3759uLm517OJ16Xub9cbmBu7zu2cY11hmkwm9uzZQ2xsLFOmTGmSR3pOTg5btmwhJCSE4ODgWr9ptVoef/xxnn76aby8vFAqlVgsFsaMGcPjjz/OoUOH2Lp1K6GhoajV6huWdTNtIIoiKSkpbNq0CV9fX0wmEwqFQrKDW5/J9bQ+N3pudcusW7frnd9YmbcykF/vnJrlKJVKevToweLFi9m4cSP33Xef7Bdwl7lef6i5QLhd23pD5dxKn7tRHQRBQKlU8s47b/PGG3OxsbGRFgA136/G3hPZj6A+shBwh7Ha4ouKivDx8SEgIEBabda06QuCgErdtOZPSUlBEASGDh2Cl5eXNKAqFApatmzJxIkT65VlxfqdwWCkqqoKELGxscHW1rbBicl6vsVioaKiArPZDIBarUar1da6bt1zzGYzFRUVkgpPo9Fga2tb6/oGg4HKykpMJpPUJjqdDgAbG5vrTs6iKJKQkIBer2fs2LFoNOpadenQoQMRERG1riEIAt7e3nTo0IEDBw6wd+9ennzyyXrORg2VBVBVVYVebwBEFAoFdnZ2KJVKydxSWVmJXq+X1JUVFRUYjSbUapWkBbKaCzQaDWq1WmoDQRCws7OTVjQWi0Uyk1ifja2tLWp17fu0UlVVhSiKaLVayZZa/YzB1tYWGxub6z5jo9FIZWUloiiiUqlqmZMaa4+6z9haTl0iIyMJDg7myJEj5Ofn4+3tLQ/Adwnrs9Lr9VJ/UCqVklkGqvuOxWKR3ulbeTYmk4mKigqp/9jZ2UnjTUPjgyiKVFVVYTQaEUURpVKJVqtFqVTetGm0pnBtxWAwYDQasbGxaVALV1VVhclkxt7eTu6DNZCFgGbCYrFIEmdN22pxcTHx8fHY2zvQsmXLJnVG63WuXLki/V1zkrvR6jwzM5MlS5Zy8uQJRFGkXbt2TJ48mfDwcOka1mMBSkvL2LPnN37++WfKysoQRWjRwoexY8cSHR1da3KxnpOfn8+2bdvYvm07FZUVQLUJZPz48dx///2oVCpEUeTn1T/za8yvHDt2jKqqKj777DNWr14NQK9evXj66afRaDQN3pPBYGD79u2YTCY6duxY7xilUtmovd96bGBg4A3t9taVxaVLl1iyZAnnzp0DqgWhhx9+mOHDh+Pq6sq5c+f4v//7P9LT0xFFkR07dpCfX4BCocDfvyUvv/wyPj4+pKWlsWDBAkaMGEGPHj345z//yb59+1CrNbz22qtERUVJ/WPnzl2kpqZgsYgoFAJdunRh7NixhIWF1aqzXq/n66+/Jj8/n/fee4+0tDSWLVvGmTNnAIiM7MgTT0yTtCV1BcS8vDyWL1/Ovn37EEURLy8vHnvsMSmSpCHKysrYtGkT69at+12IE4iM7MD4ceNp36F9rXLc3d3x8PDkxIkTXL58GS8vryb5wMjcGtax4tKlS6xatYpjxxIBERcXV6ZOnULv3r0RBIFvv/2WnJwcXnvtNdzc3Jr8XIqKili3bh0xMTHo9Xq8vb157LHH6Nu3b4NqeqPRyLFjx/j55zWkpFwCQKu1Y8SI4YwcORJ3d/cbaqdEUWTXrl2sXr2a6dOn07t3b0RRZOvWbaxdu4ahQ4cyceJESZgVRZGioiI++eQTCgoKmDdvniT8y/1Qjg64K1gsFqqqqsjKyuK7777j6tWrPPvsM4SEtAFuviOGhISgVCpZv349MTExkiRtpTFBwGKxEBMTwxNPPMHWrVsBuHLlCl988QVTpkwhKSmpnld7UVERb775Bk899RTXrl2jdevW+Pu35NzZc0ybNo358+dLK3craWlpPP/887z++uvoDXpCQkLw8fFh7969jBs3juXLV0grkmv519i/fz/5+fmYzWbOnj3L/v372b9/P0lJSZLmoSHKy3VkZWXh6uqKn59fvTZsrD1LS0tJTk7GxsaGvn37SiuWhrC2x4kTJ5g2bRo///wz3t7etG3bFrVazd///ncOHDgAgE6n4/Dhw1y4cAGoNlUcOBDH/v37SEhI+F2AEiksLCQmJobjx4/z8ccf8+mnn5KYmMihQ/Hk5ORQXl7Oq6++yvPPP8+BA3F4e3vj69uCwsJC5s2bx+TJk0lOTq71nMxmM3FxcWzfvp3169czffp0YmJiUCqVZGZm8tln85k2bZp0Xs1zL168yPTp0/n73//OxYsXcXV15eTJk0yfPp3NmzdLWprabV/OW2+9xZw5c9Dr9bRt2xY/P1927NjB399/v94AbmdnR0CAPwaDgStXrsiD7l1CFEX27dvHhAkT+Pbbb1EoBDw9PUlKqn5/N2zYQFFREWvWrOHw4cNNdpK1WCycPXuWv/zlL8yfP5+qqioqKipYs2YNU6dOZf369fUcB41GI0uWLGHSpEns37+Pli1bEhwcjE5Xzptvvsmzzz5LZmbmTQkByckX2bRpkyR4C4KAv39LEhISePfddzlx4kS9cr/77jtatGhRSxMiI2sCmh2LxcKePXvYsmUL8fHxXLx4kUmTJjFu3DjUTTQH9O3bl5EjR7J161ZefPFFpk+fztixY2nVqpWkKob6KvqCggIWLlzI0KFD+frrN/D09KSgoIBXX32V2NhYlixZwgcffCCZBqwvzfLlyxk/fgJvvvkGvr6+WCwWUlNSeW3Oa3z66afcd999DBs2TFLvLVy4kJ07d/Lyyy/z1FNP4ebmhtFo5NSpU7zwwgvMm/cJnTt3IjIyksmTJ9OjRw/efPNNjhw5wjvvvEO3bt0QRZGgoKBaJoe65OdfIysri9atW+Pl5VXvd+tkV1M9f+nSJZYtW0ZiYiKjR49myJAhN9SeGAwGVq9eTUpKCp988gnjxo3DxsaGsrIyEhMTCQoKAqBjx46sW7eODRs28P777zN69Gief/55lEol7u7uBAcHSz4hJpOJ5cuXYzQaee+99+jYsSOVlZWEhYVhNBpRqVT8/e9/JyoqisDAQKBaYPvwww9Zvnw5K1as4O233671vKF6Qn/11Vd58MEHee655/Dy8iIzM5NXX32V/fv3s3z5ct59911psK+srGTx4sXs3LmTSZMmMWvWC7RpE8Lly5f56aefWLJkCYWFhfXa9ezZc/z444+MGDGC+fPn4+npidFoIjU1hZycnHrtqVariYqK4qeffuL06dM88MADsiDQzIiiyJUrVyTh7r333mPKlCnY2dmRnp7O66+/zldffYWrqxvJycn06NHjugJxQ9c3Go388MMPtGvXju+//56wsDAMBgPffvstn3/+OZ9//jmDBw+WVtyiKHL06FE++OADAgMD+frrrwkLC0OlUlFQUMCiRYuYN28ekZGRzJ0794a+I3UjVwRBoFOnTjzzzDPMnTuXBQsWsHjxYuzs7EhKOs8333xL+/btefLJJ2/KD+heQhYC7gLVK8MD6PV6nJ2dWbVqFdeuXePNN9+kffv20nENhdzUnKh8fHxYsGABrq6ubN68mbfffpvly5czcuRIpk6dSmhoaIMqOJPJxKhRo/j444/x8PBAEATc3Nx46aWXSEhI4Pjx4+h0OkkIyM3NZfHixfj5+fHmm2/g5+cn1aNN2za88sor7Nq1i/Xr1zNkyBAUCgXnzp1j+fLldOrUiRdffBE7OzsUCgUajYb77ruPZ599lldffZUdO3bQvn173N3dcXR0lJLIBAYG0qVLF6Bhe58VURTJzs7m4sWLDBkypFFh4erVq7z++utUVFSg0+m4cOECpaWlvPTSS8yYMQN3d/cbmgKMRiM5Obl4eHjQvXt3yXzg5OREdHS05H9ha2tLZGQkp06dAsDFxYXOnTtLx1ttndaBKzc3l08++YRp06YhCEItB8KFCxdKvgbW+vn7+zNx4kRWrVrFyZMnqaioqBUSaX3Go0eP5qOPPkKr1aJQKHBzc+P111/n0KFDxMfHYzabpXIuXrzIunXraNOmDXPnzpUEldDQUN544w0cHR155513GmjXPCorK+nTp4/UlzQaNaGhoYSGhjZomvH29sZisXDkyBEsFovsHHgX2LdvHwcPHmTUqFFMnz4dJycnBEEgLCyMuXPnMm3aE6xbtw6LxULXrl1rOdfdaByyHtemTRu+/fZbwsLCpO9nz57N+vXrSUxMJCcnRxICdDod3377HTqdjrlz59aKzHF3d2fGjBls375dchK2aviagkqlYsqUKfz6669s3ryZn376iYcffphPPvmY/PxrLFjwuTSWyfwH+W1sZgRB4OGHH2bdunWSHXXQoEFs3LiR999/n5KSEqD6pSopKaGgoKDWp7i4WPIvAAgICGD+/PksXbqUBx4YzbVr1/jyyy+ZNGkSa9eulZzJapbv7e3Nk08+iaenp2QvF0URV1dXbG1t0el06PV66ZwLFy5w5UoOAwYMwN3dHZPJhNFoxGQyYTKZ8PPzQ6FQcODAAam806dPU1lZybBhw1Cr1ZjNZukcs9mMj48PBoOBxMRE6X5qhucplUpUKhUqlUqaBBujvLwcURTRaDSNhgcpFAq0Wi22tra4urpK2QTXrVvHDz/8QEFBQT31eN3nplKp8PBwJzs7m9WrV3Pt2jUp50LNiazuRG491/qpe1yfPn148MEHpXuuea2GVik1/UsMekODphIfHx+efPIp7O3ta7Wfr68vSqUSnU4nmWIA0tPTKSsro3379vj4+Ej1t9apX79+9QQNAHd3d2xsbFizZg1nzpyRnBJr3n/N+wWkNtDr9bIAcBeo1ticRRRF+vXrh5OTk/R8BEEgNDQULy9Ptm7dglqtpmfPntJzqaqqqjcGFRQU1BofBEHAxsaGJ554gtDQUKnfKBQKPDw8sLOzw2KxSJokqzYyKekcoaGhRIRHSGOJdYyws7PDzc2NlJQUyefpVnB3d2f27NlotVq++uorvv76a3bu3Mm0adPo37//HQkJ/l9D1gQ0M9aVoq+v7+92K38+++wzUlJS2L59O4mJiQwYMICysjJeeeWvpKen1eqkgYGBvP/++7UkWBcXF0aOHEl0dDS7d+/mn//8Jzt27GDOnDl4eHgwYMCAWtewvqQN2c0bmnB27tyJTlfO+fPn+eijj+rdT1FREUajEbPZLE32u3btQq/Xc/jwYUpLS+udk5qaisFgkCIjbgej0XjDYzw9Pfnyyy+lCTM/P59Dhw7xySef8O6775Kdnc0HH3yAg4ODVMe62NjYMHXqVA4ePMinn35KXFwcjzzyCL169SIsLEwSppqCVSjTarUNrq4AiouLOXbsGIWFhZSX68jLyyMl5VK1wEXjQotSWTscEf6jVanpmW2xWDh9+gx6vZ6uXbtia2tbz8G0IVOJVeX6xBNPsHTpUsaPH8/YsWPp168fvXr1ws7O7rpOf1ahS3YMbF7MZjPx8fHY2trWc5y1arK6devGgQMHCAkJoUWLFpKGZseOHbXeG6juQzNnzmTs2LH1BN2G+oiVmkJ2RkYGp0+fxt/fn2++/aZeJInRaOTixYuS+e5W+odVyB4xYgRTp07l008/5fz587Rp00bSTsrURxYC7gI1V0kWiwVPT09CQkI4ffo0Fy5cIDo6GoDAwADUalWtAdnT07PeqtOKg4MDo0aNomfPnsyZM4cff/yRDz/8kE6dOuHm5larDg2FhzUWvlNaWir9m52d3WC44WOPPUZISAg2NjZSeJ/V+S0rK6teG2g0GiZNmkTPnj1vaIu/ETdaTVonQevqBKpXyqNHj8bZ2Zlp06axcuVKhg0bxrBhwxq9BkD79u1ZsmQJK1euZN26dbzzzju4uLjy1FNPMnXq1HrtfDM0JDhYzQ/79+9n4cKFnDx5Ejc3N3x8fCQfjhvFV99sm5rNZrKyLmMymXB0dKzXntcrR6vV8t5779GhQwdWr17N8uXL+ec//8nw4SOYPftFOnXqJNWn7vVu97nL3BwWi0WaUBtS7VvDBAVBYMCAAQQFBUl9wMHBQfq7ZuSPo6MjcOu7SxoMBilUMScnp0ENnlX71LJly6beci0EQeD+++8HqjUbjo6OeHl5yf2vEWQh4L+E9SWzxmc7ODjw6quv1ntpFQqFFGNfczC1olQq8fDwYMqUKcTExJCSklJL7dtUBEHAxcUFQRAYOXIkL730UqO2ebVajUqlkuKMVSoVkyZNYvz48Y2eY03u0dC93CyOjo4IgoDJZGpwkLvepBMeHk5QUBBxcXEcP368USHAer5CoSAsLIy33nqLCRMmcOjQIT7//HPefvttlEols2bNum0Vt3XFlJ2dzauvvkpJSQlvvfUWPXr0wN3dHa1Wy6FDh9i9e/dtlWNFoVBIPhFFRUVYLJZa3uHXeyaCIODo6Mi0adMYOnQo586dY9myZfz00yqysqqdCj08PKT7qnk9jUaDxWKRM7w1M4Ig0LJlS0pKShpUf9eM1PD19a1lgurdu7eUubMmVtPbraYK1mg0aDQaQkND+eijj6QxpiZWwb1uTpGmkp+fz7Jly/Dx8cHLy4vTp0+zZcsWHnnkkT99Fs/mQDbQNTM1VaA1pWir+s3NzU3SFGi1Wuzt7Wt9rE5e17uWdWC2Jv+5nUnJarPWarUkJiaiVCqxs7Nr8GONw1WpVERH9wPg9OnT2NraotVqGzynsQmg5v3caMXr4eGBj48PJSUl0v4Jdc+t21bW71UqlRQiZE2u0xg1VdcajYaIiAimTp3KokWL0Gg0LFq06IamiZs1F1gsFtauXcupU6cYN24ckyZNIjQ0FA8Pj1qJgm4Xq6Pifffdh42NDXFxcVKil5qfxrYBtraHQqHA19eXQYMGsWDBAoYMGUJ8fDy//fZbvX6el5eHIAiEh4fLA/BdQKVS0b9ffyoqKoiLi6uVd98aM3/w4MEGhWS1Wl1vDLK3t79uAqnrUdO5tV27dmRmZlJaWoqtrW2D48Pt7LkhiqIUoXDgwAFefvllFixYgJOTE5988glZWVnX9QO6V5GFgGbEYDCg0+mkDTCsg2tmZibJycnY29vTtm1bqdNbhYG6H0EQKC8vZ8eOnVJcvfWaZrMZnU7H5s2byc3NJTo6Gicnp9uqd4cOHfD09CQxMZETJ07Umwys92GNI1coFNx//33Y29uzZ88eMjMzGzzH6iRoRaFQ4O3tjSiKXL16VVrZ32jTGh8fH4KCgklOTiY3N7devVJSUmq1k1UtarFYOHHiBKdPn8bX17fRXPbWgcJkMnHt2jVMJlMtG3tAQAAajUbS4lhxcnJCq9VSWFiIXq9vdCJtCFEUpcm4ZjZCqzo2KyvrurkTmoIgCAQFBeHi4sL58+elWGvrPRcUFPDdd9/VCxEEKCgokJwBrdjb29OyZUtMJlMtBzKofgcOHjyIUqmkU6dOsmPgXaCmwJWQkCBpe6zvx65du7h27RpqtVoKo7X205pOrnXHoNvB09OTiIgILl++zO7du+ttambtfzfj79MYoiiSmJjIt99+R7du3aQw5PHjx3PmzBnmz5+PwWC4rfv4X0R+I5sJURS5cOECb731FuvXryc1NZWsrCxiYmL461//yvnz5xk7diwdOnS4qRespKSE11+fw8yZM/nmm29ITEwkJSWFgwfj+eijj1i4cCFeXl7MnDmzVsxvYw6Ajf0tCAJeXl688MILFBcX8/rrr7N27S9cu3aNkpIS8vPzSUhI4LPPPiMhIUE6PywsjMmTJ5OSksLLL7/Mzp07KSwspLi4mNzcXPbs2cP8+fMlW6V1RdqjRw+USiXLli3j1KlTpKamsmvXrnpRDjVxdHTE3d2NgoKCWtkToXrl+cMPPzBjxgwWL17M2bNnyc/PJy0tjR9//JG5c+eSn5/Pww8/zH333XddJ7acnByeeeYZli9fTm5uLiUlJWRnZ7NkyRJKS0t/z/XwH1Vq27ZtCQwMZOfOnezatYusrCx27NhBXl7eDVcfSqWSPn364OrqyrZt2zh69Ch6vZ6CgkJ++eUX5s2bVz0Yc2dW0m3btmXw4MGkpaXx3nvvcfz4cfLz89mxYwfPPvsscXFx9XIwmM1mPv30Uz788EPOnDlDSUkJhYWF7N+/n9jYWEJCQujVq1etNq2srCQrKwuNRoO/v/8dqbvMjendpzfdu3dn586dfPHFF2RnXyE/P5/Y2Fg++ugjevfuTZs2bYiPj+fChQukpaVRXq5r0kr5ZgUDQahOi/3000/j6enJp59+ytdff83ly5cpLi6mqKiIpKQkvv/+e9avX18vCdrNIIrV2Vg//vhjdLpyZs+ejbe3NzY2NjzzzDMEBQWxdu0vHDx4UN56uA6yca6ZsKqts7KymD17Ni4uLqjVanJyctBoNDzxxBO88cabksPNjV4oT09PxowZw+rVq9m7dy+urq5S4hq9Xk9kZCSzZr1Aly5dJH8DK42tvhoK64Jq+93TTz9NZWUly5YtY9as5wkMbIVKpcRsNlNYWIiTkxOdOnWWzrGzs+ONN97AYrGwceNGnnjiCWnfBL1eT3FxMcHBwYwcObKWwBEdHU2/fv2IiYlh/Pjx2Nra0qlTJ3r06NGoClKr1dKnTx+2b9/OhQsXGDFihPSbSqWiU6dOxMbG8vbbb+Pk5ISrqysVFRVkZWXh6enJM888w2uvvSZ5CzfW9lZzwVtvvcWXX36JWq2mqqqK/Px8hg4dyjPPPFPLlt6qVSsmTJjA/Pnzef755/Hy8sJkMrFixQrc3d2lshpqc0EQiIqK4plnnmXp0uqsav7+/pI2afLkyezatQtB0XBdG7sH6yqurs3fzs6OWbNmkZ6ezu7du0lMTJQcEMPDw1m0aBHffPMN165dq/W8/Pz8WLBgAWvXrsXZ2RmLRSQvLxdHR0f+9re3pARH1v5XVFREQX4BQUFB+Pn5yZEBdwFBEAgMDOSDDz5gzpw5fPHFF2zcuBGNRkNBQQH9+/fnzTff5IsvvmDx4sU8+uijeHt7s3jxYkJCQm74fG7kYGdV6deNUOrRowefffYZ8+bN44MPPmDZsmVSno/CwkKUSiXTp0+vpXlorKy631ssFn788Uf27dvHuHHjiI6Oln4PDg7mrbfe4oUXXuCNN95g48aNeHp6Ste51xFuIBGJ5Uv7YM6Mu1v1aRZEAZTO3bGfthaFow8o7tw+8rXK+V2KLigoYOzYsVgsFr788kuOHTtGRkYGUG1z6969O1FRUVIc9s10RKu6OC0tjQMHDpCRkUlJSTEuLq5ERITTp08fKX7fqkI2mUzs3v0bly5dZOzYsXh7e0vlWSwWSkpK2LRpE4JQncugbjrNiooKzp07x44dOykuLkKv1+Pi4kKbNm3o3LkzwcHBtcLLrBEFiYmJxMXFUVJSgtlsxs3VjfCIcDp16kRAQIC0erb2vdTUVNasWUt5eTkqlZKhQ4cSFRV1XTVkQkICAwYMoEePHmzbtq2Ww4/V8SkuLo4LF5IpKytFpVLj6elJ//79iIiIuOHe9jWd9eLi4jh79ixlZWU4OjrRoUN7oqOjG9wMp6SkhF9++YW0tDQAIiIiGD16NFqtlqtXr7JhwwaCgoLo379/vZwAoihSXl5OXFwchw4dorS0FA8PTwYNGkhERAQ7d+7EaDQxevQDkvOU0Whk69at5OXl8cgjj0j5361tW1ZWxvLly3FycqqlubCqgHNzc9m+fTvJycmYzWbCw8MZNmwYbm5uxMbuoLy8jDFjxkgCU3l5OYmJicQfjCfvah5qtRpvb2+GDh1GaGhb6TlYy9+4cSOTJ09m6tSp/OMf/6jVX2SaF7PZTHJyMlu2bOHKlSvY2NgQGRnJ0KFDcXV1JTc3l1WrVlFUVIynZ7VzsYuLC9B4oi5RFDl96jS7f/uNwYMHERERUctsBbBlyxYuXLjAxIkTayX9sY5J6enp7Ny5i8zMTHS6chwcHPDz86NLly60bdtWqoPZbCYhIYHExESGDRtG69atpeucOHGCffv2MWTIEMLCwrBYLCxZsgSdTseoUaPqCTMlJSWsXLkSo9HIuHHjao2F9wiN3qgsBNzJcuoIARUVFaxfv54WLVogCAqgYa/1mxUC6pZjXVU1dr2ax9UNM6ypPgfqTbh1nbus392ovJrl1qTmOY0dX10vUChuHMpTUlLCAw88IK1kW7dufVP1aCzcsiEacjKse/8NeTjXPK+hFUtj5zdWXt1Y/5rn133GDdWnZpnXK6+xa9e8bs1jayaxqpvl0VruBx98wPz581m2bBmjR4+Wk7XcRWo+p8be3ZrvR2N9uu6x1xt7apZ3vTGlbh+H2n2oblkNhbHW/b6xscx6fM3f697zPUCjNyr7BDQjNV8ShUKo52RzI7VaQ9ey/r9mlq7GrvefshUNXgMaNwnUPLZmNrkblVezfg05FjVUP+vx1na6GRwcHBgzZoy0KU/dPOKN1aOhejfGzbR3Y+fVvKeax1q/a6gOjZVX97oNlXc9h7vGJt6G2qnu87le37DWr7E0z9euXWPNmjW0bt2aPn363EsD7h+Cmn2usb57I6G2oevV7NtN6Y/XG8MayjZ5o/Grbr9rbCyzcitjwL2ALAQ0E3U7bEOf27nuzV7ver839fzbPb4p59wIhULBqFGj8Pf3Z9euXdKOhnVXtLfb7nfq/uv+divlNXT+jerU1N+bWl5Dx1hXaUeOHCE/P5/HH38cZ2dneeD9L3Cz/fFmn83tjjnXq1ND59xsn7/d9+BeRhYCmgGlUklAQADBwcFyYpRmQhAEgoODeemllzAYDOTn5/+3qyRTA6PRyPnzFxg+fDhjx45t8la1MjIydwfZJ+BOllPDBpednY0gCLRo0eKGG+LI3DoGg4Hy8nKcnZ3lieYPhNXJEbju/gwyMjJ3hUZfPnmZegexDnIKhaJWTLQ8+DUfGo3mlvL3yzQvgiBI4a8yMjJ/XGQhoBmQJ30ZGRkZmT8Dsk+AjIyMjIzMPYosBMjIyMjIyNyj3NAcoHDwRXQJvht1aTZERfV9oJCtHzIyMjIyMlZuGB0gire2f/QfE6HaRVK22cvIyMjI3DvcenRAdbpbGRkZGRkZmf815BleRkZGRkbmHuVGmgBZby4jIyMjI/M/iqwJkJGRkZGRuUeRhQAZGRkZGZl7FFkIkJGRkZGRuUeRhQAZGRkZGZl7FFkIkJGRkZGRuUeRhQAZGRkZGZl7lP8HDKLmXlyQLs8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.imshow(plt.imread('img/2_structure.png'))\n", - "plt.title(\"Secondary Structure\", fontweight = \"bold\")\n", - "plt.axis('off')\n", - "plt.rcParams[\"figure.figsize\"] = (2,2)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "92b3a3e6", - "metadata": {}, - "source": [ - "**Tertiary Structure** : is the 3D shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein. Let's see how some proteins tertiary structure looks like:" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "cf025792", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.subplot(121)\n", - "plt.rcParams[\"figure.figsize\"] = (10,10)\n", - "plt.imshow(plt.imread('img/1fn3.png'))\n", - "plt.title(\"1FN3 Tertiary Structure\", fontweight = \"bold\")\n", - "plt.axis('off')\n", - "\n", - "\n", - "plt.subplot(122)\n", - "plt.rcParams[\"figure.figsize\"] = (10,10)\n", - "plt.imshow(plt.imread('img/1crn.png'))\n", - "plt.title(\"1CRN Tertiary Structure\", fontweight = \"bold\")\n", - "plt.axis('off')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "5293bc5c", - "metadata": {}, - "source": [ - "Many graph representations can be built from the Secondary and Tertiary Structure. Each representation capture different information about the protein. For example, \n", - "- Use α-helix and β-sheet as nodes and the interaction energy between them to define edges. \n", - "\n", - "- $C_\\alpha$ Networks: Cα atom of an amino acid residue is considered a node and an edge are drawn if the Cα distance between a pair of residues is within a threshold distance. Cα atoms are in the α-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure.\n" - ] - }, - { - "cell_type": "markdown", - "id": "16cb1ce2", - "metadata": {}, - "source": [ - "We will work on $C_\\alpha$ networks. \n", - "\n", - "Let's see graphs of proteins with PDB codes 1CRN(Plant protein), 1FN3(oxygen storage/transport in the human body) and 1EGJ(Plant Protein). " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "df0e1fc6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p_1CRN = nx.read_edgelist(\"data/1CRN_edgelist.txt\", nodetype=str)\n", - "nx.draw_spring(p_1CRN, node_color =\"g\")\n", - "plt.rcParams[\"figure.figsize\"] = (10, 10)\n", - "plt.title(\"1CRN Plant Protein\", fontweight = \"bold\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "6c551e44", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p_1FN3 = nx.read_edgelist(\"data/1FN3_edgelist.txt\", nodetype=str)\n", - "nx.draw_spring(p_1FN3, node_color = \"r\")\n", - "plt.rcParams[\"figure.figsize\"] = (7,7)\n", - "plt.title(\"1FN3 oxygen storage/transport Protein\", fontweight = \"bold\")\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "f951e987", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "p_1EJG = nx.read_edgelist(\"data/1EJG_edgelist.txt\", nodetype=str)\n", - "nx.draw_spring(p_1EJG, node_color = \"g\")\n", - "plt.title(\"1EJG Plant Protein\", fontweight = \"bold\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "c7955f47", - "metadata": {}, - "source": [ - "We can identify graphlets (induced subgraphs) that are present in these graphs and use that to classify proteins. We can extract some subgraphs from the proteins and test if they are present in other proteins. Let's find a subgraph of 1CRN that is also a subgraph of 1EJG but not of 1FN3. This is interenting because 1CRN and 1EJG are both plant proteins but 1FN3 is not. But clearly to decide if this graphlet is particular of plant proteins we should test it in more proteins. " - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "010e101b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Graphlet present in 1CRN True\n", - "Graphlet present in 1FN3 False\n", - "Graphlet present in 1EJG True\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Get a induced subgraph from 1CRN\n", - "graphlet = p_1CRN.subgraph([\"A\"+str(i) for i in range(0, 30)])\n", - "plt.rcParams[\"figure.figsize\"] = (5,5)\n", - "nx.draw(graphlet)\n", - "\n", - "#Test if the graphlet is a subgraph of each protein \n", - "g1 = iso.GraphMatcher(p_1CRN, graphlet)\n", - "print(\"Graphlet present in 1CRN \", g1.subgraph_is_isomorphic())\n", - "\n", - "g2 = iso.GraphMatcher(p_1FN3, graphlet)\n", - "print(\"Graphlet present in 1FN3\" ,g2.subgraph_is_isomorphic())\n", - "\n", - "g3 = iso.GraphMatcher(p_1EJG, graphlet)\n", - "print(\"Graphlet present in 1EJG\", g3.subgraph_is_isomorphic())" - ] - }, - { - "cell_type": "markdown", - "id": "3f408f77", - "metadata": {}, - "source": [ - "On a similar way we can find a graphlet in 1FN3 that is not present in 1CRN and 1EJG." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "9af25a91", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Graphlet present in 1CRN False\n", - "Graphlet present in 1FN3 True\n", - "Graphlet present in 1EJG False\n" - ] - }, - { - "data": { - "image/png": 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UFHkZKSwd2B7zLXX5qIw/EEKQlJRUIaoPDQ2tUHZpbm4Oc3Nz+glSwpA4Y09JSUHHjh2RkpIispUE7969g6WlJZ4+fQp9fX2m5dRbHC+F42ZEUp3XGW3SArsnmtRdkBD4seyy3Ohp2aXkIXHGfvjwYTx+/Bjnzp1jWkqlHDp0CIcPH0ZISIjIvgFJOrNPh+JhzPc6r9M4+yN6sl+jZcuWFX5pa2uLxf8th8PB+/fvK0T2UVFRtOxSjJE4Yx88eDDs7Owwbtw4pqVUCiEEY8aMQdu2bbFz506m5dQ70tPTMefYE0Tm1D6/Xk5XNWBAo0R8/fq1wq9v375BWVn5J8P/8ZeKiopI3mv5seyyPLIvL7v8MWdPyy5FE4ky9qysLLRq1QpJSUlo0qQJ03KqJCMjAyYmJjh69CiGDBnCtByJhsvlIjw8HD4+PvDx8cG7d+9gMHYJ0jQswCa1LxGsLMfO4XCQkpLyk+H/+KuoqAg6Ojq/NX4dHR2Bz5OtLoWFhYiMjKwQ2SckJFQouzQ3N0e7du1o2SXDSJSxnz17FteuXcPNmzeZllJtAgICMGXKFISHh9NqBT6Tk5MDf39/+Pj4wNfXF82aNYONjQ1sbGzQp08f5JUBvbY+rNPN07pWxeTn5yMhIeG3xp+YmAhFRcVKo341NTXGov7c3NyfhoyXl13+GNnTskvhIlHGPmbMGIwaNQrTp09nWkqNcHJy4vUmp5FO7SGE4O3bt7yovLxhmI2NDYYOHQpd3Z+j6nlnX8I/OlVk69i5XC5SU1Mrjfrz8vKqjPqF2REzLS3tpyHj/y27NDc3h4aGhtA01TckxtgLCgqgpaWFT58+oXnz5kzLqRFlZWXo3bs3/vjjDyxZsoRpOWJFfn4+Hj58yDNzaWlpDBs2DDY2NujXr1+VhiYOJ0+rorCwsNKoPyEhAU2bNq006ldXVxdoUPHfbpc/ll2WGz4tu+QfEmPs169fx6FDh3Dv3j2mpdSK+Ph4dO/eHf7+/jAxMWFajshCCMGHDx94Rv7s2TN07dqVl2LR19ev8Ud+UeoVIwi4XC7S0tIqjfqzs7Ohra1dadTPz/tW5WWX/x0yrq6uXiGy79Kli1jcLxM1JMbYp06dil69esHe3p5pKbXm7NmzcHNzQ1hYmMgNk2CSoqIiPHr0iGfmRUVFPCMfMGAAFBQU6ryHZ8hnbPJ6h+IyDliVRa6Ei4YNZPnS3VGUKCoqQmLiz5U9P/5q1KhRpVG/hoZGnVp4VFV2WW74TJdd1rVfvzCQCGMvLS2Furo63r17B01NTabl1ImpU6eicePGOHz4MNNSGOXz58/w9fWFt7c3Hj9+DGNjY56ZC2pU3h8Oa5DQ1ADfZVTBAlD8n37sXEJQGBeKA4tGYFSfLnzfX5QhhCA9Pb1S48/MzISWllal5l/TMZHlZZc/RvaxsbHo2LFjhTYJwii7FGS/fn4jEcZ+9+5dbNq0CUFBQUxLqTO5ubkwMTHBjh07MGbMGKblCI3S0lIEBQXxovK0tDQMHToUNjY2GDhwoMDvm6SkpMDAwAAxMTGQbtQMV18lIiY5D7nFZVCQl4W+ZlOMM9XGcfe9ePnyJS5fvixQPeJISUlJlVF/gwYNKjV+TU3NKg26qKjopyHjP5Zdlkf2/Cy7ZKJff12QCGOfP38+2rdvj+XLlzMthS+EhIRg5MiRePnyJXR0dJiWIzCSkpLg6+sLHx8fPHjwAB06dOBF5WZmZkKtEHJyckJubi4OHDhQ6eMKCgqgq6uLe/fuoXPnzkJSJxkQQpCZmVmp8aelpUFTU7NS82/WrNlPa5eXXf4Y2WdmZlYYMl7bsktxvAcj9sbO4XCgpaWFZ8+eoW3btkzL4Ruurq7w9/fHgwcPRKr1cF1gs9l4/vw5Lyr/8uULBg0aBBsbGwwZMgRqamqM6MrJyYGuri5CQ0OrNb5w9+7dePz4MW7cuCEEdfWL0tJSfPv27bfG/+XLF0hLS1dq/FpaWpCVlUV6evpPQ8bZbHaFKhwLC4tKyy7FtWpK7I39yZMnWLx4MSIiIpiWwlc4HA4GDBiAgQMHwtnZmWk5taa8Ra6Pjw/u3bsHHR0dXlTevXt3kTiOvm3bNrx+/Rqenp7VenxRURH09PRw+/ZtmJmZCVgd5UcIIcjOzq406k9NTYW6uvovTV9OTg5paWl49+4dr8Vxo0aNflt2KernHH67t7gb+9KlS6GkpIQNGzYwLYXvJCQkwNzcHLdu3UL37t2ZllMtuFwuXr16xYvKo6OjMWDAAN4hoRYtWjAtsQLFxcVo27Yt7t69W6PUyoEDB3D37l14eXkJUB2lNpSVlSEpKanSqJ8QwivjVFJSAiEEubm5SEpKQnx8PNTU1NClex+EtxwLDmqfEmSqX79YGzshBK1bt4a3tzeMjIyYliMQrl+/jhUrViA8PPyXuUVRICsrq8LRfWVlZV5U3rt3bzRoUPdGW4LiyJEjuHXrFry9vWt0XXFxMdq3b4/Lly+LzZsu5X/k5ORUavzJyclo3msi5C3G1mkQC1P9+sXa2F+9eoVJkybh/fv3Et2HYv78+SgoKKh2qkDQEEIQFRXFi8ojIiJgaWnJi8qrk6cWBTgcDvT19XHixAn06dOnxtcfPnwY169fh5+fnwDUUZiEzWZj/slgPPiYV+e1mOjXz3yCsw5cv34dY8aMkWhTB/69WWdmZoazZ89i2rRpjGjIy8vDgwcPeGYuJyeHYcOGwcnJCX379kXDhg0Z0VUXrl+/DjU1NfTu3btW18+aNQtbtmzB06dPa70GRfhwuVx8//4dSUlJ+PbtG+/rj79PSkqCjJUD5HUt6rxfbnEZH1TXDLGO2A0MDHDq1Cl07dqVaSkCJzIyEtbW1ggJCfllMyt+QwjB+/fveUb+/PlzdO/enZdiad++vVi/oRJCYG5ujo0bN2L48OG1XufEiRM4e/YsAgIC+KiOUhsIIcjLy/ulSf/4NTU1FUpKStDS0kKLFi1++9XlQSJuRYrnhC2xjdijo6ORm5sLc3Ph33FmAmNjY6xbtw5//PEHnj59CllZWb7vUVRUhMDAQJ6Zl5aWwsbGBosXL8bNmzclqmfH/fv3UVJSgmHDhtVpnenTp8PNzQ0BAQHo378/n9RR/ktpaSmSkpJ+a9blX1ks1k8m3a5dO/Tt25f3Z01NzSrv+3z//h0pMS8BtgpQxxy7vmbNTtvyA7GN2N3c3JCcnIz9+/czLUVoEEIwbNgwmJiYwM3NjS9rfvr0iWfkT548QZcuXXhRuZGRkVhH5ZUxYMAAzJgxgy8tns+ePYvDhw/jyZMnEvvvJSi4XC7S09N/adI//j4nJwcaGhqVRtgtWrSoccuCHyGE4MmTJ/Dw8MDdu3cxfNxkPFMbhhqcS/oJWhVTQywsLLBt27Z6FyV9//4dJiYmOHfuXK2ee2lpKZ48ecIz86ysrApH9xUVFfkvWsQIDQ3FuHHjEBcXx5dPPhwOB0ZGRti7dy8GDRrEB4WSQV5e3m/z1+VfU1JSoKCg8EuT/vF7qqqqAjuJnJOTg7Nnz+LQoUPgcDiwt7fH9OnToaioSOvYhcnXr19hZmaG5ORkkTjgImz8/Pwwd+5cREREQFlZucrHJyYm8o7uP3z4EAYGBryovEuXLvVuuMe4ceNgaWmJP//8k29rXrp0Cbt27UJISIjER+2lpaVISUmpNCWSlJQEDofzS5P+8aumpiZjnRrDw8Ph4eGBK1euYODAgbC3t0e/fv0q/P/Rk6dCZO/evXj9+jWOHz/OtBTGWL58OT5+/Ijr16//ZCRsNhvPnj3jReWJiYkYPHgwbGxsMHjwYKiqqjKkmnnev3+PPn364NOnT2jcuDHf1uVyuTA2NsaWLVvqnLdnivIOjlXlsbOysqCurl7lzUcFBQWRe5MrKirC5cuX4eHhgaSkJMybNw9z5syptCtseUvnEk71rZL2iqkFffv2xcqVK2Fra8u0FMYoKSlBjx49MG/ePCxYsADfv3/nReX+/v5o3bo1Lyrv1q2bxPSbqStz585Fy5YtBXJS+fr163B1dcXLly9FztAKCgqqrBZJTk5GkyZNqsxjq6qqit3r6cOHDzh8+DBOnz4Nc3Nz2Nvbw8bGplqf+LlcLswnLUWurjU4LCna3VEQfP/+He3bt0dKSorITG9nAi6Xi2vXrmHGjBnQ1dVFQkICrK2teQ21tLS0mJYocnz79g2dOnXChw8fqpXCqilcLhdmZmbYsGEDRo8ezff1f0VZWRlSUlKqjLLLysqqzGNraWlJ1M8Um83GnTt34OHhgYiICMyaNQvz58+vcbPAI0eO4Pjx4zh0xReHH39EwPu0X/brJwD6d1DFwn56jI9LFDtjP3bsGO7fv4+LFy8yLUXoZGZm4t69e/Dx8cHdu3ehpqYGbW1tfPjwAeHh4XyZJCTJrFixAhwOB7t37xbYHnfu3IGzszMiIiLqdO+ivMVtVXnsjIwMqKqqVhpla2lpQVFRUeQ+RQiKpKQkHD16FEePHkWrVq2wcOFCjB07tlZvWt++fYOJiQkCAgJ4bUsy8kt+26+fTlCqJTY2Npg5cyYmTJjAtBSBQwhBZGQkL1f++vVr9OvXj3d0v1WrViCEYMKECdDS0sLevXuZliyyZGVlQU9PDxEREQLtcU8IQbdu3bBixYrfvkYLCwurPPWYlJSERo0aVZnHVlNTq5cFBP+Fy+Xi4cOH8PDwQEBAACZOnAh7e/s69cwnhGDkyJEwNTXFxo0b+SdWCIiVsefk5KBly5ZITEysU72qKJObm4v79+/zGmo1atQIw4YNg42NDSwtLX8ZdWRlZcHExATu7u5ie+NO0Li6uiIuLg4nT54U2B5sNhupqam4evUqduzYgVWrVv2yeqS4uJiX+vhdHltTU5POva0GmZmZOHXqFA4dOgR5eXnY29tj6tSpfPGHS5cuYdOmTQgLC2N0xmptECtjP3/+PC5evIjbt28zLYVvEEIQHR3Ni8pDQ0PRs2dP3o3Pdu3aVWudJ0+eYMKECXj16pXYz33lN4WFhWjTpg0CAwPRsWPHGl9PCEFWVlaVeey0tDSoqKigRYsW+PjxI0xNTXknHn80biUlpXqTFhEEhBCEhobC3d0dN2/ehK2tLezt7dGzZ0++/btmZGTAyMgIN27cEMvunWJl7OPGjcOwYcMwa9YspqXUicLCQgQEBPDMnMvl8ozcysqq1mV4GzZsQEhICO7evVvvatMr4+DBg/D398fNmzd/+ruioqJfHlX/r3HLyclVmcfW0NDgpUUePHgAe3t7vHv3jqZK+ERBQQEuXLgADw8PZGVlYcGCBZg1a5ZAynenT58OZWVlgd6PESRiY+xFRUXQ0NBAfHw8VFRUmJZTY+Lj43lG/vTpU5ibm/PM3MDAgC+RBpvNhqWlJcaOHSsx819rC4fDQWpqKr5+/YqRI0dixowZaNCgwU8GXlBQUGUeW0tLq8ZvtoQQ9O/fHzNnzsTMmTMF8yTrCe/evcOhQ4dw7tw59O7dG/b29hg0aJDAghdfX18sWrQIUVFRfD3rIEzExthv3bqFffv24cGDB0xLqRYlJSV4/Pgxz8xzc3N5Rm5tbS2woRmfP39G165d4evrK5Fj2wghyMnJqbJa5Pv372jevDkaNmyI3NxcjBs37pemraysLLC0yOPHjzFz5ky8f/9eIE3bJJnS0lLcuHEDHh4eeP/+PebOnQs7Ozu0bNlSoPvm5eXByMgIx48fh7W1tUD3EiRiY+wzZsxA165dsWjRIqal/JavX7/yDgkFBgbCyMiIZ+bGxsZCS49cvHgRGzZswKtXr8SqI2NxcTGSk5MrbQiVlJQEaWnp3950LP99eVrE2NgY27Ztw5AhQxh5TgMHDsSECRNgZ2fHyP7ixpcvX3DkyBGcOHEC+vr6WLhwIUaNGiW0N8bFixejoKAAJ06cEMp+gkIsjL2srAwaGhp4/fq1SM3MLCsrQ3BwMC8qT05OxpAhQ3hH9wVxCKa6zJw5E9LS0iLRdqF8sEFVUXZeXh6vg9/vUiJaWlrVrnjw8fGBk5MTwsPDGbtZ+ezZM0yaNAmxsbFiV1khLDgcDvz8/ODh4YHg4GBMnToVCxYsqNWN7rrw9OlTTJw4EW/evOENsxZXxOKuTmBgINq3by8Spp6SksKLyu/fvw9dXV3Y2Njg6NGjsLCwEJmj1vv374epqSkuX74ssJr/HwcAVzXYQFFR8SeT7t69e4U/q6io8PVTzZYtW7BmzRpGK1B69OgBQ0NDHDt2TKQ/bTLB9+/fceLECRw+fBjKysqwt7fHxYsXGclrFxcXY+7cudi3b5/YmzogJhG7vb092rRpg1WrVgl9bw6Hg9DQUF5UHh8fj4EDB/KO7mtoaAhdU3UJDQ3FsGHDEBoailatWtXo2pKSEiQnJ//WrMt/D6BaHfyEPdA6KCgI06ZNQ2xsLONVKS9fvsTIkSMRFxcnliME+QkhBEFBQfDw8ICPjw9Gjx4Ne3t7WFjUfQRdXVi3bh2io6Nx7do1RnXwC5E3di6XixYtWuDx48fVrumuKxkZGfDz84OPjw/8/PygqanJy5X36NFDrG6Ebdu2Dbdv30ZgYCBkZGR+OdjgV8ZdPtigskM0WlpaItvGYMSIERg6dCjs7e2ZlgIAGDlyJPr37w9HR0empTBCbm4uPD094eHhgdLSUtjb22PGjBkiER1HRERg0KBBiIyMlJgzICJl7On5JbgaloiYlFzkFrOhIC+DhiWZuLNvHd68fCawfblcLiIiInhR+Zs3b9C/f3+emQvyCDo/KZ/3+KNJJyYm4tKlS5CTk4OUlBRSUlLQtGnTKqNsQQ42EDRv377FgAED8OnTJ5GJkCMjIzFkyBDExcWJbQldbYiMjISHhwcuXboEa2tr2Nvbo3///iJzQIvNZqNbt25YtGgRZs+ezbQcviESxh6ZkI2DgXF4FJsGACj5oWuaNOEALBasDTWxsK8ejHUU+bJnTk4O/P39eUf3FRQUeEZuaWkpUje6qjPY4Nu3b7xPN/81aXl5eTg7O+PQoUMYPny4RHXw+xUzZsyAvr4+1q5dy7SUCowfPx5du3bFypUrmZYiUIqLi3HlyhV4eHggISEBdnZ2mDt3rkh2HN2+fTv8/Pzg7+8vMm82/IBxY/cM+QxXnxgUszkC7XNMCMHbt295UXlYWBh69+7Na6ilp6dX+ydRS3432OC/xp2VlQU1NbUqD9E0a9bsty/OO3fuYPHixYiIiJDo8XdfvnyBqakp4uPjRe55vn37FlZWVoiLi5PIXkfx8fE4fPgwTp06hS5dusDe3h62traM3+P4HR8+fECPHj3w4sWLGrfyFXUYNfZ/TT0aRTWYFluTySQFBQV4+PAhvL294ePjAykpKV5Drf79+wu0yVJ+fn6V1SLlgw2q6pOtpqbGl2obBwcHpKWl4eLFixIVnfzIkiVLICcnh23btjEt5Zf88ccfMDIygpOTE9NS+AKbzYa3tzc8PDwQFhaGmTNnYv78+YwESjWBy+XCysoKI0eOxNKlS5mWw3cYM3ZBzRL88OEDLyoPDg5G165deSkWfX39OhtadQcblJaWVmrW5dUiwswBFxUVoWvXrli2bJnY99v5Fenp6Wjfvj3evHkjkh/7gX9H8/Xu3RtxcXECO30sDJKTk3Hs2DEcOXIEOjo6sLe3x/jx48UmzVc+PCM4OFhkSpT5CWPGzq/p38XFxXj06BHPzAsLC3lGPmDAgGpXbfxqsMGvDDsjIwNqampV9hcR1cEG5TeGg4KC0L59e6bl8JWNGzciKSkJR44cYVpKpcyYMQNt27bFX3/9xbSUGkEIQUBAADw8PHD//n1ez3NjY2OmpdWIxMREdOnSpcLwDEmDEWNPzy9Br60PK9wkrSnSIGgffRpBD/3QuXPnCkf3/2uohYWFVZ56TEpKQsOGDavMY6urq4tszrC6HDx4ECdPnkRwcLDQ68sFRX5+Ptq2bYugoCChlcXWlvj4eHTr1g2xsbFo3rw503KqJCsrC6dPn8ahQ4cgKyvL63kuqqWulSHOwzNqAiPGfuhRPHbfj62TsUtx2RikWQYHa/1fTqT58WtRUVG1OvjVl8EG5S9ufX19kc1F15Q9e/YgODgYly9fZlpKtZg7dy40NDTg4uLCtJTfEhoaCg8PD9y4cQNDhw7FwoUL0atXL5H8JFpdxHl4Rk1gxNgdL4XjZkRSndcpeBsAmdBzVd58bN68uVi/GAVBeno6TExMcPLkSQwcOJBpOXWitLQUurq6uHnzpth0tPz8+TPMzMzw/v17kWpDXVhYiIsXL8LDwwPp6emYP38+Zs+eDTU1Naal1Zn09HR06tQJN2/eRLdu3ZiWI1AYMfbZp0PxMOZ7ndfp314VJ2d15YOi+smDBw8wffp0RERECGRYgbA4deoUzp07B39/f6al1Ah7e3s0bdpUJD41xcTE4NChQ/D09ESPHj1gb2+PwYMHS9SNxWnTpkFFRUVsh2fUBEaOFirI8ydHrdhIMvLDTDFgwABMnToVs2bNggicU6sVXC4XW7duxZo1a5iWUmOcnZ1x7NgxpKamMrJ/WVkZrly5AisrK/Tr1w+NGzdGWFgY7ty5AxsbG4kydV9fXwQFBYl06oufMGLs+hoKkJOp29bS4KKdav3IiQuSTZs2ITU1FQcPHmRaSq24c+cOmjRpAisrK6al1BhtbW1MmzYNW7ZsEeq+CQkJWL9+PVq1aoWDBw9i/vz5+Pr1K1xdXWvcLE4cyMvLw4IFC3DkyJF6085BbKtiCLsUSR6zYdSuNZYsWYLp06eLbW8Tpvnw4QN69uyJBw8eoHPnzkzLqTaEEPTo0QMrV67E2LFjmZZTK5KTk2FoaCjw2nsul4t79+7Bw8MDT58+xZQpU7BgwQIYGBgIbE9RwcHBAYWFhWI/PKMmMOKEKk3k0Le9Kmp7P5PFAoYa6+DW5XNQUFDAvHnzIC8vjz59+sDLy4u/YusB7dq1w44dOzB58mQUFRUxLafaPH78GFlZWRg1ahTTUmqNpqYmZs+eDTc3N4Gsn56eju3bt6Ndu3ZwcnKCra0tvn79in379tULU3/69Clu3LiBnTt3Mi1FqDAW4i7qpwd5mdrl8ORlpLGwnx5sbGzw6NEjFBcX49ixYygsLMTIkSPRqFEjDBs2DCEhIXxWLblMnz4dnTt3Fqsh2Fu2bMHKlSvFPhe8atUqXLhwAV+/fuXLeoQQBAcHY9q0aWjXrh3evn2L8+fPIywsDHZ2dvUmHVE+PGP//v0i0R5YmEhcr5jS0lLs378fR48eRWxsLJo2bYphw4bhr7/+QocOHfikXDLJycmBiYkJ9uzZg5EjRzItp1IiIiIwbNgwfPz4USLqkdeuXYvMzEwcPny41mvk5eXh3Llz8PDwQFFRERYsWICZM2eKxSEoQeDs7IyYmBiJGZ5REyS6u2Nubi62bt2Ks2fPIiEhAWpqahg7diw2bNgg0pOPmCQ4OBhjxoxBWFiYSIwi/B1//PEHTE1NsWLFCqal8IWMjAy0b98eoaGhNe40GBUVBQ8PD1y8eBH9+/eHvb09rKys6vU9J0kcnlETGDd2AHidmA33wDgEvE8DC0Dxj/3YwYGMjCz6d1DFwn56v2z8VR2SkpKwadMmXLt2DWlpaWjZsiWmT5+OVatWSWQL1bqwadMmBAQEwN/fXyTTHB8/fkTXrl3x8eNHsTzW/js2bNiAxMTEat3kKykpwdWrV+Hh4YHPnz/zep6L8puxsCgfnuHg4CCRze6qg0gYezkZ+SW4+ioRMcl5yC0uQ056Cr6+fgbfg39BuQn/Pm5HR0fjn3/+gbe3N/Lz89GhQwfMmzcPixYtkpjeKXWBw+HwJkiJYn34woUL0bx5c4mrSc7Ozoaenh6ePXv22343Hz9+5PU8NzY2hr29PYYPHy72/Yv4ybZt2+Dv74979+7V3xPnRIT5+vUrUVNTI1wuV2B7PH36lAwdOpTIy8sTKSkpYmZmRs6cOUM4HI7A9hQHvnz5QlRVVcnz58+ZllKBlJQUoqSkRFJTU5mWIhD++ecfMnXq1ArfY7PZ5Pbt22TIkCFERUWFLF++nMTGxjKkULSJjY0lysrKJD4+nmkpjCLSxs7lcomKigr59u2bUPa6efMm6dWrF5GRkSGysrKkb9++xMfHR6BvLKLMlStXiK6uLsnNzWVaCo+1a9eShQsXMi1DYOTk5BBVVVXy7t07kpycTFxcXEjLli1Jt27dyKlTp0hhYSHTEkUWDodD+vbtS3bv3s20FMYRaWMnhJBBgwYRLy8voe7JZrPJsWPHiLGxMZGSkiINGzYkw4cPF7noVRjMnTuXTJ8+nWkZhJB/TU9ZWZl8/PiRaSkCg8vlEjs7O6Kjo0MUFRWJnZ0defXqFdOyxIJDhw6Rbt26ETabzbQUxhF5Y1+zZg35559/GNu/qKiIbNmyhejp6REWi0WaNWtGpk6dWm8+Cufn55MOHTqQc+fOMS2FbNu2jfzxxx9MyxAIWVlZZO/evaRjx45EX1+fNG3alAQFBTEtS2xISEggKioqJCoqimkpIoHIG/ulS5fIqFGjmJZBCCEkIyODrFq1irRo0YKwWCyirq5OFi9eTFJSUpiWJlBevXpFVFRUGM1bFhUVEU1NTRIZGcmYBkHw8uVLMmfOHKKoqEgmTZpEHj16RLhcLtm5cycZPXo00/LEAi6XS2xtbcnGjRuZliIyiLyxf/jwgbRs2ZJpGT/x+fNnMmfOHNK8eXPCYrFIq1atyF9//SVS+Wh+snPnTtK9e3dSWlrKyP5HjhwhQ4cOZWRvflNQUEBOnDhBLCwsSKtWrYibm9tPwUFBQQHR1NQkYWFhDKkUHy5cuEAMDQ1JSUkJ01JEBpE3dg6HQxQUFEhaWhrTUn5LREQEGTduHGncuDFhsVikY8eOZO/evRL1QuNwOGTw4MFk3bp1Qt+bzWYTPT098ujRI6HvzU9iYmKIo6MjUVZWJjY2NsTLy6vSfPC+ffuIra2tEBWKH2lpaURDQ4OEhIQwLUWkEHljJ4SQvn37knv37jEto0q4XC4JCAggAwcOJHJyckRaWppYWFiQ8+fPS8QNneTkZKKhoUECAwOFuu/ly5dJjx49xLI6qbS0lFy9epUMGDCAqKmpkTVr1lT75m9RURHR1tamplUJU6dOJUuXLmVahsghFsa+dOlSsmXLFqZl1AgOh0OuXLlCunfvTqSlpUmDBg1I//79iZ+fn1gaVDne3t5ER0eHZGRkCGU/LpdLzMzMyK1bt4SyH79ISEggGzZsIFpaWqRPnz7k/PnzpLi4uMbreHh4kMGDBwtAofjj4+ND2rRpQ/Lz85mWInKIhbGfPXuWTJw4kWkZtaa0tJR4eHgQIyMjIiUlRRo1akRGjRpFXr58ybS0WrFkyRIyZswYobxB+fv7EwMDA7E4MMbhcIifnx8ZNWoUUVJSIosWLapzlUZJSQlp1aoVefr0KZ9USga5ubmkZcuWxN/fn2kpIolYGPvbt29Ju3btmJbBF/Ly8oiLiwtp06YNYbFYRFFRkcyYMYN8+PCBaWnVpri4mBgbG5MjR44IfK8BAwaQ06dPC3yfupCenk62b99O9PT0iImJCTl8+DDJy8vj2/rHjh0jVlZWfFtPEli0aBGZPXs20zJEFrEwdjabTRo3bkxycnKYlsJXUlNTydKlS4mGhgZhsVhEQ0ODLFmyRCzKJ9+9e0dUVFTIu3fvBLbHixcviI6ODmOVOJXB5XLJs2fPyLRp04iioiKZPn06efbsmUA+xZSWlhJdXV0SEBDA97XFkSdPnhAtLS2SmZnJtBSRRSyMnRBCunfvLvZVEZXx4cMHMmPGDKKoqEhYLBZp06YN+eeff0T6zezw4cPE2Ni4Vrnj6jB27FiyZ88egaxdW/Ly8sjhw4eJiYkJ0dXVJTt27CDp6ekC3/f06dOkd+/eYn1/hh8UFRWRDh06kGvXrjEtRaQRG2NfuHBhvekB8eLFCzJq1CjSqFEjIiUlRQwNDcnBgwcFZqC1hcvlkjFjxhBHR0e+rx0TE0NUVVVF5sbYmzdvyKJFi4iSkhIZNWoU8fPzE2rev6ysjHTo0EEsqsMEiZOTExk7dizTMkQesTH2Y8eOkWnTpjEtQ6hwuVzi5+dHrKysiKysLJGWlibdunUjFy9eFJnyyYyMDKKjo0N8fHz4uu7cuXMZP0lYXFxMzp8/T/r06UO0tLTIhg0bSEJCAmN6zp8/T7p161Zvo/bw8HCiqqpKkpOTmZYi8oiNsb969YoYGhoyLYMxysrKyLlz54i5uTmvfHLAgAHk3r17jP+gBwQEEE1NTb7dG0hMTCRKSkpCSXH8ik+fPpE1a9YQdXV1MmDAAHL16lWRyPNzOBxiaGhIvL29mZYidMrKyoipqSk5ceIE01LEArEx9pKSEtKwYUNSUFDAtBTGKSwsJHv37iX6+vpESkqKNG7cmIwePZrR8klnZ2cyZMgQvqQnVqxYQZYsWVJ3UTWAzWaTO3fuEBsbG6KsrEyWLl1K3r9/L1QN1eHq1avEzMyM8TdzYbN161ZibW1d7553bREbYyeEEFNTU3oK7z9kZmaSDRs2kJYtWxIWi0WUlJTIrFmzhF4+WVpaSrp160Z27dpVp3UyMzOJkpIS+fLlC5+UVU5KSgpxdXUlrVq1Il27diUnT54U6Z7nHA6HGBsbkxs3bjAtRWiUD8+Q5HbN/EasjH3OnDnE3d2daRkiS0JCAnFwcCCqqqq88snly5cLLScZHx9PVFRU6tQ/3MXFhcyYMYN/on4Bl8sljx49IpMmTSKKiopk7ty5YnVY7NatW6Rz585icWirrtDhGbVDrIz94MGDZO7cuUzLEAvevn1LpkyZQpo2bUqkpKRImzZtiKurK8nOzhbovp6enqRDhw61qmYpLCwk6urq5O3btwJQRkh2djbZv38/MTQ05DVqy8rKEshegoTL5RJzc3Ny+fJlpqUIHDo8o3aIlbE/e/aMmJqaMi1DrOByueTp06fE1taWN9fVyMiIeHh4CCzlMG3aNGJnZ1fj6w4ePEhGjhzJdz2vXr0idnZ2RFFRkUyYMIEEBASIfa7Wx8eHGBgYSLThlQ/PePPmDdNSxA6xMvaCggLSsGFDiWqHK0zYbDa5desW6dOnD5GRkSEyMjKke/fu5PLly6SsrIxv++Tk5BBdXV1y5cqVal9TVlZGWrduTYKDg/miobCwkJw6dYp069aNtGzZkri4uEhUmRyXyyU9evQQiclWgoAOz6gbYmXshBBiaGhIZ0DygeLiYnLixAliYmJCpKSkSIMGDcjAgQOJv78/X3K3z58/J6qqquTr16/Vevy5c+eIpaVlnfeNjY0ly5cvJyoqKmTo0KHk9u3bEhvV+vv7k/bt2/P1TVlUuHDhAjEyMqJBXC0RO2OfNm0aOX78ONMyJIrc3Fyyfft20q5dO173yXHjxpHQ0NA6pSzc3NyIpaVlBWNNyysmHoFxZMnFV2TWqRdkycVXxCPwAzE0617rQ05lZWXk+vXrZODAgURNTY2sXr2a0TF+woLL5RJLS0ty6tQppqXwlbS0NKKurk4r4OoAixBCIEbs2bMHcXFxOHDgANNSJJLU1FTs3bsXZ86cQXJyMpo1a4axY8di1apVaNeuXY3W4nA4GDhwIKysrDB8hgMOBsbhUWwaAKCEzeU9TpYFlLHLMKiTNhb104OxjmK11v/27RuOHTuGo0ePok2bNrC3t8fYsWMhJydXI53izKNHjzB79mzExMRAVlaWaTl8Ydq0aVBVVcWuXbuYliK2iJ2xP3r0CGvXrkVwcDDTUiSe+Ph4bN++HVeuXEF2djbU1dUxdepUODo6QktLq1prfPv2DRaTl6GJ5XSUcYHKXm0sFiAvIw1nG31M7d76l4/hcrl4+PAhPDw8EBAQgEmTJsHe3h6dOnWqxTOUDKytrTFp0iTMnTuXaSl1xsfHBw4ODoiKikLjxo2ZliO2iJ2x5+TkoEWLFsjJyYG0tDTTcuoN4eHh2LJlC7y9vVFUVITWrVvDzs4O8+fPh5KS0m+v8wz5jL/vvEEZl1XtvRrKSsHZpmMFc8/MzMSpU6dw6NAhNGzYEPb29pgyZQqaNm1al6clEQQHB2Py5MmIjY0V608reXl5MDIywvHjx2Ftbc20HLFG7IwdANq1a4dbt27BwMCAaSn1Di6Xi4CAAGzbtg2BgYHgcDgwMDCAg4MDpk6dikaNGvEeG5mQjUlHQ1BUxqnxPg1lpXHRrhuKk2Lh4eGBW7duwdbWFvb29ujRowdYrOq/UdQHhg4dihEjRsDe3p5pKbXGwcEBRUVFOH78ONNSxB6xNPaJEydi+PDhmDp1KtNS6jVlZWW4efMmdu/ejdDQUACAhYUFli5dilGjRmHRxUj4R6dWmn75PQSyKe/AfXwYCxYswKxZs6CiosJX/ZJEaGgoRo8ejbi4OMjLyzMtp8Y8efIEkyZNwps3byr9BEipHlJMC6gNpqamePXqFdMy6j2ysrIYP348goODkZ2djQMHDiAvLw+TJ0+GgmoL+L/5VktTBwAWiJYhQiLeYOXKldTUq8DCwgKmpqY4fPgw01JqTHFxMebOnYv9+/dTU+cTYmvs4eHhTMug/EDjxo0xf/58REVFITU1FcOXuIJwuVVfWAkyUlK4Hp7EJ4WSz99//40tW7agsLCQaSk1YtOmTejUqRPGjBnDtBSJQSyNvUuXLggPDwe3jsZBEQzKysrQMjAHZBrUaZ1iNhcxyXl8UiX5dOnSBT179oS7uzvTUqpNREQEjh49SsuX+YxYGruKigoUFBTw6dMnpqVQfkNuMZtP65TxZZ36wt9//43t27cjPz+faSlVwmazMWfOHGzduhUaGhpMy5EoxNLYAZpnF3UU5GX4tI5kHLoRFkZGRrCyssL+/fuZllIlu3btQvPmzTFz5kympUgc1NgpAkFfQwFyMnV7ecnLSEFfk9ap15S//voLu3btQk5ODtNSfktsbCy2bduGI0eO0NJVAUCNnSIQxplp13mNouJiXHRzhJ+fH72fUgP09fUxdOhQ7N27l2kpv4TL5cLOzg7r1q1DmzZtmJYjkYi9sYthGX69QKWJHPq2UwFQu/8fFgh0GxYjMT4Gw4YNQ9OmTTF+/Hi8fPmS/p9Xgw0bNmDfvn3IyspiWspPHD16FCUlJVi8eDHTUiQWsTV2TU1NSEtL49u3b0xLofyCzMxMxN48ABandjdRCbsMsh8e4sGDB0hISMDixYsRFBSEbt26QUVFBQsWLKA3zytBT08PI0eOFLlGWomJiVi3bh2OHz9OW4IIELE1dhaLRdMxIsqrV69gZmYGszYq2DiyExrK1uxl1lBWCn+N7IReHXVgamqKc+fOYdOmTUhKSkJ0dDRGjRqFS5cuQU9PDzo6OtiwYQPS09MF9GzEl/Xr18Pd3V1k/m0IIbC3t4eDgwMMDQ2ZliPRiK2xA//W7VJjFy1OnjyJwYMHY+vWrdi5cydm9NKFs01HNJSVBkjleXIW698eMc42HTGrtx42bNiAkJAQ3Lt3D2ZmZggODkb79u1x/PhxZGZmIjg4GObm5tixYwfU1dXRsWNHHDhwAAUFBUJ6tqJN69atMX78eOzYsYNpKQCAS5cu4fPnz1i7di3TUiQesewVU861a9dw+vRp3L59m2kp9Z7i4mL8+eefePz4Ma5fv/5Tg7YH4XGYtsUTTdp1gxTr38NH5cjLSIEA6N9BFQv76aGztmKFawkhuHz5MpYtWwYbGxts2bIFysrKvL/ncDjw8/PD9u3bERQUBC6XCzMzMyxbtgxjx46FjAx/Si/FkYSEBBgbGyM6Ohrq6uqM6UhPT4eRkRFu376Nrl27MqajviDWxv7p0yf06dMHiYmJTEup13z58gXjxo1Dq1atcOLECSgoKPz0mM2bN+PTp0/YvGs/rr5KRExyHnKLy6AgLwt9zaYYZ6oN5SaVt5zNycnB+vXrcfnyZWzduhXTp0//qVSupKQEly5dwt69exEZGQlpaWn069cPq1evRv/+/etlad3ixYshKyvLaL596tSpUFNTE7mcv8Qi7JFN/ITL5RJFRUWSmprKtJR6y71794i6ujrZvn37b8focblcoqenx7dRZy9fviTm5ubE0tKSvH379rePy83NJTt27OCN/GvSpAmZOHEief36NV90iAtJSUlESUmJfPv2jZH9vb29SZs2bUh+fj4j+9dHxNrYCSHEysqK3L17l2kZ9Q4Oh0NcXFyIpqYmCQgIqPSxjx49IgYGBnWan/pf2Gw2OXDgAFFRUSFr1qwhBQUFlT4+NTWVrF69mmhpaREpKSmioqJCFi5cSBISEvimSZRZtmwZcXBwEPq+OTk5REdHh9y/f1/oe9dnxN7YV6xYQdzc3JiWUa/Iysoiw4cPJz169CCJiYlVPn769Olk586dAtGSlJREJk+eTFq3bk3u3LlTrWs+fPhAZs+eTRQVFQmLxSItW7YkGzduJFlZWQLRKAqkpqYSJSUl8vXrV6Huu3DhQjJ79myh7kmRAGM/f/48GTduHNMy6g2RkZFEV1eXLF68mJSUlFT5+JycHNKsWTOBp8v8/f1Ju3btyOjRo2tkXi9evCCjRo0iDRs2JFJSUsTQ0JC4u7uToqIiAaplhtWrV5P58+cLbb/Hjx8TLS0tkpmZKbQ9Kf8i9sYeHR1N2rZty7SMesHZs2eJiooK8fT0rPY1hw8fJmPGjBGgqv9RVFRENm7cSJSVlcmOHTtIaWlpta/lcDjEx8eH9OvXj8jKyhJpaWnSo0cPcu3aNcJmswWoWnikpaWR5s2bk48fPwp8r6KiItK+fXty/fp1ge9F+RmxN3Y2m02aNGlCowIBUlJSQhYtWkT09PRIZGRkja7t2rUr8fLyEpCyXxMbG0sGDhxIOnfuTIKDg2t8fWlpKTlz5gwxNTUlUlJSRE5OjgwZMoQ8fvyYr/cJmGDdunVCSY04OTmRsWPHCnwfyq8Re2MnhJBevXqRhw8fMi1DIklISCDdu3cnI0eOrHEOOioqimhpaZGysjLBiKsELpdLLly4QLS0tIidnR3JyMio1Tr5+fm8yhoWi0WaNm1K/vjjD/Lu3Ts+KxYOmZmZRFlZmXz48EFge4SHhxNVVVWSnJwssD0olSPWJ0/Loa0FBENAQAAsLCwwYsQIXL9+HYqKijW6/sSJE5g5cyYjB4RYLBYmTZqEd+/eQU5ODgYGBjh9+nSNG4g1btwYy5cvR2xsLNLS0mBvb4/AwEAYGhpCXV0dS5YsQUpKioCeBf9RUlLCn3/+iX/++Ucg65cPz9i2bRsdnsEkTL+z8IOTJ0+SKVOmMC1DYuByuWTr1q1EXV2d+Pv712qNkpISoqqqKtDIsCaEhoYSMzMz0rdv30pr36tLfHw8mT17NlFSUiIsFou0adOGbNq0ieTl5fFBrWDJyckhqqqqJDo6mu9rb926lQwcOFDsU1bijkQYe2RkJOnYsSPTMiSCnJwcMmbMGGJhYUG+fPlS63WuXr1K+vbtyz9hfODH2ve1a9dWWfteXUJDQ8moUaNIo0aNiJSUFOnUqRM5cuRIjW7eChs3NzcyceJEvq75/v17oqysLJSbs5TKkQhjLy0tJQ0bNqQn2+rImzdvSPv27cn8+fNJcXFxndaysbEhp0+f5pMy/pKUlEQmTZpEWrduzdcbu1wul/j6+vIqa2RkZEivXr3IzZs3RS6CzcvLI2pqanw7hcvhcIilpSXZs2cPX9aj1A2JMHZCCDE3NydBQUFMyxBbLl68SFRUVMjJkyfrvFZiYiJRUlLiW0QsKO7du0f09PRqXPteHcrKyipU1sjLy5Nhw4bxra0CP9i+fTvfSlEPHTpEunXrJjGloeKOxBj7vHnzyP79+5mWIXaUlpYSR0dH0rZtWxIeHs6XNV1cXIR6EKYuFBUVkb/++osoKyuTnTt3CqSCp7CwkGzbto1XWdOsWTMybdo0xu8/FBQUEE1NTfLq1as6rZOQkEBUVFTImzdv+KSMUlckxtgPHTpEZs2axbQMsSIpKYn07t2b2NjY8O0cAIfDIW3btiXPnz/ny3rC4v3798Ta2poYGxvXqva9uqSnp5OVK1cSLS0twmKxiIaGBlm6dClJS0sT2J6VsXfvXjJ8+PBaX8/lcomtrS35+++/+aiKUlckxthfvHhBjI2NmZYhNpQf9/77778Jh8Ph27oBAQHEyMhI5HLK1aG89l1TU5PMmzev1rXv1eXjx49k1qxZvMqatm3bEjc3N1JYWCjQfX+kqKiIaGtrkxcvXtTq+gsXLhAjI6NqtZegCA+JMfaioiLSsGHDOt/0k3S4XC7ZvXs3UVNTIz4+Pnxff9q0aWTXrl18X1eYZGdnEwcHB6Kurk5Onz4tlDepsLAwMnLkSF5ljbGxMTl+/LhQctbu7u5kyJAhNb4uLS2NqKuri92ns/qAxBg7IYR07tyZvHz5kmkZIkteXh6ZOHEi6dKli0BK0rKzs0mzZs3I9+/f+b42E/xY+y6sk6ZcLpfcvXuX9O3bl1dZ06dPH+Ll5SWwN5ji4mLSsmXLGhcfTJkyhSxdulQgmih1QyJOnpZDZ6D+nvfv36Nbt25o3LgxgoKC0KZNG77vceHCBVhbW0NVVZXvazOBubk5nj9/jnHjxsHS0hJOTk4oLCwU6J4sFguDBw9GYGAgiouLcfz4ceTn52PEiBFo3LgxRowYgdDQUL7uKScnh/Xr12PDhg3VvsbHxwfBwcHYtGkTX7VQ+ATT7yz8ZO/evWTBggVMyxA5rl27RlRUVMjRo0cFuo+FhYVA0juiQHnte5s2bYTe1IyQf1ONW7duJXp6eoTFYhFFRUUyY8YMvn3yKi0tJW3btiWBgYFVPpYOzxB9JMrYnzx5Qrp27cq0DJGhrKyMrFq1irRq1arWN8eqy+vXr0mLFi0kvo7Zz8+P6OrqkjFjxjA2fSkjI4OsWLGCaGlpEQBEU1OTLF++vM6VTadOnSKWlpaEy+WStLxi4hEYR5ZcfEVmnXpBllx8RTwC40h6XjEdniEGiPUw6/+Sl5cHDQ0NZGdnQ1ZWlmk5jJKamorJkydDRkYG58+fh4qKikD3W7p0KRo3bgwXFxeB7iMKFBcXY8uWLThw4ACcnZ2xePFiRhqdAcDnz5/x999/49atW8jOzoauri7mzp0LR0dHyMlVPhz8v7DZbHTsPQRGE5bjXda/3ythc3l/Ly8jBQ6Xi5JPr3B+3Qz0NmjJz6dC4SMSlWNv2rQpdHR0EBMTw7QURnn27BnMzc3Rs2dP+Pr6CtzUS0pK4OnpiVmzZgl0H1FBXl4eGzduRHBwMHx8fGBubo6QkBBGtLRu3RonT55EZmYmQkNDYWhoiH/++QeNGjVCly5dcOrUKXC53KoXAnDxZSJg5Yjw72yUsLkVTB0AitlclHEB6VZdYHfxHTxDPgvgGVH4gUQZO/BvC9/w8HCmZTACIQQHDx7EyJEj4e7uDhcXF0hLSwt83zt37sDIyAi6uroC30uUaN++Pe7du4fVq1djzJgxmD9/PjIzMxnTY2Zmhps3b6KgoABeXl5QUFDAvHnzIC8vj379+sHPz++313qGfIarTzTKCAtgVW4LBCwUlXHg6hNNzV1EkUhjr4+VMYWFhZg+fTqOHDmC4OBgDB8+XGh7Hz9+HHPmzBHafqIEi8XC5MmT8e7dO8jKysLQ0BBnzpypcd93fjN06FA8evQIxcXFOHLkCHJycmBjY4PGjRtj1KhRiIiI4D02MiEbrj4xKCqrXmRfTlEZF64+MXidmM1f8ZQ6I3HGXh9LHuPi4tCjRw8A/6Zh9PT0hLZ3QkICnj9/jrFjxwptT1FEUVERBw4cwO3bt7F3715YWVkhOjqaaVmQkpLCzJkzER4ejoKCAmzYsAFv376FqakpmjdvjtmzZ2OHz2sUszm1Wr+YzYF7YByfVVPqikQae0RERLXziuLOnTt30LNnT8yfPx9nzpxBo0aNhLr/6dOnMXHiRDRs2FCo+4oqFhYWePHiBcaMGYM+ffrA2dlZ4LXv1UVeXh6rV6/Ghw8fkJGRgVmzZuFuYBAex2Wgth8wCAEC3qchI7+Ev2IpdULijL158+ZQVlZGXJxkRxEcDgfr1q3DwoULcfv2bSxcuBAsFkuoGrhcLk6cOFFv0zC/Q1paGosXL8br168RHx8PIyMj+Pj4MC2rAkpKSti5cyc2nPSpcfXMf2EBuPoqkT/CKHxB4owdkPw8e3p6OoYOHYrg4GCEhYWhe/fujOh49OgRmjRpAjMzM0b2F3W0tLRw8eJFHDp0CH/++SfGjRuHxETRMsCYlFyUcup2P6CYzUVMch6fFFH4ATV2MSM0NBRmZmbo0qUL7t27BzU1Nca0lN80FfYnBXFj0KBBiIqKgqGhIUxMTLB7926w2WymZQEAsgv4k0LJLS7jyzoU/iCxxi5pJY+EEBw9ehTDhg3D7t27sXXrVsYOxQBAdnY2vLy8MGXKFMY0iBMNGzbE33//jeDgYHh7ezNS+56RkYEHDx5g586dmDZtGjp16oS7t2/wZW0F+fp9IFDUYM4ZBEh5xE4IkYhosqioCA4ODggJCcGTJ0/QoUMHpiXhwoULGDRokMAPP0ka7du3h7+/Py5cuIAxY8ZgxIgR2Lx5M5SUlPi2ByEEnz59QkRERIVfOTk5MDExgYmJCaysrLBs2TIEZTbC/sCPPx1GqgnyMlLQ12zKN/2UuiORxq6urg45OTl8/foVrVq1YlpOnfj06RPGjh2L9u3b4/nz52jSpAnTkgD8m4ZxdXVlWoZYwmKx8Mcff8DGxgbOzs4wMDDAtm3bMHXq1BoHIqWlpXj79m0FA4+MjISCggLPxGfOnAkTExO0adPmp/WbfE3BLv8ygFX7g2wEwDhT7VpfT+E/EtUr5kdsbW0xZ84cjB49mmkptcbX1xczZ86Ek5MT/vzzT5H59BEZGYnhw4fj06dPQjnZKumEhoZi/vz5aNasGTw8PKCvr//Lx2VnZ/8UhcfGxkJXV5dn4iYmJjA2Nq7yk1RZWRk8PDzg4uKCNtM347usBmpjBCwWMNhAHYemmtfiaoqgkMiIHfhfOkYcjZ3L5WLTpk04cuQIrl69ij59+jAtqQInTpzAzJkzqanzifLad3d3d/Tu3Rvz58/H9OnTERMTU8HEMzIy0LlzZ5iYmKB3795wcHCAoaFhjc8Q+Pr6YtmyZdDW1sbDhw/BaaaNSUdDUFRW80NK8jLSWNhPeAfiKNVDYiP2mzdv4ujRo/D29mZaSo3IzMzEtGnTkJeXh0uXLkFTU5NpSRUoKSmBtrY2nj9/jrZt2zItR+wpKytDdHQ0z7yfP3+Oly9fgsPhwNTUFAMHDuRF4rq6upCSqn29Q3R0NJYvX464uDjs3LkTtra2vE+B5b1iatJWQBoc/D2yM6Z2b11rTRTBIJFVMYB4ljyGh4fD3NwcHTp0wIMHD0TO1AHg1q1b6Ny5MzX1WpCbm4snT55g//79mDNnDszMzNCsWTNMmjQJd+/ehYaGBv766y98/foV3t7eyMzMRGxsLHr27Il27drV2tQzMzPx559/ok+fPrC2tsabN28wfPjwCqm9qd1bw9mmIxrKSqOqjB+L9e8NU6nIm0gIuFArTRTBIrGpGB0dHZSVlSE5OVkkDfK/nDp1CitXrsTBgwcxYcIEpuX8lvrc8Ku6EELw7du3n/LhKSkp6NSpE0xMTNC1a1fMmzcPnTp1+mUbiMGDByMqKgqbN2+GsbEx1q1bBwcHhxqVuJaVleHw4cP4559/MHbsWERHR1c6tnBq99borK0I98A4BLxPQ1lZGbg/3FSVl5ECAdC/gyoW9tODqrQJ+vbtC3l5eSxdurRG/0YUwSKxqRjg34Mhjo6OsLGxYVrKbykpKcGSJUsQGBiI69evw8DAgGlJv+Xr16/o0qULEhMTaW+Y/4fNZuP9+/c/mbiUlBS6dOlS4aZmu3btanVf4v3791i4cCEyMzNx6NAhdOvWrcpr/Pz8sHTpUmhpaWH37t3o1KlTjfbMyC/B+NU70aRFe6i2aAUFeVnoazbFOFNtKDf5XwuChIQE9O3bFytXroS9vX2NnxtFMEhsxA78r9OjqBr7169fMW7cOOjo6ODFixdQUFBgWlKlnDp1CpMmTaq3pp6fn4/Xr19XMPC3b99CW1ubZ97Lli2DiYkJXz8ldujQAffv38eFCxcwevRojBw5Em5ubr+sfY+JicHy5csRGxuLnTt3/pRyqS7KTeTQJCEEcwYZYuRIi98+TkdHBw8ePOBF7vVl2IrIw8Q8PmFx8eJFMnr0aKZl/BJ/f3+irq5Otm3bRrhcLtNyqoTD4ZDWrVuTly9fMi1FKCQnJxMfHx/i5uZGJkyYQNq3b08aNWpELCwsiJ2dHTl48CAJCgoiubm5QtWVlZVFFi5cSDQ0NMjZs2d5r53MzEyyZMkSoqysTHbs2EGKi4vrvFfv3r3Jo0ePqvXY9+/fEy0tLXL+/Pk670upOxJt7LGxsaRVq1ZMy6gAh8Mhrq6uRFNTkzx8+JBpOdXm/v37xNjYWCzehGoCm80m0dHR5MKFC2T16tVk8ODBRF1dnSgrKxNra2uyYsUK4unpSd68eUPKysqYlsvj+fPnpEuXLqRv375k3bp1RE1NjcyfP5+kpqbybQ9DQ0MSFRVV7ce/efOGaGhokGvXrvFNA6V2SHSOncvlQlFREZ8+fYKysjLTcpCdnY0ZM2YgLS0NV65cQYsWLZiWVG3++OMP9OjRA4sXL2ZaSq0pLCxEVFRUhVRKVFQUNDQ0KuTCTUxM0KJFC5E5EPY7fH19MXv2bKSnp2PWrFnYu3cvX9NkWlpaCA0NrdHrNCIiAoMHD8aJEycwbNgwvmmh1BCm31kEjaWlJfH392daBnn9+jXR09MjDg4OpKSkhGk5NSIzM5M0a9aMpKenMy2l2qSmphI/Pz+ydetWMnnyZNKxY0fSsGFDYmpqSmbPnk327dtHHj9+TLKzs5mWWmNiYmKIra0t0dXVJTdu3CAJCQlk/PjxpG3btsTX15dv+8jLy5OCgoIaX/f8+XOiqqoqEj939RWJN3ZHR0eybds2RjV4enoSFRUVcvbsWUZ11JYDBw6QiRMnMi3jl3A4HBIbG0suX75MnJyciI2NDdHS0iJKSkqkf//+ZOnSpeT06dMkMjJS7N5Q/0tmZiZZunQpUVZWJtu2bfspj+7r60vatm1Lxo0bRxITE+u0V2FhIZGTk6t16u3JkydEVVW12jl6Cn+ReGM/c+YMmTRpEiN7l5SUEAcHB6Krq0siIyMZ0cAPTE1NiZ+fH9MySFFREQkNDSVHjx4lixYtIr169SJNmzYlrVu3JqNGjSIbN24kN2/eJJ8/f5aoewFlZWXE3d2dqKmpETs7O5KSkvLbxxYWFpL169cTZWVlsmfPnlrfF/j27RvR0NCorWRCCCEPHjwgqqqq5NmzZ3Vah1JzJN7Yo6KiSPv27YW+b2JiIunRowcZPnw4ycrKEvr+/CI8PJy0bNmSsNlsoe6bnp5O7t+/T3bs2EGmTp1KjIyMSMOGDYmxsTGZMWMG2b17NwkICCCZmZlC1SVs/P39iZGREenXrx8JDw+v9nUxMTHEysqKmJiYkJCQkBrv++bNG2JgYFDj6/6Lr68vUVNTI2FhYXVei1J9JN7Yy8rKSKNGjUhOTo7Q9gwICCCamprE1dWVcDgcoe0rCBYvXkw2bNggsPW5XC6Jj48n165dI+vXryfDhw8nOjo6REFBgVhaWpI///yTnDhxgrx69YovJXziQmxsLBk+fDhp27YtuX79eq0+gXC5XOLp6Uk0NDTIggULavQm+PjxY9KrV68a7/krbty4QdTV1cnr16/5sh6laiTe2AkhpFu3buTx48cC34fL5ZLt27cTdXV1cu/ePYHvJ2iKioqIsrIy+fTpE1/WKy4uJq9evSInTpwgf/75J7G0tCTNmjUjOjo6ZPjw4WT9+vXk2rVrJD4+XqJSKTUhKyuLLFu2jCgrK5OtW7fy5c0sMzOTLFiwgGhoaBBPT89q/dveunWLDB8+vM57l3Px4kWiqalJoqOj+bYm5fdI9MnTcsobggmy/W1eXh5mzZqFL1++4MWLF2jZsqXA9hIWN2/eRJcuXdC6desaX5uVlYXIyMhKe4ePGDGiWr3D6wNsNhvHjh3Dxo0bMXz4cLx58wYaGhp8WVtJSQkeHh6YOXMmFixYgBMnTsDd3b3SSVyZmZl8neo0ceJElJSUYODAgQgMDISuri7f1qb8TL0x9idPnghs/ejoaIwZMwaWlpbw9PSEvLy8wPYSJidOnMDs2bMrfQwhBF+/fv2pV0p6ejqMjY3r3Du8PvDgwQMsXboUSkpK8PX1RZcuXQSyT7du3RAaGoqDBw+iV69esLe3h5OT0y//T7Kysvhq7AAwffp0FBcXw9raGoGBgWI/3UykYfojgzAICwsjnTp1Esjaly5dIioqKuTEiRMCWZ8pPn/+TJSVlUlRURHve6WlpSQyMpKcPn2aLF26lPTv358oKSkRLS0tYmNjQ5ycnMjly5dJbGys2N9bEAaxsbFk5MiRpE2bNuTq1atCTT8lJiZWWvu+bt068vfffwtk77179xJdXd06l2RSfo9Enzwtp6SkBEpKSsjIyOBbxFhWVobVq1fj5s2buHr1KkxNTfmyrqjg5OSEmJgY9O/fnxeFR0dHo3Xr1j+d0lRTU2NarliRk5MDFxcXnDx5EitWrICjoyNjn/Lu3r2LRYsWwczMDLt37+adMnVwcECHDh0EdtJ469atOHXqFB49ekRfPwKgXqRi5OTk0KFDB0RFRaFr1651Xi8lJQUTJkxAkyZN8PLlSzRv3pwPKpmB/KJ3eHh4OD59+gQjIyOoq6tX2TucUj04HA6OHz+ODRs2YNiwYXzNo9eWIUOG4M2bN3Bzc4OJiQnWrVuHRYsWISsrS6Cv69WrV/PSMgEBASLR8kOSqBcROwDMmTMHFhYWWLBgQZ3Wefr0KSZNmgQ7OzusX7++TqPKhE11e4cXFBTg4MGDYjeBSpQJCAiAo6MjmjVrhj179ojkJ7yYmBgsXLgQ2dnZkJeXx7p16wTa8poQgrVr1+L+/fu4f/8+FBUVBbZXvYPJPJAwOXDgALGzs6v19Vwul+zZs4eoqakRHx8fPioTDHl5eSQoKIgcPHiQ2NnZEQsLC9KoUSPSvn17MmHCBOLm5kZ8fHxIcnLyT9dOmjSJ7N+/nwHVkkdcXBwZNWoUad26Nbly5YrIl3FyuVxy9uxZIisrS0aPHi3ww3VcLpf8+eefpHv37kJvgSzJ1JuI/dmzZ1i8eDFevnxZ42vz8/NhZ2eH9+/f49q1a2jTpo0AFNae5OTkn6LwxMREGBoaVsiFd+7cGU2aNKl0rczMTLRt2xYfP34U6xQT0+Tm5sLFxQXHjx/HihUrsHTpUrGqltLT04OFhQUePXqE7du3448//hBYt0tCCBYsWICYmBj4+vrSdB8fqDfGXlBQAFVVVeTk5EBWVrba18XGxmLMmDGwsLCAu7s7o+V6HA4HHz58+MnE2Wz2T2PYOnToUKP5mOUcOHAAQUFBuHCBDimuDRwOBydPnsT69esxdOhQuLq6isXM3f+iqqqKt2/f4tOnT1iwYAGaN29eZe17XeByuZg1axaSk5Nx+/ZtsXoTFEXqjbGn55egxx9L0dNmHKQbNoWCvAz0NRQw3qziDMcfuXHjBubPnw8XFxfY2dkJtT93dXuHd+nSBVpaWnzT1qVLF2zfvh3W1tZ8Wa8+ERgYiKVLl6JJkybYs2cPzMzMmJZUKwghaNCgAQoLCyErKws2m40DBw7AxcUFCxcuxNq1awUS4LDZbEydOhUFBQW4du0aGjRowPc96gsSb+yRCdk4GBiHR7FpKC0tBZH6XxRbPnW9XwdVLOyrB2MdRQD/vsDWrVuHCxcu4OrVq7Cw+P3MR37w/fv3n6Lwz58/o2PHjhVM3NjYWKBzUcPDwzF69Gh8/PhRrG4KM83Hjx+xcuVKhIWFYdu2bRg/frzID+mojNzcXLRo0QJ5eXkVvv/t2zc4OjoiPDwcBw8exODBg/m+d1lZGSZMmABpaWlcvHixVp86KRJu7J4hn+HqE4NiNgeVPUsWC5CXkYazjT4GtW2ESZMmQUZGBufPn+frcXcul4v4+PifTLyoqOin2vCOHTvWKGXEDxwcHKCqqoq//vpLqPuKK7m5uXBzc8PRo0exbNkyLFu2TCJO1n758gWWlpb48uXLL//e19cXDg4OMDc3x+7du6GlpcXX/UtKSjBq1Cg0b94cZ86cgbS0NF/Xrw9IrLH/a+rRKCrjVvuaBtJAcfB5TO/ZBn///XedXlDFxcV48+ZNBQN//fo1lJWVf0ql6OjoMB7hFRUVQVtbG69evaJHvauAw+Hg1KlTWL9+PQYNGgQ3Nze+mxuThIeHY9asWYiIiPjtY4qKiuDm5oZDhw5h/fr1WLhwIV+j66KiItja2qJ169Y4evQo/QRZQyTS2CMTsjHpaAiKyjg1vlZWiuCafW901las9jUZGRk/HfD5+PEj2rdv/1Mqhd/9N/jFhQsXcPLkSdy7d49pKSLN48eP4ejoiEaNGmHPnj0wNzdnWhLfefjwITZt2oSAgIAqHxsTEwN7e3vk5ubi0KFDfE1bFhQUYMiQIejcuTMOHDjAePAjTkhkAutgYByK2TU3dQBgExbcA+NwaOrPP7CEEHz69OknE8/NzeWZt5WVFZYtWwYDAwPIyf36pqwocvz4cdjZ2TEtQ2T59OkTVq1ahRcvXmDbtm2YMGGCxBpNZmZmtUtd9fX18fDhQ3h6emLEiBEYM2YMXF1d+XLYqHHjxvD29sbAgQOxYsUK7NixQ2L/zfmNxEXs6fkl6LX1IUrY1U/B/Bc5GSkELu2NlC9xFQw8MjISzZo1+ymV0rp1a7F+wX3+/Bnm5uZITEykZWb/IS8vD5s3b8bhw4exdOlSLF++XCLy6JVx9OhRPH/+HMeOHavRdVlZWVi7di1u376NHTt2YPLkyXz5ucjKyoKVlRWGDRsGFxeXOq9XH5C4iP1qWGKd1ygpLobRCDto5byt0DvcxMREIntanDx5En/88Qc19R/gcrk4deoU1q1bh4EDB+L169e8BlmSTm37xCgpKeHQoUM/9X1v3759nfQoKSnh3r176NevHxo2bAhnZ+c6rVcfkDhjj0nJrVO0DgCQaYApi1Zi32TxrEOuCeUHau7cucO0FJHhyZMncHR0hJycHG7evMmXxnHiRF2HbHTv3h0vX77EgQMH0LNnTyxatAhr166tU+CgqqqKBw8eoG/fvpCXl8fy5ctrvVZ9QOJuNecWs/myzudv3xETE4OCggK+rCeqPHjwAKqqqjA2NmZaCuN8/vwZEyZMwJQpU7BixQoEBQXVO1MHah+x/4iMjAwcHR0RERGBd+/ewcjICH5+fnVaU0NDAw8ePMDBgwdx8ODBOq0l6UhcxK4gz5+n9DEmCsMP/8nLO+vo6EBbW/u3Xxs3bsyXfYXN8ePHMWfOHKZlMEp+fj42b96MQ4cOYcmSJTh16lS97lfCz7F42trauHLlCnx8fGBvbw8LC4s61b5ra2vj4cOHvMi9vr92f4fEGbu+hgLkZFLqlI6Rl5HC4uljMf/YKhBCkJGRgcTERCQkJPC+Pnz4kPfnxMRENGzYsFLjF0Xzz8jIgJ+fHw4dOsS0FEbgcrk4c+YMnJ2dYWVlhcjISGhrazMti3EEMRbPxsaG1/fd2NgY69evx6JFi2p1VqR169a4f/8++vfvD3l5eUyZMoWvWiUBWhXzC6TBxaNlfaCtqlitx5eb/4/G/6uvjRo1qjLyF2akuG/fPjx//hznzp0T2p6iwtOnT+Ho6AhZWVns2bMH3bp1Y1qSyGBqaoqjR48KrNdNdHQ07O3tkZeXV6fa93fv3mHAgAHYv38/xo0bx2eV4o3EGTsAzDv7Ev7RqZW2EfgdLAAKuZ+Qes0Fjo6OWLhwIV/6sxBCkJ6eXqnxJyYmonHjxrwIX5DmTwiBiYkJdu3ahQEDBtR5PXHhy5cvWL16NYKDg7Flyxa+leRJEm3atMGDBw/Qtm1bge1BCIGnpydWrVqFsWPHwsXFpVa175GRkRg0aBCOHTuG4cOH81+omCKRxl6Xk6cNZaVxaV53SGUnYvPmzfDz88PChQuxZMkSgZc6lpt/ZZH/t2/feOZfWdqnKvMPCwvD+PHjERcXVy+Oa+fn52Pr1q1wd3fH4sWLsXLlSpFLjYkKioqK+Pz5s1AmGmVmZsLJyQm3b9/Gzp07MWnSpBq/0YaGhmLYsGHw9PTEoEGDBKRUvJBIYwdq1yuGlJVgrpkS1k/uz/teXFwctmzZguvXr2P27NlYvnw5o/21CSFIS0urNPIvN//K0j7bt2+Hjo4O1q9fz9hzEQZcLheenp5wcnJCv379sHnzZujo6DAtS2ThcDiQk5NDaWmpUN/wQ0JCsGDBAqioqNSq9j0oKAijR4/GlStX0LdvXwGpFB8k1tiBmnd3HNmKg5NOs+Hj4/NTfjEhIQHbt2+Hp6cnJk2ahFWrVqF169aCfQK1hMvlVhr5f/nyBV++fIGioiJatWpVaeQvzqcsg4OD4ejoCBaLhb1796J79+5MSxJ5MjIy0K5dO2RmZgp9bzabjf3798PV1bVWte8BAQGYOHEibt68iZ49ewpQqegj0cYOAK8Ts+EeGIeA92lgASj+4aZqeT/2/h1UsbCfHjprK+LmzZtYsGAB7t27h86dO/+0XmpqKnbv3o2jR49ixIgRWLNmjcCmygiKc+fO4cyZMzhz5kyVkX/Tpk0rjfxbtGghcub/9etXrF69Gk+ePMGWLVvwxx9/1It0Ez/48OEDhg4diri4OMY0JCYmwtHREZGRkTh48GCN0it+fn6YPn06vL29JbJBW3WReGMvJyO/BFdfJSImOQ+5xWVQkJeFvmZTjDP9eYLS5cuX4ejoiAcPHqBjx46/XC8rKwv79+/H/v370b9/fzg5OcHExEQIz6TuDBgwAPPnz8eECRMqfRyXy0VaWlqFm7u/Mn8FBYUqc/7CaFdQUFCArVu34uDBg3BwcMCqVatoHr2GvHjxAosWLUJoaCjTUuDj4wMHBwd07doVu3btqnbt++3btzFv3rzfBmf1gXpj7DXF09MTa9asQUBAANq1a/fbx+Xn5+PQoUPYtWsXzMzM4OzsLNIf+T9+/Ihu3bohMTGRL90n/2v+v/qalJQEBQWFKiP/2po/l8vFuXPnsHbtWlhaWmLLli1o2bJlnZ9bfcTPzw+7du2q8ylRflFYWAhXV1ccOXIEf/31F+zt7atV+37lyhUsWbKk0uBMkqHGXgnHjh3DP//8g0ePHqFNmzaVPra4uBgnTpzAtm3boKurC2dnZ/Tv31/kSunWr1+PvLw87NmzR2h7crlcfP/+vdK0T1JSEpo1a1Zl5P/fN6Nnz57B0dERhBDs2bOn3udW68qFCxdw69YtXLx4kWkpFSivfS8PpKqTZikPzgIDA6GnpycElaIDNfYqOHjwIHbu3InAwMBqRYFlZWU4d+4cNm/ejObNm8PZ2RnDhg0TCYPncDho3bo1vL29Re4jarn5VxX5KyoqQkdHB8rKyvj8+TNSU1Pxxx9/YMKECWjVqhVatGghVn3wRQ13d3e8efMG7u7uTEv5CUIIzp49i9WrV2Ps2LFwdXVFs2bNKr3m2LFj2LRpEx49eiSyxQ6CgBp7Ndi9ezfc3d3x6NGjauf5OBwOrl27BldXV7BYLDg5OWHs2LGMzm+8e/cu1q9fLxL509rA5XLx6dMnbNmyBRcvXkSvXr3QoUOHCm8ISUlJUFJSqjTyp+b/e1xcXFBUVARXV1empfyWzMxMrF27Fl5eXtixY0eVte8HDhzA7t278fjx43rTepkaezXZvHkzzpw5g0ePHkFNTa3a1xFC4O3tDVdXV2RlZWHNmjWYMmWK0AdVA8CECRPQv39/2NvbC33vusLlcnHhwgWsWbMGvXr1wtatW385m5XD4VQZ+ScnJ0NJSanSnL+Wlla9NP/ycxorVqxgWkqVPHv2DAsWLICamhrc3d0rvRe2fft2HD9+HI8ePYK6uroQVTIDNfYasHHjRly/fh0BAQE1PoVKCEFAQABcXV0RHx+PVatWYfbs2UIbbpGeng49PT2hnSjkJ8+fP8eSJUvA4XCwZ88e9OrVq07rcTgcpKamVprzT05ORvPmzX/K8Uu6+c+aNQt9+vTB7NmzmZZSLdhsNvbt2wc3Nzc4ODhgzZo1v/2Z2rRpEy5fvoyAgACoqKgIWalwocZeAwghWLt2Le7du4eHDx/W2iBDQkLg6uqKsLAwLFu2DAsWLECTJk34K/Y/7N27F6GhofD09BToPvwkMTERa9euxcOHD+Hm5oZp06YJrR693Pwri/xTUlJ+Mv9fpX0aNGggFM38YNSoUZgxYwZGjx7NtJQakZCQAEdHR7x+/fq3te+EEDg7O+Pu3bt48OCByA6W5wfU2GsIIQRLly5FSEgI7t27V6cGYREREXBzc0NgYCAcHBywePFigbzYCCEwNjbG3r170b9//6ovYJjCwkLs2LEDe/fuhb29PdasWSPwN77awOFwkJKSUmnkX27+VaV9RMX8+/bti3/++Udsj+V7e3vDwcEB3bt3x65du35q/0EIwbJly/Ds2TP4+/ujadOmDCkVLNTYawEhBIsWLUJUVBR8fX3rbDrv37/Hli1bcPv2bdjZ2WHZsmU1yuNXRWhoKCZNmoQPHz6I9AlMQggvj96jRw9s3bpV7CsZys2/ssg/NTUVysrKVUb+wrgv06lTJ5w7d07kqqZqQmFhIVxcXHD06NFf1r4TQrBw4UK8ffsWvr6+EnmIjRp7LeFyubCzs8OnT5/g7e3Nl2P1nz9/xrZt23Dx4kVMnToVK1eu5EvDKnt7e7Ro0QLr1q2r81qC4sWLF3B0dERpaSn27NmD3r17My1JaLDZ7Coj/3Lzryryr6v5a2trIyQkRCIGjrx79w729vYoKCj4qfady+Vizpw5SExMxJ07dyRukDs19jrA4XAwY8YMpKen4+bNm3x7cSQnJ2Pnzp04ceIExowZgzVr1tT6gEVhYSG0tbXx+vVrkfxh/fbtG9auXYv79+/D1dUVM2bMEOlPFUxRbv6/6uH/o/mrqKhUGvlXZf6NGjVCWlqaxESxhBCcOXMGq1evxvjx4+Hi4sKrfedwOJg2bRpycnJw48YNkUmH8QNq7HWEzWZj8uTJKCkpwdWrV/n64sjIyMDevXvh7u6OwYMHY+3atTAyMqrRGp6enjh37hx8fX35posfFBUVYceOHdizZw8WLFiANWvWSGy+U1j8zvx//Pr9+3eoqKj80vhVVVUxZMgQ5OfnS5TJAf/Wvq9Zswbe3t7YuXMnJk6cCBaLhbKyMkycOBEAcOnSpQpveun5JbgaloiYlFzkFrOhIC8DfQ0FjDf7ub+UqEGNnQ+UlZVh3LhxkJWVxcWLFyEjw99Rsrm5uXB3d8eePXvQo0cPODs7V7tzXf/+/bFo0SKRGR1GCMGlS5ewevVqdOvWDVu3bq2yXQOFf7DZbCQnJ//S+OPj4xEZGQlpaWmoqqpWGfnz+3UuDIKDg2Fvb1+h9r20tBSjR4+GgoICPD098SYpDwcD4/AoNg0AKozZLO8I26+DKhb21YOxjiIzT6QKqLHziZKSEowaNQpKSko4e/asQE6YFhYW4tixY9i+fTsMDAzg7OwMS0vL3z4+Pj4ePXr0QGJiokhEYKGhoXB0dERRURH27NlTqXaK8Hn37h3Gjh2L169fVxn5p6WlQVVVtdKcv6ampkia/4+174sXL8bq1asB4N/Reu0skaBijhI2t1ozHJxt9DG1e2vhCK8B1Nj5SFFREWxtbdGyZUscP35cYLni0tJSnDlzBlu2bIGmpiacnZ0xePDgn45Vr1u3DgUFBdi9e7dAdFSXpKQkrF27Fv7+/nBxccGMGTMYba1A+TVBQUFYtWoVgoKCqnxsWVnZbyP/8q9paWlQU1OrNPJn0vwTEhKwZMkSREVFwd3dHV/lWsHF6x2IdPVvQDeUlYKzTUeRM3dq7HymoKAAQ4cOhYGBATw8PATa/IvNZuPy5ctwc3ODvLw8nJycMGrUKEhJSYHD4aBVq1a4e/dujfPy/KKoqAi7du3C7t27YWdnBycnJ5pHF2Hu3LmDw4cPw8vLiy/rlZt/ZZF/eno61NTUKo38NTQ0BGr+Xl5ecPhrO6Ssl4ErVfN9yuckd9ZW5L+4WkKNXQDk5eVh0KBB6Nq1K/bs2SPwzo5cLhe3b9+Gq6srCgsLsXbtWigqKuKff/7BixcvBLr3ryCE4MqVK1i1ahXMzc2xbds2gU68p/CHM2fOwN/fH2fPnhXanmVlZUhKSqo08k9PT4e6unqVkX9dPgXOOfUcD96nAaj5zyqLBQw2UMehqaIzsUn0EmASQNOmTeHr6wtra2usXr0aW7duFai5S0lJYdSoURg5ciT8/f157QpGjRqFkpISofYzCQsLg6OjI/Lz83Hq1Cn069dPaHtT6kZmZiaaN28u1D1lZWXRqlWrXzZ0K6e0tPSnyP/z58948uQJ788ZGRlQV1evMvL/lfmn55fgaXwmamPqAEAIEPA+DRn5JSJTLUONXUAoKirCz88PVlZWkJeXxz///CPwPVksFgYNGoQuXbqgbdu2SElJga6uLlasWAE7OzuB1iYnJyfDyckJd+/ehYuLC2bOnEnz6GJGVlaWSPZPadCgQbXM/7+R/6dPn/DkyRPenzMyMqChofGT4X+QaQ0ut24Hu1gArr5KxHxL3Tqtwy+osQsQZWVl+Pv7o1+/fpCTk4Ozs7NQ9vX09MTo0aNx5swZhIWFwc3NDZs3b8aSJUuwaNGiKocT1ITi4mLs2rULu3btwpw5c/D+/fs69c+hMEdWVpbYThpq0KABWrduXWkLinLz/zHy//jxI4LZQFmz37f8rQ7FbC5ikvPqtAY/oUf8BIyamhoePHiA06dPY+fOnQLfjxCC48ePY86cOQAAMzMzXLt2DQ8fPsS7d++gq6uLdevWIT09vc77XLlyBR07dkRYWBieP3+OrVu3UlMXYzIzM0UyYucXsrKyaNasGVRVVaGpqYlWrVpBV1cXDZvVrAX378gtLuPLOvyARuxCQFNTEw8fPoSlpSXk5OTg4OAgsL1CQ0NRXFz8U424oaEhPD09ER8fj61bt6J9+/aYNWsWli9fXu2pUOW8evUKjo6OyM3NxYkTJ8SiYySlarKysoSeY68rhBDk5eUhJSUFqamplX79/v075OTkoKGhAXV1dd7XRs26Apy6a1GQF/7wnN9BjV1IaGtr4+HDh+jbty/k5ORgZ2cnkH2OHz+O2bNn//Zmra6uLo4cOYINGzZgx44dMDIywsSJE7Fq1aoqT4CmpKTA2dkZPj4++OeffzB79myaR5cgRCliz8/Pr9Koy7/KyMhUMOryrxYWFhX+rK6u/stmfYcexWP3/dgKJ0xriryMFPQ1RaeUlxq7EGndujUePHiAfv36oUGDBpgxYwZf1y8sLMSVK1cQFRVV5WO1tbWxZ88eODk5Yc+ePTA3N4etrS3Wrl0LfX39Co8tLi7Gnj17sGPHDsyePRsxMTF8zdNTRANB3zwtLCxEampqtQyby+X+ZNQaGhowMTH56ft1LQoYZ6aN3fdj67QGATDOVHSa7FFjFzJ6enq4f/8+rKysICcnh0mTJvFt7atXr6JHjx41GtirpqYGNzc3rFq1CgcOHIClpSX69u0LJycnmJiY4Pr161i5ciWMjY0REhIitjfXKFVTm3LHkpKSakfWpaWlv4ysDQ0NYWVlVeH7TZo0Efj5j3JUmsihb3tV+EenVtpG4HewWED/DqoiU+oI0ANKjBEVFYWBAwfCw8ODb2PI+vbtiyVLlmDMmDG1XiM/Px9HjhzBli1bwOFwoKioiKNHj8LKyoovGimiCSEEcnJyyM/PBwB8//69WoZdUFDAS3P8KsL+8WuzZs2EZtY15XlcCiYffS4xJ09pxM4QnTp1go+PD4YOHQpZWVnY2trWab0PHz4gJiamzusUFBQgOjoaLBYLQ4YMQXBwMDZt2gQul4sBAwaI7A8mpXLYbDbS0tJ+a9CJiYlgs9nQ1NREbm4uVFVVfzLmNm3aoHv37hW+r6SkJPaviZSUFCz+YwTamtogUa0bisuqn2v/t1eMvkiZOkCNnVFMTU1x584d2NrawtPT85cDeKvLyZMnMXXq1Fp3cSwpKcGePXuwfft2zJw5E7GxsWjWrBnKyspw4cIFLF68GAoKCnB2dsbw4cPF/odZEuBwOEhPT69WZJ2VlQVlZeWfImltbW2Ym5uDxWIhNjYWUVFRUFZWrjfDTl6/fo3hw4dj7ty5WLduHc49/wJXnxgUszm0uyOlbgQFBWH06NG4fPlyrY7gs9lstGrVCvfu3YOhoWGNriWE4MaNG1i5ciWMjIywY8cOtGv382ENDoeDGzduwNXVFRwOB05OThg/fjytiuEzXC4XmZmZ1cpZZ2RkQFFRscoUiIaGBlRUVCr9v4qMjMS0adPw+vVrIT5bZvH29sasWbOwf/9+3rANAHidmA33wDgEvE8DC/8ePiqnvB97/w6qWNhPT+Qi9XKosYsIAQEBmDBhAm7evIlevXrV6Fpvb29s2rQJISEhNbouIiICS5cuRXp6Onbv3g1ra+sqryGEwNfXF66urkhLS8OaNWvq9EmhPkAIQVZWVrUi67S0NDRt2rRaOWtVVVW+DbgOCAjA33//jcDAQL6sJ8oQQrBv3z5s3boV169fR/fu3X/5uIz8Elx9lYiY5DzkFpdBQV4W+ppNMc6UTlCi1AA/Pz9MmzYNXl5e6Nq1a7WvGzt2LAYPHox58+ZV6/GpqalYv349bt++jY0bN2Lu3Lk1botKCMGjR4/g6uqK2NhYrFy5EnPmzOHLUG9xgBCC3Nzcah+MadiwYbUiazU1NUbeJK9fv46zZ8/ixo0bQt9bmLDZbPz555948uQJ7ty5U2kLAnGG5thFiMGDB+PEiRMYPnw47t69iy5dulT4+1/NYNRuIoWHQS9w8uTJKtcvKSnhRSozZsxATEwMFBUVa6WVxWKhX79+6NevH54/fw43Nze4urpi6dKlsLe3F8u+64SQGh2MkZWVrWDK5b/v1q3bTwdj+DXoXFCI46nTmpKTk4MJEyZASkoKQUFBEt3+gkbsIsi1a9ewaNEi3L9/H0ZGRohMyP7tDEZpcEEIwUAjrd/OYCSE4NatW1ixYgUMDAywY8cOtG/fnu+6X79+DTc3Nzx48AAODg5YvHixSJhFYWFhtYw6NTUVAKqVBuHHwRhRYvv27UhNTcWOHTuYliIQPn36BFtbW1hZWWH37t0iObKPn0j2sxNTxo4di9LSUgwaNAjL3G/g+Kus396l50AKYAH33qXicWz6T3fpX79+DUdHR3z//h3u7u51qrypis6dO+PixYuIjY3Fli1b0K5dO8ydOxfLli2Duro6X/cqLi6udmRdVlb2S4M2MjKCtbV1he8L82CMKCHJEXtwcDDGjh0LZ2dngfZpEiWosYsokydPxtNUFvYHfQNLpuobNYQARWUcuPpEAwAGtW2E9evX4+bNm/jrr78wb948oUUp7du3x4kTJ/Dlyxds374dHTt2xJQpU7By5Uq0bNnyt9eVlpbi+/fvFUz5d4ZdVFQENTW1nwxbX18fffv2rfB9BQWFemnWNSEzMxM6OjpMy+A758+fh6OjI06fPo2hQ4cyLUdoUGMXUSITsvEwUxEsmZq1nSsq42LjrSgsv/kP/hjSGzExMYw1dmrVqhV2796NuXPnYvfu3TAyMoKJiQm6du0KDofzk1nn5uZCTU3tp8i6bdu26NmzZ4XvS8LBGFFCVIds1BZCCP7++2+cOnUKDx8+ZGzuL1NQYxdRDgbGoZhdu16ibAJY/7kdu+378VfU/1N+MKY6aZDs7GwoKytDQ0MD5ubmyMjIgLu7Ozp06ICJEydW6MDXvHnzenMwRtRgYiyeoCguLsbs2bPx8eNHPH/+nO9pQHGAGrsIkp5fgkexabVqSAQAYEnhZVJRjWYwcrlcZGRkVCtvnZGRASUlpZ8i6/Luez9+/1cHY/Ly8uDh4YHdu3eja9eucHZ2hoqKSi2fLIUfSErE/v37d4waNQotW7ZEQEBAvSm//S/U2EWQq2GJdV6DBeBKWCImdFKqVmSdnp6Opk2b/vImo4GBQYU/q6qq1ilf37RpU6xatQqLFy/G8ePHMW7cOHTo0AHOzs7o27cvTbEwgCTcPH379i2GDx+OqVOnYuPGjfX60x8tdxRBHC+F42ZEUp3XKXwbgLInx6tVvsfUwRjg35umnp6e2Lx5M9TU1ODs7IyhQ4dSgxciSkpKiI+PF1tzLz/ct2vXLkydOpVpOYxDjV0EmX06FA9jvtd5nX7tlXFq1q+PS4siHA4HV65cgZubG2RkZODk5IQxY8bU68hLGHA4HMjJyaGkpEQse/+4u7tj06ZNuHLlCnr37s20HJGA/sSIIAry/MmQKTUS7dOO/0VaWhqTJk1CREQENm7ciO3bt8PQ0BBnzpxBWZnoDAqWNHJyctC0aVOxM3UOh4MlS5Zg//79CAoKoqb+A9TYRRB9DQXIydTtv0aKy0Zp2mfk5ubySZXwkJKSwogRIxASEoL9+/fj5MmTaN++PQ4dOoTi4mKm5Ukc4njjNC8vDyNGjMC7d+/w7NkztG3blmlJIgU1dhFknFndZyeypKQQe/c0tLW1YW1tjT179iAuLo4P6oQHi8WCtbU1AgIC4Onpidu3b0NXVxe7du1CQUEB0/IkBnErdfz69St69eoFHR0d+Pj41LrfkSRDjV0EKZ/BWNt7hywWMNBQE/5eN5CUlITFixfj7du3sLS0hL6+PlasWIHAwECxSm/06tULPj4+uHPnDoKDg9G2bVu4uroiOzubaWlijzhF7M+fP0ePHj0wa9YseHh48K1tsaRBjV1EWdRPD/Iytct5ystIY2G/f4dON2nSBCNHjsTRo0eRmJiIc+fOQUFBAatWrYK6ujomTZoET09PpKen81O+wDA1NcXVq1cRGBiI9+/fQ1dXF05OTkhLS2NamtgiLqWOly9fhq2tLQ4dOoSlS5fSqqlKoMYuohjrKMLZRh8NZWv2X1TZDEYpKSmYmZlhw4YNePHiBd6+fYtBgwbh+vXr0NXVRa9evbB582ZERUVB1IulOnbsiDNnziA0NBSZmZno0KEDli5dim/fvjEtTezIzMwU6YidEAIXFxesXLkS9+/fx/Dhw5mWJPJQYxdhpnZvDWebjmgoK11lWobF+ndaurNNx2rPYNTU1MTs2bNx/fp1fP/+HX/99ReSk5MxYsQItG7dGosWLYKvr69I37Bs27YtDh06hKioKLBYLHTq1Anz58/Hx48fmZYmNohyKqakpAQzZszArVu3EBISAmNjY6YliQXU2EWcqd1b49K87hhsoA45GSnI/6daRl5GCnIyUhhsoI5L87rXerCunJwcBg0ahH379uHjx4/w9fVFq1atsHnzZqirq/PSOUlJdT84JQhatGiBXbt24f3791BVVUXXrl0xbdo0vHv3jmlpIo+o3jxNT0+HtbU1CgsL8ejRI2hqajItSWygB5TECKZmMGZmZuLu3bvw8vLC3bt30aZNG9ja2sLW1hZmZmYieYAoJycHBw8exN69e9G7d284OzvD1NSUaVkiyZw5c9CjRw/MnTuXaSk8YmJiYGtriwkTJsDFxUUkX2OiDDV2So1gs9kIDg6Gt7c3vLy8kJGRgWHDhsHW1hbW1tYiNxKvoKAAR48exY4dO9CpUyc4OzvTgyz/YcyYMZg6dSrGjBnDtBQAwP379zFlyhRs3boVM2fOZFqOeEIolDoQHx9P9u3bRwYNGkSaNm1KBg0aRPbt20fi4+OZllaB4uJicvjwYdKmTRtiaWlJ/Pz8CJfLZVqWSNC3b1/y8OFDpmUQQgg5fPgwUVdXJ4GBgUxLEWtoxE7hG3l5ebh//z68vLzg7e2N5s2b81I2PXv2FIk5k2w2GxcvXoSbmxsaN24MZ2dnjBgxol5/1Dc2NsaZM2cYvTHJ4XCwatUqeHl5wcvLC+3atWNMiyRAjZ0iELhcLsLCwng/qJ8/f8bgwYNha2uLIUOGMH6zjsvl4ubNm3B1dUVpaSnWrl2LCRMmiMSbj7DR0dFBUFBQpWMLBUl+fj6mTJmCvLw8XL16lfHXhiRAjZ0iFL59+wYfHx94eXkhICAAJiYmvGi+Y8eOjB02IYTg7t27cHV1RUpKCtasWYPp06cz1sKYCZo0aYLk5GRG7o8kJiZi+PDhMDMzg7u7e736dxck1NgpQqeoqAiBgYG8aF5aWppn8n379oWcnOAqfCrj8ePHcHFxQUxMDFasWIG5c+eiUaNGjGgRFqWlpWjcuDFKS0uF/uYaFhaGkSNHYsmSJVixYgU9ScpHqLFTGIUQgjdv3vDy8lFRURgwYABsbW1hY2MDDQ0NoWsKDQ2Fq6srQkJC4OjoiIULF0JBQUHoOoRBamoqOnXqhO/f697/vyZcv34d8+fPx9GjRzFq1Cih7l0foMZOESnS09N5NfN+fn7Q09PjRfNdunQR6k3OqKgobN68Gffu3cOiRYvw559/QllZWWj7C4OYmBiMGjUKMTExQtmPEIJt27bhwIEDuHXrFj1bICDqbykARSRRUVHB1KlTcfHiRXz//h3bt29HXl4epkyZAm1tbdjZ2eHWrVtCadvbqVMnnD9/HiEhIfj27RvatWuHlStXIjk5WeB7Cwth9okpLS3F3LlzcenSJYSEhFBTFyDU2Ckii6ysLPr164cdO3YgJiYGjx49gqGhIfbv3w9NTU0MHToUBw8exOfPnwWqQ09PD8eOHUNkZCRKSkpgaGiIRYsW4cuXLwLdVxgIq7NjZmYmBg8ejIyMDDx+/BgtWrQQ+J71GWrsFLGhXbt2cHR0xP3795GQkIA5c+YgNDQUXbt2RadOnbB27VoEBQWBw+EIZH8dHR3s27cP0dHRaNq0KUxNTTFr1iy8f/9eIPsJA2FE7B8+fED37t1hbm6Oa9euoUmTJgLdj0KNnSKmNGvWDOPGjcOpU6eQnJyMo0ePQlpaGg4ODlBXV8e0adNw6dIlgQziUFdXx5YtWxAXF4c2bdqgd+/emDhxIiIjI/m+l6ARdGfHwMBA9OnTB6tWrcL27dvFbq6quEKNnSL2SEtLo3v37nBxcUF4eDjCw8PRu3dveHp6omXLlhXSOfysFVBSUsKGDRvw8eNHWFhYYOjQoRg+fDhCQkL4toegEWQq5uTJk5g4cSLOnTsnUg3G6gO0KoYi0RQWFiIgIIBXMy8nJ8ersrG0tOTrgZji4mKcOHEC27Ztg66uLpydndG/f3+Rrs9esmQJ2rRpA0dHR76tyeVy4eTkhKtXr8LLywv6+vp8W5tSPaixU+oNhBC8fv2aZ/LR0dGwtrbm1cyrqanxZZ+ysjKcO3cOmzdvRvPmzeHs7Ixhw4aJpMFPnz4d1tbWmD59Ol/WKywsxLRp05CWlobr169DRUWFL+tSagY1dkq95fv37/D19YWXlxf8/f2hr6/Pi+aNjY3rbMQcDgfXrl2Dq6srWCwWnJycMHbsWJHKM9va2mL+/Pl8GTeXlJSEESNGwNDQEEeOHGHsBDGFGjuFAuDfGusnT57wovmioiKeyVtZWdWptQAhBN7e3nBxcUF2djbWrFmDKVOmQFZWlo/PoHb06tULW7durXOP+oiICIwYMQILFizA2rVrRfLTSX2CGjuF8gtiY2N5Jv/y5Uv06dMHtra2GDZsWK27IBJC8PDhQ7i6uuLjx49YtWoVZs+eDXl5eT6rrz4dO3bEtWvXYGBgUOs1bt++jTlz5sDd3R3jx4/nozpKbaHGTqFUQXZ2Nu7duwcvLy/4+vpCS0uLF8137dq1VqmVZ8+ewdXVFa9evcLy5csxf/58Ruq7NTQ0EB4eXqt5ooQQ7Nq1C7t27cKNGzfQtWtXASik1AZq7BRKDeBwOHj+/Dkvmk9JScHQoUNha2uLQYMGoVmzZjVaLyIiAm5ubggMDMTixYvh4OAgtCP+hBDIy8sjJyenxp8aysrK4ODggJCQENy5c4exXu6UX0ONnUKpA1++fOHNf3369CksLCx40XxNpgDFxMRgy5YtuHPnDubNm4elS5fyrUrndxQUFEBVVRWFhYU1ui4rKwvjx4+HvLw8Lly4IHJzbin0gBKFUidatWqFhQsXwsfHB8nJyViyZAliYmLQr18/dOjQAcuXL0dAQADKysoqXUdfXx+nTp1CWFgYcnJyoK+vjyVLliAxMVFg2mtzOCk+Ph49e/ZEp06dcOvWLWrqIgo1dgqFTzRu3BgjRozA4cOHkZiYiIsXL0JRURFr1qyBmpoaJkyYgDNnziAtLe23a7Ru3Rru7u54+/YtZGVl0blzZ9jZ2SEuLo7vemvaJ+bJkyfo1asXlixZgt27d4tU2SalItTYKRQBwGKx0KVLF6xfvx7Pnz9HdHQ0hg4dilu3bkFPTw89e/aEm5sbXr9+/cs2B5qamtixYwc+fPgATU1NdO/eHVOmTMGbN2/4prEmfWLOnj2LsWPH4syZM1iwYAHfNFAEA82xUyhCpqSkBI8fP4aXlxfu3LkDNpvNy8v3798fDRs2/Oma3NxcuLu7Y8+ePejRowecnZ1hbm5eJx03btzA6dOncfPmzd8+hsvlYsOGDTh//jy8vLzqVBZJER7U2CkUBiGEICYmhldlEx4ejn79+vFq5v/bt7ywsBDHjh3D9u3bYWBgAGdnZ1haWtZoz/T8ElwNS4R3UDiS0rLQp7s59DUUMN5MG8pN/ndatKioCDNnzkRiYiJu3rwJVVVVvjxniuChxk6hiBCZmZnw8/ODt7c3fH190apVK57JW1hY8EYDlpSU4OzZs9iyZQs0NTXh7OyMwYMHV3riMzIhGwcD4/Ao9t8cfwmby/s7eRkpEAD9OqhiYV89qMsWY+TIkdDT08Px48cZPURFqTnU2CkUEYXNZiMkJIQXzaelpcHGxga2trYYOHAgFBQUwGazcfnyZbi6uqJhw4ZwcnLCqFGjfpoN6xnyGa4+MShmc1DZTzyLBTSQYqEk5DxmW7bH+vXraXsAMYQaO4UiJnz69IlXMx8UFITu3bvzcvNt2rTBrVu34OrqiqKiIqxduxaTJk2CjIzM/5t6NIrKuFVv8v/Isgj+GmGEqd1bC+4JUQQGNXYKRQzJz8/H/fv34eXlBW9vbygqKvJSNgUFBdi6dSu+ffuG6Y7rcSFNHcU1MPVyGspK49K87uisrcj/J0ARKNTYKRQxh8vl4tWrV7yUzcePHzF48GDo6enh2ndlFCjqgiVV88pmFgsYbKCOQ1PrVn1DET7U2CkUCSM5ORk+Pj644XsfUW0mgCVT+ylRcjJSCF5tVaFahiL60ANKFIqEoampiTlz5sB2sUudq1lYAK6+ElxbA4pgoMZOoUgoMSm5FUoaa0Mxm4uY5Dw+KaIIC2rsFIqEklvM5tM6lTcwo4ge1NgpFAlFQV6GT+swP8KPUjOosVMoEoq+hgLkZOr2Iy4vIwV9TdqaV9ygxk6hSCjjzLTrvAYBMM607utQhAs1dgpFQlFpIoe+7VVR244ALBbQv4MqLXUUQ6ixUygSzKJ+epCXqd1ADHkZaSzsp8dnRRRhQI2dQpFgjHUU4Wyjj4ayNftRbygrBWcbfdpOQEzhz21zCoUispQ38qpud0d5GWk42+jTBmBiDG0pQKHUE14nZsM9MA4B79PAwr+Hj8op78fev4MqFvbTo5G6mEONnUKpZ2Tkl+Dqq0TEJOcht7gMCvKy0NdsinGm2vRGqYRAjZ1CoVAkDHrzlEKhUCQMauwUCoUiYVBjp1AoFAmDGjuFQqFIGNTYKRQKRcKgxk6hUCgSBjV2CoVCkTCosVMoFIqEQY2dQqFQJAxq7BQKhSJhUGOnUCgUCYMaO4VCoUgY1NgpFApFwqDGTqFQKBIGNXYKhUKRMKixUygUioRBjZ1CoVAkDGrsFAqFImFQY6dQKBQJgxo7hUKhSBjU2CkUCkXCoMZOoVAoEgY1dgqFQpEwqLFTKBSKhEGNnUKhUCQMauwUCoUiYVBjp1AoFAnj/wBkltHLcfEBHwAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#Get a induced subgraph from 1FN3\n", - "graphlet = p_1FN3.subgraph([\"A\"+str(i) for i in range(100, 110, 1)])\n", - "plt.rcParams[\"figure.figsize\"] = (5,5)\n", - "nx.draw(graphlet)\n", - "\n", - "#Test if the graphlet is a subgraph of each protein \n", - "g1 = iso.GraphMatcher(p_1CRN, graphlet)\n", - "print(\"Graphlet present in 1CRN \", g1.subgraph_is_isomorphic())\n", - "\n", - "g2 = iso.GraphMatcher(p_1FN3, graphlet)\n", - "print(\"Graphlet present in 1FN3\" ,g2.subgraph_is_isomorphic())\n", - "\n", - "g3 = iso.GraphMatcher(p_1EJG, graphlet)\n", - "print(\"Graphlet present in 1EJG\", g3.subgraph_is_isomorphic())" - ] - }, - { - "cell_type": "markdown", - "id": "fa5dcd10", - "metadata": {}, - "source": [ - "Another option is to use randomly generated graphs given a certain number of nodes, for example, using Erdos-graphs generators. *erdos_renyi_graph(n, p, seed)* generates a graph of n nodes in which all possible edges are added with probability p. We can find a random graphs that is present in 1FN3 but not in 1CRN and 1EJG. " - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "e4581cbd", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Random graph present in 1CRN False\n", - "Random graph present in 1FN3 True\n", - "Random graph present in 1EJG False\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "random_graph = nx.erdos_renyi_graph(7, 0.9, seed = 8)\n", - "nx.draw(graphlet)\n", - "\n", - "#Test if the random graph is a subgraph of each protein \n", - "g1 = iso.GraphMatcher(p_1CRN, random_graph)\n", - "print(\"Random graph present in 1CRN \", g1.subgraph_is_isomorphic())\n", - "\n", - "g2 = iso.GraphMatcher(p_1FN3, random_graph)\n", - "print(\"Random graph present in 1FN3\" ,g2.subgraph_is_isomorphic())\n", - "\n", - "g3 = iso.GraphMatcher(p_1EJG, random_graph)\n", - "print(\"Random graph present in 1EJG\", g3.subgraph_is_isomorphic())" - ] - }, - { - "cell_type": "markdown", - "id": "8a378fa2", - "metadata": {}, - "source": [ - "Also there are some graphlets ans random graphs that are present in all proteins, for example: " - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "3b7231e3", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Random graph present in 1CRN True\n", - "Random graph present in 1FN3 True\n", - "Random graph present in 1EJG True\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "random_graph = nx.erdos_renyi_graph(5, 0.9, seed = 8)\n", - "nx.draw(graphlet)\n", - "\n", - "#Test if the random graph is a subgraph of each protein \n", - "g1 = iso.GraphMatcher(p_1CRN, random_graph)\n", - "print(\"Random graph present in 1CRN \", g1.subgraph_is_isomorphic())\n", - "\n", - "g2 = iso.GraphMatcher(p_1FN3, random_graph)\n", - "print(\"Random graph present in 1FN3\" ,g2.subgraph_is_isomorphic())\n", - "\n", - "g3 = iso.GraphMatcher(p_1EJG, random_graph)\n", - "print(\"Random graph present in 1EJG\", g3.subgraph_is_isomorphic())" - ] - }, - { - "cell_type": "markdown", - "id": "e6e1de0a", - "metadata": {}, - "source": [ - "This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify is those graphs are more present in some proteins than in random graphs. " - ] - }, - { - "cell_type": "markdown", - "id": "1af9cc1c", - "metadata": {}, - "source": [ - "### References \n", - "- https://en.wikipedia.org/wiki/Protein\n", - "- https://en.wikipedia.org/wiki/Protein_secondary_structure\n", - "- https://www.rcsb.org/docs/general-help/organization-of-3d-structures-in-the-protein-data-bank\n", - "- Chakrabarty B. and Parekh N., \"NAPS: Network Analysis of Protein Structures\", Nucleic Acids Research, 2016, Vol. 44, Web Server issue W375–W382\n", - "https://bioinf.iiit.ac.in/NAPS/index.php\n", - "- Vishveshwara S.,Brinda K. V. and Kannan N., \"Protein Structure: Insights from graph theory\", Journal of Theoretical and Computational Chemistry, Vol. 1, No. 1 (2002) 000–000.\n", - "- Henneges C., Röttig M., Kohlbacher O., Zell A., \"Graphlet data mining of energetical interaction patterns in protein 3D structures\", ICFC-ICNC 2010 - Proceedings of the International Conference on Fuzzy Computation and International Conference on Neural Computation, Valencia, Spain, October 24-26, 2010\n", - "https://www.researchgate.net/publication/221616535_Graphlet_Data_Mining_of_Energetical_Interaction_Patterns_in_Protein_3D_Structures" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "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": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index 2747155eb..a80899b04 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -35,10 +35,10 @@ plt.subplot(121) plt.title("G", fontweight="bold") nx.draw_spring(G, with_labels = True, node_color =colors) + plt.subplot(122) plt.title("Subgraph of G", fontweight="bold") nx.draw_circular(nx.complete_graph(5), with_labels = True, node_color = "c") -plt.figure(figsize=(2,2)) ``` Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: @@ -201,14 +201,13 @@ plt.show() ```{code-cell} ipython3 plt.subplot(121) -plt.rcParams["figure.figsize"] = (10,10) + +plt.rcParams["figure.figsize"] = [5,5] plt.imshow(plt.imread('img/1fn3.png')) plt.title("1FN3 Tertiary Structure", fontweight = "bold") plt.axis('off') - plt.subplot(122) -plt.rcParams["figure.figsize"] = (10,10) plt.imshow(plt.imread('img/1crn.png')) plt.title("1CRN Tertiary Structure", fontweight = "bold") plt.axis('off') From 7dda396b91f6abb902dc07692c0c8dfe1ca706d7 Mon Sep 17 00:00:00 2001 From: paupb Date: Fri, 6 Jan 2023 17:18:19 -0300 Subject: [PATCH 10/15] fix image sizes --- content/algorithms/sub_isomorphism/subgraph_iso_img.md | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index a80899b04..b7f5cb4f9 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -200,9 +200,9 @@ plt.show() **Tertiary Structure** : is the 3D shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein. Let's see how some proteins tertiary structure looks like: ```{code-cell} ipython3 -plt.subplot(121) +plt.rcParams["figure.figsize"] = [7,7] -plt.rcParams["figure.figsize"] = [5,5] +plt.subplot(121) plt.imshow(plt.imread('img/1fn3.png')) plt.title("1FN3 Tertiary Structure", fontweight = "bold") plt.axis('off') @@ -228,7 +228,6 @@ Let's see graphs of proteins with PDB codes 1CRN(Plant protein), 1FN3(oxygen sto ```{code-cell} ipython3 p_1CRN = nx.read_edgelist("data/1CRN_edgelist.txt", nodetype=str) nx.draw_spring(p_1CRN, node_color ="g") -plt.rcParams["figure.figsize"] = (10, 10) plt.title("1CRN Plant Protein", fontweight = "bold") plt.show() ``` @@ -236,7 +235,6 @@ plt.show() ```{code-cell} ipython3 p_1FN3 = nx.read_edgelist("data/1FN3_edgelist.txt", nodetype=str) nx.draw_spring(p_1FN3, node_color = "r") -plt.rcParams["figure.figsize"] = (7,7) plt.title("1FN3 oxygen storage/transport Protein", fontweight = "bold") plt.show() ``` @@ -253,7 +251,6 @@ We can identify graphlets (induced subgraphs) that are present in these graphs a ```{code-cell} ipython3 #Get a induced subgraph from 1CRN graphlet = p_1CRN.subgraph(["A"+str(i) for i in range(0, 30)]) -plt.rcParams["figure.figsize"] = (5,5) nx.draw(graphlet) #Test if the graphlet is a subgraph of each protein From d1f1ce06b66ee4ba930727e9f4dcc11877c48fb4 Mon Sep 17 00:00:00 2001 From: paupb Date: Tue, 10 Jan 2023 10:10:48 -0300 Subject: [PATCH 11/15] add comment --- content/algorithms/sub_isomorphism/subgraph_iso_img.md | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index b7f5cb4f9..c2dc9e47d 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -157,14 +157,11 @@ nx.draw_kamada_kawai(phone_graph, node_color =I2_colors) Finally, let's see if we can match our phone graph to the desk graph. -+++ - -#### TODO: Explaind more about the node match and the graph matcher - ```{code-cell} ipython3 import networkx.algorithms.isomorphism as iso -em = iso.numerical_node_match("weight", 10^-10) #Match node weight attributes +#Match node weight attributes with tolerance 10^-10 +em = iso.numerical_node_match("weight", 10^-10) g = iso.GraphMatcher(desk_graph, phone_graph, node_match=em) From 956717cf765782165f134be1268566ce0baad4c0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Paula=20P=C3=A9rez=20Bianchi?= <44149844+paulitapb@users.noreply.github.com> Date: Tue, 10 Jan 2023 11:13:55 -0300 Subject: [PATCH 12/15] Update content/algorithms/sub_isomorphism/subgraph_iso_img.md Co-authored-by: Mridul Seth --- content/algorithms/sub_isomorphism/subgraph_iso_img.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index c2dc9e47d..2b9f7d6ee 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -214,7 +214,7 @@ plt.show() Many graph representations can be built from the Secondary and Tertiary Structure. Each representation capture different information about the protein. For example, - Use α-helix and β-sheet as nodes and the interaction energy between them to define edges. -- $C_\alpha$ Networks: Cα atom of an amino acid residue is considered a node and an edge are drawn if the Cα distance between a pair of residues is within a threshold distance. Cα atoms are in the α-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure. +- $C_\alpha$ Networks: $C_\alpha$ atom of an amino acid residue is considered a node and an edge are drawn if the $C_\alpha$ distance between a pair of residues is within a threshold distance. $C_\alpha$ atoms are in the α-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure. +++ From 33f26bc0a32a49f3341efe04d29b93d10aafc52d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Paula=20P=C3=A9rez=20Bianchi?= <44149844+paulitapb@users.noreply.github.com> Date: Tue, 10 Jan 2023 11:17:38 -0300 Subject: [PATCH 13/15] Update content/algorithms/sub_isomorphism/subgraph_iso_img.md Co-authored-by: Mridul Seth --- content/algorithms/sub_isomorphism/subgraph_iso_img.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index 2b9f7d6ee..a228937f2 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -297,7 +297,7 @@ g3 = iso.GraphMatcher(p_1EJG, random_graph) print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) ``` -Also there are some graphlets ans random graphs that are present in all proteins, for example: +Also there are some graphlets and random graphs that are present in all proteins, for example: ```{code-cell} ipython3 random_graph = nx.erdos_renyi_graph(5, 0.9, seed = 8) From 437b856bbb431eb31ce2a2a47230d97e198879a3 Mon Sep 17 00:00:00 2001 From: paupb Date: Fri, 13 Jan 2023 20:18:47 -0300 Subject: [PATCH 14/15] add suggestions and precommit --- .../algorithms/assortativity/correlation.md | 2 +- content/algorithms/dag/index.md | 2 +- content/algorithms/euler/euler.md | 2 +- content/algorithms/flow/dinitz_alg.md | 2 +- content/algorithms/index.md | 3 + .../sub_isomorphism/subgraph_iso_img.md | 205 ++++++++++-------- .../facebook_notebook.md | 2 +- content/generators/geometric.md | 2 +- content/generators/index.md | 3 + content/generators/sudoku.md | 2 +- 10 files changed, 133 insertions(+), 92 deletions(-) diff --git a/content/algorithms/assortativity/correlation.md b/content/algorithms/assortativity/correlation.md index c5aec79d1..fa7a38672 100644 --- a/content/algorithms/assortativity/correlation.md +++ b/content/algorithms/assortativity/correlation.md @@ -5,7 +5,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.13.8 + jupytext_version: 1.14.2 kernelspec: display_name: Python 3 language: python diff --git a/content/algorithms/dag/index.md b/content/algorithms/dag/index.md index 6022e17f0..f02281d2e 100644 --- a/content/algorithms/dag/index.md +++ b/content/algorithms/dag/index.md @@ -5,7 +5,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.13.8 + jupytext_version: 1.14.2 kernelspec: display_name: Python 3 language: python diff --git a/content/algorithms/euler/euler.md b/content/algorithms/euler/euler.md index f8ff2ac92..eb1777e71 100644 --- a/content/algorithms/euler/euler.md +++ b/content/algorithms/euler/euler.md @@ -5,7 +5,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.13.6 + jupytext_version: 1.14.2 kernelspec: display_name: Python 3 (ipykernel) language: python diff --git a/content/algorithms/flow/dinitz_alg.md b/content/algorithms/flow/dinitz_alg.md index 9df18d89a..4ae67fc04 100644 --- a/content/algorithms/flow/dinitz_alg.md +++ b/content/algorithms/flow/dinitz_alg.md @@ -5,7 +5,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.13.8 + jupytext_version: 1.14.2 kernelspec: display_name: Python 3 (ipykernel) language: python diff --git a/content/algorithms/index.md b/content/algorithms/index.md index 03135102e..bee39df4b 100644 --- a/content/algorithms/index.md +++ b/content/algorithms/index.md @@ -1,5 +1,8 @@ + ++++ + # Algorithms A closer look at some of the algorithms and network analysis techniques diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index a228937f2..3a1d067e0 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -4,7 +4,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.14.4 + jupytext_version: 1.14.2 kernelspec: display_name: Python 3 (ipykernel) language: python @@ -19,26 +19,44 @@ First let's define the Subgraph Isomorphism problem: Let $H$ and $G$ be graphs. $H$ is a subgraph of $G = (V, E)$ if -$\exists G_o = (V_o, E_o)$ / $V_o \subseteq V \wedge E_o \subseteq E \cap V_o \times V_o \land G_o \hspace{0.1cm}$ and $H$ are isomorphic +$\exists \hspace{0.1cm}G_o = (V_o, E_o)$ / $V_o \subseteq V \wedge E_o \subseteq E \cap V_o \times V_o \land G_o \hspace{0.1cm}$ and $H$ are isomorphic -Let's see an example, ++++ + +Don't be scared of the math formula we can break this up to fully understand the problem. + +The main idea of this definition is that $H$ is a subgraph isomorphism of $G$ if we can find in $G$ a graph $G_o$ that is isomorphic with $H$. For $G_o$ to be in $G$ we need the nodes and edges in $G_o$ to be present in $G$. Formally, We need that $V_o$ (the nodes of $G_o$) to be a subset of $V$ (the nodes of $G$). Similarly, we need to ask that $E_o$ (the edges of $G_o$) are a subset of the edges of $G$, and the edges in $E_o$ only involve nodes that are present in $V_o$. -```{code-cell} ipython3 +This can be better understood with an example. Let's build a particular case of $G$, $G_o$ and, $H$. + +```{code-cell} import matplotlib.pyplot as plt import numpy as np import networkx as nx +# Create a lollipop graph G = nx.lollipop_graph(5, 2) -colors = ["c" for i in range(0, 5)] + ["y" for i in range(5, 7)] -plt.subplot(121) +# Create a graph that is a subgraph of G +G_o = nx.complete_graph(5) + +# Create a graph H that is isomorphic with G_o +H = nx.complete_graph(["a", "b", "c", "d", "e"]) + +plt.subplot(131) plt.title("G", fontweight="bold") -nx.draw_spring(G, with_labels = True, node_color =colors) +# Define colors for the nodes of G: the nodes in sub_G are blue and the others are yellow +colors = ["c" for i in range(0, 5)] + ["y" for i in range(5, 7)] +nx.draw_spring(G, with_labels=True, node_color=colors) # Plot G +plt.subplot(132) -plt.subplot(122) -plt.title("Subgraph of G", fontweight="bold") -nx.draw_circular(nx.complete_graph(5), with_labels = True, node_color = "c") +plt.title("Subgraph of G($G_o$)", fontweight="bold") +nx.draw_circular(G_o, with_labels=True, node_color="c") # Plot sub_G + +plt.subplot(133) +plt.title("H", fontweight="bold") +nx.draw_circular(H, with_labels=True, node_color="m") # Plot H ``` Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: @@ -53,14 +71,14 @@ Many real-world structures can be represented using graphs. Some of them are inv Let's use subgraph isomorphism to find our phone in our messy desk. First, these are the images of our desk and phone: -```{code-cell} ipython3 +```{code-cell} plt.subplot(121) -m = plt.imread('img/nocopy_150x100.png') +m = plt.imread("img/nocopy_150x100.png") plt.imshow(m) plt.title("Messy desk") plt.subplot(122) -c = plt.imread('img/phone_color.png') +c = plt.imread("img/phone_color.png") plt.imshow(c) plt.title("Indestructible phone") plt.show() @@ -73,33 +91,33 @@ Image Source: + ++++ + **Tertiary Structure** : is the 3D shape of a protein. This structure have information of the interactions between the R groups of the amino acids that make up the protein. Let's see how some proteins tertiary structure looks like: -```{code-cell} ipython3 -plt.rcParams["figure.figsize"] = [7,7] +```{code-cell} +plt.rcParams["figure.figsize"] = [7, 7] plt.subplot(121) -plt.imshow(plt.imread('img/1fn3.png')) -plt.title("1FN3 Tertiary Structure", fontweight = "bold") -plt.axis('off') +plt.imshow(plt.imread("img/1fn3.png")) +plt.title("1FN3 Tertiary Structure", fontweight="bold") +plt.axis("off") plt.subplot(122) -plt.imshow(plt.imread('img/1crn.png')) -plt.title("1CRN Tertiary Structure", fontweight = "bold") -plt.axis('off') +plt.imshow(plt.imread("img/1crn.png")) +plt.title("1CRN Tertiary Structure", fontweight="bold") +plt.axis("off") plt.show() ``` +Image Source: + ++++ + Many graph representations can be built from the Secondary and Tertiary Structure. Each representation capture different information about the protein. For example, - Use α-helix and β-sheet as nodes and the interaction energy between them to define edges. -- $C_\alpha$ Networks: $C_\alpha$ atom of an amino acid residue is considered a node and an edge are drawn if the $C_\alpha$ distance between a pair of residues is within a threshold distance. $C_\alpha$ atoms are in the α-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure. +- $C_\alpha$ Networks: $C_\alpha$ atom of an amino acid residue is considered a node and an edge are drawn if the $C_\alpha$ distance between a pair of residues is within a threshold distance. $C_\alpha$ atoms are in the $\alpha$-helix structure. It is one of the simplest and most widely analyzed protein contact networks that captures very well the 3D topology of protein structure. +++ -We will work on $C_\alpha$ networks. +We will work on $C_\alpha$ networks. We will read the networks from edgelists. + +Data Source: Let's see graphs of proteins with PDB codes 1CRN(Plant protein), 1FN3(oxygen storage/transport in the human body) and 1EGJ(Plant Protein). -```{code-cell} ipython3 +```{code-cell} p_1CRN = nx.read_edgelist("data/1CRN_edgelist.txt", nodetype=str) -nx.draw_spring(p_1CRN, node_color ="g") -plt.title("1CRN Plant Protein", fontweight = "bold") +nx.draw_spring(p_1CRN, node_color="g") +plt.title("1CRN Plant Protein", fontweight="bold") plt.show() ``` -```{code-cell} ipython3 +```{code-cell} p_1FN3 = nx.read_edgelist("data/1FN3_edgelist.txt", nodetype=str) -nx.draw_spring(p_1FN3, node_color = "r") -plt.title("1FN3 oxygen storage/transport Protein", fontweight = "bold") +nx.draw_spring(p_1FN3, node_color="r") +plt.title("1FN3 oxygen storage/transport Protein", fontweight="bold") plt.show() ``` -```{code-cell} ipython3 +```{code-cell} p_1EJG = nx.read_edgelist("data/1EJG_edgelist.txt", nodetype=str) -nx.draw_spring(p_1EJG, node_color = "g") -plt.title("1EJG Plant Protein", fontweight = "bold") +nx.draw_spring(p_1EJG, node_color="g") +plt.title("1EJG Plant Protein", fontweight="bold") plt.show() ``` We can identify graphlets (induced subgraphs) that are present in these graphs and use that to classify proteins. We can extract some subgraphs from the proteins and test if they are present in other proteins. Let's find a subgraph of 1CRN that is also a subgraph of 1EJG but not of 1FN3. This is interenting because 1CRN and 1EJG are both plant proteins but 1FN3 is not. But clearly to decide if this graphlet is particular of plant proteins we should test it in more proteins. -```{code-cell} ipython3 -#Get a induced subgraph from 1CRN -graphlet = p_1CRN.subgraph(["A"+str(i) for i in range(0, 30)]) +```{code-cell} +# Get a induced subgraph from 1CRN +graphlet = p_1CRN.subgraph(["A" + str(i) for i in range(0, 30)]) nx.draw(graphlet) -#Test if the graphlet is a subgraph of each protein +# Test if the graphlet is a subgraph of each protein g1 = iso.GraphMatcher(p_1CRN, graphlet) print("Graphlet present in 1CRN ", g1.subgraph_is_isomorphic()) g2 = iso.GraphMatcher(p_1FN3, graphlet) -print("Graphlet present in 1FN3" ,g2.subgraph_is_isomorphic()) +print("Graphlet present in 1FN3", g2.subgraph_is_isomorphic()) g3 = iso.GraphMatcher(p_1EJG, graphlet) print("Graphlet present in 1EJG", g3.subgraph_is_isomorphic()) @@ -263,18 +298,18 @@ print("Graphlet present in 1EJG", g3.subgraph_is_isomorphic()) On a similar way we can find a graphlet in 1FN3 that is not present in 1CRN and 1EJG. -```{code-cell} ipython3 -#Get a induced subgraph from 1FN3 -graphlet = p_1FN3.subgraph(["A"+str(i) for i in range(100, 110, 1)]) -plt.rcParams["figure.figsize"] = (5,5) +```{code-cell} +# Get a induced subgraph from 1FN3 +graphlet = p_1FN3.subgraph(["A" + str(i) for i in range(100, 110, 1)]) +plt.rcParams["figure.figsize"] = (5, 5) nx.draw(graphlet) -#Test if the graphlet is a subgraph of each protein +# Test if the graphlet is a subgraph of each protein g1 = iso.GraphMatcher(p_1CRN, graphlet) print("Graphlet present in 1CRN ", g1.subgraph_is_isomorphic()) g2 = iso.GraphMatcher(p_1FN3, graphlet) -print("Graphlet present in 1FN3" ,g2.subgraph_is_isomorphic()) +print("Graphlet present in 1FN3", g2.subgraph_is_isomorphic()) g3 = iso.GraphMatcher(p_1EJG, graphlet) print("Graphlet present in 1EJG", g3.subgraph_is_isomorphic()) @@ -282,16 +317,16 @@ print("Graphlet present in 1EJG", g3.subgraph_is_isomorphic()) Another option is to use randomly generated graphs given a certain number of nodes, for example, using Erdos-graphs generators. *erdos_renyi_graph(n, p, seed)* generates a graph of n nodes in which all possible edges are added with probability p. We can find a random graphs that is present in 1FN3 but not in 1CRN and 1EJG. -```{code-cell} ipython3 -random_graph = nx.erdos_renyi_graph(7, 0.9, seed = 8) +```{code-cell} +random_graph = nx.erdos_renyi_graph(7, 0.9, seed=8) nx.draw(graphlet) -#Test if the random graph is a subgraph of each protein +# Test if the random graph is a subgraph of each protein g1 = iso.GraphMatcher(p_1CRN, random_graph) print("Random graph present in 1CRN ", g1.subgraph_is_isomorphic()) g2 = iso.GraphMatcher(p_1FN3, random_graph) -print("Random graph present in 1FN3" ,g2.subgraph_is_isomorphic()) +print("Random graph present in 1FN3", g2.subgraph_is_isomorphic()) g3 = iso.GraphMatcher(p_1EJG, random_graph) print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) @@ -299,22 +334,22 @@ print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) Also there are some graphlets and random graphs that are present in all proteins, for example: -```{code-cell} ipython3 -random_graph = nx.erdos_renyi_graph(5, 0.9, seed = 8) +```{code-cell} +random_graph = nx.erdos_renyi_graph(5, 0.9, seed=8) nx.draw(graphlet) -#Test if the random graph is a subgraph of each protein +# Test if the random graph is a subgraph of each protein g1 = iso.GraphMatcher(p_1CRN, random_graph) print("Random graph present in 1CRN ", g1.subgraph_is_isomorphic()) g2 = iso.GraphMatcher(p_1FN3, random_graph) -print("Random graph present in 1FN3" ,g2.subgraph_is_isomorphic()) +print("Random graph present in 1FN3", g2.subgraph_is_isomorphic()) g3 = iso.GraphMatcher(p_1EJG, random_graph) print("Random graph present in 1EJG", g3.subgraph_is_isomorphic()) ``` -This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify is those graphs are more present in some proteins than in random graphs. +This technique can have many applications, for example, building tree-classification models. But in order to find graphlets and random graphs that are useful to clasify proteins it's important to test multiple proteins and also identify if those graphs are more present in some proteins than in random graphs. +++ diff --git a/content/exploratory_notebooks/facebook_notebook.md b/content/exploratory_notebooks/facebook_notebook.md index 4e613b337..66721314b 100644 --- a/content/exploratory_notebooks/facebook_notebook.md +++ b/content/exploratory_notebooks/facebook_notebook.md @@ -5,7 +5,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.13.8 + jupytext_version: 1.14.2 kernelspec: display_name: Python 3 language: python diff --git a/content/generators/geometric.md b/content/generators/geometric.md index 681f0b5aa..8055c2a70 100644 --- a/content/generators/geometric.md +++ b/content/generators/geometric.md @@ -5,7 +5,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.13.8 + jupytext_version: 1.14.2 kernelspec: display_name: Python 3 language: python diff --git a/content/generators/index.md b/content/generators/index.md index ad4d30284..e6619aaff 100644 --- a/content/generators/index.md +++ b/content/generators/index.md @@ -1,5 +1,8 @@ + ++++ + # Graph Generators A closer look at the functions provided by NetworkX to create interesting diff --git a/content/generators/sudoku.md b/content/generators/sudoku.md index a4eef879c..61f355e41 100644 --- a/content/generators/sudoku.md +++ b/content/generators/sudoku.md @@ -5,7 +5,7 @@ jupytext: extension: .md format_name: myst format_version: 0.13 - jupytext_version: 1.13.8 + jupytext_version: 1.14.2 kernelspec: display_name: Python 3 (ipykernel) language: python From 8a266771b767fe69272ae6d2f684f1824593c1cd Mon Sep 17 00:00:00 2001 From: paupb Date: Tue, 17 Jan 2023 19:38:52 -0300 Subject: [PATCH 15/15] add pre-commit --- content/algorithms/index.md | 2 ++ content/algorithms/sub_isomorphism/subgraph_iso_img.md | 3 +-- content/generators/index.md | 2 ++ 3 files changed, 5 insertions(+), 2 deletions(-) diff --git a/content/algorithms/index.md b/content/algorithms/index.md index bee39df4b..c941e4a3e 100644 --- a/content/algorithms/index.md +++ b/content/algorithms/index.md @@ -1,6 +1,8 @@ ++++ + +++ # Algorithms diff --git a/content/algorithms/sub_isomorphism/subgraph_iso_img.md b/content/algorithms/sub_isomorphism/subgraph_iso_img.md index 3a1d067e0..b1b0dad2d 100644 --- a/content/algorithms/sub_isomorphism/subgraph_iso_img.md +++ b/content/algorithms/sub_isomorphism/subgraph_iso_img.md @@ -188,8 +188,7 @@ g = iso.GraphMatcher(desk_graph, phone_graph, node_match=em) g.subgraph_is_isomorphic() ``` -We could succefully match the phone graph in the desk graph. This means that the phone graph is a subgraph isomorphism of the desk graph. -**TODO : ADD MORE** +We could successfully match the phone graph with the desk graph. This means that the phone graph is a subgraph isomorphism of the desk graph. More formally, this means that there's a possible matching function between the nodes of the phone graph and the nodes of the desk graph. We could use the matching to locate the nodes corresponding to the phone in the desk graph then the node labels are the pixel coordinates in the original picture. +++ diff --git a/content/generators/index.md b/content/generators/index.md index e6619aaff..94d9991da 100644 --- a/content/generators/index.md +++ b/content/generators/index.md @@ -1,6 +1,8 @@ ++++ + +++ # Graph Generators

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"### TODO ADD " + ] + }, + { + "cell_type": "markdown", + "id": "01ed7595", + "metadata": {}, + "source": [ + "Many real-world structures can be represented using graphs. Some of them are involved in problems that can be solved using sub-graph isomorphism algorithms. In this notebook we will study two real-world applications: \n", + "- Pattern Recognition in images \n", + "- Proteins classification " ] }, { @@ -17,75 +36,46 @@ "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", - "import networkx as nx\n", - "from PIL import Image\n", - "from rembg import remove" + "import networkx as nx" ] }, { - "cell_type": "code", - "execution_count": 2, - "id": "c789a6bb", + "cell_type": "markdown", + "id": "1f540909", "metadata": {}, - "outputs": [], "source": [ - "def rgb2gray(rgb):\n", - " return np.dot(rgb[...,:3], [0.2989, 0.5870, 0.1140])" + "## Using Graphs to represent images" + ] + }, + { + "cell_type": "markdown", + "id": "6edf9298", + "metadata": {}, + "source": [ + "Let's use subgraph isomorphism to find our phone in our messy desk. First, this is an image of our desk:" ] }, { "cell_type": "code", - "execution_count": 4, - "id": "ad185a2b", + "execution_count": 2, + "id": "5e6328a4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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