{ "metadata": { "name": "", "signature": "sha256:1953e8b3d3ef0fa9d82a5619ff63c9ff7035c9d4134939ec70f237c1a9764a06" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This post is dedicated to a small clothing experiment. With the help of Google, I've downloaded images of pants and t-shirts (or shirts) from the internet. Using Python and matplotlib, I will generate and display random pairings from these images." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's load the data I've saved to my hard drive:\n", "\n", "- we read a bunch of filenames\n", "- and we create a dictionary containing the paths to the different clothing elements" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "parent_dir = 'files/clothes/'\n", "clothes = os.listdir(parent_dir)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a helper function that separates the prefix of the file from the rest of the name:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "clothe_type = lambda s: s.split('_')[0]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "clothe_type(\"tshirt_1.jpg\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "'tshirt'" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we create a dictionary from the filenames:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from collections import defaultdict\n", "clothes_dict = defaultdict(list)\n", "for item in clothes:\n", " clothes_dict[clothe_type(item)].append(os.path.join(parent_dir, item))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "clothes_dict.keys()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "['tshirt', 'pants']" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we now have a dictionary listing our images, we're going to define a function able to visualize a top and a bottom element (basically a shirt and pants).\n", "\n", "To display that, we plot the top and the bottom on the same axes, but with different extents. Let's demo this below." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from pylab import *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "imshow(imread(clothes_dict['tshirt'][3]), extent=(0.25, 0.75, 0.5, 1)) \n", "imshow(imread(clothes_dict['pants'][6]), extent=(0.1, 0.9, 0, 0.5)) \n", "xlim(0, 1)\n", "ylim(0, 1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "(0, 1)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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K45NuD5kt2VYscOBBP80L/vUFvO58+MyU4/Uc4rvDNA8rPAeyivPmtjOXe5a0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LwAvDK9/+vAZ7gyOfxF4F9Pj78CLAG3ARfftihvEm6VH0EgELxHysDq0iI/+em/wO98+ZuQ99FG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\nQmCC\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "def plot_outfit(top, bottom):\n", " im_top = imread(clothes_dict['tshirt'][top])\n", " im_bottom = imread(clothes_dict['pants'][bottom])\n", " imshow(im_bottom, extent=(0.1, 0.9, 0, 0.5)) \n", " imshow(im_top, extent=(0.25, 0.75, 0.5, 1)) \n", " xlim(0, 1)\n", " ylim(0, 1)\n", " axis('off')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This function can be immediately tested:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot_outfit(1, 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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4mw7/5gOSQBgz53dBvyA8sfjHGI+zmz/JWrjIknhaGJKGj7V4Ne48zwNpDqeAe5ciz3Pa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\nO8i0YF4u0bb5/9u7l97IjiqA4/9TVbduP+32DCM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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's move on to the fun part: we can use randomness and a click button from the IPython interactive widget tools to generate arbirtary outfits." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import interact\n", "from IPython.html import widgets\n", "from IPython.display import display, clear_output" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "button = widgets.ButtonWidget(description=\"Change clothes!\")\n", "display(button)\n", "\n", "def on_button_clicked(b):\n", " clear_output()\n", " top = randint(0, len(clothes_dict['tshirt']))\n", " bottom = randint(0, len(clothes_dict['pants']))\n", " plot_outfit(top, bottom)\n", "\n", "button.on_click(on_button_clicked)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately, the interactive part is not displayed in the IPython Notebook static rendering. Therefore I made a screenshot that is shown below showing the interactive button created with the code in the above cell:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import Image\n", "Image(filename='files/clothes_interactive.PNG')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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DFfpe2b+KwKYYLhXLii82rwx/ah0/WXlZ/QVH+1h6nGyv8ntp/RVhHqWUUkoppZRSOhdk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\nTMNGXb5k28Zm1cN1SR/7khbWqSoyySTSSgpeKoG0pUM3HZx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lW2WgpDrodNwwZMqYBlZ4\naWwz09goPndbok7Ph+ZbCBwbVs7HZWK/PtNFn+2jV/ew3ZErl0ykHAVnpD1cr2XCX5G7UDfh2A4C\n20XStaG6CraI+rZ4GewIAmwWbeu+Dls3YDh++PjdZqcdvbkcNidNdPoGfMfBlfkcLrBEWXMMF0Yj\nUIRWpA1LUxY2qy7Wp/NwjCQusWzsjmj4mN+D24JuLBHf37FmA4aPDUFGTUNizMI/CCGEEEIIIYSQ\nKjBoInOTMGcaxuDRY8CxYaTjUXQm5OolHYvaYliqq1ibspBJxJBIRaFoKlLJJFRRpjdFkI7F0aVo\nWKa62GRmcZlpQvdtaIYJzdKwTjWxM2Zgu2LggKj3bM1ATkthXkpBh2Ngt5bBx9Qc7lDy+EQsh0cT\nHVjmeFiimdhvB7gn2YkPOh3oUwNcamXCF4ivtQL0GgYeUXJ4MtqDZxM9uC/ZgxVi+yW6jgs8F1fp\nGj5mteN24XuiDi71HJzp+dgQ9OBcy8Z5KR2ZZAxKSzO8WBuuMSysdBysCtI4N5rA3qiL/pY0XtTP\nwGec+Vij27j2yqsxLMZI5kthQMfVTYQQQgghhBBCasCgicxNhoEjQ0NhZvK/fvhTrElq2JJKo9dI\nY2/MwmeaHHyqJY1lKQPzXPmScA3z4knkWtvgtjRBV1pxrqVjj5rG29Usbo/7WGVmsEQNcLXh4i61\nC4/GO/Cg2oFnEu3YJ8p65QomzcMmL427RdmXE134Srwbh1p78EK0A2ttF2tFe+8RdfxJZAG+YMzD\npxI57NPbca3mY7vqYl9KwxdjaTzaksXTrT7ujqZxjWngWvlOqCCPW1QPX1cX4EvmGaLOPN7m5LDL\n7cLHrIVYL8oWGw5y8TiaW5vQHYtgW9LCflHvfiuDi+IpHGg18Ugkjy84C/HJ3Hys9VzsOPcCMViD\nhaBJ/r+DQ4UxJIQQQgghhBBCKmDQROYmg8N449iRMGj6/p/+GTYaBrbqPnpND/uSBm5v0fCpFg97\nohY2KS6WawaWxJI4t60V7dEmzIs3oy+p476WLJ5qyuCzERPbDBurdQvXuDoejGTxfJMoa8vgUHMa\ne00X60wD2zUTG30Xd7b6eKYtwFPRNB6KpPFsfB7WugE2J+xwhdPLLXk8ombx7riLjZqPt1kd2Gfl\n8Tbdw9dSXXgulsc3I3k825bHJtPGFt3GKj+NPUkbX0r24GlnPp6OZvA2J4M9Th4f1/JYHVcxT08g\n3docvgx8a5uFh1o68JTwo0oeZxspbIip+Lzsl9GJO4Ie7DVcXD//bODwsTBokqvAho8NFsaQEEII\nIYQQQgipgEETmZsMD+LI4BBkfPLFz/RjQyyFdUkHq1UHN7TYeH/ExtubTVzhuVgdt7EkaWJ5PIkl\nbXFoLU1Y1NKGjREN79UyeCTejkfj3dimBVjpBNhg2fg9JYP7Yxk8FC187tBNXGOpWKvq4aNqH9fb\n8ViTg6ciAR4Wxz/bnMV608H6SBKfNDrwTCqP5xJZ3JqycY3nYWtSw247wAcMH19pdnEomhOfaTyk\ndWODaHOHn8EGP43rDQvPqe04qHbgae0MbHI87HPzeLefx2XNLVjTquDs1ja0tzZhWzyOzzSZeCzZ\njb6IgqsUA0vFOX2+rQOP5c7Bjfl5OFvTcV6Qw9GjRzE4yICJEEIIIYQQQsjEMGgic5Kjg0eAIWB4\naBi3b9yMTZqNDUYaG+0At0YtfKhJwzuaVGyQL8tu0XFVSsG+1hS2tSURTzZhfjyO9XET71bSOBjr\nxP2tPnoTOpZoOlYrSTwaD8IQ6em2AE+Kz3elPOxQTRyI29inp/GQcia+1JTHl6Pd+FJ8IZ5IzsOa\ndA7rFAef8hbia8kF+FqiBx9P5rDdasdqVfQvyOPtbhZPRbN4PNmBJ8XnZ815WOfmcKMzD3vtbrxb\nzePrykJ8RZ+PP9TOwTvsHG53evChoBubI23Y0NSChc3NyDY3YU9MxQPNaTxpLsLyqIYzVB3ZVAw7\nkx52e504P5NHzLWRSuk4ckSMFyGEEEIIIYQQMgkMmsicZBDHwqBpcGgQ+1auwELFwBmqg0WGgbWt\nMVyupMT3JLp0DZmUgrMiCfS1qNjRrENtbkZ3WwzLIgr2Rx3c2ZbBPalOrDU9XOF5WOE4OJjswpPx\nLjyR6MKjqS5cZBrIWwoWaCZ6XAfrrTS2J3XsNBzs0jPYl3Ch+grseBvWWQEOWD52Oy7OMzXono60\npiCTdrE4cHBjwsbulIndcU3U48OyNPi2Dc0SdYt+X694eJubxXvtHpzpmbjYE235nVivxrC0qQn5\nSCt6WtpwfdTC51tz6HcXIRNLwkmoUJQoNthp7M+fgcXpDph2ADNu4Ne//nU4bvJl4AydCCGEEEII\nIYTUgkETmZOEQdPgEN4Uf5199plQ7QCam4XlObggqWBePAUjkYAdVRCLpNCqxLDQNLA4ZaGtuRnJ\neBs6EjFcpCno0xxsizmwtRRiVhK6mcB2K8BOI0Cf+NzkBpgnPnXXhW/4sL0sttid2Kl52G1nsddq\nx3Yzi1i7CU1PYkU6j+vcHPb4aZxvm/BFnyxFgx0EWOT72JvysD3IYKvnYVV7B+yshx4ni4ydxrmq\njXeoeWy0M9hldsF2LOQccVyQw2V2CheIvuvJGJKRJiyNxXBtq4atTh5NsTakogmYqRg2u+LYzvk4\nN52GaTtwkyb++3//bxgaKrwEnI/QEUIIIYQQQgipBYMmMic5OnwUw4PHxB9DyJo27JQB20uj3XJw\nkWrgzEQMblKBLv4OdANGIonzUhrOEfsZrTG0RloQb43A15JYZllYYvtwxb6m5SHvBlhn+aOuN33k\nRRtJPYW0YUIxVew281gXOLjeyWCf146NThaWaDueTGCn046duovrkjbMRDO6RZsdtotU2sFqWz5K\n52On+Nypi3b8TtFvF7kgjbQMprwAb/M6scX1cV3QjnRgoUvUvSrTg/NsD0FzM1rbWqDEIjhXSWKL\n4WGJ5kDRk7BiKlJKFJs0D9dlunG566HLtnBGSsfAf/xTvCUDJmZMhBBCCCGEEEImgEETmZMcOzyI\noWHgF7/8JaKxKFJJDYrjI62ZuCChokdJwFR1pHQLlmlBjbThnEQSZysq1Gh0fNDkenA1DbrtIO/7\n2K+nscdIY7eZxg4rjU4vB81xkPUy0H0PG/QcrnIt7ApXPeWwxesQ2wPERR373G5sznZgr5ODaifQ\nYafRoTmIezaWmllsND1sDdrRJ7avS3fDEce5tgfb8rHIcnGd1Y6tXhYH0j1wsi7you5lmfnIaha0\npjbEWmPQIxGcqyaxSdR1lWFD1+PwEwn0qCl8QuvAwdwivEO0sdbz0Wt4+PaXX8Kx4WEMiUE7NjKG\nhBBCCCGEEEJIJQyayJxk6MgwBgeP4b9+77uY39qGdDKFdsfFOZqONXEFFybb0J5MIFAVdOkq2tui\nuCiewLxkFC2RpnFB00rHQ05R4cn3JMlH2kwNa3UN64W9moZ5mg1TSaFDM2GJ+vYl09gktt8Wd3CL\n+Pt61UcgjnFiEdyWSqO3I4O96TQML4r5rocLdEv0z8Q+PYPbVAfvSDq4OaZjh+4jb2jhu5/mCa9Q\nddyuZXCTlca7vU50px2c7crVU+1QlBham5oRSyqIJiJYpCex2fCwXnWxWGybH43jAiWBx415+MPO\nC/FRcfxGzcCWuImnP3FHGDTJl6cPYXhkFAkhhBBCCCGEkHIYNJE5yfDwEIbeeh3/5fe/ia1tSWxR\nPGx3O/B2JYM7Yy5uiiSwOapiXcLE1qSFvjYX18ZdLImr0Fpb0BZpRby1DVk1hRWmjU2Gg4VJFV26\nhXMsF3dqHbg72YEHIx042NKBHWYeyw0Pm8wsVtlpPJWYj/vVDL4e7cBXYvPxlNqJLWaADTENL6a6\n8QGxz30JH0ujEewQ/bnRzmKHm8HTag++GW/HN9ra8WJrGg9o3dhmpnGDmcMB4Uf0HL6mifqUTnzJ\nXCiOyeI6qwcfdLoxPxFDriWGLtWB1RbBNdEUbm3zcFuzj50RExe0RrE4GcHBZCdecs/C7aLPa8V5\n9aYcfGL/dTgiH52Ty5mOFd7VRAghhBBCCCGEVMKgicxJ5Iutjw4P4f/7vo9gXZuGLUkTyxwDtyVd\n3B6xcVNbCmvjBq5RbaxTHaxqTeIdKRuXNLUg0haDHY/CbmvCdc0mbo7b6G9NY3/KwUbdwR4ljedi\neTwbzeGZSDZ0r+5jU0pHr+Niq2aFv0j3QDyPLzd34flIF+5XOrBZlF/iK7hTDxBc3ImDiYU4J2+j\n183jRsXHNtvGF1M9eCnZif9DHhfN4iGjCzsNDzeI8i2Ggadbs3hO9OXpWA5fNs7Cfi+H99pduMnP\n4cq2ONaoLua1xNAZj+Bj0QB3tri4ozXAjlYVZ8djuDqVwFOi/hedhfikPx/rrQDLxJjctmUnBo8d\nwxH5vCEXNBFCCCGEEEIIqQGDJjI3GR7C8FHg2TUb0dusYZviYr3t4P2xAB+J+ri5qRVrW2K4Jqpg\nXVzB2kgCn2zRsKmpBTGlBUa0DeloE25stnAgbuIzrWnsUxz06g52auODpj2Gj15Fx3rXxSbdwtOx\nLtyfyOPFli48I/5+UJuH7eL45Y6Fx6N59Cdy+OPmHqxydVyXymB7ysNyW8cjqU48lmrHF5rb8UA0\nQL/egfWmi51uHivTDh5IdeBgKo+no1l8ObEA1xlpfMToxtv1NNa0KViTsNDZGkF3MoqPR3x8qskS\nutglzu3seAoXGxbuMhfiLudM7Pa70W06yKk2ejesxxEM45j85TkGTYQQQgghhBBCasCgicxNhodw\n7PAQPnXZFbjatLFZC7DJDPDRSFaYxs1tGtYlLCxVXazXfCyP6rg9YmJnaxJBPAIl2ooO4dubHeyJ\navh0Wxq7VQcbDAc7qgRNu0wfGxQd61wXvYaFL7R14ZFoYUVTGDTpC7BZtL8s8PBUvAfPN2XxteQ8\nLHENrDYC3BBPY4vu4oXoPHwp1oPfb14g/u7AY+pCXKvm8Ha1HX2ijRfauvGlaBeeT3Xi5cRCvN3M\n4VPuQuwR/dqYNLEmoqO7JYL5yTg+FPXwnhYd726xsK1FQzqeQMrWsNHtwG4ni8VBBlHHQEw3cflV\nS8IfnBuUv9bHn54jhBBCCCGEEFIDBk1kTjIk/294GL3zu5A24jjD1HCWoWJHxMLOqIGLW9qQi8Zh\nJ1PIJRUEiRSuUlO4MBlDvKUZiWgLOmMR3NDqYFtUxSciGezQHKwzXWwz0ngqlscT0Rwej2bxmHCr\n6WGFqmOF52CVaeFzagc+YeRwn9qJT5uduDbhoEOJQ3OjuClm4j1aGp+yu5EPNFi+jS5dgS3KrtM8\n3CTaeVfcw7WKiT47QKet4jzPRWdaxS1qgPfoHj5pZvB7SjtWex6uy/ZgjW1hrWpjhQyamiNYkEjg\nlriL/TENm+IKuqKtiMbbkLAMbLe6scfOYGk6h87AR870sXjxpRiWvzo3fASD/N05QgghhBBCCCE1\nYNBE5iThL6e9dRRp3Yal6bANC56l4wrTx9WahXMScXjJJJKaCl1XESQNXKbYOLctAbulFa0tTdDa\nYliQ1HCVaeOsRErsG4GrKTCUBPanXOxRHOxQHWzTbOR0B4ZjI9AtaI6FtZaFLaLtbaaLzY6HTldB\nh+ZBczVs8tLYFATYabfD9UwkXBOm68EzFfT6WWwVx+31M9gi+nyB68MR+1qBLLfQ6+Ww1TRxrZXD\nRj2DvKg7k81ivuMin1KRsz3EozHo8TjOEH1fmjJwfjKB7kgMWjSBhOjbZrcbO9JduNrPwdI1mKqO\ncxaehUH5MnAxbsNDXNFECCGEEEIIIaQ6DJrInESuZnr9l7+CHo3D0Q1YZiFousrwsUyxcF48Dj+Z\nhKKqMHQVTlLBZaqFC2MpZKMxtLQ1IR6LoUsTx9gOzjECmKaJnJmGp3tY5dpYY9tYL+rdoIvtFUHT\nesvGNsNBn+Vhq+sj7ytoF8fpjoatTnnQlHRNuLaHtKZgm5PFDsXGdWKfbaqJi8Txvjje9j0Eoq1N\nXk7Ua2KflcVaM4Os7SITZHB2Nocu0Q/ZfjQaRSwVQ7um4krVwDniXHNtcRhJDUrgYKvVjpuMjKgj\nj8tF3ZeJc7vSy2PwyNEwoJNjRwghhBBCCCGEVINBE5mTHBscxHf/818g1dIGS9VhmhZ8U8dSzcfq\nhIXzY3EEiSQ0RRXlqvhM4GLTwEWpFLpSCcRbmhBPxNGtGVhuusj7HhKOAdcJkJK/LOf62G772GF6\n2Km544KmTZaDHYaLXZbYRxyTCQpBk2lr6LPHB02244ljFWxys9iu2dgrjtmiGjjfcuGItlzPQ1bU\nvcXNoU83sdfMYJmox3MdZLwAi3t6MN8W+6a0MGhqS0WREfVdmdKxuC2GRa0JnKNYWOw5+LTegRfs\nM/CgPg8H1LRox8MVCQNDh98M387EnIkQQgghhBBCSC0YNJE5yeDQML718tfgxxLwkgp8w0KnYaBX\nCbA5ZuEKsb0znoKbUpFRNHS3xbExbmBTm4or25JQmpqQiMexSDWxVnPQbctH8FJo161wZdMa4Vpd\nfGoGVusGsoYNw7EQiHYM28JW8X2P7mKv4WG35aMzUDFP95CxdVxnZLDLS+Nasx1Z14TlWnB8D1lL\nRZ+Xwy7DxQEvQJ9m4TzHhS/LPA8dsk4nj72iD9eaGax00ghcGx2uj2XzF+Is8ekkUkhEo0gm5Yom\nBStiGpa2xHB5JIZ14jx22i6eS+TxktaNR9Uu7DddrLdcXBSN4/Drv8Ix+egcn5wjhBBCCCGEEFID\nBk1kTnJ4aBDfuv0jWJdIYGXKDl+UvUv3cH9bFne2WPhwm40NsRSujKewNmZjdULBHS02bm9Wsacl\nCaepGU40il1RD7foPi6yAixKGTjL9tBj2bhF8XF7IsCHhB9MpHGNYuNqw8EK0cY61ccjajeeSHXj\n2WQPvpCYh02mjT5xTJ/l4Jl4Ho8n8zgYbcdqywyDnhWuKNMdPBXvwmOpDjyQzODpWBc2OZ441sNm\nO4N1to3HlW7cn8rhfrUddxndWB0EWOsFuM9eiG2i7bMiUXTF4uhWUrhCnNu+piR2tMaxONKKDYaP\nXlv0TdTxdKI97MN742msEuNzeVzFL//5pxiUQdMxLmkihBBCCCGEEFIdBk1kTnJ4eBCP79gZBk1r\ndB9rVBv7FQ8Pt2TxqVYLn2y2sTGSwuWJFJalxgdN6dYmnJVM4I7WNJ5LtWO36mNzVMcW+ctzmoUn\n2tJ4vjmNL7Rk8FxbVtSvYZWhY4NhYpsofzSSwRORLJ5uy+FZ4Q75OFzSx17dwRcieTwby+Op1nb0\naia26C42WgEOpFx8MdqN5+OdOBjL4EuRbuyUj95pHq5Vs9itOHgp2oNnxfHPx7vweGoedtpZ7LIy\nOGieiX1KgEta4zgrksDZiTiujiTR15RAb0sMFyYj2KwH2Gi6eDjViae0Lhw0OvFuI4erbB9dkTj+\n9gd/hWNDQ/J94IQQQgghhBBCSFUYNJE5ydHhYTywrhfr4gmsUhys0Wxcn/TwWHMWn2yz8LFWG73R\nFK5IpLA6MT5o8tuacJaq4qPNHh5PZLBNd7A2rmC9bmKZruG+mI8HIwEeiKXxuVQa25Mmtqk2dqoO\nDiguvtSawZfaZFiUxaFoDn2i/T1JH3tKgqYnS4KmzVYa1ykeXoz24IV4F+5Xsngq1YNNfoCNjo/d\nlvy1OQfPJ+fhsUQ7HhV+XulGryPKbdEPdxF2WhlcEE/izEQSFySiuDQaw+qmBK5qjeMccS5rjXZc\nKfb9kNaFT2gdeJeexRWqCc3SoETi+Oo3vo6hcPSYNBFCCCGEEEIIqQ6DJjInOTo0hN9bsQ7LIjFc\nk7SwWnNwc8LDo80ZfKrNwe0xB+viKq4Qro7ZWCo+P9Ri4bYWBdtbEji7VRynefhUcxZPxDuww0ij\nN2Vjk+mj13TxZCSPZ1qF0Q7cn8iHK6ZWGQ426B62iuOeiGfwREIcm8rhceF2w8U21cMecexzUXFc\noh0Pis/V8pfkDA8brTT2qS6+EOvGF+KdeCqewxfF37vtADtMUWbksEfUfSg+D8+L/ryg9OBJbSF2\n+3nsdvN4wjkH+/UsrowoOC+axDmpGM6JxXBJSwwLI1Ek5ful7AwU38LVXg7rgjw2+TlcZWSgWy4i\n8RQeePSR8FfnBgePjYwiIYQQQgghhBBSDoMmMic5OngEl553HjIxBdmECt/UsETTsT2hYUfSwoaI\ngoVxBWYsATsaQUZsv0q4NKHg7HgMVrQVKzQH74mk8WC0C1tVG1vUDNYaPt4pPh8W2x9vy+EZUXZj\n3MJK3cNyy8ca+YtyZgZ3J3L4bDKH31MKXq7o6FFS2GC4eHfKwwe1HLZFTHTbKi5MmbhUd3GlruMT\nahafSfn4tOLhdi2LKy0H53seLnazWGUH+KTRhXu1PD6jBmLfdlzuerhEuD+VxdmmiVxLC9LxBNIp\nFbo4LzvSAjfaBiulhb+Y5xk6Voi6rjdy2CCOW2elkRJ9iIlxeN/73oehofB35wqDSAghhBBCCCGE\nVMCgicxJBoeGsKC7B45pIaYpSKsurhKuSzlYpadxpaIh0DRE1CQSyShsRcVFYttlSgo9qSiSLc1Y\nlFSwNmlhv+bDsVV4lgPTNnGR4WKDbmGr5mKHkUW7rcDTdNGWibRor1O3sU3zsEX3CquVhLqtiTZ0\nnN/RhUvPnY8re7pxiepB9R04jo+c4SDjGNjqZNFnu9jk+VgWZOG6Fgzxt+Y48F0Ta9yM2CfALjuN\nPqsdbtqF4bpYnu6B7Yn+JVSYuolENIbW1makWppgRaLwxbkHfruow8c1mQ7stuWqpgCb3DxsR4ca\na8P2zZsweIyrmQghhBBCCCGE1IZBE5mbHBlGt5eBG9dhpHSopoXzDAtLNBNXWB6WJAzkEzJgUWC1\nJRDElfAxuiWxJBbFolBa29CVUHCZamCV7iBtif1NHxnTwVIlwGbDR5+Wxi6jHZ22aMO2oHsOHM9F\n1pGPzznYIo7bZDjYKLRVDUFEx8XpTly9cB6WZTtwftJGyrKQSbro1l102EYYAO0T/btOz6DXbke3\n6aFTC2CZtmjfQK+Vxk4rwB4ni91GF7J+gLSfwUqrHR2ZDM5MtyPa3IpIJIa21lYYrRH40RisZAq+\n5SKnqlhv+XiP6uPt4vv7tTwu1XVcJOrfvWoVhocBRk2EEEIIIYQQQmrBoInMSQ4LM+k8lKQK03Lg\nGjqW6DZ6UxY2KC6u1CwEuomkqsNMpKCqChanVFysJNCZisCIxNEtvl8l370kjkk6SeiWiZSl4hJR\nz1LTwFpD1GX4sJw4XEWFpWlwNR2dioktplWmZxvh42tXBO1Yl+/AJi+HHrE9HpjIaLbon4YOM4Xt\nhoO9om/bNQdLnQCGo8MyTZji+C5bwzbTwx7DxVbLR6+ehuuYsEW/ejsXoLujHdu3bka0rQXJaBJJ\ncQ5BNI5z4xoutl0sFW33mml8zOrEC/E8nlZyeDHRg1uVAL3iPLYtvgRHjg3iGJ+cI4QQQgghhBBS\nAwZNZG4yCJxteTg7qWKRaqBHM7BDDbBL9bA95mNv1MRixURXSsEZiRgujOm4tdnATa0qNjRHcPH8\n+cioCVxje7jGsqHaBjzNQdxIYZUZYJllYYuqhy/+NhwFvmHAMjWkDAXniPIVpoU1po2Nuo0t4jg7\nLY6PxbHL7MSNRhb7FQ9pTUGn48LKWIi6SVwq9pXvcNqv+tgkQzHdR8pXRP0GDFfFmY4ljs9gp+6h\nz/RxuefC8FT4jo2lYpv8/txLL6E7loQbjSEVjaCrpQU7WlJYplvY6GWxR7T9Ua0LLyZ78HyqG08q\nnfiEnsOmqI4dZ5yPN+XvzhV+eo4QQgghhBBCCBkHgyYyJxk+ehTL/TTWxlJYr9rYGjFwVyTA3REf\n/S3CJhu7oxaWJVSsisVxpa7gwy0a3t2WwpbmNvzxoRdxkeVgb8LCtQkDC0wT56gOulUFb0+l8TbF\nxe1xG+9LpnGuoeMS28WFYv9zTQtbjTw+F8/j/lg7Hop14BHhpb6OK1ri6E924qnWLB5o9XGNbNt0\ncZlnYY1u4462NA7G8nghmsMj0QweFMf3Gg62aH74vqf3JQO8EOvCM7EcnhZlH9Fz2Kw72KWl8Qmn\nE7cYLv7uL/4cmeZmeK1tcJtbcUVTFLtbUlgn+r7dyqBP8XGbnsVDShYPivN4ICFfKh5glxFgRTqP\nYRzF8LGjI6NICCGEEEIIIYSUw6CJzEneHDyMlfl2rIqlsCxlYF+bgQfbAjzc6uP+5gAfa7awJWbi\nyngKK6IxrIzF8MmmBN7RFMXVTS34yU9+jFWGj7vEvo83Odiou9iqprFB1PVYtB1PtuXxpaYAz7d1\nYG/KxXbTx3bDw1bFxodSHXgqksNT0XwYCElXuCaWtSXwQLIbLzfn8XhrGquTKrYYAdZbNpZYOj4R\nCfBINC32z+CBuI/PxXNY7hhYbblYY1t4T9LDs7E8nohn8ITY551WGittI3zx+D16Bp/SArz6/b9B\nNt4KvbUJ6eYWbGxWsDOSwgbdwzYrEwZO1xtZPJnswcFUNx5MdeIjWicuFXV0qDqO/u5NDA9zSRMh\nhBBCCCGEkOowaCJzksHBIeyYdzY2xWysSbq4NuHh4VgeD0cyeKg1h49HPGyPO1iTsNEbNbBMU3B7\ni4YdMQUL1RTe/O1vcUEsjs8oWdwZt7BBM9CrOliX1PBoaxoPxNN4NOrhkXgOG035yJuBTYomyhV8\nUJQ91yaMCKMZPCvaXG5auCKSxJ1qF55qy+KBWAZXif17ZdBkinotH/dHOvHFSBe+Gu/B8zKgSvaE\nvzC33c6FIVF/Io+vRufhy7EevBTtwu1WHtvNAPvNHO7xOvFpLYO//Na3YWkJJNuakGlpxaZWBb2J\nFJYYDpZaAS4Tn1c5HnaYGWw1fay1XKx2s/CSOqJiv//5s1/Ipw4JIYQQQgghhJCqMGgic5KjGMS2\ny6/G1YqDpbqDA0kPn2tN454mB/e1ZPGhuIvVSQvXKC7OV1ScFYujtzWCq4TvvulmvPXmYVzYFsXn\n2jL4TLOLXt3GVsXHNlHfw81pPNCWxt0xC/e3+tisWVjm6NiUUrFET+EjSg5faMrgBeGzYt+nmwOs\nVCysaNPwMb0Dj0R8HIzmcXU8hQ1GGmtsD2tF+f1t7XiuOYevtLbjC60BvtjaiT2qh51KgDWag8/H\ncnisJYMvRrvwbGsGu3QPu5OFF4N/zpuHB412fOnOe3HLO29BItKCXKwNi1qacWE0goyqwQ5/NS9A\n2nWw2m9Hr+tjpe1ik53DPNWEljLx/b/4KxwbYtRECCGEEEIIIaQ6DJrInOQohrFpXS/cuAY3pSPQ\nFCwXfy+JJnFNwsTyhA5PUWGnTMSTcWi2inykFVZLK/6v//Tn+B//7R9xtSi7K9aBDybzWGEYWKe5\n6FVM3N/s4bnmTjzWmsEzzR04kExjs2ljb9zEOlXHp5VO3BfJ4rOxDD6VSOPjovwMU8eiuIL9dh7v\nVhy8O+EhnYjgTNPCAlvDeZaF96c6cUcsh/uUjnAl1d2pbixzAlxj5nCR6+ODejs+mcrhbn0e7ki1\n42o3wFI9wOVBBvt1H+/SPay79Cr8P38+gObWJhiRFnTGWnGeOPfSoClwbaxysthm+1jneNia7sQi\nPw1H/P3tb/0HDPFt4IQQQgghhBBCasCgicxJBoeO4Oabb0I8loKiGOjWTGxIOViR0LFC83GhpkE1\nDbi2D80yYctVP61xeJEkfvbP/4wnHnsCZ8US2B9xcYVqYYGu4UzDwQJxzE0xF/vjDnakdOwTn+2W\nhsDR0amq0Owkllu58FfjNhgW1gpXmSZiZhJqNIbLvQCrLAPrRHmT2oyErSHmptDiJ7DM8LFeddAn\n+rTRcrHNyMH0LZiOB93TsckMsF3zsNdpx1YtgCXKAsMW+zi40s9gk+PivHPPx8/+9RdoaWmG1tqC\n9ngU82LlK5oc18KVbho7RHt9Vhr77Y7wF/h83cQLzzyDI3x4jhBCCCGEEEJIDRg0kTnKETzy8ANQ\n5aolzULOMbFCt3GVruFKy8Hlpg1NTcFKqEhFIkhHWpGLJxBpacEbh9/E9TdfjzOTSaxWXXGsDl81\nYBo2UrYqtjnYknLRK7ZtTbrwRbltOghUC1FLx0VWOzaKtjZqQlWoWFAcDWY0gWu8HNboJnaaOUT0\nJFzbgekaULUUVigeNiYs7NQCbNVcUXcGvuEiMAIYjoW1VoAtqoddVgd6jSwsW7Qt9rNdDytFfRvF\nvhfOPwM4Ooyerh6oLa3ojEbQ2dqCvJISdTloNz1kXTEWToDb9DTerefwcaMHNydzuFz1cfCO3wOG\nj42MISGEEEIIIYQQUg6DJjInGRb/9x++9adQowl4uo2MbWCZouMaVcXVqoVVmgMjFoOXVGAnIrgg\nnsSC5gjOOnMBjg0P4sJLLsTVCQNrzQA9jgVXN5EwDETNOFYaNpaYLlYoBpZqNkxTg6/7SOsuDMPE\nuXYGmxUbvaJsvWh7rdhf9XWY0SS2evOxM+Zgf7obiuiTa7tIeQZymo7ljodexcJ2K4O9hovloo85\ny0O3140e08ZWO4trlTRuMDuwPJuD6dqwHBda2sIGxceywMFZ+XYMHx3GIwcfhZFI4gJVwZJoG5Yk\nUrhM9G+p4Yn+uLhVS+MppQNPG104qHXgo/KdVbaDD1x/PX91jhBCCCGEEEL+/+39Z3gd5fUGesdd\nvXdL7upW77333nu3ZEuWJcu9G9N7NyUkgdCLKQZM7z1ASAghgQRCIHRjipuk3e531rO9jUxs+DvH\n57wX6P6ZpZndZmbvXPlyX+tZQyfEoIkmJYlK3vrjG5g3wxpJ1m5os52NM2f4YscMH63mYJW9N+Kt\nbZFk74QUGxvUTpuJ3Fk2WLtiKYzGcQSGBCPTzgNpDu6wc7FFgPZ+LwdPuDs4osbBB2X2Pqi28UCp\ntvV1cYejswecndxg7+SEUFcfFNu5qCo6UlO8rDDFeiYq3RehyMEDrY5ecLCbBR9HRzi52cHZ0R7p\nLq4osnVGqbMnSrVjhbm4YKa7I5x9ZsPbxQElrm6ot3dGo4s3Kl084OloBx8HB/i42KPLzhvNTq4q\nrDKNm/DXv/0NNlOnIXLKVFROmY4aK+3zDl6odNau29kLy+y9cLXtHFzjOA9X2M/BNltvFGrHX9nS\nApi4dI6IiIiIiIiOj0ETTVr7PvsUQVZ2KLf1wBJbH1w4wxvnTffEuTN8sXmaGxKnzkTyLFtkTJ2O\nxl/9CjkzbXDXrTfCaDLBf/ZsVE9zRL2NGxY42MDPwQlOjg6wd5ql7kBXYuOCcit75Nk7w93ZDj6u\nzpjr5IjZjrZIcXLHsJ0HRrTzrrbxwFprDyS4uiB6lgPOtwvGsIM3zrWbhzQbZxQ7zUaOhzdqZrrj\n7JmzcemvvHDprLk4b9YcLLHzQrqTdi5XX9TaeeICm7m4coYfLndYhLNdF6HAzQdF2mtlLt64yiZA\ne302VtjNBgwmHDh4ELNmzkSk9t3KfjUVZTOtkW3vgnwXdxQ5u2KpdryrbPxwtcNcXG7rhzMc/FDs\n4obB+jrt8wyaiIiIiIiI6PgYNNGkpDcCo4cPItDGBpUO7hi08sRlU71wwVRXrbyxeaYX0qwckGbn\nhPRZNmiYMgMx02bhL395EyYTkOfsjg1THHHuzNmosXNDg603iu08UWTrhPNtfHHhtNm4eLonzpvp\ni2obd2Q5uSLP0QV5do7osPPA76Z54Xfa+a6f4oUbfuWFAidnJFhb4yzbBcjzdMWlVvNRbOWsuqIq\nXXxQbaddl403dk71wOVWfrhWO36/rQeKnV1Q7eKBZntvXGU1F9fO8MNvbBfhPLs5KHH0QImDpxoQ\n/ls7f1xj5YsBa2/oTXocPjyK6upqBE+fhsZpVmibYYdye3eUOXugzMkNS2w9sdPODzvt/XCxrR82\nafuZ9q7oY9BEREREREREP4JBE01KKirR6RA5wxb1M93QPtMDW6d5YuUUR6yc5obOGQ5ImmWHFGtH\nxFjNRO7UafCZOh1ffPElTCYT8qc7Yst0F5w/zQtlVi6os/VEkZ07Sm3sccUMT1w03QuXWXnhymm+\nqLNxQbGDE4q0qrR1Qv0sJ1w5azaukJrpo73fWwVUcU6zMOwZCLvFvrjA2R9Frm4ocHBFuZsPKmxd\ncZGNH3ZO8cLFM2fjd1Nmo83GAzVO3ih2dEGFkyd2zvDF5dqxbpo2D2fYeKth46UyNNzBBRc5+uK6\nmb5osnHVrl8Hk8GEB++7Hwu171Y1bZZ2TfbIsndHkqMb4rXjpdo5YdhlNkbsPdHv7Ksd3we+2nON\nLU3ab8egiYiIiIiIiI6PQRNNSnqYYBgdg/9Ua2TNcEG8tQNqZbi3jS2K7F0QM8sKbtZWWGDriHk2\n1lg0fQqspk6FzqDH/m+/Ruo0e2yf5amCpgIrp58MmuQOdBI2ldk5oUY7z+XTZ+OKKT646lfeqspm\nWCN5xlRcNGseum09cPWMuchxkBDMCZU2zmiZ6YydM33w21+5qzBJuqHarV3R4OiJcjtHVDi74Srt\n9aume+C2qXNwro0Pah08UGvvgVY77TU7P1w1azbqZjnBNHYYo6Pj+Of778PBejrCpk9HnJU95jm6\nq7vYuTm7YLaTM4q8fFHm7IkKd1/kevjAw9EJjc1NMBkZNBEREREREdHxMWiiSekw9Nh/+BBmTZ8B\ndzsn+NrZI8vOBen2Tsh18kKw9twse3s42bvA3sYGXtLVlJmFcb0Ob739JqJn2mPjVGdcMN0b+fau\nPxk0Vdiag6ZS7biVNk64ZuZ87Jw1D5dZz8PF1nNRZOuCSGs7XGEbhN9O8cXVswIR4+mCFns/7fge\nKJzlgtNtfHHOVE9stp6N02fJed2Q6eyJZO24qW4e2G4zG+vtvHCO7TwsdfJFnIsnkpy9kOXogc1u\nC7DWYQ5SZzrh8HcHYTSaoBs3qu8WONMKYdq5vRzd4OjsBmdnZ8x1cEWhtx8qnXxQ7+KHYlcfzNau\nvbmxiUvniIiIiIiI6IQYNNHkZDTCOKqDzSwb2Ng7w8fWEZm2Lsi3c0WJ42wkOHphlr0DXOzdMN3a\nCl6zZuDaa6+FXq/Hsy8+g0WzrNE53R6rrL2097pqn3VFsvbebBsHnDbdHdumeWLHTA+cPXU2cm2c\nkWbrhCQHreQudnZOGJjuiiUzXNA+ywXN1i5YNNMaU2yno8zND03atTQ5+GGmpw3mOrurO865Ozui\nwNUD5dq1Frh5osrODd5OjnB1dYKrsz3c3JzV8rliVzfUuPsiysUV1tpn7Fxd4OPkgGrvOShy8YaP\nlS0+3vsVxg166MeN2LJhExbInfesHDHbyQ0eTq5wc3SGu3bsPE9vlDi5o8LZC3nus+Fsb4eOviXQ\nab8dERERERER0fEwaKLJyWSEXqfHjJkzYW1nB0d7O0Ta2iHb3glpzi7ItXPDdLsZcLW2g/WsaVhg\nPR0PPfUIjHoDHn7sIbjOmolMG2dkOrnD3cYW9va2cHV1xQJnJ1TNdEK1jRuqbZ3RYu0Fd2cHuDs4\nH1NFdq7HlIetDaY5WKHKYTZK7B1Q6OkHZ21r5+wGL0cX+Di4IE8Gdds5ocLFE7kO7vB0dIK9syO8\nXFzh4+iKUmcv1GvP12mfne/pAQfts7a+3ljg5o5KDz9ku3jDzcEOn336qfb9oe6e9+fX34DT1KnI\nsHKFk7MrnLXj2GnHne7mgCJ3b1Rp52p08EKLow/mzbTC6aftkHWHRERERERERMfFoIkmJYNOD4PR\ngLlz/eBsPROL7J1Qau2EvpkuWDbDXSs3hNg5YMGUGYibZY3EqTPx0b/eU5/ddd8uuM+ciWxrZ6Q7\nu8PFzhZ29rZwdHWBr6sjiq0cUWTvilxnJ5Q7eMLezR6O2v7EOtmgSUqCJhkmLuFPjpMHPJydYevq\nBE83N/g4OaHM1RP1jq6o9/JFoKM7Ztt7ae/xQqyjD9qd5qHaYS7maNf25QcfH/n+RowePAx/Jxc0\nzHJBsPZZf+08vk6O8HGwxzInX2xw8MWZVrNx+gxPFM6ywx1XXg4YmTQRERERERHR8TFooklJ7hxn\nggHNJcVIc3FDySxXrJnqhst+5YUrfuWDS6Z6ocLaCYkzrdA6zQ4pv5qBA99+DVk0tvv+e+E13Rw0\npTm7w8neFu6zbODp6Ix5jg4oneGASitX5Ds4ocrWAx4OdnBwdDymTjZocpcuKxcPVNk4oc7RE0Va\nzXZyUfOU/FzdMMfJEZWuHmiW0MjbB27O1nB0ccYsJzss1l6vcnJHnqsn7K2n4Z33/wajwQiDyYjx\n0XHsXLcRm6e5ad/XDXl2bkjWjpGmvf9cx3m40nYOrpnhh3O01+ttXPDMHbfBZBw3/4hERERERERE\nP8CgiSYlownQGXR4/r77kDDNFiVWzuie5YSt091wxkxvnD/FDZVWdoixm4myKdORPssGhw5/h3G9\nHo8//hgWzrBCkbUj8pzc4OhoC2cHW9g5O8LD2RaFNs7It3FBjoMTSuw81YwlB0cn7X1O2vuc4GLv\nhEI7JxTbOWuvO6vtfFtr7XVr9NjORpP2eq3nHMxxcsB8Z1csdHVFqJMLOhy8MDzLHStsvNFr64Mo\nOxcEOrogyskVOdo511p5YfNMd2xz9EOliweKXH2R7eyBVS7zcL7dHGx1nY/8WfY4+P4/1G+gN+jV\nErp/vfgK1k2xQ4GVNYqsHBHn7IBMR2dscfDFJbNm41ztuNtmuKHc1gUv7tmjfW5MfZ6IiIiIiIjo\nhxg00aQkHU1jJiMMo+PIDYtFopsNum2dcPZUJ6yZYoULps3FipleyNaey5pui46EBO0zBkD777XX\n/oD8KQ4YmeWGVbM8EWPjjAQnZyx2dEGctR1WW3ujy9oTA1ZuWGHtiyh7F4Q5uiPCwV3bd0eMnTvO\nmuaDC6fMxkVTfXH+dF8Uz7RFooMDrpw6F2dqn13vPBeZjvaosHVBlos7qh1ccaGVD343fQ4un+aH\ni6zmoczKBTmOrijUzr3U3gNXa89fNX02fm0zFx0unih39kCFixsusZ+HnXZzsMN1PhqsnfH3P714\n5Fcw++7rfViifYcs+xnI175/oqsTMt3cMWg3Gzun+OEM7bznW/kiSftuf3/6RZgMHAZORERERERE\nx8egiSYlo9EIvcmkOnrOXL8FqdMdUDLdGV0zPVFu54bKma4onO6CIAcnzLN3wHlbN+CQSa99EPj2\n269Q8SsHnD7dHef9yhPVM9xRbe+MQlsX1E63x5XTfHD2VA9cOsUNl0/1Qf0smf/kbC4bZ5Rp27Om\neOKiX3nh4ineOH+qN+qn2CLHyhG/+dU8XDDLE1uc5yHPwQG1Nq7Id3ZHg3ZNl86arYKmy7SaGDQV\nOTlj0M4Dv542B1fPmI1rbOei2UXuFueBBhdP/NphEXba+GGzyxw0asd55YkHj/wKZiaTEWcujEXP\nDGdk23ujyNENJQ4eWGbji43TvdFn7YHVNnMQaGeN9/78F4we+RwRERERERHRDzFooklJ7rgmXU0y\nq+gvb76JGTbWsLGZiVgHd2Q4eSPeVUImO7jYzIDPr6bifu3/A2oy0bgJo+MHUTndERum2uO0KS4o\nt/VAkaOENC7a8/a4bKoPzp3mjsunumDnNG80zXBEobUjCmSpnY0jcmwdcf50b1w2xVsFUZdOn43q\nqbZIs3XAzqlzscPGAxtc5yPL2RGV9m7IcfNAm612vFm+uH7GXFw6c+5/BU0jtp747bS5uHqmL662\nn4c6Z1dUOnugw8UbtzgE4UorX6x18UWz9v0++esf1W9gIaO9L9+4GRG21nC1s4GHzRT42Vsh1dEF\nRdq58108UaYdq1X7fh98+g/ozB8jIiIiIiIi+i8MmmhSkjuuGQwGFTZ9uXcvembYY+M0F5xm44sy\nZxfk2TkgyckRKY726JrigL+++iftMyYYxvTQ68fQ4eaHM37lgPNmeqHezg1FLp4ocPZCnbUrLp/p\nh0umz8YVU71w9cx56J7pihIbFxTZuqDATju2vQvOmOqGC6d44uzpWk11R8d0J5Rbu2Gn9tnLbOZi\nnY03qhzcUWvngRo7d/TYeOLamXNwvdU87NTqDNv5yNdey3L0RL6jO1Zr133JrLnaa/NxofZasasX\nchw80O4xF5c4LsQOWx+0u/ohT7tG7P/2yK9whAl4+N7dyLJyQu80D+ywn4sLZi7ARmd/FHn4INfN\nC7k+nrjAfjYOfPex9uNpHyAiIiIiIiI6DgZNNCnJ0jnV0aRtv/vuO2yc6YSzZ7ridFs/FNm7I8fD\nBynu3kh1ckTXtJl4/613oTcaoJPlduN6pM2fj0ErNww7+yLJwRElNh4os/VB0yw3XDLVG5dP8cHF\nv/LEldPnYHCqA0qs3FFk7Y5CG3cUaLVjmicunD4bW628cdoUdyRa2SJ+pgv6rJ0wYu2HrBk2SHDy\nRJCzC5JsHJFh7Yx1Vl5YZeeJlXY+qNSu0cfRAT62WtnZIdvRAwVOTmh38kaJrRtmu7hgjrMroh2c\n0ODigTovH7hNm46W9jboJFmaQL7SP95+G7kzHbBtihsuc5iLi2Z4Y5O7P7JcPJHu7INAXw/UzHDA\nV59+ZG6BIiIiIiIiIjoOBk00KUnINDFoqp5pg/aZ9mi188ACRwfMdnSDp70r3K2tETNlGj7/z6fQ\n6/UY042rYdh15RVId/BA6nR7eLu7wN7BAXbOLtpn7FBs5YRiG0cUzrJDlXaMYKupcLdzgKu9A1y0\n9zlrlSbvs3dChrMjsq1s4WVni7n2Hih1cEG5/Wz42tnB29ULtm7adTg6wU/7fKm9Owqd3VDs5IE0\nLy84eDjD0dUFjm4OKLH3RKl2/nZXH+Rrr1t5OcPLwxPhLq4ocHVDrIMjkmPjMKZ931HjsXeNk9/h\n4P7vEDjDCj0z3DBg444BK3c0uvpijosTZnt6w1E7X/AsR7z393/AYDjyQSIiIiIiIqIfYNBEk5KE\nK5bt/v37kWJlhUIrG+Tbu8HeyQ5O7p5wcHKHtYMd5s+cjn1f71PvNegNaq7Tl59/jjlO9siz98Rs\nZye4OTjD2cUd3k6OKLZ1RYH22XxbF1Q5eWOxnQ387Fww294F3g7mytX2a2S2k4M7KmY4w8feBqGO\nPqhzckOJvRd8HOwxx9kbTs5u8HF0RrCtM6qcPVGuXVe1izfSXL3g5ugCN+15J0dH7To8kO2qvcfT\nG4mubvDy9YXLDFskePoi0dYep/X1Qy/L/gwGGMYOq+/+PRPGDONICQlGoZ12fkd3Nd8p33k2nB0c\n4eLpAxc3b3g5euCRXbuhM3JKExERERERER0fgyaalMbHx9UCMgmPDnzzHXJnOaDc3hUVTr5wd3XD\nbCdXzHH0hKOdDRZMm4p933yjvVc+ADXb6ZBhDM++9BQi3L1gZzUTNjY2aqC4q601UqwdkWXrgkxr\nZ+Q5uCPM2gYOLk6w08pWKxtXJ8TYO6DIwQMZTm7ImilL4KYj0tUV1Q6OKNWe87a2g6e9G1zstHJ0\nRbiDMxqdPVDh4ooqRw/EeM6Gi5MH3LVrdHJyRp21N+ps3dDo7otUZ1fMsrWFr/ae9vp6/PXlF2GS\nZX/yvWHEmO7Y+8bJb/CtfhSnb9mMDO2687XztbnORYPrPAQ7eWKuqy/cnLXfwtkd64dXwWhg0ERE\nRERERETHx6CJJiX9uM585zmjCYe++gYl0+1Qau+IKhsPzHZ1hau7FzxcfDHLyRnuU2bg4MGDKpAR\nEjQJWUr37bffYseOHQgPi4S1nS0cp01HtIMHUuzske7khCRtG2tlBRs7a9ja28DO3hZ2DrZIsLLX\nzuWJPDt35ExzgKeLDdK1c1bYuqFY23rbae91toeLgxNsPFwR6OyGeufZqHT2Ro3zXCy2tYeHuzuC\nXb0R6eCMXhsntEy3RZWHOwYqy3DNNddg3759amngT9K+1pj254Hd9yPLxgUVru6ocvNBpacvQtw9\n4OzoDC/tOQ97J5QVlcCoIjoiIiIiIiKi/8agiSYnE1TQpBvX4eN/foC2mQ5osXNCh5UbAhwdEe7m\ngiQ3HwTZWCN32kxzB5QEU1pZBolL0GQJn/Q6A9559x3svOQSjCxZgt6wSOTOsEGNlStKfmUFj+lT\n4TVzBmZbz4KvjRUaZ1pjcKYjOm20mmGHshlWOG+KJy6Y6oEL7GYjf6YtUmztkTvLERkOruif5YEL\nZ3jh3OnuuGLGHPRMcUKk9nqclR02FRfino0b8NEzzwC6MRzU6dQ1Sk28xhOS30JvxLvv/gPR2nkb\np9mhx8YFq51mo93ZD/EePkhy9ESGnTuS5y3Q3s5p4ERERERERHR8DJpocpJwRfsjIcxvLr8KG6fY\nYcssZ2z5lStSp8xCnK0VIqdOQaS2LbexUoGNBDfSzSTb0dFR6HS675/XGbRjyYGNGNMfhs44hrH9\n3+Kjv7+N5x54AJefdhbOHl6D1R3dWFbfhItqqnBdZTUuaqjFZfV12N7bgdt6+3HNQB/u7evHSFsT\n+juasba5HcNdXbioswM393TihsFe3LduHR749bV49/1/YL/uML7GqHZWYP/hcRzUdvYbzMGSJWCS\n6/wpJu1ze/d/hxhbR5xl5YszbT1wpb0ftlj5IHTGLMS6eCJnYRC6Kiph0h07TJyIiIiIiIjIgkET\nTUoy0Fs6miQd2v/1t/jTvbvw1I2/wbM3XI/7d9+F5x5/Eq899zIeefQRfPCXv6gwSYIby/aHJKgx\nyWvav3GThE9ybHnBXEdOdZRRwqBxI2QRnjwtUZC8vl/ir8MGmPQGGLTjSfOQ+pxWcvwx7djqOuQJ\nSZfkg9qxjONj2hu0o0kIZBjXnvyeXPOPkeMZtC+gM+hxxZatOMtlPs4szMbt3X14/upf492/vYlD\nhw5qp9Leo9WYnIuIiIiIiIjoOBg00aQlcYkOBnz6j7dx65lbcM+mIdyzsh039pbgytZ0nN+chK2V\nMdhSloDTyjNwVkUu1jfXYs+NvwYMB2HSjjBqOqyVQZUKhCTTMZjw2aef4LnnnsHLr7yIV14+cb38\n0gt48YXn8Lz23mefeQrPPP0knnziMTz6yEN45OE9ePihB7HnwfvxwP334f7d96rnpHbfdw8efGA3\nnnj8UfXaPffci7vvuQ933nU3dt19Lx7c8zCeevpZvPjSK3jlD6/hpZf/gBdefBnPPPu8ev6JJ5/G\n448/jyeeeAGvvfYW3n77fbz66pva6y/htdff1OrPuPyKq7Vj3o83/vQW/v7OezBImKb9M+olzBrD\nk7tuQV1KNAaL07C5OhubKzOwqTQZG4rjsaFEq/JEnFmTjKtas3D9inrcumUAD//6Anz72b/U5yUu\nk6BNFuJZAjciIiIiIiL6eWPQRJOW9P3sHzuEw9/tw5PXX4N7t6/Gg5uW4vdLy/Gb3kJc2pGFHbUJ\n2Fwah81FSdhWlKqCpufuvQ0wHlJB07hWY9LlIxGMJWjSG/HZJ5/g2WefxksSNL308gnr5RdfwovP\nv4Dnn30Ozz79DJ556mk8+fgTePThR/DIQw/j4T0PYc8DD6pB3ffft1s9J/XQg3vU9onHHlfbRx95\nDA8//Cjuv/9B3HPPfbj33t3YvfsB9dzzz7943Hr6qefxxh//gj+88kc88/SLePUPb+CPr7+pHesp\n/O63N2rbJ9VrLzz/Mr7a+zUM0l0lcZBRp9UYXn1kN1oyEzFUlokNFRnYWJ6KDSWJWF8cj42lCdhU\nmYyzalJU0HSDBE1bB/DwdReagyaj3PWPQRMREREREdEvDYMmmrQkaBo3ynKzw/jw9Rfx8CU7cM+W\n5fj98hpc21OIi1sycFZtMrZXJGqVgtMrM1XQ9Pazj0J1NJlGoYdOO44JOpMsQdMOeCRo+vSTj/HM\nM0/hxZdfwCvSVXSCevnFl/GiBD/PPo9nn34Wzzz1DJ58/Ek8+vCjeOShR/Dwnoex54E9eGD3A7j/\nPgmbzPXQgw8dfe2xRx7D4489pYKhPQ8+ivt3P4R773kA99x9P3bftwdPPP6M9vrTR7eW+uMf38BL\nL72MZ599TrvWZ/HEE0/iQQmwHnkUL7/8Cp5//gU8+eRT+Pe/P1TL63Qyh0riIFmiZxzDP//wHHoK\nM7CqMhdrS1OxtjgJ6wrjsL4oDpvKErGlOhXn1KXh6rZs3DDUgNu2LccjlqDJpGPQRERERERE9AvE\noIkmLUvAAf0o9N98jkeuvQh3nrYSNww344YVdbiyswDnN2Rge3k8NhXHYVNJHNY31+CjP74E6PZP\nCJqMGDeZ1JwmFTTpDPj044lB0x9OWC+/+ApefP4lPP/sC3j26efwzFPP4snHn8KjDz+GRx56FA/v\neQR7HngID+x+EPff9wDuuO1O3Hn7XWpf6q47duGhB6Wz6Un1uaeffEYd57lnJLiSLilzWY772CPS\nAfWo+szDD92Pxx7dg2efeQIvvvCMVs/i1T+8pOrZZ57G66++ir+8+Wcc2L9f+14SMMl/R4Imwyg+\ne/sNLCvPw9qafKwuTsbqgnisLYjFuqI4bC5PwtaaNJzbkI5r2nPw++FG3L5tEI/+5iJ89zmDJiIi\nIiIiol8qBk00aelN5lzIZNJrDw7hn68+hZvPWotfj7Th98PNuKa7BBfUpuG0sjhsK4/H9uokDFUV\n40MJmiZ0NB3WPi8zuUdHx452NElIc/5552D3A/fhheeeU/X8c8/iuWdlFtPTqmT/1VdewR9eeRlP\nP/Wkev3lF1/E008+iUcefggP7XlQbR979BHsefAB3LPrLtx26y245+5dePD++3HXnXdg9733qrr/\nvnvxsPaee7X33H3n7bj/3rux+5678dAD9+Oxh/eoevyRh/Gsdp577roTOy+/DJdcfAYuunAHzj1n\nK3ZsX4cN64YwMrQMJUU5aG2uw9tv/QnffPUFDLox7bsaVMBkNBlhNJiXzn39+YcYqinBpsYSbJRu\nr5JkFTStLYhRS+ckaDq/KQvX9xbjppVNuPfs1XhEBU0fMGgiIiIiIiL6hWLQRJOW3PhNb9C2snzO\nNKY9+Ab3/foC3HHWaty+vhc3LW/ENR2FuKA+DadVxWFjRTRGasvx+iO7VdBkxJGgSft7SKeDXh0M\n+OrzL/HZxx9j1647ERQSiPa2Bmzbuh633Pw7PPXUw3juucfx9FOP4NFH71f7zz77GF566Wm88MKT\n6vVHH7kfjz0m85XuwyNS2vnuv/8u3HnHTXjggV3YvftO3H7773H33bfirjtvxm233oDbb70eN91w\nLXbdcSPu3XUz7tJef/jBu/HoQ/fiqisuRG93C5obKtHT2aS2jXXlaGspQXdXJfqXNmJosA3DKzqx\nYnkHujvq8dLzj2ufvwcG3WGomUwSxmlbCZpMR2Y0ffvFR9jQVoctzWUnDJoubM7GDX0luHVNK3ad\nsRJP3HAZDu79iEETERERERHRLxSDJpq0ZKmb3ElNb5Lb+49pj/fjuw/fwvXbV+LWdX24c2UHbumv\nxVWd+TirPhEbKsOxrqka91xzmVo6Z1QRkzloUqOtJbnSjrfvsy/w+Sef4LVXX8G06VORmBSG/IIU\nVFTkoKoqD+0d1Vi9ZhnOPHMDfvPby/Dr6y7B7Xf8FjfccCXuuPN3uP+B23Df7ltw623X4be/uwyX\nX3E2zjhjPdatG0BtXRGqq/ORn5+M0rIsFBWlobQ0E7VVuaiuyEJDTR6a6wvRpFVBTjwWzXdDkL8P\n6qvz0NlajrrqXLQ0Fqtqa85HZ3sx+noqsWKgEWtXdWPz+n5s2zSEm67fiVeefwL7Pv8IhvFD2g+l\nfUP9qJrVpDrAjGPY/8VHOGugG9vbKrGpMuu4QdNFrTm4cVkZ7trYjTtOW4Hnbr0aY998qh2Pd50j\nIiIiIiL6JWLQRJOWwaAmDkEnQRP02v5hYHwv3th9I3ZtHcLDW5fj0S1LsWttC65eXoyzu9KxsbUe\n156xBRj7dkLQpMOYyQiD3giT3oSx/QdVR9Nf33oTNnZWiI3zR1Z2NCoqM1Fbl6eqrj5fbfMLErBg\noRsKChNRWZWF8ooMFBYlqedz8+KQlx+vXsvOiUFySiji4gPQ0FioXktMCkZJaSrS0sORmhyEwrwY\nlBTGqW1mWiiSE/yRnxOF7Iww1FZloLujDA212aivyUJjXQ66OgqxtLccwysasGakDatXtmPlilas\nHu7GqqEevPLC4/jsP+9BN3oAJuM4xg/v136jI0GTYQwHvvgIF69Zjh2dNdikXfvxgqZL2vJw00AF\n7t3Sq+4699Kd10G//wtAf1g7EoMmIiIiIiKiXxoGTTR5ydwhFTDpYYAs5RoHjIew79//xC0bV+Pe\n9SuwZ10/njxzGDetrMbVA4W4vLUIFzYW4PZNy/HYtRfj8V9fjuduux5vPv0ovnj3TYx9/R/tGF/j\n8ou3IjzEE3ExfojQKiktEJU16aitz0JxSTxqqtPR3JCLvKxwpCUsQml+DOor0lBXmoLa8lTUVqWj\nqjwFFaVJKjwq0l4vyI1CZloI2lsKUV2RipzMMLWtqdQ+V52hqrFOgqRMVJYlq/fLe9KSA9XxujtK\n1VZK3ltVob23Nh+N9QVoqM9De1sJ+nprsLy/CWtX9yI/NxHv/v3P5k4mnfbbSDeT9kuZTLI/hsPf\n7cX155+OTR21WFudi5VFiViRuRhDGUFYXxiOs2uTcFVbBu4aLMUjZ/bh1jMG8Ow918Ewtk/7vFF1\nf6mESbYm9Z/20KhtGTkRERERERH9XDFoosnLJOmG9NVI1GTUSnprRnH460/xzO924pFzt+KZczZg\nz+Y+3LOuBbesrMINSypwQ28Vru+rw++WNeP6wU78dqgPO5f34DKtLh3qxaWrenHRSDfa82IQ4mKF\noEBXxMbMRUpyAJK1Sk8LRlFhLMrLk5GaFoSEpEXIK4hGWXkSSsoSUVqqVVE8igtiVViUmxWOrPRQ\nFTIlxM5XAZWUBEYSNEmoJIFUeUmieixVVpyAvOwI9ZnkhEUqtOpoLVKPZV+On58bh6yMSJSWJKuQ\nadnSWgytaMbIcDs2bRjA6pFevP3Wa9pvJDOaDDAZJQY60oNkGId+/1fYc8O12NxRh3XVeSpoGswM\nw4r0IKwrCMdZtUm4piMbtw8U496tHbj7wjV48cEbtY9/p31e5jxph5oQNjFoIiIiIiIi+vlj0EST\nlwQcWkmsodNKpgbpoIfJeBD/ePVp3HrWejx09jo8etpy3LOyAQ+uacJtS8twR38V7l3ZrD3uxj0j\nXdg13IX71vTjlsEu3LW2HzcPdeOmld24dlkjLu+pRllaOHJj/ZEVuwh5KSHIS1uMrNRgFBbEIC0z\nFBk54SiuSkFZfQZKGjJQWZ95NECS8Mi8HC5ahU4SNEkHU35OpAqiGmqzVHAk75FwydLhJJ+VLih5\nn4RLEjrJ69LhJKGUBFd5ObHIzoxCSnIwsrPC0diQgyU9FehfVoeNG5Zhw7p+3PDbndDrDqmgSbqQ\n9KoLTPa1X+zQt/jj4w9ia3cjVlflY7gwCQMZizGYHoS1BeE4ozYJV3fl4uZlJbhlXQvuvmgd3nz+\nAUjXGAzaMX4QNAkJshg0ERERERER/XwxaKLJSwIOPVRjkwRNh1VJ2KT9G/sKf3ryXty4fQh3rF+C\ne1a2Ys9IK24aKMNNy0px+2AV7hlpxANr2vHoxj48smEpHlrXh992VODGvgbcPtSBu9Yswe2rl+Dy\n4aU4vbMBa+pKUJ8ahYwgXxTEB6EgJRRpCf7IylysOpmKK5NRUp2CyjrzMjhLYCQBkYRKluVz8liC\nIulq6movUWGTBFISIFmWz8lWPqs6l3IiVRAlW/msdEjJ8dJSQ5GaEowM7Vg52eEoLYlHe1shBvrr\nsGZ1F7ZvXYnLLjkTH37wrvYj6TF2cL/2yxzpOJI5TeMH8c6rL+C03jaMVOZhqDAJ/RlhGEgLwpr8\ncOyoScbOrnzc2F+Om9e146azV+GDv76k/cpj2ue1jSVkOho0SXeZLGVk0ERERERERPRzxaCJJi9L\nR43JnHWMazWm1Sj0GDMehMn0HT544xncvH0l7t60HPev7cOdm9tw85p6/H64Bjcsr8QdI43YvbET\nD2zpxV3rOnHPlqW4uKMEw7lROL+nAjdvG8Rd2zfh9+tGcNWKpfjNuiFcNrIU/WU5KI4NRHFiCCqy\no1FdnIQqCZVKElCu1cQlcRIOSWAkYZE8liVzEiz1dJap90nQJO+Vkufl/Za5TtIJJSXPS3AlJa/L\nc1mZ4cjOCkNebiSKi2JRWZGM+rpM1dW0crgN27cOYcf2NXjjtefNc5mM8rsYoTNqv5aUbgzffvpv\nXLVtHVZW5WNFYTKWZoRjWXowVuWF47SaZFzeWYA71rZi1+nL8fuz1+Dgl+9rx5JfWfNfQZN5EaM5\nhSIiIiIiIqKfIwZNNGlJnHE00tB2pLNJ8g4ZCz5m1MFgOqw9eRDfffQOnrj2Ety2ZQ2uXdGA2zYv\nwa5tfbh9YxduGG7Ebes6sGv7UtxxWj92rm5Db3EcypIDkBM3H2mRc1AbF4Wda5bj7ovOwKPXXYbH\nfncltvU1IzdiAXKjFqI8IxL1RUloKE1FbXESqku0OhI0SShkmdUky99kmZy8JoGTDAWX90h4ZOl4\nkq2ETBJMyWctIZWl48nS4ZSdsRi5ORFq+V55WSJqa9LQ2JiJlpYctLcXYnioGWfsGMGO7aux5/7b\nMT4ud5zTqTBOciH1Sxl0MH63DzecdwaWl+ViID8JS9LC0JcajJH8SJxWk4qdS8pw//ZluPOMYez+\n9fmA/lvtN5WuJY38sYRNR4Im1WJmfpWIiIiIiIh+hhg00aQly8B0KuUwmcMOyTgmPBzXXj8s84mM\nozi091M8fOPvcOeGIa2WY/eWYa1W4L4ty3HHhj7ctLEXlw41o1eWrxVKyJOI2KQgxKeFITVmARYv\nckF2YiAaytNQWRCH4uxI1JWloLY0BVVFCajQPlOpbWtKklCllYRFUhIcWeYzSUAkoZIERhIwSSeT\npeNJXpegaWLYNPEYluPIMWROkyy9s3QxNTVmo7OzEN3dxejqMm8H+mUweCvOOmMdLrnwdHzw3tva\nz6LD6JGfSaVyMtB77BCeuPNmLC/PRU9WLLqSQ7AkJQgjBVE4rS4NV/SU4d7tA7hx6wDeeOwumAwH\noNePQa/9wHKIY4Mm2ZFFjAyaiIiIiIiIfq4YNNGkNSZL5CD9S3pAbzKvnZM798tDgwkH9XocMhkx\nbpAB4TroDu7HW9dejT0b1+Hx7Zuwe+0K3CNDwEeW4IyGQqyvy0N3WToKM6OQlhWN+OxYhGdEIirN\nH4m5i1HemIX6jkKU1aWjrDYNZTIAvCIZpWWJKCmOR1FBLAryopCbHW7uOMoKV8GQhEcSGEk3ksxe\nku4kS2eThEyWgElel0BJ9i0dUHIMCZbkeFKybzmudDLJUrmuziIsW1aJ/v4K9PWVqv3urlIs7avF\nhnXL1PK5e3fdrP0GozhokClKZvrDB7Q/Y/jX669guLoYXekxaE8MRk9yoDloqk/HFb3lePCsEdx2\n5ggOffhXwHAIJpPcW+5EQZP8j6AeEBERERER0c8QgyaikzH6Nf71pxdw00XbccW2IZw+0oYtQ43o\nb89DW30qcjL8UVIUifLyBGTnhKOwOE6FOzJXqbUpX20ty9osoZCUZZaSqnytCrTnC2NRXBSnQqjS\nkgSUlSaioT4bNdXpqKpMRW1NBqqr0tRrJdoxLd1LlpBpYqhkCZxkX84vQZUME+/uKEV/Xw2W9Vaj\nt7sCfT2VWL6sTj2WGuyvx9ZNS3He2asB0z7AaILJJL1NRoxDD71pDCbdYXQW56M9JRadMSHoiVmI\n1TlhOL8lB79ZUYM7tvbiNvn84a9Uiidx0iGjQW1N8leSPaPRnC9JsaGJiIiIiIjoZ4tBE9HJGN8P\nHNiLA5/+Ew/eeg3WL2/EQFcpmqpSUJSzGB3NOWhtzkOpzEYqSVJlmaMky9wkAMpMC1HBjwRCEixJ\nOCTBk7wuAZAa2n0kTCovSzJ3OxXGoiA/+mi4JNv6uiz1PgmjfhhYSaA0saPJcj5LyCSBlwRNEiyt\nGm7FmpF2rFzRjOHBJhU0WZ6Tx7LdtnmZOWgyaf+poElKgqZxQD+K89eOoDkxCj3xYeiN9cdIVijO\nbczEdStqcPPmHrzz2G3Aob3ahw3QHWkek6BJ/WXQRERERERE9IvBoInoZJjGYRg/ABgPaQ8O4Lqr\nz0VnWwmK82PQ0pCLns5SNNXnobmhAB0tZSgtSD4aJklZgiAJhSRckmVwEkTJMjgJf+prMlVJmFRR\nnqy6lSRgksHdcoc4CZ/kNQmZmpvyVOAk3U95OZEqXJKyBFgTS7qdLLOdJGiSrVyPLMXrai/B0iVV\nKmAaGWpRJeHSutWd2L6lHxvWdmPT+iX47JO3VAgkOZAsn5P5VgbtLwyjeOK2m1ARFoDexAgsSwhS\nHU0XtOTid6saceuOAYx99ndg7Dvtd9Nj3Kh9VjuIZEr/FTQxZCIiIiIiIvpZY9BEdBLkBvzjBh3G\n9YcxptuPAwe/wIqhDvQsqUFXZwVqq7JQXpyCuoocNFTlobOpXA3tlk4iy5wkCX2ka0met5SESxL6\nSFWWpxztYMrLjVQBU2ZGKDLSQ1T4JEFTY0MOWlsKVNCUnxeFHO09lmVyEjRJkCVBkpzX0lElQZZs\nLXOdLK9Lyb4EUU31OSp0WruqQ4VLp28fxDlnjuCCc9fi0YduPiZo0mu/hjloGsM7zz2FnPk+WJIQ\njv6kEKwviMLl3SW4aWMndl24HuP7/6N94BBMBvPSuf2HLXeeM5qDJrWVx/IkERERERER/VwxaCI6\nCaMGk1Z6rcYxZjgMvfEA7tz1O3R0VWPJEpl1VItlS2rR21GNzsYytNQUHp2dZOlikjCpvaUQbc0F\navmaBE2Wwd7yvoI8cweTJWTKyQ5XXUtJiYvM85iK41XYJCXvkQBKQqaJy+Ski0mOZ+mUki4meSyh\nknRRSahkCZ4s75GQSa5pSVe56mqSoEnmM0nQdNH563H5JdsAg0RtwEGdjFGXod7SjTSGvz/3FDLn\neKI9KggDyaFYmxeJ2zZ04p5zVuL1B66H8dDn2vvG1QBwCanUsjkVLGl/JgRNbGoiIiIiIiL6eWPQ\nRHQS9EajViYYTAYYjGPY+9WH6O6pw9CKVgwNNmGwv0EN0e5pL0V7YyGaa3JVl5GETRIo9XSWqSBH\nAh0JdyTkkeBHQiiZqaS6niQsyolQHU3SrST7so2NmatCJgmdZDC4VFbmYqSnBaulc5Yh4BIyyTGl\nS0rOKaGShExyDVKybwmaLCXvk2uS4eBy/bJ0bsvGPhU0nX3GStXRdMmFmzF+eFQFQaMG3ZGgSaeC\npg/+8KLqaBrMiMfa3Dhc2FqAOzf14ObTluGfrz5qHgRuMAdNBq10kjZJqqT9ljCal8/JcSWAki0R\nERERERH9PDFoIjoZKhzRSm7RbxzFrTddjcqydHV3thXL69C3pBydLXloqs1AXWUKaivMd3frbCtW\nXUzSWSTBkwRKWemhamtZ8iZhkwRBRTJzKTdSDfmWkpBJOpvCFnupx5YQSt6TmhKoKjM9RIVM0rEk\n57B0MFk6qSSEssxusiyns4RMEki1NOYdDZlWDDRg/ZouFTJJnXX6MM49axUuOHc9vtv3tRoGPq79\nCLJ0zmgyB03vv/w8Chb5YVlKNHZUZeHy7jLcva0Pu85fhX/97UVg/FvAoFMhkwqatI/9d9Ck+qMY\nNBEREREREf2MMWgiOgmmw+MY//YAoNfhq08/QH9PA6pLU9HakIOB3gos6SxAV5sES7no7ixEb0+J\nWp4mIU9GarC645wEQpbuIwmYfjhXqfBIJ5Msk7MMA5fOpeAgNxU0Sehkmdsky+lSkgNUR5Pl87KV\nY8oyOgmy5DyWpXVyHgmzJnY0WbqZersrVGAmd5+TAeBypzmpM3cMqa6mc89ag72ffQ6jwRwIqRlN\nctc5wxiu3L4ZjXHh2FyehwuaS7CztxIPn7MS91+6ER+//zpgPACT0YgxvQl6o/bQEtgdJ2iSp4mI\niIiIiOjniUET0ckwmmCSzpzxQ9h1x++xZlUvVgw2oXdJOZYsKdGqGJ2deWhqSkdlZTyKi6NUOCSB\nUXlZkipZ/ibDvk9U8v6SYulmilXbosIYpKcFISbaDwX5UWrfUkmJC5GRHqyCKCnLTCcJqmSJnZTs\nS1glJY8t55BZURI0yWwmWc4nnUzD2neRkjvOSTfTaVsHsGPbchU2XXzhJvz5nTfVIHQZ7I3xgzB+\n+QnuOGcH2qNCsbkkC5d31uL+bcN44LQVePbizXjuxqvx9Zd7zYGStCodKb1eIqVjnlLL5rh0joiI\niIiI6OeNQRPRyVC34TfAZBjFpRefieX9LejrrUFfXwW6u4u0KkRHRx5aWrLQ0JCGuro0dXe4hvps\nVFWmHg2b5O5xEvb8MGSaWBIKWd4j3UvxcfPVcrnMjBC1fK6wwDw0XF6XMEn25XXZyvul00k6ntJS\ng1TJLCcZHC6vSSgly+ik+0mW2XW1l6iAadVwK1avbFMdTRI0SUfT9i39qqPpvHPW4rJrLsb+Q3th\nGv8GYwf2YueWNWiIDcXKvGScXVeMq5bU4YnzNuC5Szbj5Z3b8codv8X+r78xp0cTwiaDQSKlow9V\nMWgiIiIiIiL6+WPQRHQyjDoY9KN45+0/4czT12NkuBMrBhsxMFCjVTV6e0vQ2VmAtrY8tLbmoqU5\nDzXV6UeDpYmdRfL4eGUJjqTksXRASZeShEYSIqmQSPu8PC+P5X3SySRhkrwnIX4BEhMWqtlNEi79\nMGCyLL2zLOWT5XYyR8oyn0kGgcsd52QY+OYNvSpskhlNl12yBZu3r0RZWR5eeW4P3nzmQaQv9MSy\nnARsKMvEhW1l+PWyBjx5/jo8ecFavHDlVrz5wK04dOCgSo+MegNMR8Imo1o7933IJMWgiYiIiIiI\n6OePQRPRyTDpsG/vJ9h5+XlYv3YZtmwewODyegwNNWDp0gq0t+erLqaKCulcSlTdS5ZQSMImKVlG\nJ2GSJUT6YRUWxCI3Jwp5udHa++S5RLWfkhyEnOxIZGWGa++RQCoe6WnSuSTdSiEqRLIET5YOJwmo\n5PxSE88p1yCzmmQwuMyQkkHglo4m6WaSkElq47oe1dl03tmrcfklW7Fl26D23gpsHO7A/ddfivxg\nH6wsScUF7RW4uK0cV3ZX4pmLNuKlndvx/BVbVNA0euiwSo8MOv3RsIlBExERERER0S8TgyaikzKO\n9//xFjZvGMKqld0YHmrFkp4K9PSUoru7GF1dRWhvK0RTYy5qazJRVZmmOpqkqqvS1PK5yooUVZZh\n3z+skuIEFOTFoaQoGeWlqcjLiUFOVhTSUhYjOSkYmenhyM6MUlt5X2lxMrKzwo8ul5NuJinZl24m\nCZskdJJldRPnNMmSOZnTJHec6+ksw/JldWoQuHQ0yYwmS8hkmdF0zpkjOOfsVdi8tgc3XL4D1521\nFu3pkdhQmY3fDHfiotYyXLesHg+cPoRXrj4Db1x/Lt7ccxt0h0cBg9GcIElHk1ac0URERERERPTL\nxKCJ6GQYD+IPLz2JgWUt6F/ahKV91ehoL8KSnjIVNMl+W2sBWpoL0NpShNbmYhUqSSeTdDeVlSYe\nDZRkX0q6jCT8+X6+UhhSkkKQnhqG1ORQJMYHIikhCKHBPogMn6tqcchsBAV4YsE8ZwQHeiEifDai\no/wQGzNXhUyyjE6Wx8nxLEvlLN1OluV7EjI11mWrO87JMHAJmixdTWtXdaigyXLXOVk6d/45a3DW\n9iF0NRbgud03YqA6F12ZsdhclY+dvS3YXpaFTfnJuGvDAP74mwvx9q078dZDu3D4yNI5zmgiIiIi\nIiL65WPQRHRSDuGhB2/Hti1DGBpsQVdnKXq6y7B0aaXaLukpR+8S2a9CV0cl2lvLVZAkJV1EEihJ\nyCOBj3QgSceRhEKWTiSZr5QQvwgJcYGIjw1AVMQCtU1NDkOgvydcnGYiNNgXMVELkZ4ajsz0KCQn\nhmrvWXB08LdlFpNlHpOcV0qWzEmwZRlILnOZWpvy1SDwvp5KDCytxdDyRowMtaiuJllCd9rWAdXJ\ndOF563DxBRtw9SWn4z///BP0ez9Aop8rRkpzcV57I3ZUlaBp0Rysz07B1Uta8OxlZ+PtW67F6/fe\njm+PDAM3WbqatGLQRERERERE9MvEoInoZBj349yzN6mgae2abqwaacPQikYsH6hD75IKtLbko7Ii\nFfl5schIi1ABkQzitgRKMqBbQqXkJH8VDMlWSp6T16SSEqWDKQRZGdFISwlHStJihC+eC+tZU3H1\nznNRWpwG/4UeiIsJQHTkQvWe7Cxzt5KESZbuKfO8p5jjLpuT4Es6mTpai9R8JkvQJMPAZfmc5c5z\nEjRJN9MlF27EpRdtwqXad3//b6/h/HVDaE1PwLk9bXjluqux9+XnUe7tjsGEGGwvzcfvVvThhSsu\nxBu7d+GrL/eawyWd/miqxBlNREREREREv0wMmohOwoFv/3X0tv/r13SpJWay5GzpkirVGSTL0Yry\nY5CTGaYqNytcDe+W5XAyuDs1JRjJSRImBSAjfbF6XrbyWlpqiHo9NTUQqemBSEhahLDwuQgK8oOf\nrzuCAhfiH+/+FVlZyQgO9kNwiA+iYvwQGuaBiAgftXROOqIk0JK5TBIsWbqojldyt7mG2iy1bE5C\nJqnB/vqjIZMsndu+pV8FTZdfsgVXX3k6zjl9DbYu60R7QhzWlRTisqGl+OgPT+OydcuxsaoQK5Pi\ncEl1OR7YvgG7ztmMj//yB9W9JMGSpUwmkyoiIiIiIiL65WHQRHQSvt77jrobm4RNEjL199Wo5Wcy\n60iWotXXZKq7uEnJfoP2vNwdTu4Sl58n3UVR6s5x5g4k82PZt9w9TpbNxcTMRXikD+ITFyI+IRCB\ngb5wdrbFU08+ii+++ATl5QUICpqDuPgApKQFae+bj+RkfxUwSeeULJ2TJXMSNkknk2Xp3A+rvCQR\nTfU5ahD4st5q9V1k6ZxlPpN8z9O3D6o7zklH02UXb8ZW7bkVDSXoTUvA1Ut7sPus01AVHoKyUH8s\nSYjFltxcXNfTg9u3bMDoJ/+EyXCQARMREREREdEkwqCJ6CQ8sudG1e0jM4xklpGEM51txerObVIS\nNknoZCkJmspKk1FSLEO/E44GTnm50aokdJKOJ0vQJJ1O8fELkZzqj1htGx4xD/7+s9HUWIP93+1T\ntXr1SgQE+CEmxh9x2nsSkhYiPf37u8tZlspZBn/LErrjVXVFqrpe6cTq7a5Q30W+k+WOc9LNdPYZ\nK9UQ8AvOXatqx/alWNtRgdu3rME7v/8dru3rQdkCP3QkxGJjcSnOq2nEfdvPwIEP/w3oD8FoHDsa\nMDFkIiIiIiIi+uVj0ER0Es45c5VaNid3Z5Mlc7LcTDqCZM6RBE7tLYWqS6i2Kl11DMnytOOFTBIw\nWZbM/Velh6hlc+ERfoiO8ceC+d74/Q2/gdGoh9Ggw6+vvRL+/n5ISQ3XKhiJyf5Hu5gkZLIsmbPc\n3e5EJcv8JByToEmWz0nQJMvmZEngpvVLsGPb8qN3m5OupnPP1vbPW4GBuixsry7CWeUl6IuKQHt0\nJNrj47GtugG3rNuGT1/5MzCmxyHdGA4adQyZiIiIiIiIJhEGTUTHYZkrJCxByYcffqi6mWRp2arh\nVrXMTIImWXYmw7QlcJJldBIyVZQmobQoHiWFcSpgKsiPVSGTJWiSJXOWkqVzlhlOak5TajBS0oIR\nHbMAgYF+KC7Kx8cffwij3KlNu44/vv4H7T1xiI0NQlT0AtXVlJi4SA0Sl8BJwiZL0CRDweVOc1Ly\nWDqZLHfAqypPUaGYBGSWoEm+l3QzydJACZqko0nCJqlzzlyJs3Ysw7KaLHQlhmMwJQHLM9OwvDAf\n/aUluPXs87Dvjb8B3+kAPXBYu9bD6hckIiIiIiKiyYJBE9FxTOzCsew/8MAD2LC2Ry0tk0BG7tAm\nIZMsO5OwRpahSchUVpygBoIX5kWjIFeWr8UeDZomhkyWWU2ydE66m2QQuFo+lxSIyOi5iI0LwKJF\nPrjllt/BZDTAZDBqWxP27f0ShYV5CA2dj4jI+UiU4eJH7l4nM5osg8AlULJ0L1kCJkvIJMPATxQ0\nSZgm85kmBk3nnDli7m7Sqqs0Hcty07C2ohRXbFiDPz37GA5/uxcYHwNG9cBBnbp93AHtN9uvXTcR\nERERERFNHgyaiI5DupkkXJLOJnHgwAHs3LkTmzf0qiBGAhm5Q5uETLL0TDqZZPi3hDfSySRBk5Qs\nnfthyCQBk2U2kyVkkk4mCZnUHem0ioldiMiohWhoKIdeN6o6mdR9/2WjXVtrSwNiYkLgH+CFuHh/\nJCQsRKJWE7ua1J3liuKO6WKS5ySEkvlNPxY0yfc8besAzjp9WIVMEjhJXXP5mXjzqT346l/vYvzr\nL2Ec/Rp6jOKQaQx6kwRM2u81rl2kUdtolytFREREREREkweDJqLjkIBJr9djfHxcBU6fffYZLrvs\nMtXpI0vLZJaRzGiSgKajtUjNOmqozVJ3m5NlczKfyVKWkGli0GRZLmdZMifdTCpkSgxAQoI/EpOC\nYGM7E//619va+XUqXBof1cGoN6nupicefxh+fq6ITwjWKgCxsfOQEL/gv7qaLGHTD0MmGRb+U0GT\nDAM/c8fQ0aDprNNX4p5broPhm8+Bg/sB3SEYTIdxAOP4GjptO6b9buPa8wYYDx3GqG5Me9bcFUZE\nRERERESTA4MmmrSMMMGg/ZU60iw0IRaRQEf6ccZgNB7AG398BmfsWKXmM0nIJPOZJJiRuUwTl81V\nliWrpXPS1SRbCZqKCiXgMYc7EgBlZS5WXUzSzZSZHoGMtHCkpSxGcmIokhJCkJgQBm8fT9xx5y0w\nGHQYHx/F2Jj57m1GWUIHPT7+5AM4OjkiJi4EkdH+iI1doIKmlOQA1dEk55JwybJcTpbPyWPL8xXl\nySoUky4sGWAuM6ZkwLl8PwmaZBi4hGrS1WQJm845czVuuUWuSbsG7Vp0Op36paT7i4iIiIiIiEgw\naKJJ66eCJph0MBoPQTf+DR5/9C5s3zp0zCBwmc8kQZN0NP0vQZN0M1lCppSkEHPIFB+MxaHz0dBY\njX1ff6FCJp3O3FVluS6jSa9d1xiyspMRGR2AWO0z8fGLjlk6d7ygSbbSzSTPV1akqJDJ0tG0dEmV\n+k4T7zonQZN0NZ1x2grV0SRB0z333KOCpYnLCr+/NiIiIiIiIprsGDTRpPWjQZPJqJXcmv8wDh78\nEjffeCU2bejHmpF2jAy1qEHgEs50d5SqjiAJbE42aFJ3mUtZjNTkUCQnBiMhLgjxsYHIzk7AE08+\nrJ1bOoakW8iklvGZAx3papIFaTrcdPNvMNvPBTHa52Ji5h8NmuT4EihJsCTzmaTkrnPy2DIkvKoy\nVYVjbc0F6jtIaCbfSb6bhGmyPFCWz23bvAynbx9Us5rOPWs1Hn30UQZLREREREREdEIMmmjS+rGg\nyaDXwWgY0/bGsO+rj3D1znOwdvUS1fEjYYwMApegSQaB/69BkwwAl5DJ3M0UpIKmuJgArF3Tj/0H\n9kGnP6ydX7qHDKp7SMq8hE6vPa/DX//6R1jbzjq6dC4pcZF2zCBkZ4UdDZQsd50rL0tSgZM8L9vq\nqjQ1wFy6saQrS4Im+U4rVzSrMM2yfO7YoGkNnnnmGfl5iIiIiIiIiI6LQRNNWj/a0aTtSdAkS+fe\nffcNbN86rIImWV4mJd0/Es5IN5AENjIIvLoiVQ0Cl5CppDDuaNBUUizDuGOQnydDwMOQkR6CtFTz\n8O/szCi1fC42eiGiIxdicYgf/vXeX7TzSzeTBErmjiYL6SaSoElvOIyv9n0CFzdrxCeGIjEh4GjQ\nJEGWZemchEoyj8mybE4Ggkt3kwRNMsBcQjL5DhKaSdAkc5pkaaCETDKfSYImy4ymM04bxmuvvfZf\nHU3scCIiIiIiIiILBk00af1o0HRk6dzBg1/hmaf3YP3apVg90v0/BU3FRXLHN7nrnDlokrvCyV3m\n5A5zEjLFxSxS24S4QJx37mbt5Ie0On7QZJ6PZO5oGhv/DjFxwUhJi0RycpAaBC7H/mFHkwRLEjod\nM5+pLuuEHU3StSUdTVs3LVVhk8xoModNq/Huu++aL4SIiIiIiIjoOBg00aT1Y0GTyWhQQZMsndt1\n1+9V0DQy3Pk/BU2WpXO5ORGq20i6jlKSg8zL51IWIz7WXy2dc3Weie+++QhGw37tvMcPmmRfgiaZ\n0WTCKMor89SMpqSkwKODwOU80rlkCZkkcJLHlmVzNdXpaG7KU/OZJgZNE2c0rVvdqbqaJGSSpXMS\nOF1w7nrs3bv3yHXg6N3n2NFEREREREREFgyaaNI6UdAkwYnBoNdqVC2dO++8bRgabMfKoY7/h0FT\nuAqCLEFTVOQc5OXEqrApLNQXV115tnZ2CZlO3NEkZBi40TSm1WE0NlcgIGg24uIW/teyOQmZLN1M\nEjJJSfhUV5uJ1pYCFTTJHeeWdJWjv69GfS9L0GSZ0ySdTDu2LVfdTRdfsAmHD8vcKLPxcfPd8KTL\nioiIiIiIiEgwaKJJy6T+/cDRtEmn1Rgee+RubN+yAuvXdmNpb6UKmCSUkZlGEjT1dleooElCJgmV\njlelBbEozotGQXYEsjJCkC5BU5LMVApAanIY0tJiEBcbgb+8+SfzuVW4ZDiyPR4JwmRQuQ5d3c2I\nS1isZjQlJyxCZloICnKjUKyd0xJ4FeXHqJJ9GVZeX5Op5jNJJ5OUBE3yfeS7yXwmKUvQJCGT1JaN\nfbj0oi3m0xMRERERERGdAIMmmrR+PGjSwzB+ANu3jmDr5uVqGVn/UnOwZAlo+noqVcnys7rqDNXN\ndLw6UdCk5jQlhCAsbAHWrR3GwQPfQT8unUxyAT8RNBnHta0Oq1YPmIOm+ACkJPojKz1UBU0SKk0M\nmiR4sgRN0n31Y0GThEyydG7zhl7VySQDwWV7521XmU9PREREREREdAIMmmjS+qmg6cC3X2L1SJ+6\n29y2Lf3afqsKmmS5nJQENBLUSGhTU5mmQpzj1YmCprTUECQnhiI9PRYPP7RbndN8QT8dNBnV/Cgd\nzj5nuwqaEuIWIVU7ZnbGYhRq55KQSZbuyVZCJkuHU1V5ChrrslUX1omCJgmZLMPAZSshm4RNf3hp\nj/n0RERERERERCfAoIkmrR8LmnRjh3Bo/1fYsG5AK3NXz5ZNvRhYWntM2NTeUojaqvTjBkyWOlHQ\nlJiwCLHR/ujoqMW+fZ9rJzbi4P4DR2Ye/UTQdKSj6fIrLlBBU/yEoEk6mCRUkmV7EjZJJ5OU7P9f\ngqb1a7qwcV0Ptm/pV/Oa5LF8//fefcV8eiIiIiIiIqITYNBEk9aPdjTBAJP+EC675Aw1o2nThl5s\nXN99tItJhmhLJ5MsmZPwRgIl2Upnk5TsS9Cjlq7lRiE/KxzZaRIyBaqgKUPblxlNifHBuOKKc2Ey\nSXBk1P7Trkndxe34QZPBYBm+LYPCdbj08vOw0H+2WjonM5okaMrPiTwaNMnWUvJYZkk11eeoQeDy\nPWTOlIRnMndKgibL3eYkcFq5olkFTZY5TaMH/6OugYiIiIiIiOhEGDTRpPVjQZPJMA6TcRTPP7sH\n69f2Yt2aLgwO1Klupq72EtURJEO1Jbj5vwRNeZlhKmhKSwnQSsKmYGRmhCF88Tx8/PG7MBpGYTIZ\njoRcJw6azCyv63DxJedi3gIfZGVEICl+IdKSA4/OZJLtDzuaJgZNUhI0SagkNTzYpO48J8HTYH+9\nmtEknUynbx/EGaet0E65V52diIiIiIiI6EQYNNGk9aMdTTIDyXgYu+68Xs1oGhluVcPALcO/ZaC2\nhEsSJlmWyJ0oaCrMiVRBU1ZqMFKT/ZGWHKCCppjoeVg+0Ibx8a9hNI5qJzUHTT/W0WRmeV2HCy48\nC75zvJCfG4sM7ZjS1ZSbFa46mOTclvlMx5vRJF1ZEiqtXtmmSjqali+rUyXBkyydk5JuJhU04Rs5\nOREREREREdEJMWiiSetHgyYYoB/fj00bBrFx3VJzt89gg5plJEGTzGWyDNu2hEwnCppkNlNuxuKj\nQVNqsnQ1BWHRQmf8670/a+c6BJ3uIPS6MZiMJoyPyzK6nw6atHfi/AvOhI+vpwqaZMmczGlK145t\nCcDytHNPDJrkOctd5yQ0k3BpZKhFdTJJwCSdTBPvOGeZ1aSCJtM+8+mJiIiIiIiIToBBE01aJhig\nM0gnkREGg97cSWQJmow6vPT8kzjrjPXYtKEPy/tr0L+0Qg3/liVzEiTJMjQJnGTfEjbJtqI0SQU9\nEkRJSdiTmyWDwMOQkRaO1OQwpKVGwdvbGbrxg9rJZN6SSrfUX4NRQqYfD5p0+lGM6w7i9zdeBy8f\nNyQmBKiOJgmbCmSpnnZO2Zflc5aSsEmuTeZKyfK53p5aLFtah8HljRha0YgVgw1YvrwGK1c2YWRl\nC9at7cK2LUPYvnUlLr7gdO2S5FqJiIiIiIiIToxBE01aEjSZoIfRKCXBDjB66DAOHdqPTz7+AJdd\nfA62bFqBoRXNWNZXiZ6u4h8Nmiwhk5Sl20lKlrKZgyYJmUKRnhqJ2JhgrFrVr51RB4O6g5xJBV3m\nnEvFTVodP2iS9+kNYxgbP4A/vPYcAoL8fjRoKpQ73mnPWWY2SceVdDX1dFWjr7cGywcaMDzUZK7h\nBqwaadGqFevXdWPzxgFs3TyEX199MYMmIiIiIiIi+kkMmmjSMi+dkzBHOpp0GB+X7iY99u37DBdf\ndCbOP2cLtm8dxrK+WixfVovO9oITBk2WgElKupksIZMsncuRQeAZYWr4d1JCELIyohESPAcPPrhL\nO9/3QZPcTe6ngiYJmaT7yvy6Dl9++RE6uxsQEz3/uEGThEyytTwv1yTXLd+hs70CS3qqjgRNzSpc\nWrWqGWtWt2H1qjZsWN+D9WuXYtOG5bjztt9ql3NIXQMRERERERHRiTBooknLHDMZVMg0Nn4IesMo\nRke/wRVXnIft20awaUM/erqrsKyvBt2dpVqV/GTQNHHJnIRMPwyaEuICkJ0ZA/9F3nj11WdhMo5p\nV2JeOmcJmn5s6ZzqZtLrtPfpYTSNYf+BvdiwaTWCAr1PGDTJvuWxXI9cryyf62grPxo0rRyWgKkd\na9a0Yu2a9iNB0xI1CH3j+gHcf++t2skPH7kKIiIiIiIiouNj0ESTlrmjSRhhNI5pdRj33XcLNm8Z\nwtatg1jaV4vmpjx0tBejp7MMXe0l6m5tsvRMOoMkVJKgScoyBFzCJwmc5HWZiSTL1bLSQ5Gc4I+M\ntMVaRSA5MRR1tUX47LMPtHPrtJJQyXwlP9XRZDCY32EwjKkZTR9/8h7aOmqRkhR8ZIle+NFQyVKW\npXOylaBJlvjJNTfU5aO9rQT9cpe5EQmWurFpUzc2bOhWoZPMaFo90oN1a5biqcfv184rHV9ERERE\nREREJ8agiSYtmf1tMJmXzUng84dXn8ba9f1YMdSKjs4S1NdloqoyBY0NOepOc51txejvq1FbCWos\nd3aTfelykq10C0nIJAFPdsZi1WVkvhNcMDLSFyMtZTFiohZhx451OHz4a3XekwmajEbzO+R1veEw\n3nrrNTWjKTsz8qSDptrqHDQ3FaCnu0INAl+3thNbtizRqhebN0n1qaVza1cvxUvPPwaT/oC6BiIi\nIiIiIqITYdBEk5YETZLbSND0+Rcf4bwLtmPFUDvaOopRX5+F1tY8dHWWqJJOprrqrKOhkiw9k8BG\nwibpZLI8Jx1N8px0M0m4I8FPZloIcjLDkaVVemqYVhG4+aZroFfBzckFTULdHe/I0rl777sDvnO8\nkJ118kFTS1MxWluK0NFegr7eSnXnubVr27B+fSe2bO7TSuYz9aulc++8/Zp2Yi6dIyIiIiIioh/H\noIkmLRXXGGTZnA5PPfMw1m1Yjra2UvQurcKy/ioMDFRjaV8VOtuL0dKYj6b6PLWEbrC/HivlTnS9\n1WhrLtCez1F3cZOgSQIcCZuks0kCHcvspvycKKSmBCMrIwpLuurw97+9rp1d5jMdL2iSgOnEQZPM\naDpw4Bu13K+4JAfpGbHIzY4+6aCpu6MSnR1lKmjq7ipV33XFijqsXNmEjRt6sGljLzZtGMC2LSvx\nyX/e1c7MpXNERERERET04xg00SRmgF53GIcPfYPf//4q9PY1YNmyeqwYbMTwikb0L61G35IKDPRW\nY7i/EasGW9USOku4JGGNZR6TBDgnKgmZSgoTkZ0ZjeLCVNx+y/Uw6CW0kSDJUhIs6WGCDPo2HImd\njjCnT0fKBKN+DCbjIbz+6lOYM9tOLcvLzAg9WlmZi5GTHa4qNydCVX5eFAoLYlBSHI+qylTU12Wh\ntT4fHU2F6JJlge3a92rJR2N9FtpaC9C7pAp9SxuwYkU3rr7qEnz33T7t5DK0nIiIiIiIiOjEGDTR\nJGYATNIdtA9XX30RBpa3YqC/EUMrmtC7pAIrltdj9UgrRgab0NFciNJ8c6Aky+KkLJ1ClprYRTSx\n5I5zBbmxKCtOw1VXXKCd13KnuYlBk5QETVI/HjTBOK6CppqqPCTG+SM3K0KFSxnpIUfDpuyssKNB\nU0G+dp1aSdBUWpKgQqbOjhJ0t5aip02r9hJ0dRSrsEmqva0ITY15aG0rQ09PA26/7QaMjx/STs6g\niYiIiIiIiH4cgyaaxMxdRN988wUuvvhMDA11YtVIB9au6cT2bTKbqBsDy2rQVJuF6rIU1FWY5zJZ\nlsTJLCZLSQAlwdMPS+46V1kmd6JLxeaNg4DpEPRjB7WthFza6aUU2TFqfyVoku0ElvdpZTIatT96\nvPv3P2PeHGckJwSp+U8SLqWnycBxc9gkwZMlbMrLjVRVXpaEluZ8FTK1tRaq71NXmYGG6gw0NWSr\nkEkCtn7tO8sd97q6q9HWVo0nn9gDk2lcOz2DJiIiIiIiIvpxDJpoEjPAZBxXQdMFF5yG4ZVd2LC+\nF6tGWrFyuBlLeyvR0VaItsY8NFZnobLYPNtIhn9bZjCVFSeokEmWz8n+f1ei9loyKkrS8cdXn8bo\nwX0qKDIZfhg0CQmYpMzjwI+yvE8rCZqMhjHcfsvv1N3r0lMWIyUxAKnJASposoRNEjRJWQKoyooU\nFS61thSo6mgvxpL2cnQ2F6G9KR+tzXnmoKmnXIVNHe2l6OyqwsaNQ/jHu39RQRM7moiIiIiIiOin\nMGiiScw8o2nfvs9w7rlbMTLSg+GhVhU0DQ7UYVlfFbo7S1TQ1FCdiZoyc8B0vLJ0OVk6no59LQMD\nfS34/LP3tXOOQbqZDDo9THLLu2MSJUuedOKgyajXQzd2CD2dTUiIC0JG6mJkpS9WYVJqSiDSUoPU\n/sSupuKiODQ35aluJulqKitNRFNjLnrayrC0q1LNoFrWW6XmUUnQtKSnAsuW1qJ/oBm33PJrjI/v\n184tQ8sZNBEREREREdGPY9BEk5hBdQd9+eXH2L59DUZW9WDlcBuGh5pPOmiSO81ZSjqepKT7Saq8\nOB3bNw/jqy8+1M6pA0xGwBIyWeqI4zx17JMmE7747D/Iy85EYnwI0lNCfzRokqVzlrlMUhI6ybwm\nCZsaq7PR2VKMZT2VavC5dHBJSUfTyMo2bN02hHfffQNG42HttAyaiIiIiIiI6KcxaKJJzDyj6bNP\n/421awdU0DSysh2DyxtOGDRNDJQmlgRKddUZquprMtFQm2WumiwU5SXhvLM24+CBr7RTjmv/jcGo\nN6q86ZgQacLukYdmE56UjqY3//QaSouykZ4agbTkUGSmhaqA6UQdTXLHOQmWpJupqDBWBU2yrS1P\nV8sBa8pT0NacpzqapPqX1WLb1gH8/sbLodN9o9V+1fnFoImIiIiIiIh+CoMmmsTMQdPHH/8Lw8NL\nsOpI0DTQX4flR4Kmnq7S/+pomhgwWbqXJGCyhEuNddnHVFlxBq7ZeT7Gx76FzGdSCZMlPJoYNk3Y\nPfLQTD2h/VF3nDPgvrtvR0ZqrJrRlJIYhKT4RUhO9Edqijlk+n4geNjROU0yDFzCJbnznGyls6ko\nR9vmSUWjWHu+pipNdTRt3tSH885dh7f/9rJ26kPaKaWjSUIm+b2IiIiIiIiIToxBE01i5qDpPx+9\nh6GhHgwNd2L5QKNW9VjeX6vuOCczizpbClXQVFWSou4wJ7OYJHCSLibpXpoYKjU35KqSfXm9qiIV\npRXp2HXvDTCZDmrnG4PRpFOZ0TGpkqWOmLCrkeuUpWtjGB3dhzNP34DgwNlISw1BUrw/UhL9kZUR\nhswTVEb64uNWcnwwUpNCkJIk4VSo6ohqaMjGtu2D+PV1F+HQ6Ffadcq1GmGZXU5ERERERET0Yxg0\n0aRlOhI0ffjhPzE42IXBFdLN1KBVLQaXm8MmWUrW1VqEpppsVJemHh30LV1MlpDJEi5JtTTmqa10\nNknHkwRTTS0l+OMbz2rnOgSjaUyd97hB0wTHPvw+aNq372MMDrQjOTEYqckSFAUhLTlQBU1ZmeFI\nT5PAKBhJiQFITPBHQvwitT1eJcUHIjZqvnasAKRox5CgacmSKpxx5mq89PKjMBgPaOfUw2AwaPs/\nGFBOREREREREdBwMmmjSMi8H0+PfH7yL5cs7sXywDcuW1qkZRUODDVixvN68fK69BM11OWqmkWUe\nk4RMTfU5KlhqbcpHW3PB0ZLnZCmddD4VF8Sipa0Sn33+PgzGgxgd2y9nVuc/GjAdJ8E59qnvg6aX\nX34Svj6OSIgLQG5OlBoEnhi3QAVLE8Ol+LiFiItdoEr2j1fpKSGIj1mggiYJqOpqc7B58wDOPW8z\n3nvvz+p88vsYjQYYTQyaiIiIiIiI6KcxaKJJy2A030ntg3+9i2XL2jAw0IKlfbVaVamQScImWT63\npKNUBU11FRlHh35Lx5J0LllCpo7WIlXtLYUqaJL3lRUnoCA3Chs2rtDOMwoTxqHTy7wjI4wT7zp3\nlAxsMmpP/TDU+T5o2rZtNaIiFiAzPQIpqqMpEAmx8xEfuwCxMfOPCZcs3UyytdTEjqaEuHna5wPU\ncPDamkysX9uHM09fi127fo/Dh7+G3mAZAG6EwWT4wTURERERERER/TcGTTRp6Q1jgEmHf7z7Fjo7\n69E/0KI6mro6S9VsJrnznARNA73VaKnLVR1NlrvKyZI5SzeThEsSNnW1l6jH8rwsr8vLjkBGWgh2\n338njCYJmnTQ68dVyGQ0Sqg0kcQ45g4rk0k6iNSTijw2Gcfx3XdfwN3dDrHR/mrpXEpSEFISA5Cc\nsAipydr+kUpOCvw+TIpfdDSAsnQyWUKntJRFKMgLR1VFCpYPNGDj+mW44Lxt+NOfXtLOJ0v8xtU1\nq2uS5X4qCCMiIiIiIiI6MQZNNIkZYDSM4e2//glLljSpGU1DK6SrqRpLustU2CR3YRsZbEJPeyka\nqrLUcjnLLCZL0CQhk6W7SV6XIKowL1p1M82fY4/Pv/gPTKZx7Xx66PU6FTQZDCbtOfNVmEMmS9fS\nuPa89p4fvCaff/TR3fD2ckBOVixys2PVMPCs9DDVlZSslSVk+uESupjoeUeDJnlN3idznPJzQ1Fb\nnYTO9iJs2tCHLZtW4JqrLsY3X3+uAjhLyGQOmiyPiYiIiIiIiE6MQRNNYgYVqMhd51atWopl/c3o\n661B75JKtXxOhoFLDQ80oKulCI3V2ap7ydLBJMGSpYNJltLJTCbZl4Hh0s0kYVNedqR2HktgI2GS\nmYRNxw+axo4JmvT6I5/Tntu8eTViYoIQHxuEqIj5KjSSYeCWGU3HC5kkYIqKnKPCJnlOQiaZxyR3\no6usiEFLU6ZaIrhqZScuPH8bHt5zjzqXZRmf+brNIZN0OBERERERERH9GAZNNInpAdMYPvv0X9i4\ncQV6e+vQ1lKMJT0VWN5fh1UrWzEy3IKlPZVorMlGfVUWOttK0NFWfDRsamnKQ3Njrlp+Vl2Zqjqa\nSosTUVaSpEKgZ56827xEDwYYjRLaHM/EoOn7jiYZwK3TyXPy2TFUVhYiNTUaWRnR5rvOpQSrgd5J\n8QuRlCDDwGXJXAAS4v0RH7cIcbEL1bK5yAg/bTtPBVBpqcHIzgpHfl40WpszMDhQhXVru3D6aSM4\nY8c67P3iY+1y5FosQZPss6OJiIiIiIiI/m8YNNHkZZLb93+D22+5EisGmrCstxa93VUYHmzB0PJm\ntV013I6WxgLUVMoA8By0t5ahrbUYrS2FaG7KRVNjDhobM1FTk4qqyhQ1VLukKAXlpRnISI3B3s//\nbT7XSZBOJ0tHk0l7YDTqsP+7fZg7xxPJyRFISQrTKlR1MFlmNCXGB2oVjPjYQMTFLEJM1AJER85X\n3UyREb6Ij5uvvd8fGekhKCqM0a4zHX09lVi5ohUb1i7Fjm1rsOuOW7QT680nl/Nb6thdIiIiIiIi\nohNi0EST2EF89vFbKmBavbIDy5c1qKBJQicJmUaG2tRr9TXZqKuWbqbSEwZNjY1ZqKlOQ21NBspL\n05GVEYNVw73aOeTObSdnYtAk8Y4ETR9//AE8PV2RmBiG5MRQJCUEm5fLJfirjqaEuIAjIZP/9yFT\nxDzVzRQTPVeFTFmZi1GQH4XqqlTtOxRgaHkTtm0ewJmnr8FpW1dj9OA3MOnHv0+VLHXsLhERERER\nEdEJMWiiScto3I8rLt2uwiQJlwaW1qOvp1rtrxnpxGB/owqZpJOprbkIS7oqTxg0NTXlqC6hmup0\nVFdmIycrDrvvuUU7y/8QNB0pYeloevvtP8PFxRkJCYuRGB+iOphk5lJi3EI1oyk+xh9xMQGIjV6k\nQqbI8LmICJNuJj/tfQuRmRGKgvxolJcloaU5D8uWVmP1yjacdfoqnLZ1GLffcp12MgmZZB6UnHhC\nHbtLREREREREdEIMmugXz2CQu7bJ8G1zVGI0mm/T/6/3/qzCo6VLalQHU39fHTat78OGtUtU0NTd\nUY6y4iQ0N+Sr9/V0VqigqbWlCC1yp7kfdDTV12WqoKmmKgcVZZn4+9uvwaSX5XknxxLqWK7ZYBjH\na6+9BGdnR8THhyIhLtjcwRS3EPExEjLNQ2z0QsRESci0QIVMlqApOmouUpIDkZsTgZLieHV9nR3F\nWDHYgG2bl+H07cMYGe7CG68/p/0wYzDJ0rmjF3Ckjt0lIiIiIiIiOiEGTfSLJ0GTlDhwwBz87N+/\nHxdfuEMtj9u4rlctnVu7qgubNyxVc5m62svUcrnaqky0txSr0Em2rc0laGkuVEGTCpkaslXQ1NyU\ng/a2Qu1xLirLM7Bx/QD2fv4vwHRIne9kqWDnSNAkHU1PP/UYPDwcERcXcnSJnAz6jo2ap9WcI11M\n8xERZg6YZNmczGqS5XUy/LuwIEZ1MzXUZ6k76m1Y343tW/q177sMZ5+xFp/LtcrAb4Pu+1RpQro0\nYZeIiIiIiIjohBg00S+epYPJEjbJ46effhrL+9tV59L6NT0qYJKSGU2yTE5CJikZBC4hk8xnks4m\nCZq+72jKU2FTU1MWWlvzVIdTR3sxKsszcfXOc6Eb/wYwnfzSOWE4MqTJ3IVlwFNPPQo/P3fERAch\nNlrmMC1U3UrREX5a+R7pYJqngibZlw6npIQgpKWGICc7Qi2bq6pMRWdHCVaNtGL7tn6sGm5VnVw3\n33glxsa+1s4jIROXzhEREREREdH/jkET/eJJsGTpDhobG8N7772HoaEhrB4xL5OTriZZPidhksxk\nqixLRXlJsrrTnIRL0smkupmaCtHWUnp0RpPMOlLL55qyVEeTdAvV12WjtbkUu++9STvfQe3sJx80\nGY2mo0GTMJkM+POfX4OnpzMiI/0RFbHw6KDvyLDZiFjsjfDFflrNVSXdTbK0Li1lMbIyw5GXG6W6\nmSQEWzncjPXrurBubaf2vVswPNiKxx/V/v+trlWnls6ZeNc5IiIiIiIi+h8xaKJfPJNJgiYpPb77\n9iusW7sSQyuWYmS4W3UwLemWId/SiZSKqoo0tS0tSlTb2upMNNTloqWpAB2tJehqL0dHWwnajgRN\nqlpy0diYja7OMtRo7x8a7MTH/3lXO9+odvZx80WcBIPRqEpISKY3jOE/H70PDw83RIT7IzJ8oepe\nCg/zQ8RiX0SE+qigydzNJPOaFqhupvS0MGRnSTdTjArAlg80YMP6Hqxd04nB5fVYOdym/Ra9eO0P\nT2jXekgrHYz6cZgM2rkZNBEREREREdH/gEET/UKY1L9jHElHDPpxGPWHcHD/Fzht+0o01uUiJ0u6\nfcLU0jKZY5SY4K/2c3OiUFgQh6LC+KPb8rIU1NVmo7mpAE21WWipz0FbYx7aWwvQ0VaIzvZitLUW\naa+XoLm5HL/+9RXQjR+G6UhYdLIkXLIETQaZmQQDDh38FnPneCMszB8RixchImyBVvMRuVhqHqIi\n5iImeh7iYheo75OaEoyMdHNHU0V5KpYtrcOqkY6jNTzUimUDrdhxxlp88ul72jnGIZ1TslLPJKc+\n8tv98CclIiIiIiIi+jEMmugX4sRBkwQohw9+jRt+ewWKChIRFz0fsdF+iI6ag6jIOYgI90W4LEHT\ntrIcTfYXLXRGYIAbwhb7qOAmPy8GlRVpaK7LViVhU3NDDlqactHSKLOa8tHSXIKiojS8886bMBrG\nVdCkRiydJEvQZJ7PpO1rxzp44Bt4ebqfMGiKjDDfYU7uRJecFKhCppzsSHXdcm3r1vaogKl/Wb0K\nmYZWtGBwqBMXXnwavt3/mXYu6bw6Eowd+d2OFhEREREREdH/EYMm+oU4cdAkoc8H77+D7o46JMYH\nIi05CIX5UWqgd0d7Kbo6y9W2oT4XZaXJKMiPVQFNivY+CZ8kcPJf5KIqMtQLyXELUJwXjfqadBU0\nNTfmqo6mjrYKdHXV4fDhb2DQj6lZRzqdeQD5yVKXruZKGSB3nfvgg3/Ay9PtxEFT+PdBk3kAeKTq\nxpLv095WgpGV7Wqp3PKBRrWVxwOD7Tj73E34Yu+/tbN9HzSpfGtiEREREREREf0fMWiiX4gfC5p0\neOHZx9FUX4rG+kJ1F7m+JRXoaC9RAZPcRU66fqQaG/JQXZWhls1J4CRL6aQ7KCF+kQpywoM9EBHi\nqbbhiz2RnLgQZcUJaG7KR0V5Bp5++gEYjYe18+q180pI9L8lNTq9HjqdTi2dk9lSb/3lDSwODVRB\nU3joIq3mISx0LsKC52gl85n8VDeWXKdcb15utAqaJDAzz2mKVaFTVWW6WgYo4VPfsmas2zCAf33w\ntpxRK8vQdG13YhERERERERH9HzFool+IEwdNEtT8852/YN3qfnR3VqGjtVjblqCzvUSFTDJ7yXwn\nOfO+lARO9XU5ari3hDMSPsl+YU4kslKDVeVlhyM3OwwJcfORnBSAkqIUHDr0pXZS6Q4yyIkxNiYB\nzskxap/TG2VeknwBo+po2rNnN2KiwxAYOBfBAXO0mo2gAB8E+0t5Y3GIj+q4kplMEp5JmCRhkzyW\neU2ZGWEqPJMganGot+rUSsuIwvIVHdi79yPtPOZQS8Ity+92tIiIiIiIiIj+jxg00S/EjwVNBhgN\nh3HHbb9FcKAf0pKDUVYiy8qSVJgkS+ckaJIgqbYmS+0v6alSWwmYpBsoPS1UzWpKiJ6LnPRQVGmf\nra1KQ2lxHDLSQpChPde/tEk74UEYjaPaSc1B0/+ydE4CJgmbzIzavh5r1qxEUOACzJ/vDf8FPghY\n5K19l9lYHOR3tKNJ5kpJN5N8HynpWrJ0bMl3kee6uyrUnCYJnaJjA3DlznNhMB7UzmNeOqfX69Vv\ndkwRERERERER/R8xaKJfiBMHTTKjyaA/BJPxAC69eDsqSpPR1JCtgia5o5wsL5OOn5LiRNXJ1NJc\niM6OMlUS1MiSOgmh5L3ZaSFIip2PmPDZiI+di6yMEBTmRSMnOwLXXXuBdsID0OkOaFsJmrT//seg\nRj4mYZOEZHv3fo7S0mIsXCCDygMQHroQi0PmqqApcKEX/Oe7a/teCPDXtkGeCA3xQmzMfNXJJMvp\n5LEs+5NupuAgD7U/0N+ghoG/+daL2rkOaWczB02y1E9d88QiIiIiIiIi+j9i0ES/EBKQmLSNJR0x\nahtL6WAyHML46Fe4+sqzsWxJHbo7StHRWoKWpiI0NxaisCAeYWGzERjojpjYhaiuyUBjcx5a2gpV\ntbUXoau7FI21GSgrikVGaiCiI2cjNMQDCXGLEBO9AE88fp923lEYjeMwGmRGkwQ3cm0nx6Bds17K\naND2DXjnH39HaloSAgLmw8vLGfPneGLRAm8ELPRGWNBcLA6cg4jFfqqbKTcrUs2MamvMw0BfFdpl\nWHl9Fnq7SjDYX4uezlKkJPmjVvt+23esx1f7PoZBOrCg10qu98id8ixFREREREREdBIYNNEvx8SA\nRIVOkvJI4DOulrM9/eQeVJbloLQoA411xaivykNTbQGa6grQUCfDwAtQVZOJ9KzFiIydg+T0QBSW\nxaKuMQMNLZmoa0rX3peKlqZMFORHIj0tWIU78bGBWLq0DZ9++m/tPHoVeMkd5wza6f+XWeAG7QuM\nm/QYM+m0qzdgXD+Ou++5E97e0rG0CKHBixCxOBDRYYEI9Z+L6FB/xMcEIy42COXFqSjNT8CStmL0\nd5RgZGk11i6vw2BvOdaPtGDtSKsaXN67pBqvv/66WiqnlstpLFsiIiIiIiKi/xWDJvpFMEdKx5ZM\nR5Lnx3R6jI6P47HHH4O7pyv85vrAZ7Yn5vk4oSAtCk0V2agqTkF9RSYaqrPQ0pCLhppMVJUnoaYq\nBa3NOehoL0BrSw7aWnLR3pqPirJEZKSHIC5mEXKz43Hnnb+HySSB1pGwx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"prompt_number": 1, "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's quite fun clicking on that button! \n", "To conclude this post, let's apply the previously defined function `plot outfit` to a grid to generate a lot of random outfits!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(10, 10))\n", "n, m = 8, 8\n", "for i in range(n * m):\n", " subplot(n, m, i+1)\n", " top = randint(0, len(clothes_dict['tshirt']))\n", " bottom = randint(0, len(clothes_dict['pants']))\n", " plot_outfit(top, bottom)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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MW9BHpVLh0FedAwKkgeXv+DBdKw6hNN6c5oeWXB044+PjuO4+5r363Ml141h51lupjZcB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utS8HYNv6KS5W49yWCLwfzEKI0Z7z3AlBELotHBlRmkBwKKV68yMIUoMOyFhUYS33tJChMAyT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BCRFaxTgpUFy7y65IK//xT/c9Fn6KDAsVYTYGlRdbyMm0NBrAV32xwjYUFR8YRICULPChSi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\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69rjFddddh9Z6tiA9jmOmpqa48847yfOcRqPVhmPBggV87GMfI01zrrzySkCwZs0ajDG8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\nyezx92dgY4MgQAjRt7uJ8zSIjPu+4uZ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