test.ipynb

{
 "metadata": {
  "name": "Flag approximation kernel"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from skimage.io import imread,Image,ImageCollection,imsave\n",
      "%cd ~/batchembedding/flags\n",
      "from skimage import transform"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "/store/home/michael/batchembedding/flags\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "flag = transform.resize(imread(\"svg/AD.png\"), (512,512))\n",
      "Image(flag)"
     ],
     "language": "python",
     "outputs": [
      {
       "jpeg": 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       "output_type": "pyout",
       "png": 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r5NvQtsEL9ivmeRL4lFmfhk6FOrpEveQyFkr9RvHEKPVeUopnOo0g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GA+K12NqEtN/Wmv4l3bCATFduFxLh9SgpDSPIeebp23qTS6bJYvf9ZNjXmdMVNlGzm16jHs\nvkLm21VDcH15pfvqtH79tUBBw/ftmH4MTowd5fUo2W+JDqcRqlv5hUednls2z2s6o8MRXCNgTfgN\nbkdoOoRKD6Udj+goXeW4+JyKWmfhujZPnifpWFEPa+WpzDfWwpOSqVEfGioYXJtIBMh4NCiuNhZC\nXSl27CjwSjMWY+MCnrHdHsNgBLtYoNFu4vCTQxz/eIT5dIGbi5vigCAA2XN+i0arXIpfzBYYZTsE\nDm9GGN+N8Iu//gVMYnD69gyLhcVkOC7fG8japNlu4u76Dov5In3h8NEuvv377zD7eobJMF052Njd\ngF1YTCcT2MUMJqlo0Nr664k65BJY0iouhfa3QHHaZGz/MuwmNCcVZStz2XWNMSjaOerKlEEmCOTL\nx9tOG7BVzkeyMZTrOvX3jQudr9oCiz4UkQKhkoZV84x6xw9DKt+MyLnnMluSj4AcSJ8oeB2avpLJ\naYT1b8YopedJ13yI5EJI+VKji3QEeFWZ0HUsz7qwVegZC5Mc/YfQkyZbWlEg7Z2FWCb1xMVYNXLM\nRkWVOYiaatfF2ICvvQS3GTzG7ITkqzJR5h5wY4Bud4QEN5hN52i2m3j82WPMJzNcnl4VW/42283s\naN8LdHodNNvlWV/TyRSXJ5e4Or1Eu9/Bp796gb2ne+kSv7U4+vEYd1e32NjZwPbBNoD0EUC718bF\n8QUm4wka7Qa29rfw5OUTfP8P32E6nuLZL55j93AH88UCo5s7tNuj8gwApb6WqRcIcGMUtxHZ/nw0\nxMSHda41l+Zypde+46oel5RraGIidPLcbdB5g2o3fRh1uTperE3msPvoz2mUqPykg9KBWgfGTzEs\nQytansN43bjy+BY8L8/2NwwYHyMgWVIHbrFq/Zsyx9hILCZpwyQ2LcPzvknjWVUvIVmr6kDLf2g8\n2eCjHZKuDBmeXyGqkuqYD6lszPxDS6G5R17WwBtmDtwK5She7HV/MMXG4Ai3tzfo9DswBnjyxRMc\nvjhE0kjQaDVgEoPr02tcnV3jy7/4Ao2kgXwx8/byFiZJtwt+8vnTwvkbGOw+3kV/s4eTN6cYD9PP\nBPN3ATu9dF+Aq7Pr9EjgBHj04hBbe5uYz+foDnpIGgmGtyNcHJ/gy5e36Hbnjs6SM6+rf8y1FO6G\n2p+3neY6OJ4WuEgp3OWlGgqFJTH4VfR9XNepVOPDgdapjSr8VesPL893/rkj1nonHcH0SwS6JuD3\nHL5lsVw3FJeyju2VNNDguPBwfQyDJLVSfmziWC9eVAvwRbghcFPiFfXKFbQ+HX1CIed5sod4QuYp\n0lecqMTP48lpaDxNRL0bdi/w/RA8nes63t1C3mth9YkPwyp4bDnuUGLgEk5s6nRnePToHW7PvsXd\n1S2MMWi2muj0UwedJAnuru7wwz/+iMH2ID3Fz6TGZTFf4Pj1CR6/fIIv/uIL7D/dQ7vTSvcGN+nL\nfN2NHvae7GExW2AynhRSJo0EW3tbuDm7xumbM8BaNNtNDLYH2NzdRKfXxmI2x7tv32IxfodPXt6i\n1V6IdXgf/bWkmUrOU4KHZOJuRWq/qrLhpATURZ6UXHz/u3etjFxeDmsk/BAPSf4YeT6E/nVH/7LW\nYlkaoSAhhM8duoRbsRqUj+/0WqnE6oDCFTwWv7i3LC8TzIFxnAgZg6NSosd5grQFdVSBegpZmSie\nVuEp0VPunfQBeNYd+44c+eCtLrjWEMEi2LR1Sd2HZ6h80rB4/OQCe1tf4/Sn73D69hzjuwnmszlm\nkxmuTq/w+g9vMJvO8OjTw+KLAAC4Pr/G7cUtnnz2GFv7W2h329nBIBlPm34m2NvoodVt4erkqngZ\n0BiD/mYfvc0+jl8d4eTNKSajCebzBeazOa7Pr/HTH97g+Mfv8cmnx3j6YoRGQ1DgnvprKbbbrZN2\nqA/pXUtyXlbIK58Qy/L5UlqGEeaT31cZ2eqA3Ra4YQyfpiTX8vq72NrMXsqt00t43Wozozr09QAo\nTjIqi0bL1b/cCpg+CLKA84a5+jZLlkcdi/tAidEiQGNQPCcuGlzqkLlsgCsPwaHPnmFKq2Y0nrRi\nlEFgOEyjq+lYl6eReRb6SQ3woXnSOodQVjMkcY5eS9xUOF2bN5vCitdCAVfEqiMtlUPj4+ELQ0oa\nsnRkbG6P8eUvXuP6PzRw9tMdbs4P0Gx3YGBwd32Hm4sbPHpxiN1Hu4WDn4wmeP3NWyTNBrYPt7Nd\n/iyhW7Zno9nAYHuAN9++RXezj43tPowxaLQa2H+6h9vLG5y+SY8RNsZgOplieH2D27N32N78CX/2\nV5fY3pkWOgTbYgn96W+ojqW+AoC8QOXTl+SITbk+Uvmwe5J6di5kmWeccrwG+DV/fm0g115IphDc\nCHlA2ZMk+nqZdeif3kn6+B3ACFf1klQvGq0qqyDR0iAhm6rZY79MswD4z28zbGGkckaO7oy54Qi8\nXEwFSnlUXmY6KnlW8VBgIt0AfBU8AcX5fwyekpWLCRLyG15GHxC8q+a90QowKSb0JFfyDGUW8jAx\ntJV4jMtW9RGNMW78laMnCfDJy1s0Gt/j3/+/rvHTtzsYDvswjQ0Mdjbx9PMnePzycerks539zt6d\n47vf/oAXv/y0WBXI3wh25MiuW50W3r86RrPdwMs/fYl2pw2TGHQHXbz8s5d49ftXeP31a9ycX8PY\nO/Q3xnj2/AJ/9d9d4OVXt0garE6EallW/8IihWyfEisbhsPbW5Up1LYSbVZMLkcA3uSKVlrMuGfX\nWnQVHHNKQ1GaoihUj/yWITplBVrr0F+0x0oAlM8AijamRiUnw2wXb9x8AirylowLrbe88zHZqurN\nk1Fip2WUqekjFNfGr6ycKLGQxisHP0nGX4v8hOQ0Qs6Tl1Osr1c7kTyl5HUIiYYmx5I8NRrOwFkl\nT96ePEsYRJpxMd5FdPKcqlHgGfmgU5BEkALukI3Ukha4E7kdmxAaIlRPiX6Wnr4Y4n/5v73D29cX\n+If/tId3x3+Kl7/5Atv7WwXuYr7AyesTfP2f/gntxhnev27i5eWn2NoZOAyov1gsFnj3wzHOTk7Q\n756j2Wzi+S8+QbffAQC0e2189mefwZgEN2dH+NO/eIM//5sbPHo6xGBjDi2JzncZ/UPDnZUPCsLK\ni3ZSFD4gN2dVIY/vKxghxSf77ORytKLSK6lUHE/X/0hX+YXQOARuke9lYT6A/oo8TjIumBsXrePy\nR+aG60rxNf8j8dDakdOmho/BHVtUrX/TdxRSyvI842/Zr0SDOxTJeYQcNU9CJfJKLyI5jVYMT8EJ\nenXI+SuO8z48vUQ7TsBZ34unQstoeZL+/DoGRxCL13kVPDbdB19z+jH0Y+EK/dzWdPszfPLZHTqd\nBf7j//dHvP2mi+vzQ7S7bYzvxrg4vsD1yREODt7gr/6vR/iHfxzjm394hF//zS/Rzfbyz8lbANYu\ncPLmFN//7nv86jdn+Lt/d4ff/0OCb//LFfo7B+gNuljMF7g6vcbJ69d4+eUZ/ubfXuLw6Rit5sKf\nrK1J/7W3/7rharZcoHS16Z3geoX7vKTk+qvFC+OH6eqySP9WS7S8/lWToqpyIfsk+8ryE7uQfLL/\n8zce4rJCuZfx5K2MfP2bvmKS0DQv1HX0xg/TZ3B9B404nsa7uAdPBhSDKcnBRfCMtR4h1A/OM6b9\nq0xO3WnWR0hac2qwD5yMAdqdBQ6fjvBn/+o1/vDbOS4ujjA872MyHKFhL/HFVxf4xa8v8PKrO7T7\nC/w//9dv8fq7LXz6i+dotejin8Xl6TW+/+2P6Hbf4t/820t8/tUI7db3+O6bW5yd7eL6doDx3RyL\n+TVevLjAb/76DIdPx2i3+dF/DyRVjpk/oqQtkwOimZfwgvmKH9Rf/TLKcI7kVzfV1d8C7kvGhsAc\ngZnqWj4PCHw50vlxCC8sS74mUpaOCVIobc4xTv+mV7LgUccJl2xVOaNHZF2+IYe2Bp4qXqjBahFa\nIc97ONqlxmqstyRtE6ou2q+r4g5KluPzRQiNHi0bqk5twYfzpEnK4+U1fK0cgHZ7gRcvr9FqTXH0\n5hS3dz3Y2RQbm0M8fj7G42djtDsWL7+4w9G7n/D7Pwxw9LqNw2eHaGcbB92c3+LH3/+E0fWP+Iu/\nOcWXfzJEr7fAZ19eor8xxtHbE9xc9TAeWnR7Izx5Psbzz0ZotxbhQInKvSb9RT7aIpXUXhq8iv69\n9MnnZ37HdR1OlmcA90XnkijfsEZmzAV3BXZdjyVZkkIG3iPYAi3Nc9cHpMGJD6Q/kaHQh7v8cKOW\nzjjQsSyvk1ITd5OgvG55G1inBIdTedx7DUfo2Ir+egCwlAMI0QhET2tL/9J5fgjeNMUGIijvvYHj\no1Smqhgntjq0MV5FJzbu0fLuGXy22wt8+sUdnn0yxHjcgDEWne7c+Ryv213gL/7qAtfX3+D1T20Y\nGOwc7mA6HOPV169x8uYbfPUn7/A3f3uFXi+d1bdaCzx7cYcnz+4wHjUwnydot2dod6qcTk197x18\ns/yq9oi5rkO/tj4SIcMgzDUJL8S5c0c9lSNMViB/Ls/z+JUl9xKWGzQI+RF5K9FfCBSWvw4SRhGg\nKLqZGvx4DXyI66ZbyyRPCxrTtQ4dh9eDFGGDwYqyeTQVIU+IviSDyrMGbU0ewC+/bp4SzofgGaRR\nZ+BU59UJJ1YGN/H4y/Jby68Fmi2LZmum8tvZneHv/t0J/h//99/im7+f4ODpp7g6ucTRm1f49W+O\n8T/8z+c4OGTlLWASoNefA5iLdB/Kb916FhtnibRM0Rh8w37r5pd4Syqm8FsF3ofU/+ekp6Zaixxu\neAb80SS1hBZ8iHyMTovCqaPT6Ifk0nTT8GJo1MX/Y+VZSWNZs+2nuuHEh4YvW35dv1X8gDQI+B//\n5zNs/nuD//j/u8ZoOMXf/p9O8bd/d479g2ll+Q+hx331X6q+7uFF7u+AqsdCKEYP06gH187BWxY7\nLjj6GPrHUdVxUUGX5telrTmyOnRj7KwNPAKITffv/dWJ6xDD875y3WNG8C+bJzWzFuW7JMz80o2K\nhN14nG5viYimHAaES/EkoShn2L0ty0rDyasG6y5qFDyMPkS9IWcZrilhMD5fla5VZNTqgtHILwzS\nvQR2dqf4m789xd7+CLOpxZe/uMPu3gyNRoSeRCf6mpCDa4U6MW6dfCz9ef8Ap8/7DcmHUJ6XreNS\nXMnjMWRsjUY9uLZasCz2w9W/mqoexuQtrpeo57Boz+S4vFdLdEPOPqz/MgGAEP6s2XN9aKcIID5y\n/JfGs4YcoR0kDenQwnhyurnR84p7E8jLLkJxpKelEfIreHhD1MDfn0Ciq8hQ0FP4hsp49ySj0bDY\n35+g15/DLoB+f+7yiKjLoOxExzwwM0JekAbWo7/Ymyv0Ce0T4G1WJNBQN/IUEzXmDhVBeqmc5riq\nZpZV12Ge9eiG0v31j+chlSvv64Yxci+okk1z/FKeRlfL11IpT5LVM5k/MTz/xrhTNkE5a3P87MK6\n6EW2JlxVVpAAXHVsGNXDz1LRB6XCrMNY9/aD8JToRfOU2jmGJ5kaarSl4pyfM/iWTx7ZIHJ4CPK0\nqlCLL25UiVyrRmrqz1O/P8dgY17DOcFz4DH4fKoQSh9Sf0CMPYOpVl3BDTAiOZDfUHikldMcVyhU\nig3JdJ73p8Xxltc/nodUrpqOvRc/3t9Cg2M5navlK/PSw4BgjejITU5OWwKx7DrPzhuPHhSQ4eRZ\nDu28LK8BlmcoTz50BVoGJfsQnqZvcDMhQoOWi+XpBLhL8PRo1uFJ26MOT0N0pPlZnla1dF3V+TMu\nHqfK4pXiF0QMzsuSskKeJzanE6LpCejLyPlw2lJMZCtkceIz3hyKvJIsjrwAsMj+BD0r69Cmcjus\nsntryR/j+6D0J7RyealuOW+HP5eL6MB1zfXxA1UrXEkYfq518qxTHTIeWAmZav5fmE4OlDA1uSVN\n1qy/NF5XmO47OVDLr2jWUYdMs7qIlhcTnVXhVEVfdcrXjTCX5RlLpwLXaPnLtMWH5Bm45+dYF1m5\n9c8DDxa8FbEio5qHpUYoLoiR4xq4+ZSGhO+oYeG/tkAkNnDxc1y+r76EW8jC8I0kS4YovUJhAffR\nApOFN62kJ/3ghlVLKTuVO4/9CB0egtM8b9mbxHoPTX9JV6FbeMPHoRHg6a8AGOFKwvBzDRsAenm/\ngvRRru/qJ26CY/TvCnS55bu16O/1a6/1VKiMGYMbU5LjlJGsT6us/RgJrUAlpkzijGCey89sD4VV\n0npsVWgqRfWqLJE8Jb7L8AwlZVbhBb7RPCMECYfKH4hnRswyhOLegA7OMlGYEXBDpskHhI2GAFcy\n4oxHiSjh15YlFq5Xie/kAkU0k7CMnnWWsmvVuQT/GPoH6Ej6hPZKi6kq2YxYYUi7gbU+k6d04huL\n0yrvjfMr8dRMX3mty7Eu/X3asgz3Hc9aUKNjceevBTIpvFpqy6D1eqOBuBFQRlQK3z06FnJGppx3\nUFBGlxfz6iUvx+m4HUFN/M0rWjSWJ9eFEjAMXoT6pKxTxJJyEk+eNJ40P4dX8ST5Hk/pWuMJAqed\nl+jvyR/SUzXN/yJSrPb3raF11/Cy9B+S/sv2xOVlSzma4prSc3e3M145yVm4Y9ffhY9T4+7Rta3G\nyQnxpOa0pG0iZVmX/i7fuOT2gfXaJtr6YTmq0v1lTMrn6hJRyWhzATKHLgUMnnOhjlJJTngv/VI6\nNSKeujydWS3lLcEVvpW73NXl6RGI4MkCIU47mqeFrrNmaBRSNbt5fKQvzERsIE/4za+tkgchLzQr\nshyYJanWtFmUKruNk0/69eST6FilPhlfp1woj6QHpX+gg0XJEaBdVQ9pSsdciR9jcwy7txmNEH4I\nboS/WDjXRRrfir0itFanv+5c41L1BsuUXh37lFJffaojL02J3ohSUuCVGsXSX2eqyXMlIq6LZwjx\nIfLUAgrJfd6Ps2culFjENx1unmReeD6/lmgbDqwje0We9nkcl0/69eSDoKdR6pPxdfiH8gQ5tfsP\nqb82jwi5sfw6FBZLcsiY+ZWyxa54zaIzGMAKC+7CHhsezVqf03gMBB6S1qGayq/WoH/OGn5b5lkx\ngaSUr/Zx6+No+TzRMRhnHQN8GD8JJ4mWTKN6r6TR0Ko91Byx9OvyvC/uunjWwV8Vzypchk9fBXeu\nDfH/RjRAldJbAS4UUqUWBqloB63sCETakiEJwELy1dVTTVKdKOXr6lkH9qD1V2SPiY1NXXkKdO7A\nCCFL38q3Xl7B2Tg5cL7u8f4IrufJXEI5X1t8CsHoEJFsJodlcL+RDdNkjfpz/hyPZeWBruFwlO1r\nHQ18Ok6qGkShiKHITnWn1zLRCDsf0J+eCcok4xJbONt5OTg0Fua/DM9hQ/M5bt7gnKd2zXmTfAsW\n5mutYZmMQh14cko0QXhKMgm0RJ5cxggrK+rJe1yup1S3Em4GV+tFKmcYSJslkDoPYBdwRSWjFFKN\nuIQrdUeqBhsiHglDZGTVolVFcH4meORCT81bKzI5IElP1NeT15OTQjQemv4SnZhhFOBRLZKB/1iy\n7CyGw3JBvIrhs15mK7z645ENwS/YZxJKuzgBpdyG4DK4y9Q6YJNX+rr0V9rDczsqgg83DoIN8nFT\nDK48oOQ6kMrF5Un6J242jfQMgxtW+ZJBl8qxfMeBcOdNpcs7icYjZAUMHBlFC0Z1YM7YaHiSjmDX\nOc8QjiCUd5a0VL/8r8pTcR0Zb8ebam0qWWsJX4tEq9IS1rNmkdrpvoZ+VfKFqncVPNap56rl+5D6\nS3gr7nOuS6TX3L5a8sPHPi3HhWTXVsEvZstCZas8tVRl60qeH0Z/aYZs2R8YDi+j4ZH8rA6tRMty\nOaTJK/W5ITwKUfRyxK/WP/Edg+YI8vK8kqnX4SEdd2baL7m2HK7RqqInyijjWI5r5Lau5MkDBcqA\n4Yt9SQoCYqxsSH+C6/EM6SnxkdKyjj+ubGjoSVQsBwg0vDESIUNwOPJxV4EvbcRYqWdEU8WZDrkg\nN4la2Vp6atcPTH/Ov8Lc+zyU/qbzp7NW3dY6L7R5Q7DCprE8K76kDVhpuQpGMcM6T6viSSJ9KP1d\n++kGHZptlfwFtcs8WDLZLV0LsW5xh6YUpEj5JZ2ytiwpKb2omMqSumhOV9Y/cRySuGWrFEWIyfec\ndX2DbkE0IWJsVDVPOjjykhV9WCeWp0AHdU63IflGwJVIV4ohtFvRbxn9orPE8pT6CP2NcSFgfU3n\nX1DX9GdVKX0xmquYf/BiOD3N6tuyvPN8UJDFwyF0+UaLxZew+b31a1FKYh6hbdivI6v2mxEuQl+u\ngyBDAa/By8F7YPoXOllXP2mDTJEHfH24TK7IfILgBmD5nyHM3YVuf7ZJIWV3lt0s7e6upSi5GlbK\nOmXdjwO5S5QMMHViH05/F8d4WmtJypOcv4au9WbJ0Ph1zHlqwZJ257ZdWP+mW0ob8vptwcMICHWd\nKMfXNA9zWMp1r6Z0bOElmNQpEgok6hAXwVV0tQg3/82DHRp0hflbhu70N63PaPghPHavbvRyX55g\nTaRVqWJvRP25fYr95WzqyBKibeE/BXug+jtCLUlb1EfhVRpoy2CuwpYYf3e+l39pbxiL8ht8Ttl3\n7ppjkJIVVPGvyhHOF6jdr94/hP6cW0md2SGW62uEarg36+A1EoLTepTguj514ZL+ifOGp9Nq1qfl\nhXYZwNBM9mdJoQJsXRIePyaPg8OiKD/U9BOXm+psGE0xMOS6eAR9OZ1dFOk94E0hC52psLw+JJlo\nvnWveTGnvyttpSapPQX9xVRl5eUsr+npvQlL4F2bMI5H3/piaTGKWHMWxYcOVfi81bncdeGQ4Ioc\nzvCtwlccsdZzuP5BPTX4B9KfAtV2ZvCl9PGSATXGfCAYL891XByb4hqGK0dv/E9LcbiG4BoVl8u0\nHv3LUCRP/rqDe/5BHrZo9o1iU9qWlM3z+BkFfH8GEHzfwll275anX0ekcErbFprG6d90DrF2AhQC\nL/UA4V1m5qNPCpDEPijxNARH4J3LRO8pzwIHfuKBl3ToN7+nOoDIFpKL6kf1kurWk8/IOhlCQ+Up\nXEt6S/wtw3V4EEIangdkHTpYTqOhhw0aPGcldTkNrkqhdP2cB6ULCS5Ub57H6WjyxOjJ8R+SnhJc\noq/J+SH1p/eabLweJPpaHchySANDM2BSOVo2FhbLI8Q7aCiWkG9d+tO7kq6/y2BJw733efLd+9x+\nRnuIUWjnMEqJOlRdAlre71ucLy+n659+BSC+u2d1SQx7WUAaddqIyQXyJLU+DZeewtPyFiVMBNlj\n77lOlWUUZUX8AK7Kk0SMwTEi0A5ZxDp6RtkNaroN0o9sTXnv/EUQDk2xNPGU7izleTDraiHyse51\n3nXpsKEwp2tbhhOSi+AX/K2ujyizhUuD/XobgVLdmD4Ff4ZjBH2MkP9Q9Q99/y3m8SGo0AonyUhS\nh6Z1VD5+OD1OS3K4ocrmd1WhneokArJQnHXpL5sNlyffm8AvX8L9Bxu5PCUNv24pX/pVP5wyZTnr\nlTSKHiV3afdDzWxy/ZMSyHUL7p3LCqgOTWnJGI8Ti1BnP2DI4mhJ2xkmnoACr3B4wTKherIV+XV5\n8syAtXb2jY2VIQLPwN0rKKYatO6lVU9VgEQTpxFr6yR8di0Olir6Mfpwnvw3Rv+YeE3L+2PSnxaN\n0SdAq46lcEtwxrLzpkvBmrn3heTXtIwLNwJPN7eKj88hXCur0j/N1d9tMN6VO4PP3b67uO6/X8Fp\n0DvrwSheXhfVkrlXfivyMxUsCZOq9W96OF6okC30ScvQBZbRDKzx8MXcrKAF3MNr8tDa6AFngc6Y\nWw+hpCWWV+T0dGLI/AxSXi+gOgkeSIwxrC+nVIa3mVNPgWDA42n99pVkol3Yw60oXzN5poC3kVCd\n9FbsboJ8sdVVDFralRReWjVYfsNohcpVm8MyM6inwoPyCekjzddCbaGa+wekv5cnIOtm0heSxxhS\nKtFdk867du5GuDuw7NoweFrWP8xXGiMSrtvO8kGzUhnJylH5XJnXoz/Vp5S01JTyi3cAJS6fk/u6\naMEY14LLU9nLPDouXhm4cDqa/k3PCXsOnPXq3CsbMsyck+cUBTxroeklOWvLyvMylC6Xt2IYis/j\nAV6pMh3B6RlSRn0NmtaLQjfEu+DBdQXxZAFz6mRpuKyNRDmJfMa9DVrtiGTkcePf82qwPkqIr1pd\nQtfl3VOUNSCn4c0aGTmo6vOmDNHQeNXQU6ST4zIPIx2AWaQHpr9YRNKHwJ0yNfUJZWkWI1SeiarS\n0nCtgBtypxL9FJM6SO7sZDlCNGPw6LUWgIQ5x+VJQYwfnkjGpMrghfIjjSXFEycyujxNLSPMTauo\nUOXGwAMs74WnTe9WUfkS7fs0eizesnW7Ct4KTtVYUqeDq2EfXS4Gvw6durLWlfE+fKtwVz0Uqyz3\nMjxXQee+w2Ut+mhuWMMNM3UhVfRouZK27OjccECm4eNXp/XoL69X3C/JNcCNGg0/QisLJgCrwpX0\nkmZBcfoLhwFpyxeSQBqutIwSwtXupdA6RkaeL1V4SMYYmnmSaEtlq3hLeBLfqrrV8kL1zGWQ6Gg0\na6TVjsmf06pSzWb8Oa0q1Z0p0j+eYpYfrJJb0tXOqY+RsH5al/4xNjkmyXVq1Xzq/HkKhU5SIMHh\nvHwoeIjXnwUAMcsXVsb1tggO0Q3kWXovRZQk33kuzWmyirMSHU2OqqllVb51fqrrNSZPWl4SaFst\nr6pNOJ7WwZYwAz87mIedfg7M/niTY2PCUwG1oati/lgRGOCDDHtJfwZLM0ITq3rJD574NbWtkmOn\n7SE5eOvoYEUcHb/kW60/CwBiUi60MwvMX7mMrFVtFQFyH9WoGi5LgJBq5GqIHV3OOD/xKVQghpit\nQKsjkLYkRfMC7UiL/gt0MD/HPD+nZZLab4QMaf4TmmbV4a1tiBSiXViBkOmoIUNVRoz+xZcCxdI4\nJ2YJHpx/fQGsgOHCfdp8dp+7furUbSYBgZHvcw0r616nPNLd311YqZeuf1IAtEPCRaYA2+qLrFmw\nCgn6V7bMYSVk4tScT80CNBw8Rf783hqUe+drieqd0baEr1g0wNdRs0K+At9GlAuMWq/utE6b3RfN\naAPWwDo/XrsXInFZeTuv1l1qw3fdifKQ4v8PLcOH5BHD96Hq7w2LSLqr0McZhdafXhXJsGEGFB/9\nhNxVCFbwZfMVzZVpIzf/o5a4wDEuXkjOVelPzZW7I6E0QzeZizFE3NDKM8GwGm2wax9mBdr+R368\nvE7bAJBOoK3Sv9wHIOpzekKgoMHLMWZGQNF4iB/e0tY0AVqEhoMnyU/uVT0qZKD0xaIBvrx8SL4C\nX+CrlpPE4XJqnTa7L5oxss69dg9Ffhme93G/nKiB8OCRVtgI5SUexQ2PbSIKSlqEWkkJ91Q9NXzO\nr5aeAVoOvIaeIg37cPU3FM6EpD3UcYz30IfLm+OmJphuDWM9XIvSwamjx7qju8CzdCsass8+k68Y\nyUKbp3m+XG4/97em0dzAOvSnclvnSrFJhIDYVFJ/FLErjIY4hqoNWN1JhIwv659wNN8qqN26QgRK\nJ6JGqmioZTR5QtVWRUP6jTE/dWjTfE6/ro4hGrFyUzoajZi2z1M5jFU3GNrrQCih7aCs4XvwADst\nNoqNXZdJWqir6RkIjV14HT2raFUhRKTYdnrQ+lP5lAKx+gT5kOmrMyMkwUoph7+RjCRI2YauG69O\nrvuQZZSw63eWdelfBjxxOouO2bgwvz51/o5NZXRcoG5TqUwuR7mM32d1/ZOwgc7/kQQW41/WTPmt\npiSnTXGqYkbtnsO5frwMzecOSxswEs0q+bR64/RD8kptQRtXacegfFLbSnylX16e0fUe0rFAxVK4\nUFzIzWNJ7SlPDK4Y4gjBu/jEKRCXSrjOuVfaNYVZN98yGp4srDw/e4vzy0cprw86eotrJR6kuJS+\nph/XybumsI+kv8M3rxOpX0kyQpZRk4UnLSjRkaqQa6aISCpGxmWlWb/+pRsskzaQaRnJX3Ea+ZXs\nE/hWvzIdDtPk0nyQr5lUTtI/kRUNMBZRC2G02FO5j8Rxj2nijC0rZxW4kAKOPGR06rwhU5l43Yr6\ny/jiPS8gOeAgg+rkeObAiPUiZBaoGAoXiueXRLziDCQjF3dCIIprSwQHxzLcDJ5vxuhJFohLRbCJ\nuKYw4+YXRylIicnsHLsApS6YrM5ZVQxHiynFkW5k/WgXecj6O3zzOhFktJKMkGXUZAmn+PFpA3n1\naFVEWBXlQtLVT6vQ34ellp7be8mBhmwnT6nvtOS6xC2hcbzqJsrPeDk8afqnjwCWeeWzGhhIMR3O\nIS+ZI5Qwz0NqZloorsCMIo8BxO3QrHdRP1UYOp1nqACdxtBq0Tq6lK+QD9UwjTX4dGuZKtLGecxf\nSFYFrjW/SFvLr9tusXRXEMPlSX1VQ+MXqmMBX6yCh6h/pK4r00ctGLBJrKxR82i5koc/Sw0NjlAH\nduVysSjNqoZaj/780B0rwulnazLcLe/SpPDcHZT0TRA/v/YPB3Lbgwc4pTx5jl/zUu2G9Cc7ATL+\nWt+wJJ/3peh7RrTIM+59NM0IXx9Ly/kV5ASBi2MkIEvdOnN4CjgxcRfd49+p0wARSXeVPiVBhPVi\nCuvDfQJeTkHOujADVzVLSVl4x0dQLjHVTLsihweHhtCFwa6dGJPrKcjD6eaOyFI9zfr1zOVQ6Rqf\n9x+D/ppblORhKhS8Y/WRqYRwtNHh798n4/pGn+Zpo9yXRaPPcenGuNL5Av6+/jpPCauEavpzy8bL\nV7mWEL7YtwRzF8QXrtN8lzOv8VI+fy4v9fUYfdIAgJ7hWWAZuA+2TDni8hEIwPuGBFawFNatrUJi\nQj//FI+u1xpK2Jb39JCgvBt4jo3JXmjNeWaworZEU+DKB0k+zjOXlfMk8ogblHNclG1hqM7UQvN2\nitAz1A5Or2W0YTMciadmHuhQ4EmDs1zBkktPGGiTcAfkkbIuLgM5NCQDwWk7cCXeqV0Lip4AnCVo\nTU/N8KxST/6opMqYSulj6s+7e9V5YVVwLkdsCpfxuRlVCr826soT2hHQxw3Dtb4QSydNdfSvpqOd\nV6DxMyzP3//fTYbg5rVZV1JJHpvxjh1XGp1c/2awuPc6bu40TKBVpTyBPrfU+YXqSAjMyec06vKE\nq4+Em19aVWkfX5LFs5K8fiWe+XVI50B9LaOnlpcDpXr0RJBiYImJPiyCvUCqukgaocyKnhcPj6Rd\nyfOeei7Fsw78nnpWyvKh9b+PPkrQF6LhJ208LN+Syzqe+zksmU41zVXoH0p1wpEYWWLoVGOmedUh\npev6l2khV//yEYBIS2m6VfQKMUnhfkSZWgIJ+GLxWLwKXlGfigSSUWShPGL1ia5bbVbBB0WdOZDW\ncUMD7SOmJUR6gFp4aRUy/jHoqaVQz753iiYirKoV1/zeMpjGWAqwLbmrQ8OQf+vy9eWgh/z6VbQO\n/Uvey6Zy3n7/FN+/ZKx6U6R6qdwK2FuO5uu/AWahtqmTKl9GlBjVcWp18Jew/veloRJT6KhnIWiy\nxDaUa0BcmCHgZfULBQc+ZylZ8msZXOrJ0q/EJy/PNxvRZJD4SbQlnJCs/L4ursaftqxVcGPk1OSQ\n2qMO3Y+lvySbxLeOPjp9aRaaLu+WLpvj0F/DcHg+15Y6Uo2OZddQysArY508Ln9I73XpX8fWyWmV\nAa5ES7MH65aFJ3IWgGiU42RflYSVdO7DaM1zlpWSjyRWZ7XE1qBbJYdKhpnNKq8XGKMeCyvnS2ZA\nCy9ks+PjSuZHkzGEG+JTJSu/r4sLu3o9VVo2HjdEV5NzGdw6+le5qmX10Wi7lMogXj6LLzDD9sZ0\nqDVjeqMrTzXtVB7jbKVO6dTjtzr902vH1ATMUQhWBoq2/HVoWQenKtFasqSsxK+aCi9nGY1q/RM5\nbhauy10tTGrcQzF57gAo15j4XIu1q2LwgKfxshgtT4+q+tDkqQGzEt2YuUYVjxykzV8kvhS/SnYo\nsue/zGxWeb2YeCRnJdmVUHVp4ye2i9UtH+IdW2bZ7l+V1q2n1DbL0PrY+t+3D3GcgKxlFv3szHEz\ncA+oycuRQWN0EdzyJR1ffXoITUnfxfNdVXlnYI0V8IyDy6/XqX+5jkDOqDPyukBMqJT+mfLXMW3G\nwdGS1EaGlHV5ubR8S8sHnPvhoWF/If2b0fMj/hKaqCujYQJ5UdFl1XUEzMuq0mNZOWvAjJanySnB\nAl5UOBSivBRoSC8Yqv0gJIdlcMlzUzjHFxKfKPB7CqcsKDkJzkWQVLLw6XCeEp4mC8fjekrVIVks\nrdok+nV40jIcj8J5k3M6Gs+Hrr+mTyxtHgMHAgD6EZsp/jUsPyXi4vLOJW+HS/GMiMffhM9x4fy6\n18bDS+kYAvMrULYW69OfvnPPh2pVd3GTH8gYAR6TAtY6yDMvw7uWTNWnXqV/UlyF5AkDhCyrwKtS\nTMjNQBrP+yab/RNLtjZ7PxaufWZ16JQRjV0svDYu9w6aR5C8ZcRg8ke5D9dISXATyKviWYVXxVNL\ndehU0Y+1eLE8Q7LwvJi2ktJD0F/rF1W0Y+6pIFZSwJI/KjDFrRhL9JTSQojcjinRSdCOVFUglZfR\n1t7psmvWn/gE49ByabuunfP180xxa1xcbwVV5+n/8TISXh7KsD/L8f3rKv2TjDoTgNx7bWgUXEu4\nGb+Il7jSFFGDCyATwLlPMtk/KyabJh7PheqalpHyIz17HeelpRCuM6Cza++zSWqcwlG0pBUfnuL+\n60JZaVg7+VbG40OyoK/ZtQAPDS9Kz0helXoaAc8G9NToQCijtIV2/VD158Tu055BeRy7pUVR3B5G\n4Ba2nOUb/rIeL2OUP54HQqciUizoMnyn2Br0N1LgQPGEwMGjp+R5Kqd16+Nz3TVeQlt59wqOV4cW\n+cMAt410/fOXAK3fkCFrL+JqvSFAg6OrjkEeh5YNX0uJePAgKc+kiNYlxhxE0NbqmnsWJ8Kr8uAR\nQVNQvjo4Ar5mB0T06q4SIlfVM8XatXC3fa2iz/CLvak4HWLlnbxIGR1ZWRxYqSfjFSwn6ZLj0zwC\nE7fJ5XrmZShToQ6qTGRRrkoPSmNF+ks6Or7RQn7lKctTXQfnUxTJjTAVgCZ34Chn3ik0dFuh12eo\npn0e9behcTvHx9Jfo1+NF4PLEw1a6DWnH6oLLYDQZDJiCT+V+mcvAebrJqH4VbB4DlxUhDnjkPPV\nxLZZhsDX5DvbEOvsrS0Rq+bJKTlmOmopL6qS8Gu0eqG0KxK3ho4MAm1RL0U+ESa1XWhQafhCu9ZU\nXUqVwzPGLhAZ8p7E5RHNAQu2LbsXA3UOi9DBwVH0UatPiaPEFd18pPAyXE9OO+YPQt2ZeDP7sfU3\ngk5cHxPSFS48Th9J8PwfVwG+ga9OlTs/yaZb91aLaoofrRUraEtlnIBo/fpb4c/3Y2D47quMvsWk\nNpDVgLVwX1/MaFi3TSwvaY0D469cutJSyXxdwWSv0r+pDy8eS/COUBWdGAKoiks0GiE5pMhKs2xV\ntCJhlS/LVdGpk2JlrIN7T/2jZAmD66SlSWgiVXQ/L9uIl6sQpTZOLZ4BPcWsNetZRfOj6y+j1s6r\nsnJ5Kq1WbsQzW0ajDMfAl7aOu0afTohn/uKfJb6duuNyCbnMciP5XArX9bhyl7yY42PirVt/+U6v\nIz8wsQTq/ko8jNDxDEeC8fkYl7ds3cNtbMhVGMPNbfpOlDLj0zgpwuTsQjgaPipwJLkMfJl4fhU/\niTe9l2hqOkn0NFxNnioZpGuOK9HW6Gv5y7RRqN0+TIqRXCoj5Us1o8Gr5ierrhWth4R4xehJ8++j\nZ5Us903r0L9K71XqYoQrWSruBGkJ3hrhMepeSYvqKb7swkp5yg/XtBrNafh2yndv69afyh+Ch/yc\nNELq0K7Lc1lZeAvGyaKsAJisjByL6PdVOHXxnWThHP9R4BPtsh9rsh4untJdjzc/MFw1mUr5leiv\n0agyS6uQh8HEfqGVC5jONcQLsVLF5NeBr8xRRBJ46HouXQcfSX8t2IulvfrkckyrhVeObDfonFVO\nciWnrl2baMTYPo3HMqNi1fprslRdL1NOCox4L+O0NZ5VsmhBniavD09cZkIZnqqmARRRxQ3lqWXi\nbZWBgfheQx122T8edSOyrEFUuM5BsbJW0AmAvYxKlgwhqLoSoVqeLdXrh0meuloXqdFtchLRKmk8\nV1gnS/b6KLr3FvOB6b8yfZboM/pMtky+Q9OdSUgXOg/nNPJz5mQJpBQbAnKapdbr1X/ZEcAl5byr\n6Fe7KVdvKTgI0ZFwYgMzPyXOkA7WmUVxJK2IbMsfmwmh4hqit2UoimN0wMyjUDrFpSl/paI5XS/P\nFiJ6FewMcs4vuwjmU56G3YPMrK2Lz/VzkpF5GiJwaIwZJkOObwlC8Qo0DzxiOh7pB4bpHjNIiTiS\nGpbnVxhiLqHVQkWCuIR9F8vyauWIQT1ryiGQd+qqSta6SZKx+JN0e4D6x/AM6sN8FMWVOMgvt6WG\nke/iV8IsiPEk/1pSlmuQ84NDk75qVq4AlHKxV9mEa3hwn3cqt7zmsB79XW2pjNTuaL1AmlFrZaR6\nCCVL6EqrBRKNKliudwy+r7/7CCAYPhqWT4IG6ixFGlxAisvLVTgRRxaBDr2sfAJghDyFv5cl1ZuR\n9SjqnddhJgNvQ6es8WGciFp3itx53xPrSZHRS1VRsdaZHMYKjiAOHd/Zb9FcNqta3s8pN1Y+v83z\nivJ8XNpMfa+NiIiCbEXVCzTptyte18lkqdSTjmUTqWcOXlLPHLVST41OLtND0x/wZDcCzBsajLio\nD2NTZitj1QIw9HMu/4ri039dPC6U0TAUOrSemaxcUU6BNbBxyuV469M//7f44JDIkbvgVE5L2PIN\ndtOAyDq/hKaDAZJfUoA1mXm3BU/r/Au47/9LXc4oPHOZDHh3NgXlav3L44DL2oeY1JHPEUMRScCy\niEnqQSCWigtYYb2CfAgdawM8lklcbmZ9Jc8VI6cHy+GyyQndurQk2lL9cvwq+ZeoP27BJXLcKUgc\nmYiGIRkBRyqnylejvEiS6OnZXElPVi+G11MdPSUdpKZmOE48S/KInRcVfnD6K3KKegXKB/VhKTf7\nngE34JDCuUhlOTsveUKlQN9quBVbykJLZzzz9pdYUIDjM+DU4Tr1L/MztqQzGopNGtPfmhgOvFTJ\nsPscar2yuf50a2LjlCqldeEujG+1zLd25vgo8Kr1b4IC5C7ENarA00aVdh/DD/C7uESnDu1AWXEq\nJDnVqiTOPxi/OkFLrM7L1kOovuvwEqZoXp4U80aQrzLeHyJJzXjfpNH5EPrHNKuAEyvy0jKE5PgI\n7V+LRQUyfanNVckPurmbMyTPd2BxttnF4h26dMwuD7dUXH3IZdapv5QfI5sUQvgvH5ZyxE1uqwyF\n1BK+vXRrq7yj+K6kcfpnZwEISOLzcSXV2ZN+6VR3hHOZNBmVSvLQq/hHzLrpvdVwYlLd+rZLFNPk\n0jq9BjeMrzQgPqT3jkwWen09QHG9tK4h+SGG+irSA5aznK9pNiPPkyY92ipgWq7IDe6TbRmQ2iXq\ncEIOhNMIDRip5Br1D9rWmAmXoLmlvxG2KxO/DKIkHB9uPDiVxQ/yaHBkHFaani68yagQvgzIwzAX\nNyb8/HDJwpe/7nzF8M4F5b6KvlJOW7OOSiF5AjP3lbTOEoNKzYoQKCbI5osJGm4VLVo2pCbnod3T\nVNVkIXxJvlCS6PFFmRj5pPqKifk0eUJDKiSPRqeKH4dp+mvtqNG4Z/ubYIfleZbYM8twfAGL5WYj\n0C48BMlz2qIs5z+jlyqndLx+QABB7pw2nHuX7gr0p/o4qaqhS7jx6iXD92gr8pu8doT6KapNMVgM\nHldf5XXZetX6s3cAolI973cfP7dsWim/2EDiQ9H5UHTvI4OU4iLSpUhHBORRtLgd08pLVS44Q1Wz\nZZvsPni8jkLVHqpPWq5KT43GQ9U/pn9IeLX10SNV1/UahpKbdW1x2jA8bWOf9DefzHr8PDr5ndIx\nLGCLl/tcuS0pZx0a69Rfug8FMBSeBR3ii88h4+AbgPIEPwOHr0O6fKkv5NSjZTFFyyJG/0Tkdd/f\n/FrSyQp4VbRi4BLtAm7vx7NKnpD+6+Kp4a+Mp3Xv69AQU4y3eQBpVfHdPUh9kFQ3sArAHrSeWvro\nQssCxDWL42ZrcnDzY7uBtsFsjqDR0mPJ9etfTVmDcanr/mm0NMlWwTMkh65rIrZQnV8piKI6SLTr\n8JTwqKOTeHJHaMz9eFbJU1f/VfDU8FfG08TR8NohNjKojBh+Tj+nf77JWiWOt8rIqB4vZeyu0I7k\nWS1LdVqVLBJGJU+Pxn1sTVXZ2FWBmPs6qWqmGLOKUB4HvHxyncmHseqhwEpYcVkqfQz/9MfiE/3V\nLpIRE3kC+saOPpt8HyJ6JKsF3I1drIvL6VhSLioxOlU0tEUUaQ8l7f1adSHJln+afBzkyWjZX0CB\noJ6EBpXHwSV6F7+chsD6o+lPZBXRrCuHJ6PSqVRZANBv3QE6SqoOc9FTGbvLtG0kz2pZqlOVLGvV\n36MRPk/QClcyROqpfCYkS1Tec+MpWQ7NeWuGV+Lj5mv6hwOA+m/31+gvdSKnoNnSwh+57WJTSJNY\nWg+KZ636hme1aTJqRoBHLA2fWn5IGD0szOTwHGRcXE5HOkWikrlhtwEa2iJKIVtgvIYWaAq+Bv63\n9ZKeMosyUwuOqa5VegryGIbEZeb50u1H05/QF9FMKYcBABvWR9PLTzGGXipTNXZkWpIb8I0kpy9j\naPk6/+iwWcHVJQjjpsnXnebxK5pXZTFy3BjLIukYcuQ5zArXdXjo+utnAcCifBtR87GBsim8aq6g\n0PEaIhuPHi8DPpUszgHwgsCADpJcGh5KKyCWI/eG48TGMBRuBZ4SvxxPiyJpnYYGKOlsRsLX+NdB\nofKEaYhF80tuiAm8mlAgWYWGRi/UvMKYFWXOfwVa6g7c97WpNMaLrZ8YG8RJKg5fwv0o+tfpG0rg\nIYqh9CPP9VhOJeRMtAiOMtBo+eV8IxmOViMMq1K+hK1d/4KPS9O1ZD4Nnuc3nbvljmWyBDyBgG+8\nsVfKx/nT+zA/d9eEav3JCoBlfzzyoMmwfFd8kk9iay2QcAWS8zR4lWOT/iR+mtOkeFL9aHR4onUl\n0ZHqEkIeD8i4PpJjldpSC+y4rDRRnorJ05qAx3P55vsOT4GiLX9t/psXzejSvBy36G20vClFdGQB\noUclMjKuJzKt3iq7DJcmd3qW6qTpyWQI6smaXdSTdy0uML9m3clq+BltquOD1Z/pIwUhRR7Th2YW\no5rWDe93ELqJkZ57W+9fP5ffWZGBFa5kqjlc5ufT0d8RsEK+zSBr1z8ny9kIMJ4fbKcCZlX6iMpn\n9yZePifxvsxwYvRvKqQ1loH82EhwGdr5KA3RiI0gpfJ1Za+itwyN2LpaBi/m/r508l5MLG6BSg1T\nDuce2JfHOwaBOlpTksvzLCnD8xzWjJ2DSxx5TKt7p0X7ZGR6RBZRT47H9bRy3jJ6QsDl994e/FVD\nhsoH+F9VPTT9KZ4kh3V1MKYMWLg+Xp8wEKuLMjeiUPmdMDaoYMFGoVCJNk/hjwfdO74Zb56X05Ce\n88sdZ/X6axF5Cpdztf0PuHSUu1TGKPB6qTR3vrSprXPhmsZucimWnwFK0b5WXpsp8BBbo12XZz7q\nJWGCslC4Jfj0OpDC4a3OU/sN0QzmW6hr0tE8pYarkKkSbt37wupxb0hhFDn7qzNOArhaViX5uLB/\ntTzvkaSAozbPmgLW5rnGClin/nX0ET8Vj5BDN4tyRKKZD3meWc60fZ7SjJzT5UvFsuz8Oi3nO2JO\nK2T+V6U/PFq0hB6GVA3+UOgSC6+bSmml1Y2YgI4mX//yHQAlGhYl8gIeNsMrZnwUTmkH4JoDjLW0\nOR0P3zAZqeNRunstnpD1pXAvT+Ar8jTV1kaTqbiWGi7EMwZO6jQUoDn4NT3sipMopsC+KgZ+6MmL\nF5cQeiV6fqTKWoX+60r82N0cZkRXZ0FdMi8jRf4UxzJeUvlyWb7EkWXJr31aLl9K14WX9+vTn9MG\nKXG/pM0uNdhqUjjQqZN8GokaTteirXpEmYx07n2OrznAKL4k8Vlq3bav8xZYMcNmTLij9JLqOQP8\nKmLzWtPdFaaYdqvJ2h3S4YUUdeGD/WrVs6zD57JJclX5ohg9Y+Rz9FSGZEiWujx4vphn6rXdx9Jf\ncnGxusruUdbHEQbUDubBsSV5FA4GB8tz8cvNcgzDdWkZgktpabNxI/LU9Ir9Xb3+65lUaLMtDbZa\nrnXzYpKwFXBRuQptWvlafmg5geaHxI/xFlL53BHyzhOiJ9ChKxUirmGgqqaQBopWTgiMxDqLrUtO\ns6oNJRmoLDVSlaqhokS90AJHFbuYGqpcQFkRrogToSc3lSGcunpKZlajo/FYtr6Aj68/hy/b3lWW\nT6XiFNQoSNexHDUbo0toKJ5z7rMiL8dBvp8+4yG5l7Xrr6DXxc2qgnMq3gVhZe4dElTJK5jxQhQr\neHCBHvsKIKcmlYSSLzmrUMprSivP+YT+qsqF5IoNMIxwHZM0Jx5DI0ZPkLxldakKirgMVbJL8yZh\nrlRMjWxUXCa2nFAueACaIm0YAEfkymSFS6uilKmGnvngllhr4lfpaVTBlBSrpyKnlz6y/ku3G4PX\nGY3O6FDmWpbd2UIbm927uWpZC6dsjmuzitTlzRbxTUnfwiJ/pOnULelElItX1Zk5Waf+1d6FSVbc\nErhjHjO4AQwsDOuAJoMD1rWYhZJSPVtPBC+ZQF6Wz/dTK/gGy5Z6NktAKJbVEsWroqEFGBFhyspS\nbOzO75eRZ1kdltG/Th3GRNI2gKvRZzDpVegcRYz245NDNgCr4uDlSciKcxKLSNG/JGdkUnWqoacI\nD+gZlEW4CepZsz1E3A+h/z3abYmqdHDi+6f0rrmWy95AN25+wbuib0sH80h0OH6OKbd/kRvk7efF\n669a7srGZe/bi3BXLw2egywAY1ydIeCXlyVFz1yqGAxOSFfpnwhoEfcSPIZGnaFxn1RnOiPxXIUM\ny6ZV8L5vAFHVVhFmrwoldpdJK/xV4Wu/sTTqplXQ1uTm9KvK181fpm5j4KtqN06rrmxV+ffRKYaf\ngFtmWXCF3bktz3eZ8xlxCszdgFvOwiLff986NELKlWXpfxLP/IU/Rwtri1UGWmb9+rua1UmFibIK\nnGWEPKAGCyYypa+WRT2fMTolEgMmUQydwLC4j7VdtaVehrZmCZbFXUanAD/L8dZZZytM2ismHh75\n1cJhDV8rf58YS6reVdDW5Ob0q8przR+K4WNlr6MbpVeH9sfQPxa+rD5KbOyZb5ujS4V9mJEqRnz7\nMXvRzxgYa4vSAH37P3/xj9JHUZZQIThZaUMxSr7GlLNfWmb9+vMgiHcLEiTY/F7zspKB4dEpTzE2\nWKEh8eUsVT5SUCdhlvonPgN6kVdkDlcVIy2hVViM01Qr28r5FGADuCEnXOU01dpXkh/V+vQ03lpn\n0urQCB2myhJKMlbpVyVjnbREQBRj+GO4riA2ijjD6MMlKdyW5FtC71pFAkNkrfW1Rv1rsLxnIuO1\nsq5iK5Pa7RKSkpCiF+rwNX5SZGYJJHZSpEXsq9Tfl9WVkeSb/N7Xq8St8g915KQy5LZX4q1EjQ5e\nqB3dfE3/ZoFXBE6mLMP3lNbqKCypAmN5eUNI+lsHqbyk36rkcttMUKfdhIoiaop16cAMAxofV5SP\nCCG2MadjhKqSBh6lQ2TiOqv9imSIPDUZFDmCiQYwhl1DuK+mtEziai+bPoT/j9ZTQBLLLSF07SJK\ngWXq6yHor7JcgtZ9+q3szOksvpAMqn1C3V3ptH3suCwaz/gxHSNLff21lLvB0nFQPcvSfO89U5RJ\n8cscPkWWuEuuuKRLy8vbF8n0fF2q7bRfpimXycRyTmzjEQk37EC4AaRIh3os6uOZg3BIZnnFdw5M\nRkefSBm53qIcgCp/cJMeTUYuG6UTWY96G9eUMcflQK3NJPm1JAUwHF8pz0h/COcbTKuyaRV0K1ms\nS46PlR6a/iumH0dKw/LhujNfBi7NuKqO5OUB/KpkiYPH6a83ov/CoAWn6lso4+FzPF2qkCyyXKG0\nTBm3fFmmWX/phnYa5gQsED7mVVqmzsuHAgTeUfPlIotyk3JehvPkzitPAm0xjydeD1X4XB4uG4WF\nHDDH5/dSwKPh0jIcR+Kr1W127bClwZi8rFMZOEb0bW3xJiZJrc1pOLSNzk+TIcok1dSz7rJ6bT1x\nfz1jaYqIQlqn/p7spobs904hW8Q5a+OSJm38azQqxqBIg+dpvCQaPH8d+nPZtMmNf28FGqWrt4IE\n+RqCdbi5IUbIx6Qwy2T1tTQFJi3DJTWsVJX+zWC3DvZ6RrjAZQU0GhZQT90QO6iwXUhRA3x6a+Se\naAVUD8aFDQ17KW9JryWWr5KlyiyRPK19VNoUFpKJEBfRNBmraFanGMpVqU5taPD7wGLTfWvrIej5\nx6D/OmTXk+syqueVmrRlyXIum8NCtlWiFZJRL1fyDSXNfq1a/zxPk9nXKXWe1qPilqFQqrF77Tp/\n7oit0EYSX9eFuVsby7qFVhp8XVIa4a8AjJbJHUNu/D3Bsk2ZBRpVDlDSz4M4p8xwXAFfwoydLwZS\nXRKOHPfhX2MwV/aLFdSDmEKGZT2U18NNpyXRXldtVqV16vnHkP64ZKZOgLoC/ZhdnY57Ve6gbwuI\n71ykZNkd3eJG7unpl3d0Bs1puJK5cq9Hf/8udwmSk+RfN3ANqDsx3r3sqjh+ea0HCHKwUzp2Vwf3\nKwgp0KvWv/wKQE62fuxr+I2RaVTQjWK7irh8BTTuRWI9c4v66T5ysLLFyYtZ585u3RUj48MqUkEm\ncC/BCwltmWdZmVheVfOhEI5DUw6Lg7zpvQQHAnoqzO6rJwQcC5+/x+sB6c9phfirwZ+V5dHkLHPc\nWs6NvX/Qjc/ZkmuO67oF7vyrZvtlKumomsOYcvHZpxx6sW1d+lMYtTkSvlTGMH3za8Pw0utyNs/r\nT2/5Mmlz2DxPai/NutB8gb+gf7O4l2Uwnu4hfqFURSemT1Jcqa45HU2vOjzrpBDdqvqqNy7jeMbI\nVJdnFT8A3hZjBS4pJMEqEl848R78VFE08BZ8Yo90Le4tu2fhrXbt3SthsYe3jJ55HtF1FXpq5apo\n5ICHrH9su7Ej2NV+oJWP5x6SKIUZJz80MEO06Bv/knHWart01So/C6HiY3VdXn9XLtoJXFqldm7Y\n4WLkeHnAYRy88g0BCnNdFn3CX/Ly3yeAx1+DcZ21xHAE/ZtwYTKNUhMfTqmFaNUfHXH8c3hVv18F\nT1TAY+pRoxHiWYfuMjLV4Rnkp0WhFMajfj5kIlNN9HuXW1X5D8EvxkOug+9DobEK/ato3zvVicxj\nxscyA5a7cD5WtfFKXR/loUXXIbuwev1lfXw53LcOSvfO5TSkBK8z93hi+msEWE5Pqj9L8LicPGn1\nWRUU+PonUbiUj5Y0J7xMknSo27+rgiMVn0dMIZ51mTAadfSU0jLsY8sspZqB3BEozDDYssstFUmS\nv6ZO92jdf3np58qqmUIGkxuHmNkeX262Cpznu/NcWRYE8vgshv5xJy/hSul++rv6pH9pLt3t0C3J\n5bEe/9JWcU4lD9f+lfzgwPJ77chlbketIk/56iBfqfH/NP0TtYPUtskCjaWMghV4L+G1RPkDdIx3\nUc3Di1JrprXORhV5QmPcg93Xqt9n5hJJXoPF6hlI65hAAvg4znLdPDUbvYJAbCUpxn+sEhbFjhW0\n3LaUWIWz8HhxJ+QOgJRk2Hm7i8zMQVrOA8K1JFhg+dSuV3++vU6ZyyVyZ+luDqmPog4MYK1Tc2U+\n/FMCYQkeW22xPE/SSZLS72zO4w6lfjT9ExcsRZFRvduieLpKypiq8lb4k/KVjuQlySFz2tE6KXyq\npu6aHhItLp8kpyZruNPIA7SqLTT4MnmSDDWS1hV4fgjGq1Oiw2CW3q+YdtB5SLyq8mNhgGw/lqET\nglXlP1T9Oaiu7BIsyMftFMURPWRlkc74StdWmll6rA9QwgyBpmaZ0LMuP1ci69CBw8+4MC43chtN\naRuGR6rCrFd/gNYBD2acC6EJhUY1+T8W8lGUWd2K7ztwOTLJjJQnlROFya4Em+8VDevPjgOmpX3B\ni2jH2yHQGl9ZS36tAOP8TAn26LgdSubBYZrzkSyBRJsmi3LDIVYfHE+VDcq9BJPk5fSrVh+q2gLw\n24PT4kFNRZ3zKtGanedJKVQN5N4hHSpjBJiAl491r5sThJyXp67x1RR5V8klXDu0hTLe6cv8WqEt\n9WKeR/d0Klqdl+WE6ur6sfVn11yfIP06+mSAcBHpuS8vYwQ2HMaeaJslaVsIR9r6T8tV2qQuZbkj\n6YRkZBh+eeq8KR533gbpLrNu0fIMBevDnc3oqATcl1Ip5TyIee7KgXvgEZXFU89VQtC/6ZfQqBjy\no1nae44OI8BUXhH0xPsQPABz9I6hGXPNYaFAIJZviGeddqtDK68jFhQYBqcdt4BlRZY8NaaqRVLa\nVQgK3YpuyrurKMtyasnyBMgty6aWnmwCtA49tbRW/SUaRsdbf5Ii5hBefo0IfJ6q8dPT/ugGNhrH\nFCOfjxs+MKLTqvTX6DC4aBaljs745fbMOWApkqfHVLP91r0WP2dRgoIIWRKXiTYd0wSti6uVrUNz\n1SkkY5Vcq5a7zkhZFe9V6kA7NjetHG7Y3xrTh7Xe/3zTz/X4gRIbK8UQZWOVH9ZW2UB8vMU1qMn+\nNTCOCA5HSzH5UUL5CmJsWpX+kp4hR6sFUaGVU46nOGhVFpen9fIMw1lGFl3/xEWI6RASMa2FtAYJ\n0fzQKSSjIpeV8us60prBkLeTiRZBLhlkedkxgRBbDrtXcKhjcPMRKslrwbK/OkmiVRdXKhPCvY+M\nVXpqMsWG6RKNUBvFyvGx9ZdgdWRZZZ9Ly/NZX35lBHjdSYrm5LTS8lKI5bRDB8fVtO+r1d8pkWEb\nAZbDrQN383KY6yPyEhK8xHdde/nrr6iUcOPQDctiCE85EJH0Vz4DjK1UL3DgIZvHOpzUoasRyOBW\ngHnw1SXR9wYDowgiFfDKc0irgriKpTQ1m3UmRyW2TCYt46tVUG0U+FpB3qqhklHrDJHdQqJVF1cq\nw59+eHouKWPxp3Q/TSZvc6RIfhJ/KPcSv4eivwRz+lwNGTxZ1FK5qfbDhvJ7cxffwH05zg+5XMql\nK5UqxLIycthimHx5rrvtDch1VTjH6a1e/1IfN6Xt4beI8e74B32lPPzjPUtwylAABQ0oNMBgVA43\nJODvWhgHXwoNQmc58rwyAHDay5B7wY/y/sT7DXcE+X1l27GGL+HuOQ1UJwtTyJvKakDbSeWpjGwN\nR41NIAQEpMloXQTjG4m/Ips0tuLGhWALMhklOOC3XWicq5ZVM0CSgIEUtqjVKSTnEmSWTjH87yNj\nyNNJwiu87qvnPWK/D6v/uuRQUu7mXBPufqNtHXg8vit4+cfdl/89PDWbOn5eypfPx6cyLavP/fT3\nHBN4B3BLlfn+lxI5PdcAGocHd9E835cwp2cLLX16buKBWqhDV+tfHgfs8DLk3kDd/1IbaOK94TVD\nrqllNgxuFF7WpenwsChezPB45uWMSwe0XI4v4dBE8CmKw0fQgRdQ36xiyTCdVZ60DOfF4Jbx92QT\n5NKuOQ3xSGDKNycg16/orzOg91GGL7kPz1kR2a1QZVxa3uVy8Wl34zEvveVDVOMV1FMqKKQClZUp\n9BTqy5NL0xO+LrRckSeYFFo/D1V/Lp+nD+k/tfUR6NNrzYTWhVfRj6VbF/+hwN37Kiw9T8bUuNfF\n9eWKoRjPW+fDEzsOWIsm6jCNTZ73CuRLiTsOJYgQy2l0qIdgw8izjgxH8kYiPw4P6OmBma7qd29S\nvfBEPR93+IGAIDoZUrXc6sYNzFCVe2KyWIbXQHHNnH3sHvm0GqVqD9WY59gCwQIHinrmTtF8YD0F\nfDGACJV74PpX6mN8UBVNPZWRFn9tTsaLpRfKRwStMJ1S2hh+RrmjkHXqz2HBKcIK6OcwwO+Zmr+q\nI0MsrsTTL8feAahynqtMVXxCpsnBIfONZWXnI3yZ4R3n1OLpVZWJlVHDFaxaFL2YZCFOAwtylsRa\nWoBSg70wu9O0W/r055rdS0WN0aWCMHWKtfUkTaPRX4meyxb4yPp/KOvncquaAa7KlsQ2bpU0Ymhb\nScfHXpf+YhhXQSs3SFLnCAVOxuPo1rM2FZDagjtqKZWy6N04NLl27xOZSpWVCDGWgAJcewavklU/\nFPfhyxr5+6R78Vy1wKtou/vIlHVulYQ2vauXCvKxk4P7sRMYrwFXkG+lvUOyOwEGH3QofSz9Q+k+\nzNWyIaJ+XgwkNlmxvCW/YTvglrfsOlaCj6d/mFJoJh8KDKSVjfxfWtZ6OPq1xrOEu6EHD3ri6ijJ\nJtEMOx8lHK4QLWZy4tKKEeHBCT7rWOKAtYx3iHaIl3QvycPzWMVL+li4OM51qMFCvDUcy8ChgckH\nIW27WPwIWSnJumPWur3PSupZkkfyvV7L6ZCmEd+/tIQO5ws4sY0luJKMwfdfc1mq9ATBE3C9+5xv\nSE/C21bZC6abqCflYwvyJR+XHCH28fXnbWzZHx/K9j76AKi7whgD4UlrTsPKW+e+albKyxt2HZPq\nr7DW19+fldOuQ399q0fL0nqS3K1x6GryuS9SumUpnF/77eTz5bQl+oCuf7oTYLrVk5ttDdL9H7PR\nVDzjptUm6luSyWd4vKalmV8RJ1B+toR7cQSbRXo8CMATmcOl8sa/LpCMroenj3bNeFI6jq4UruBL\netK3pzTdaHlPH0l/RdYCpETQoswViTW3oWxYvrf0z7un8a/VspbQ5nnw76VtaUUZhbII6cRhvPsz\n2bksvIz4eETpZg5NSa6ItlB1DOV9TP0h8K6QcSl9ipR2NEvu6X57lKQl+aFUmr2clsyTy1N+aW5c\nrGLb2dJpGHKtJf8wHpdbSWV9+gN862D/WoLlbyOo4937TX2UNM1Vy1Abo8jhplJ3rT+5tR2vf1Pm\nyixDuN7lpL39rtEq8Jn1FTW2PtDjoeSB48Ves47s0eT5Efp7Ogn4oryC/s6tUodRtEM8BaRg/jId\n5yOnP0KRl0r/UvTU0kfXnzvi/N4XzHfZAYpk3GuUqmiXZoRLp1EJ8Qm7xXXq7ybFfnk0yuBEL0nd\nLCJcZBn0pPMpH7vk4QdIUp0wCQqIXley/k0XwRdYVyhPtEEl/FC8KJXh94bBTQA3RDeDqf0gUMZL\nEkzTxZDQlOJRfE1HXs+chtROmp4xfOvIp7UTCG5oWMQNyJ/Tz+mfZ1pX/w/RXZ7n6qX90PrX4aUE\nRAwSG5hQH1k9/9ICJF0CTUqNA02J60hyRGLgnXfvLMPhcJoXEp3mk3tLcbSy1i0j/gU6F1+ztVxW\nI/xSHAtZfqkMBROY4zu5vKHAi+NrugohqZXK5nlSm2j8KurXKXeffCXFxmN1YFLcRuE8Ntbo8nKh\nMhrd++hCZYgpx/Gq9KgqHytjXVrr1r+KZixulb5OokG8VOFaHrkuXjwh5axE9/483R0B4ZaxIHKE\nBhnNX6f+8SlmP7h7Jxu8jZNlpQKVqak+b86vDYeD2P/CYVgZWXEUmv9waUqZSkFOU8Alz7OqeYTk\nrIq6YqKyWDli4Dyggd8MqnwVYor8eLBSlWKChRqpqsrXAYtp0lBeDDxUpbEwjWYsT/4rGZ1YmUPw\nurTWrX8VTZ4XtF/VyS2+TKCc22baUISq814Od6oaPz+vhFRUjElDBBNZMWvXX+CSBiq5rOSZevao\nlmPHWyxNZxLosGz1HQllbuWbc51nmqPII+ifLGWb/TKG/AURQ+B7pZKmHCtF74RCgOuQM0h3BQyX\nNcb3ZpClIlzlkT7DKf60WQObyN0zAla5xNIN4d2zbgs9VxDl31tPmtbV/1l6sPprxWOGQIBnnPML\nDGSPrnEvDSBvn6jQzLdJLAEMu7ryxEDhY+lvS6fuZJjcdbp1IqxpIHem/poEP43AEOwSsdyq2LLy\neV7ZPm7fsgUuT6U8fkBVwg2DlXpK+iuHAa0whfrOKoyvn8L99r5GZk1LMR+EZzQdW69tKG4RrgYM\nDw0XDcclaBltb5NFy34B5xMwRzyyNlWQEFYMg8dNZQRozMI/BaO4XuDiWxGnigs9Nd6CPhrcWFlP\nVOjJP5MT9WR1rOlpWabD7iHqz/RxAtTsx9iybJQ+ATWkLsFzbOCv0MWh4S9nMDXgu6+cnju4aD2U\nDsulSwXQ5M9XICzLWbv+2Z7NvlUpYdaRxp2m5MGMX6Mp1K0N/8oaekpB6ZAds0dL2ryWXRks6+wx\n4ZKvB02+/k0PpzLlqkQmETWjEUtm2ZmIVO6+s5oPNCtaC89oOsu2Td43pD7CYRRXEU4iRe/5mBfI\nhBZ46KV67IOAWyWPcytZEYmeVGVSlShyirLVKb9CPR22vCs9RP2ZPlof8j5xZDeaPlVqSU7EOPey\nza1QVSxRXcUEx8if3vF60uWXeIZkWK3+fvKlMoxnYPhHUpY0lJ1xWYFybUlfC8TIaDh9ATPns0QA\noFRJrbjA1I4jaiXNp6yKZx06q+AZ8JEPhl0EZRsAABpDSURBVGeBrDEPmZ7A8DBMHOPiSKUduBEn\ngmr4UWw7oWjhJaUrOzAr4FmIWyhIOokw7ngegp5MvqAOD1D/YH8S9KnqdyGarrQxic/c5S/9c618\n+WgtxMBzHXmtyjTKvQTux1NP9fRfNtUNJJZPy9NYpYzZRkAivm4boq2GNCTl2wra8jjiO1iUtGV8\nkaf1vU1Vig4sLIEbLys+vFTNLKEdmHIEeSq0Y/G8rKBZZDCRkQiNCSmWKcsdBYWrDk+bfWpNoMBE\nuQSmhtH2aEXAltKzBv0quIf3gPQPlV+GlwNTh03uNLVxHYa7Zq+Ep1fGuYulSSHwZAuPWePxUWwT\nKbFO/WWZqwIDCYfDND0lWlRuSkuqn7KcJf9STi6tOjJrsPwdAKeuCyQjwEiOpLjEVMqzAowXcfDp\nmM3ysri8eAvDgsludF6sQbUXBDUd+cNAYxVcycxQkCYTvQ/Vc64mHzBUHnIt1q00WCQaIbmUQZBP\nnUR3IMFXk2J6Jk91nFstT1FXlhq0167nmtJD0/++aSl9wB0VHW+aY6muHNdRVDl/iab87Dxoy0R6\n1TZ1vfrndzzEC/1p4WHIVuWzTU4rJIfEp7wv/7Xkntt8ST5Jj7D+ie8oaOVLjo03UvanvqkV6jCU\nBi3D83hHyRQo9LPMuUkOTnN0IVk4X0rKVARCmoPkukr1pEXbWqBB87R6p/mhegd83UHKCHJKTax1\nB0kNQSXL4MuESlJviqURE+YsS4OPsD8WPWN/82ut1z80/WPoaqeiiPoE+PuJG/YYu1k1gPjg0wao\nRIM6IV5e4hNT21W65Dir0j+F5a88SiENp5TjlZTlUJnSLCWVd0nwpbIZDdel20xaiV9Z0niyahxK\n3Gr9E3njBCmC4WxyeIzjonhS55ScC8+L6RiCTF4dSTJL+mh8uS4sWS63xJ/+SnS43nKk6JaVIlDe\nHlL0yHXK761ShtWJBcQ+FOpCEjsJnagRMg08BpQ0lESQ8rSyMWJrNOhb4c6OGainJ8UJybqUjAxH\nGq2xv5yGg/MA9Y+iY+Q8UR9BVp5s/q8tHULpBmz2BrgfnlhLx6UlJVzp8sCqgNvcIdrsmlDObZaD\nbzJ4Kgt1UO7b6ZlTtDZbGKW4pqRvXRnXq38qv8nskuEIdDyS3/wLEg/f0TZ1917/zt/kd8oR+S2F\nlTxtQYsf3sNbVOqzfu9yvECE/k1nD36RXCxMcuAQ4JJpCeFrPCPzq4oGh2gdfehtqE7rCFeVXyVj\nlW4h+lqeYglVWSpEiEkmLFF15vJpJWRDHknAC9b8mvTU0srZ/ZHpX5mWGUI0y1C0clHc8G8JMxvL\n3wzXdn9P64rM/Qx5L4Ce/UZpFrK4OIYKCxAZct6OEiWNAt862I68a9Lf60tVJlvA0U2UABU+ETFe\npUgbDhkXRSorcA6bzyzXVOufFHfOM3TpWgoh6K8R8jXh8kupfB5MKCGLEBXG8ZVQJD4aDRrVhuQR\nroXoTy7jCVhNWy0XohGqY4lORZ1UsZby6xjymOqp4qflW9YNY3nFVH9VVwrJyO+lIVclR0xeSO46\neTEya7gajxCtVet/n7auq0+R6kYPoYmRxoQH+tx+UZcSkkXiFRps3FVJE4516l/Xf/l/JqhnFQ1e\nLqdZJaNU3r/3ZZNwq/UvNwJyNmTRrkFgxJFY3okiGjY9bljBlzqtlFenQxGRnRs6IPi9RlurG+P/\nOTy1Th0xQK0kA5cdBJfzoPpqfDU6ktwWXnmt2pziVR5aoSGwseweQPm6KAE6wyOiaxX0adXnvLQu\nbuLMDNdBTIyvpXLxZmLNZakcTEYr1SOvT5bnlCd51shwRwcio1M3D1B/7ymWceWl8sTqExw+HlbV\n4NFqTOuQfHxSChJNd3c6jYYuny+j9ej6OOvT37V5pcvUdJL8imwoXEmkMpS3X96VmdrlkD+R7LcE\nk2TQ9Y/bCVAaIZYwK9o4HwlWL0d1CzKMB6t9KshTapxQIBAwWaEDKNSsqoHFQZGD0lLcWH7xYgQz\nTUx9eRFBADfMOThMjQuThlfOWn2+K9EPNbWVcVU5K9QOyaHhq3oKMJW+DZeXzJQon3VxHrL+dfCl\nMpI+urw0JDUFBChf27IM1xIstzzFzu697RJLVyw73JSvKQy5dXJ8OSRZoMro18N69S/plJzL9mJ2\n1IsUtdFa0nb1ofXFfaTAT6RNZef8OB7Nr+q11fqTACAwGovSbESX5UyRb0gmt4genxiHIfHk8OiR\nVzNJjSfI7D2vWlXSomLeWfjtfeWJjbS4CLy+qiL/Cjlju4psF6p/c5F9W1bNX+Ip0ZJ4guBX0eZl\nYuAxeCHdjIBXt84Bvz54+YeifyyN+7ZnkWiYkiLkxrl0EW7BcpT7zsa9slngqTk12WmYvKwgKeXJ\nX1WjSrsOhj6dl6iuT/9cn7DFMYV/pgEEeVWSdRceqJSf/1lHOlLShMq7XPiXASDBmDxUy3qnr0LG\nW9xUfrITYCiq4Ew1mNTQnKbkVOvQjMHRaMfqp8msXS8TcVTJEqKrwXOa942AtPo07m1l+aq+oeVV\niBTTzSQx+C+vrlgRQ104hpZ0X8Uzv/9j1fMh68/LWAU3tjtHwFMWZdRYsvQr3VWZ7n5Gd+ArHUmp\nQp7LqbuOm+6qR51ZSQkM173mPPPS7gmBruNep/45FX7qntxkxtGzLE0l8qWjsmsv8rk0OU/XPYe6\nW9XZA26LyXJr+rMVAIqybBiuJS2fR3R1w3cJbsg9h0OAg8ElGUP42rQh9GuWLAfl+j5yV8EZDyPA\nuEjRKVCoThyzTMxTVaZKn2V43pfOOvSsW36pdq5Bf1W4sWW4PquuLxWlNPHGkcO1xf4Cp2Ulyz8p\nBjIEy7Pz1p2pF5QKnpS+5qBSuqXDyR2jL8mH0F+ufu5GtSiQOn/JPvJIUaIh8ZFbpqRLf+m1gS+v\n3go+zRJP0j8pkeX4qAbc9xxKg+p0tNCb4/tRYgEXOy4NCDgNzoPkibQEOlaTfYlfG0OH16fUSSS4\n0qkcPelvJJ3idhnPIA/XmDCzKoSrChlDdLhoobBTosnpV/Grq6cmQ5WeoXtKIxiCKg6OyxFqw4ek\nv/d6k/IbolOvjOI4DLmmOAXcdbAlhtb7NBtHJPFQeJBP6SsN7+VR+xRqOVZ+5fq7+YaUlXJ9PWN8\nlnwige6wKc8QnlFwtcCjxCz1ceGS/k1NQNlp5xkW8F+H8pGNRltLKm4mMT9iROyZtHaMeFnNL5At\nAENvhtVNUbSW5WfCsVg07bwTGVYkVi61b3lShEStatEYGiFJYsNRTRaJn4ZbV88qGbheoWZftZ5V\n+j40/evqHCNruEzuwOhSsMnkpDPnsPMsd9N3nZdOw3fKJYZ2uI5FmI7vqIx3x6/Xqz88uNQaFrnz\nNg6c662lMl9xfEIyRdHUzLsBjWdXs/vqMxzdNuArMSH9k7I+SWXzMN9tBwNr/HdB8gs3BE6DY2mf\nQ4+vZXC4bZ3y5YpkcCZf+ReeEoTgwWmKEOdX1UdQgHooYZ4VNKS+GeRJdHXwlglCtJlEHaXDZqEe\npXqOO6qaBLgo75JdIVa/GKer5S2rZx34Q9JfY17XXNQjL78k5y5im/Cf5U+fTUGDLpIL+9Y5f4bJ\n4po+aa97CDTh0fH1gFN+XfqjoC0ZRdcGhYMeDpPwpN+KMgXpzBE7/lYKtmJ6XNlKUqCn6Z+4wrBL\nbX4t0c8RXXml3sd4mLICQvVe5dQsw5Vkp3gUV+Ip6UjrylLZGS7Fc3gaF4/zrNKVyy7yhK7nUjyJ\nrlJfrOV51aBSZo3SUVgri+vgwG02mifGaixPq44cztV38Ekmh+fBvrjv1ZJ68q6u6elUcx09JToW\n3vf/jv45DqVJ8f8I9KdyF+3GcApVlb5vCYzrk6e6cbiYF4hquDmIpgl37qiVv0/4r5Vfpf4lght4\nhENDTWPmwizHiaEdkNFD8+n4+vM5uORmq/Vv5sVlAYSebbKu4ejPTKPnjCTPQelkBYptiS2hQ/Pg\n5nu4IflzflxWATfnK25HCXj6i7hCMQh15+Ew3DxZAYfr4sgDOPXE67bgKUV7Ga4VZDWs/ovN0LUo\nUUnO4VE+bpFrhPHGb4XYpNDCkG7ryeATqxrKWpxFMz04kRGAFwc6zcBoULB0hn2VntKwiHEOvE60\nNgjqSX4Nke2h6s9pL6NPYXJZv+WjI4X544RD3Hub/esfvptep3d+efngXf6wQJOBw12evi4unqwj\nL6PxXkb/Uh8p5KiyTTwIEPC5PVf9TVWKwadt6uJXj+Nq/ZMyM2ANnXvJ4UiOkvw5IxxwNhEKwh0B\nrGvmC1zrys4Vzf7o9MFT0KMp6+HpR0STUmEZJJlCfISKNzGykGtL77nJjKGjBCpawKHdq3GRKfME\nHOcAHcA5qMMwPNoTKE2nlgU4ONwqcAW/kI3Km8OtDOd5nCctY+CWXRauyc7hXs/ksaICL9qA0fXq\nQIA/JP0pDVEfVOsTBS/4UHuWwy3DtUSuFIM6A/dae1os7Sxflk+lsKyMPqpLePrmv8muXJmozH75\ndepf6sMllpy/ZXmSXeQleBlJQ5e6Tk80sqSkYdeSf9CMbLX+bCdAt0FchnX+NNmyfE3nkDK2iPE5\nD+P8cHBO01DehIbluEHhBB7ZnxXqwal/ylPqnCH6Sp4YzOS3rB5VR6zlBdrX2U+3ogNXqafhRI4T\nvr1r0YWrrZdbXhn30haxIXl4vpXwK3hKsnvdtAKfw60Cd+jzFDsU7iPfQ9BfSCI/Ls8SchDqXmbp\n0rSZGyfOJy5akt6YLytfXh+QomEp33j/hvEt1q0/3aGgyj5pR+Xy19ZciaqMGg+mQg7aMixJp1Db\n0HzeytX6C1sB13GAEamuP9UKhPLuI4SJwLkXCyFjVV8NBMmwDhTjiO/NN2bgZjCLQD6D2rKIpZmK\njbIG8oIPgfHnt9ZDhveiGj+htHi+a0tHz8sYInfxZ0t+UXpqOhCZpHpx9KRZml6MJs13SBufrrEu\nnmfnLR6s/p4+VtbH6d2aPtzPUX0oQyGZYH4sTKYcoi07tJADymFVUbAE08utSv/qYKZ0jDx0cGmU\njehzKhtaesfdbXWXlpYX3rtQyxMGGgDlLX1w/clOgKIG9/dUq6HycNMq9Yul9TF4RqWYQZoxrAi8\njHDjYSpkaKxIy+TPkJ1845cp6LAZpPd8mdq0XC1hFijJLeZpesLXU7zPgxBJT/h4nh4R90bB0XQR\n8x+Y/gDTR5JDkJXLYCUdZXa1kuReVLprtrdFALVC/aJ4Cqlaf+P/qvXDgHzAe+VIuBLIE2l5NGMC\nKSqLZFQyHJGmrn+iV++K2rUWFVWWj5AiZVll71dp8enWh+CppWXbyI085eg1Mi2p/32qrbLsOqzg\nQ9TzQ6aPoP990mr48llf+X43/VtOCL48UT8ZAMbYClnuY8dXr78V8q2IQXgbem9hjT/Pt/m/VQ1P\neEqyyBJnfAUdbNQL51xOXxYASB7WkK+SviLF4EbjCFHcsnTvLZfSRvfluVQyAdraMpe0HEWH8kMK\n/H5OP6f1Jkv+pVf54m0+LrQvqKFC9ZHkLmSX+wTITq0qudx9TWTaLtaH0L+kyG2Q/P1/zo/bKLpX\nQkiGsEGuDF48OfytneFAOU9pqT+sf9xxwE4SlFyn/a4Tnzi4ilCmIl/jGSVHFc8AbgxOdIqISmPp\nSPcebX/ApIGCkeFOih8WP6ef0z+HZMi/7pWEh4AntbUWKpVFYZmnxlrg554b4NPiRT6c/q7G1oHT\nqXC1a6/iQV1tpSw1zXoQ3XsLGkSnav2TqC25VIYObYs6+3sFZ5HxYD2DRnJatJfnaVFUkLFL31Ca\nIVzOP5QqcNSloHs41EKlfLme8ggM1QLNOmAO+jn9nH5OcuKjLU+SyU0L+BkrC6W1WH+JyZE6XxDw\nVq8/d01sZdLQpXbfF7iL8JbZuZK2cfDKX6+8IySnbZ2S7rqNNLvP/Y7kw2TaPC+JeyNdMOouPAsp\nYohlKEHnJYWZmlxSRh1nq8XGVWUp7zoy1AkwtERn3FXlY+jz9rUoN/yJ0Q2kPcUA8V5pJfFDXSKx\n+DHx4YpZLl1ItK4r5HPPhnpw+n8EfWr715hVz+h8grPORbkA7VXqX7pPk/8P196n16WV832B4bgG\nrGzu9gzhB0LX5+XOxAlf701ULmuZZwk9T25PHl1/dhwwubYUljsDHlkYuN8MaVGIlLhDrMKXeBgh\nP7a8hs91YDBL6yRWNooXmhYrMPGbNc5Hk7uKX47D25Wj1rCeWowT2wQsqWO8ogktva9ajeBltK7F\nrwNxnQ3wlMSorWesnALuMnpaDs/uRfEqZHmQ+od4BWg7lovH0hWkQim2CjSOfnl5LumWMWKefO1L\nVV198kdz4TLL6e+6RT2MCH/XH+LgTx1DU0kJJ4ZHCCd+aitjkgCAiW4EmKSeofAQfp54U7IoqLgO\n4UlJqvoQTLMcoTIW0XvK3ktGVsYw3KAMNWlr9cLbX/pOSqPPm0+r+pieLjlcHpfyRFXQHDann5dR\n4lxO2+MvxFCGXHNdxF3qKF9NNy43v48NqriOOU8ROcURZTaQF38qhv6D0p+WC+mg8DQQ6oDrEyCr\nyrhEmXB5q8C1MlaBa6W1bXXcMh9K/1SimJBEhusl1idLLDy2u1fxTHwy+VTIQt5Fg1u6DM9yQtLo\nYtbQIc9Hi3FhluJYkmV9PAtfdocOl08YtR5eJrvlMC4Ppw1WRpDJw2N1J82+cx3FMlleRPdQ60mC\nOSebWFcvXmzZEcu5GtKchsEEPp7WBs55Ux4PArP5vYHz/qLmq6R8jw/Jd3gJfK2B906PZbgS3eKe\nyc1l5vzA6oXTc2CmLFPAjYJLrqn8D1V/R0atDMWv0Ce/9/RZIln2J+VxmEQjTXHClPxo2ODLE6Jv\nvbzl0n3118MNLYzR6+i+Ji1Gllh47ByqimfTJ5NPhYSCbn8wJW4OlrYModfU0RomvTLKAcBam600\n8Faz7lTVZiiWwaleAhtJhjz+8Gbfij4hXbgoeZkoPF5PEi5FyOs2prtKtAPtYExWtYaU9fpABN84\nVKcHsebT2PmbcpBbJc9m5ap6b+V9qKkCNNmoCPJy8liBIC6hL8rB9A/JqfEKjfiY64+pv2X32nVs\nfcS7WmHsinTyvBLHKHBOzz/0J8w3pEtKC6DH8UhOxoh5VfquSv8q46Lhxtqv+5V3saQQyaXh981l\nZJYlSDLqyjROTGQMSTGYw0hGqBsWG2PkQs6m9PSSj/McHwKuKGKKoswHLL3QGsAi/FFEhXheXji2\nL0ERenkkqtqRJPUEQqAciEFmgXudqoOuTtOEa9psRoBb5kgqaDhVVYWLinyG6x0cVMVX0cchS268\nZW9KlzedppumZ2zbPET9IQz1kCwhGeltVZ+ocH5uYcnJURrGueN8XIOo8Y0dj3WdJOUbssGr0r9K\nvjph7erL+yEO//PxtbCovvN3y6SPAIpHN6xBnAFD7ukamLO+mo++onFS2TkNisJ50DwAxaMIukZX\n8DAMn1gzh75Eg3XEkJ5gZQswaxpHbsPksNV6FuOD5Uv9Pq9zfnC788vqgVvHwvCzmA5WplvIxfTy\n2t0ryISz0L8C8ZPX7WieYfmkawKuWgZyvkNXGFtOt6H4tOnpkGCya/nisrGkp3WHmrj0TOg7o5jj\nSjZZ0UeUXdNTqSsp/8HpL+B5bSzIqulTyE1No5e0sUFh3CkaBe4YUYFWCI8mTrMKR7qvgkv016G/\nnGsdqMxZkjCHaJx8uFXgIfo6vvQsX6UtmHlN/6YadBk2ksDvIbRxjpM3FI8rDMLrdkIcoh7wLdEQ\nYNTq5zIZhuvJCHiZkiEI1YeXJ3RkZ82Z6s7qQYJJdDV5qPeTZPRgCp50H9pM3+kHVQZBT6rKUlNp\nZQL3io2vzI+hweGx1QqsT08tabh1ZI+thxBOcf8B9a/SXcMP1VO4vqu4xGhsBVhdmrE1SxN3wFVw\nie669ZdLGGaPQm3lw+hRxNS2ybhhyeQTC3WtNQ4lPeoj9P7s6i8fBiQ9SC2YVIkq5NucppQ4TY5n\nBLxlcGP4SeU1HIpnAtca3+Udokd6ZbgxcgfqPJ9+OUWM28djbMTP6ef0zzpJA0KyjyWOPGzycr5D\nksetZh8lmlV5MTYRApyXWYf+vgxpjnvwcT5HN8QthrQqORhS0tWuKiwq8QyjVcVTpqWFDtIaiaR/\n08cOWegqy62UNUJZq8Cl8nVwg3SMAI6J/arqQ9LbsKx1eD25mcuAqy7Pe9ZFztNBoSsdbNVD7OIk\ni7CzsUUDtjBf2AriabQgXMfIwnG5jlxty7oL5x1q0hidqmDab5U+y3S3h6h/CKdKfo0uXLj7alzZ\nqazjYlxXVLoJ7tSokyzx3Jf+6JVPo8wt73SX6ldKKal8EC+XwYetVn+3fl0sCi9rqLzWzggwThkK\nleSlnFyX615z/nV48q7mdkTXzev6J36ndXoqIFaIkqSHd1oSB5eCH3KgYhEFNziga+ipNrZwvxK/\nH4rI+T23oGtMnljGBVouh1ZPgqymBOeOO6dsgahnsw6ugbqVgSVl8/mEJx6hqz7/Zio4z60pHELV\noAxyvHcSAtXk1Qkfz3w4S3pSPMNwOC0j6Mn+NPk4/kPRX5QlRh/e7oI+MKwORTVSJfN/c5dQ8sqf\nABtyzWvWDSoMAN8p+dEcrV7XaZUQS3D9JJ0MSEMCnTacvNXpXwYLgc7gdSx+bYhmvIzUKf28stak\nyFnmKdtISQ5Og5fJJQjrnwT9hOpIPMvv9pCCf10ntITTWpmfq0PoAzjXpfl9QNlEVqTDr0gUbaiF\nuHu4rMtaVobiVg0JdTgKhl7DF4et8eUJJVFPwZF5cgZk4DKGzIuDa3Tzxcs8NP01WeroIyWuD0+h\nPfEMrK8bcgepzTpzuuW/xaUT5WhhjZRXOmU5jDMIfqHE8lwK69HfL6Uk5Sstx12LVSWUE0DGpaQj\nCiVlgxVy5hL95fT/Of2cfk4/p5/Tz+nn9M88/f8BguXyAdYOsAIAAAAASUVORK5CYII=\n",
       "prompt_number": 12,
       "text": [
        "Image([[[ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        ..., \n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ]],\n",
        "\n",
        "       [[ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        ..., \n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ]],\n",
        "\n",
        "       [[ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        ..., \n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ]],\n",
        "\n",
        "       ..., \n",
        "       [[ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        ..., \n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ]],\n",
        "\n",
        "       [[ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        ..., \n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ]],\n",
        "\n",
        "       [[ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        ..., \n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ]]])"
       ]
      }
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import glob\n",
      "all_flags = sorted(glob.glob(\"png/*.png\"))"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 1,
     "source": [
      "Finding good color cluster centers"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "allpx = np.memmap(\"allflag-px.npy\", dtype='float', mode='w+', shape=(len(all_flags),256,256,3))\n",
      "for i,imgfilename in enumerate(all_flags):\n",
      "    img = transform.resize(imread(imgfilename), (256,256))\n",
      "    if img.shape[-1] == 4:\n",
      "        img = img[:,:,:3]\n",
      "    allpx[i] = img\n",
      "    print imgfilename; import sys; sys.stdout.flush()"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
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       "stream": "stdout",
       "text": [
        "png/AG.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/CD.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/EG.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/ST.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/PH.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/EE.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/PT.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/CG.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BJ.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/UY.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/PL.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/LA.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/CO.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/NA.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/LU.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/SD.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/MM.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/FI.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/YE.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/CI.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/MW.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/KR.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/GR.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/KM.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/IS.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/AT.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/MG.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BW.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/TD.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/PA.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/KE.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/GE.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/VA.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/MA.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/MZ.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/FJ.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/MX.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/PW.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/SI.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/SK.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/SG.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/HT.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BF.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/HR.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/UZ.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/LK.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BG.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/SZ.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BI.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BD.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/KN.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/CV.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BT.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/LB.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/GA.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/TO.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BH.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/ZM.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/IN.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/NO.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/GY.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/MR.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/BO.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/MY.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/UA.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/SY.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/TW.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/RO.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/VC.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/PY.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/ME.png\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/CL.png\n"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "allpx = np.memmap(\"allflag-px.npy\", dtype='float', mode='r', shape=(len(all_flags),256,256,3))"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 90
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from skimage import color\n",
      "allpxlist=(allpx.reshape(-1,3))"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 91
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sorted_allpxlist = allpxlist[ np.argsort(np.sum(allpxlist,axis=1)) ]\n",
      "ii=transform.rescale(sorted_allpxlist.reshape(3584,7168,3), 0.2)"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 55
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "allpxlist.shape"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 59,
       "text": [
        "(25690112, 3)"
       ]
      }
     ],
     "prompt_number": 59
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn import cluster\n",
      "from skimage import color\n",
      "cluster=cluster.MiniBatchKMeans(n_clusters=16).fit(\n",
      "    color.rgb2lab(\n",
      "        allpxlist[np.newaxis, ::100])[0])"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 114
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Image(\n",
      "    color.lab2rgb(\n",
      "np.repeat(\n",
      "    np.repeat(\n",
      "        cluster.cluster_centers_[np.newaxis,:],\n",
      "        (40),\n",
      "        axis=1,\n",
      "    ),\n",
      "    (60),\n",
      "    axis=0,\n",
      "    )\n",
      "))"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/usr/lib/python2.7/site-packages/skimage/io/_plugins/pil_plugin.py:107: DeprecationWarning: fromstring() is deprecated. Please call frombytes() instead.\n",
        "  img = Image.fromstring(mode, (arr.shape[1], arr.shape[0]), arr.tostring())\n",
        "/usr/lib/python2.7/site-packages/skimage/io/_plugins/pil_plugin.py:107: DeprecationWarning: fromstring() is deprecated. Please call frombytes() instead.\n",
        "  img = Image.fromstring(mode, (arr.shape[1], arr.shape[0]), arr.tostring())\n"
       ]
      },
      {
       "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0a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\n2FFFFABXk1es15NX0OQ/8vPl+p42b/Y+f6BRRRX0J4wUUUUAf//Z\n",
       "output_type": "pyout",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAA8CAIAAAB5OJxTAAABbklEQVR4nO3VIUoDAABAUSeCom2M\noXHBMGzratIrDO/gAcTsFSyGYTAJqx5h2bAFm2VJMAlWj/GD713gxz/YnJzuFKbbj6Q7vL1Kur+r\ny6T78/yYdA9mX0l3vJgl3fOjl6T79H6RdEevD0l3+32XdD/3J0l3fXyYdO/ne0l3OblOujdvZ0l3\nN6kCwD9nwAAQMGAACBgwAAQMGAACBgwAAQMGgIABA0DAgAEgYMAAEDBgAAgYMAAEDBgAAgYMAAED\nBoCAAQNAwIABIGDAABAwYAAIGDAABAwYAAIGDAABAwaAgAEDQMCAASBgwAAQMGAACBgwAAQMGAAC\nBgwAAQMGgIABA0DAgAEgYMAAEDBgAAgYMAAEDBgAAgYMAAEDBoCAAQNAwIABIGDAABAwYAAIGDAA\nBAwYAAIGDAABAwaAgAEDQMCAASBgwAAQMGAACBgwAAQMGAACBgwAAQMGgIABA0DAgAEgYMAAEDBg\nAAj8AXYdFae7m0jSAAAAAElFTkSuQmCC\n",
       "prompt_number": 115,
       "text": [
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        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        ..., \n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546]],\n",
        "\n",
        "       [[ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        ..., \n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546]],\n",
        "\n",
        "       [[ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        ..., \n",
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        "\n",
        "       ..., \n",
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        "        ..., \n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546]],\n",
        "\n",
        "       [[ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        ..., \n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546]],\n",
        "\n",
        "       [[ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        [ 0.83719928,  0.09902764,  0.14870846],\n",
        "        ..., \n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546],\n",
        "        [ 0.11396811,  0.38002467,  0.70080546]]])"
       ]
      }
     ],
     "prompt_number": 115
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print color.lab2rgb(cluster.cluster_centers_[np.newaxis])[0]"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[[ 0.83719928  0.09902764  0.14870846]\n",
        " [ 0.99732874  0.99660459  0.99673977]\n",
        " [ 0.06393893  0.4186027   0.26537688]\n",
        " [ 0.02868177  0.18849194  0.51309341]\n",
        " [ 0.98648192  0.8181381   0.09292672]\n",
        " [ 0.01217218  0.0102974   0.00797271]\n",
        " [ 0.09995026  0.62787988  0.20651583]\n",
        " [ 0.34067595  0.67295098  0.84789149]\n",
        " [ 0.94268541  0.48392908  0.08899514]\n",
        " [ 0.01702567  0.14587241  0.60564428]\n",
        " [ 0.91462035  0.07534985  0.07126311]\n",
        " [ 0.78974147  0.10542216  0.20151065]\n",
        " [ 0.61594396  0.19832804  0.24167355]\n",
        " [ 0.09348978  0.5381192   0.25744596]\n",
        " [ 0.76873274  0.66902523  0.53233861]\n",
        " [ 0.11396811  0.38002467  0.70080546]]\n"
       ]
      }
     ],
     "prompt_number": 117
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print repr(cluster.cluster_centers_)"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "array([[  4.57286408e+01,   6.77526064e+01,   4.44156467e+01],\n",
        "       [  9.97156552e+01,   6.43843115e-02,   9.64505597e-03],\n",
        "       [  3.95594183e+01,  -3.51934303e+01,   1.49385531e+01],\n",
        "       [  2.29988446e+01,   2.21415150e+01,  -4.98827817e+01],\n",
        "       [  8.50465354e+01,   7.58532677e-02,   8.31041890e+01],\n",
        "       [  7.36080762e-01,   4.25444449e-02,   2.68463234e-01],\n",
        "       [  5.76985051e+01,  -5.59116637e+01,   4.48721231e+01],\n",
        "       [  6.67787582e+01,  -1.25865115e+01,  -3.02783468e+01],\n",
        "       [  6.40997732e+01,   3.96315951e+01,   6.71267327e+01],\n",
        "       [  2.26891248e+01,   3.86343024e+01,  -6.50420311e+01],\n",
        "       [  4.93564344e+01,   7.33323810e+01,   5.78822285e+01],\n",
        "       [  4.35009133e+01,   6.46947305e+01,   3.36736385e+01],\n",
        "       [  3.75738747e+01,   4.48292978e+01,   1.81489344e+01],\n",
        "       [  5.01379540e+01,  -4.65272201e+01,   2.98052028e+01],\n",
        "       [  7.12052166e+01,   4.00147307e+00,   2.13844385e+01],\n",
        "       [  4.12719709e+01,   9.94337726e+00,  -4.92573530e+01]])\n"
       ]
      }
     ],
     "prompt_number": 144
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "flag = transform.resize(imread(\"svg/AD.png\"), (512,512))\n",
      "Image(flag)"
     ],
     "language": "python",
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "source": [
      "What features do I want?\n",
      "  - Pyramid HOG, biggest scale should be the entire image\n",
      "\n",
      "  - Color Histogram. Perhaps K-medoids of the most common colors in\n",
      "    the image."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from skimage.transform import pyramid_gaussian \n",
      "flag = transform.resize(imread(\"svg/AD.png\"), (512,512))\n",
      "x = tuple(pyramid_gaussian((255*flag).astype('u1')))"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Image(x[0])"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/usr/lib/python2.7/site-packages/skimage/io/_plugins/pil_plugin.py:107: DeprecationWarning: fromstring() is deprecated. Please call frombytes() instead.\n",
        "  img = Image.fromstring(mode, (arr.shape[1], arr.shape[0]), arr.tostring())\n",
        "/usr/lib/python2.7/site-packages/skimage/io/_plugins/pil_plugin.py:107: DeprecationWarning: fromstring() is deprecated. Please call frombytes() instead.\n",
        "  img = Image.fromstring(mode, (arr.shape[1], arr.shape[0]), arr.tostring())\n"
       ]
      },
      {
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       "output_type": "pyout",
       "png": 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r5NvQtsEL9ivmeRL4lFmfhk6FOrpEveQyFkr9RvHEKPVeUopnOo0g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GA+K12NqEtN/Wmv4l3bCATFduFxLh9SgpDSPIeebp23qTS6bJYvf9ZNjXmdMVNlGzm16jHs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\n",
       "prompt_number": 138,
       "text": [
        "Image([[[ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        ..., \n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ]],\n",
        "\n",
        "       [[ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        ..., \n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22352941,  1.        ]],\n",
        "\n",
        "       [[ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        ..., \n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ]],\n",
        "\n",
        "       ..., \n",
        "       [[ 0.        ,  0.09019608,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        ..., \n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ]],\n",
        "\n",
        "       [[ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        [ 0.        ,  0.09411765,  0.65882353,  1.        ],\n",
        "        ..., \n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.0627451 ,  0.22745098,  1.        ],\n",
        "        [ 0.81568627,  0.05882353,  0.22352941,  1.        ]],\n",
        "\n",
        "       [[ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        ..., \n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ],\n",
        "        [ 0.        ,  0.        ,  0.        ,  0.        ]]])"
       ]
      }
     ],
     "prompt_number": 138
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from skimage import transform\n",
      "def all_resolutions(f, img,minsize=0):\n",
      "    assert np.all(img <= 1) and img.dtype == 'double' and img.ndim==3\n",
      "    return np.hstack([\n",
      "        f(img_res)\n",
      "        for img_res in transform.pyramid_gaussian((255*img).astype('u1'))\n",
      "        if img_res.shape[0] > minsize and img_res.shape[1] > minsize\n",
      "        ])\n"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import math\n",
      "def all_windows(f, img, window_size):\n",
      "    \"\"\"\n",
      "    Run 'f' along all windows and concatenate the results together.\n",
      "    It's your responsibility to ensure that f() returns a\n",
      "    consistently-sized FV.\n",
      "    \"\"\"\n",
      "    nwindows_rows = int(math.ceil(float(img.shape[0])/window_size[0]))\n",
      "    nwindows_cols = int(math.ceil(float(img.shape[1])/window_size[1]))\n",
      "    return np.hstack([\n",
      "        f( img[window_size[0]*row:window_size[0]*(row+1),\n",
      "               window_size[1]*col:window_size[1]*(col+1)] )\n",
      "        for row in xrange(nwindows_rows)\n",
      "        for col in xrange(nwindows_cols)\n",
      "    ])"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def show_mark_img(i):\n",
      "    i = i.copy()\n",
      "    def mark(i):\n",
      "        i[:,0,:3] = 0\n",
      "        i[0,:,:3] = 0\n",
      "    all_windows(mark, i, (8,8))\n",
      "    fig,ax = subplots(1,1)\n",
      "    ax.imshow(i)\n",
      "all_resolutions(show_mark_img,\n",
      "                Image(transform.resize(imread(\"svg/AD.png\"), (256,256)))\n",
      ")"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "array([None, None, None, None, None, None, None, None, None], dtype=object)"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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KuqTheJhCpgAIdFNHuh5W2CI3muP4o49y6QuemlGW5wmEHvFbGVKSG8ljGDqJdJxYKsbw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\nX/4rNKEhpcRzPVzXQ3oer3nHp7j1Y29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      },
      {
       "output_type": "display_data",
       "png": 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QVTAyIs/rFIXAaItShiDQxHE6zKNweeGo5j4cr1G2BuWuXX04XsEndftWyX1Y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\nkvP8ffv2sW/fvosySKFQlJ8KkyH7wRoUisWh0oKXVs69XoF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      },
      {
       "output_type": "display_data",
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0ppzUXFktuF7UvLQ6RYuwmMF9y4pH3qL5ifuTsEwX1+Yljct2KSAeV6j2YRcz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\nWRkds+P40/1V0GNDHum1Wi02b96Mvr4+AEBjYyM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      },
      {
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2XemHY817k74n+2Dc+sCkR23g/hqBQECJIfiyVYXwM5zwydBkaOtEF1HUfEhq\nybArJn1nd3e+dSa8tgQVokJQRYhoiIgpirdIvvxW7Bqxfjx9If9pc76Msw+iWyvAyijpb1L682Ei\n/IVwHt0Ym6WjUWHDsebdhJXCcJKKYs53RFDr1N39eXzkGYEoSgwQq0BVG3HuUW9tDBVFzXyF2+Qm\n/NCHd5Uf00ooCq/ZpPfknWiGqn+Got79Z4bmxkItEHJpeTSf2fZ1Z7O+jMazMFp4YuxdXJJl9Rpi\nIvzLho1Jr4X0Q4Ufjg8fmPVjU74vQ5kJVlzhq8qoaqOaOYM1h9SS5r50Kb65K3sYKvwo8cY6Hz4Y\nBIWgRlRFQoV2/kZZXLPIeEQHSj1eylkG19VfrxL9+wa5P25xXOmv88phIvyFcFGzcqz0Zj25XeHK\nTLVDU74nvGgf8e66y9Rnfo1ADJJNeie7E96VN6kh0Ugh94VbzoEfkN199lxLK3kAfVpuMCd70BJQ\nqCips9qR3YOEUrrWLXQR+s6sH8zYM/ThRS17E14XMzkX6ScfvsdE+Avh+R+jUczJwLox774Mc1Kh\nbQNtCGB5SunhrDV5qKx3vznpyP31BJBovlxfEF/mLuQtOsHJq9R6Eg55aLPgeXKD7q/HRMTHZ+zU\n/86+IyXKXsbJV6hViEJSI5Tc/JDX1gt+X0KyPEAol6UBGX79yMw/uwGeyN5jIvwVoQTq6MrBeG/z\nhR9UISUhhUCbImjsJr5IaYZm0vt8diGT3aPqlolM8MUdJEpP+mh5PzOkNAT92k70hAmMyfMsVsyT\nKdVZL+TYRJ6FF4GQIOVpqUMa1img6qPvRBNBffhtyOvA9Q3S1FX3PJgIfyGc50Hru5rG89dBSoEU\njDYosTXQOJqTrtXaJ8LQGvL4cw+vFXs+K3cEidItzltIL9E1WALO68Jtz3pnTPanE6lLyOHx6t7F\nJ8qEHmWiDPHlulLJ2uvaHenqFFLCcm8AOW5gA5Ufbk+r56TyjonwV4JiJvfHw8STMjedm/VGStCK\nZZO+TF7pCu+bk6VEzDu2BHWzPhRFl271aid/9qWzSd8NqhmY9f1W6r2N56HOwEooPQ/dfPa+eF7q\nYg+eItzPoBSIqe2WhPYBdTkY2H3m+Wr1OmMi/IXwfI9ZIbgfFLM+YNl/V5VMds9Ld4Xv56JvU6/w\nLuhKwGeVKRauK3lW+IDn0Yf+PGZbVntZmuFx6n5Rk3mQX1AU3nwBS5OACFnlS3Wc7CY+wWbMZC89\nBJKDhmWtGc16AAAgAElEQVRa7y7i/5T7PsExEf5KMTSCGfVDqwpJhZQCQXxOGMtz0rtZX6HaT+cs\nJgRLecLHNBBo837wkTnfB+4w6wJ5zvHeZ35ek55nekW+TpFO4U0rNPjqOUlAkl+vs9/rYQgkfMx9\nDtoFTbnBtMG9fOZaTGAi/AVxzgctq1Nv0pc56AMp58m1FjCtSG3dzfneDqL0IVsFPuYczPvKPGgX\nGUXsO3M+4ISP1o2k6314BTsf6UcXdsY9KkE7JXjADld4JcLQrUjF9PdhfZJA1NCkSJ4RN1hZNOr0\n/X+ckk8+fI+J8BfCFTxGUv5srUwn+GqTZpn5eT9GJ76UPm58sdskaItnvrWGJfVcelPGo+ayadBH\n9M6qULffhez62TYYNhY9Mf01Nvqc7Z6A/rO3p8q4CCay95gIf90gZ+x3/BmoYRfRlo7sUga7hJIt\nI7k9ELQVtAEMtPUBM6qDrLgu0j/ovC9EHlRoSGDD69BNKX3GNnzdyGool/AE0k+4fEyEvxBe0MP5\nuI/NBJch4Qdk7xDoSIgJlgRrBW1c9q1VV/ikPrItq7tvESMPa5WBed/VyfdNimKPyd2r/SD6v63s\ng/PjCz6rvPg9nkz6HhPhrysEH6A2JFA+PEX2Ys4X5GCcWb+qjLZCyK/TVrE2YZrHxHtmPT51zljh\nzzKne+Uek9tOqX1uGM6MBzyG5E9dQnyyAC6CifAXwovXjdHzP1TGovbhjKUFSn4qecBNClgIaBOy\nSZ/QFDFNefKLlD870YX3B8G7EhMfXm0x7c8y4Z+4yZD4xXJ4tuDbeTGpe4+J8NcZ0ofpxgo4NO0H\nfnz5v+S+b8qSzgFpYz9wpQ3ZnA8+aUUhrLTYKAF/2JhsE1Z69T5L5aVX95ElcGZD0H/+1M32YjER\n/kK4ogdTZJx2OiR7IXox6YvvLsF9cYtYyhlu6kNONaW89cNu/bMryP776e65/DWDOhXS59HzZyp8\n8UpG7z3j+gYHj3vRM96ss985qbxjIvyFcM7HSHrvuMxBH0R9DHvw1VRjCN6tFryfXjTgK8DGPNOs\n4IvJWS5z8A2lmz1Hy+wzKav7gPDqprxaQvFZa13hfa54E++u68a1Qq/iwV0EiwGLEauiB/tC2UJX\nIjlrrrMGctHNu1+WtC6r3bbE0BBkMINu8AE05V71HXXPdv8nsveYCH+l6D3fcizkCShE8vBQ8Qks\nQsqEDwSNqCSCZAKLj0svXWld4K3bx8fTI6AJJDjh85RRqj7/nA7fJ4qJLzhnkiAvEjGiSzbTe8JH\ntIpoHBBd+n3CINI/VPFC2rLMlCgSEiFksoeWKI1PoxVaHy0X8jp6W2Q/vT/hSXjqYpK/+qu/ysOH\nD/nxH//x7ty//Jf/kk996lN85jOf4TOf+Qxf/epXX2glry+e7xEbeqnDsV5lfvYg/tCH0BJi//D7\nlpCQ+nnppZvuBnKE3UhAi9Fi1vimG0w3aFqT0pqUVqiuUd1gtkGtwWgwabDQZqVPOQlnrI2WXQgL\nktV9oPBVzPt+nvw/ohO/9/MZXX9ZKy9kdQ+hJcaGUK5dkl+79AtO9qvT9PuX9yu92ngq4X/lV37l\nFKFFhH/2z/4Z3/rWt/jWt77F3/t7f++FVfDVwPYgzn44aLewogzM2jAm+/B/IkPl1d4EJznRu7JF\ntfEtOeG1XXuZnPBqG4yNE552ZNJ3Zn1nztMF5cgKrzGTPMbRfrd1loB4I9GFBoqbUBaiKNddGryG\nGBri6PrHC1Y42a/0R3wl8FST/nOf+xzf+c53Tp03mzyj5/YOBbrVYQcPbufHByMEiHnfEEKIWemq\njuySF14svrsru29G8umh8YQ7zV9VBsn5YZ6bnsGSFGKZ8Fnl+xkkGQ5WcR8+K3wIbtJX2YyX6P56\nMeXLNlhIop9mOt8H6a0bKQofWld7dcsmlMYuLzopz0n06Untca714QF++7d/m5/8yZ/ki1/8Io8e\nPbrMOr2SGAeZhipl+YHPD35nwg/M2tAioe1UDra3TPRijtNils16bVzN08YVvqi8bfz/bNycH5G9\nV/khXayQfeDDdyZ9jN4IVEOVz2a/z6g5CN4XU1w7k75TeOkVvqi7n++XmaaY8sNG84p+x5uOcxH+\n137t1/jf//t/8+1vf5t33nmHf/7P//ll1+uG4Pkfs5Jn0pd94C4UXzarXIxnm/Qd8aUMJNfOh+9M\nemtQG5Bdizm/QtPa/XrboAx8eGnz56Uc7e9dkS4ffhipHxJ84MeTfXiyWU826TvSd59ovak+9OGf\nYtKPOv62Pu9yfqVXF+eK0j948KDb/yf/5J/w9//+33/6m2wJtgY7AT0EmUMqX39DfpL0EaQPIR2A\nHYOtgBYwzFJW1BWWjjCZY1KhBNp1y2p5yPHRIR9Xh9RyRNATLK3YnTfMamVWKbPKvMzHZkbbCG0L\nTWO0rdK0LW3TQvLx8FFTXiLKy5jXdRfNg2m2SiBH26Gfs9ITZQ5XLe99vOKHhxs+Pmk4WbesW5+/\nHmDdKMcr5dFx4tZBy7wWYhQ+PlE35cvEFTl5x8Snm05Wkazxob1WkSzSaoUIVNWaul5RV2vfr9ZU\n1YZKGkKrSKNetqk7ZgXpkZAeCe0BpGNoV0baKCmlfj77PI+/HwtrVd7TNR/ohkfacmyJtSkpz6Lb\nmHFiyoElPtSGOYEKYYOe8TBcL/xxe8gft0dPfd25CP/973+fd955B4D/+B//4yiC/3gEJ7yegBzg\n6ZviYzdvCvQA9FEuM+HNCQ8KusF0iaUjn7NNfBqqdp1YnRxzEo85kGOinmDtCWmzYjFrqSuljuZl\nZd2+lemuWid7Si1t29C2G1DxRSPySq9daaknebfu3OAYesIPSgSO1ok/+3jNDw83HJy0HK8Tm1ZR\ndRN60xjHq8THx4F53XYjcm/tJk/W6frcS7+7E14tkvJMN6nbjwBO7rjpylhtqGLj3XJl7fnW+v2U\nCX8ovh0YemyklZI2CW1bj1mMVq0BVNiY8me64QNreGQtR5ZYoaQczWhQliQOreUjC1QmoMaS6/+M\n3g01n5vd646/snnvzNc9lfC//Mu/zNe//nU++OAD3n33Xf7Vv/pX/NEf/RHf/va3ERF+5Ed+hN/7\nvd97hiqlgcJX43M3BXrs1kkhvK6d8HnguVkDusSkgiS+qos2NOvEqlpyJCuCLbF2SbNesTpZMa9b\nqmhnbmaJlFy1UmpJySPuKdXdHG9laahg3k89XOa5zCs/2s/Rbeuy9oq5Dssm8eFRw0dHGx6dNByv\nWjaN+iISwLoxjpfKozr5rDxqrBtjZ+4TWXQZft00VZ4ApN301GFUIhBj41to+v3YEml9csuyWEbq\nSzauG+nY0GNFT5S0TOgmetqwj9oZE96ExpSPrOUjbXhkDcdkhc/OywbjxBIHtEQTVI2NuOK/KhB7\nQeF22Q6lhl2QWyC7eX8XQj6+KbBVbrBO3KTXk+5YQoWEXSTsQtjp9iXusJgpu4sNO/M1txYbdhZr\ndhcbdudr6kqJwXzBiGBUwSP0VTAnS/LZYZJWPn99Pva4lfXrwHWLQGomOH0kfOt4NOV8l/MO6zZx\nuGxH20EuRYz93cjt3ZjL0B3PZ3lKqo70Q8KXWXlDJn/oZr8B+qh8LLGL3DWHWyq+mk7e8nRXtKCr\n0G22Cugq+v5GerJD10OBCQnj0FoOLXXlUS7XpuxLZF+qrtzL5a7Eq3vGLgn/7/r7Z/akXV2mnSUg\nq7kmkKz2Mr+yKlwY1mQrZbj5rBK+tNImZ7MlP69LTOc0pqy0RZuWdt2wWrYc1w3zuiXGnFIr3iUX\nSvdcjup5Rlzjg2AsdGVH+PxED1eKgYGal+7q7R9fxqUBrRrLTeq21UbdpM+ugZv0rvibRjlaKR8f\nJ6pYSF4IT79fwpLdVNUlTOlTY3vPRAna6SDJRruVdby0fqWdBNYotglYI1gTsE3rZduTfbzSrC+/\ntySxMmVp2u23edrrJiv8UO0PJTF73n7Aa4wrTK0t5nsu80ANL28ILPd3Wwu0+bj48Am08Qw12YCt\nsDyhXJvA2kSzVtZRiVGpghJjIshWEg59MBzoB7dYr5Zl5tuO3P5CP9c97d2f/P8zrmfrOU5mtMlo\nko5KzZ+1bpz860Y5roQqCnX0VGD/vNODYGxUln74viOtS6bpEpC0y00gWyWjRquY6EmwlLpprC2J\n/zQ6qMPWNZtRUoxoTEtOYu/Dm2GiNGYsTTgUobLwSuWfX51Jf/arXsRXv2A87+0aXmP/3msrGjYq\nHgs5tfMScIEn91neel1/omeBt5Uv06Tv1LxMo1rRT7ZwU5Dz1q3NZVb4PIGElGvK1yV5PwSoQiJG\nJYahwpdkkqx5XartsLu6N4V7lS8KP0g8Gex3aj+0aQeK3ycCMGKuGjTJaJLRJkYlQF0JVYA6Qh2F\nKvp+6PrXh58rOSA4qHdRdhsqvA0y6AbJSIOWp/Q2lGPPNxK//dvqrjK+VPr3GWWkgZvxRe1b86yD\nCqES74qrESoRKoR4A6n/XV2def7qCC8VyMx9dpmP928KRj78BljnByvP9io1Evy6vJwhMqOujNms\nZV63zLLvPqv9OAbNPrv1w2Ol9+F1tKJspKww62ZuWatdt/ati9T3892Nu+Uo88wNovVNguXGfGu8\nPNkYybxBmlewM5O89ft1XryyS8rZnhCjC9RJt8acj+bztewllCzDNMg6tM53Lz0SXZnEffeNoM3Q\nj8/k7xqHQYACd1lWqPvwKKviz+f16mYSWBBYSGAhkZ28P5dzJ6S+NLx8whMzwQfR+RKtvykYRelP\nPEBHAtsgEpzkXYS+L6uZslhs2F2s2Z1v2MkR+t3FhrpKHqU/tSkQfP52jXmrutKJnBNu8iZdP7wO\novW5m66cgwE5c4Q+K/SqhcOlcrBUDpY+Rj+psWkAhHkt7C2E2zvC/o6Xt3f8fBlFR/m8PEJO5axu\nuehz0kMeMJNyVt1gAI14N1xZ875E6emi9DFH5wfRevppvLq+xkHXXIuNIvNHWfU3GMmMGmFH4hlR\n+ptH+G885vwVK/zcSR7283bby5tiMpV+eHxtNyRlpc9pa1IjYYcQ95Cwh8R9JO5Rz5XFzpJbuyv2\nby3Z312xvxvZ3xVmdaKO6n3vwajKflTMYl5xpl+MQrXK/fBGsJZoeZCJtTnzrkUK6TPJvXRzVyCP\nWssK3KW8CieN8cMjYVaJj703Y90Kx2uXyHkFt+bC3V3h/l7g/p7wxp6wM8/DYQvR8wg58vj4ZLHL\nsvPkG+9m9H74nEob274PPogPmEl25sYG0klEjyN6EkkxopIbResJv90f35h5HzyBSONkN+PE172h\nlsCuBPal4p7U3Ate7t/AbrnH4SUo/K1M9LsQ73t5UwgvByA1Xt/cDSfLrJYRkVlW9j2kukOId5Hq\nLtU8sdg95tb+Mbf3Ztzbr7i7L9zdh51ZQx11nG0XfTNiXht+5qvOpFm31hxqRG18s5aoDUEbogWC\nJp8hRstSy4qk1M+bEXqidySNwuHamNeJGFxI161xtCruBZ3C370lvHVbeHgn8PBOYG+nHwNPHjBD\nGVwjkdZ8xRwva5LVtOqZiDF6Zp1n2sWcaSdEabssO0mW02sz4VeQDivSLJKqiiQVSSOpqdDUT/Th\npJcu1XZjxgLPoDP1BmApicq8IZxlhb8tFW+Emjel5kGYcVfql/TAXT5ensLHexDehPjmlVXhwpA5\nlHRg20BYglWMFX6BxD1CvINU9wn1G9TzxGJnzq1bM+7cqbh3R3jjjvHmncTuIuQ8emVWpVEuPVbR\ntjOadk7bbTPado6oEdOGqBsqbYgaqdQXXwzaIqkQX5CUCHmcDWIDBZZemaPwcSa3as6qWwuPjoUY\nBLIPf2sOd3cDb+4H3rkb+NT9wO1bPvEFsS/JA2tUKlqtaXVGqzMam3XHCFRVnfPnI3UVqCp8E5BW\nCY3lMuRSsZWQZpE21iQqWq1Im5p2XaGb6FncHemz62KwViPiZN+IcSKJAwtEfPmqmsAukdsSuScV\nD8KMT4Q5b4TZy3zqLhVXrPCz7LvfhnDPyV69fXVVuCjSDFf2Bh8MlM17pPPhJewgcQ+p7hKqNwj1\nA6p5y3y35tZeze07wv17xlv3lYf3G/Z2AvM6Ma+UeZ1Y1F7Oa8W0omnnNM2Ctl3QNAuaXEpSqrSh\n0rVvKVCpUCUhaCCkTPokSJJM+JxpF6VX4lhmrxE+WhqqsGmNo3Xg0Ykxr/WUwt/LCv/OvcCfezNy\nb9/JTR4xV0onfE2jMxqd0+q822907oGyek1dR+o6UNcwq6CujUrMB840TvawUaQRQiNwIrSxoimN\nSVvTrmraZU2qqhzJd2J3hFdY0efMe1JNy0ICUSSb9MKOBG5Lxf1Q8zDM+GRY8GAi/HmxlZjx1EUH\nriPkMdU946T052WQgUZ+wETKUs2S9z04ZF2YuV+vvUw73U8bM/5/tw2ngi5z1+dzpQ6So+eSg3Zl\nRlyvXv/+s3+V/nqke01Z4HHw3aOZb8+4hrxgZDdDbj5ng9f136+5fjkG0d/GYSdDt0E/lz759X0N\ny/0+8+IGvZXDT3t18ColEd1IdL3nNuynDp7dVrrhyoqqhRAmeV+65aZH/dxIJozSP/zlcbet7Le+\nPKtuZ58cRr9zv3refL+seJPHzefsQCv/K+vFQ399gzXk+2NPHvH39fdqwvkxEf5COP/DNyZTJmkh\nRNeFHnxeeQunNl8EcqyIPZGc7KUh6Mhe+t4ZpLoOyqdmn41y06Wr54j4HdH9erQca59PMCZ0P6Dm\nNOGtu9aL3OvOKpgwEf6q8PgHziNKlk1fn2a6DDI5gwi5UfDhuHJ6Gyi9jPbzd3XltjslILkeo+Wg\nzr4WO6XunFGfbeXe+v8wKWfr+grhy70xe3KdJjwbJsJfCBfTjZHadiZrUTYbqN1Zpj29/3tqlZgx\n6YcKLvRm8WmTfotQZzm6g0SW/tiJj+auvu0GaNgAjFR+aNWEnJgTUM1z5pmOyH7eUR+TuveYCP/S\nUMjm+71qZqXETpvz9ESRQvxtNc3LPg3VvZjzIP2UVjmANxzO6vm6jzPtxy6Av7lsY3Uf+fHhMSZ7\nR/gwIv2Q/GJD0vf3adL582Mi/IVw0UevkGgcSCsjnc42iYvKFx+9J/lIUU+pe2/adzn0A7KbnK30\np4JkNt6KKX+K+CVgp2eY+acIf8amW9faxRie3yOffPgeE+EvhMt5jMYdQLZ1NhNuuGpr8fdLnjre\n3526seWCSvQ57YkEq8hjxBCxPp12mP8ugSSJJIKKoHntN5/Fto8zWIhoqNBQkWLlmW7Rjy14oo1R\noUTMKhKeWZesRqncPRm6II9bUXY0ZHB8l54XE9l7TIS/FtgmOn7cmdoDohdFhk7dVSqS5XXazAkd\n8gSSgUggESQiUvk7u2mjwyjNNoVCeENFUUn5O3BTv8xEGypSrH2ratqqzg1BxEKFSnTSW0SpMuE9\nj16H/fHlekXOLgf7kxl/OZgIfyFc7DEca9aA6Nv/HSUo9aa4WUAl+gCZTOZWIBAIEgmS0FA54cnz\nu48IPyC9CK20JIHUkT0OfHbLq8r4KjMaa1Kc0cY5qapQqZzw4haHEUeE16L6Q4XvGrTTS1PL1rVe\n9D5PKu+YCH9FePZnVjph69ZtH6jduN/cI/ha1n8z8sSRebXZ4MNmleRLVeUll+nILv3w2CAkia7s\nZTELaU4psUox6Z3wqZrTxtpVXYp7keuFT01dRsipVTkQ6fPWC+YpyZRMwz64eHq6rEnjLwMT4S+E\n8+vGYx9fGWvcWf5tF9mX6FM3dEaBNwKKk13L+HhyKSlPKCu5Ny83IjlHNYWGJAmVhEqDz8m3rfC9\nSa+F8NUsf2/MJnshe560g2LOl3HwpStRx9dWzPdTfv2TbtjTMal7j4nw1wmy5asOE2CGZn1WeiUQ\niJR5G510gUBCUQKu1iFqR/6OQ4Nx8IX8SQJJWlQaV3KJZ/jwA4WvnPApzjqCl5l5tJuSOpv4Vsz5\noUk/XDv+NMll5MpMnvxlYCL8hfD8D+DjlX34OGeZt+EDv705EV0jXdkFRXCzXMhTRZkTv5sCS6wn\neYmEZ+K3EkjSkGSTI+ph7MPjJr2FauTDt9W8m4qrJM6oDqbk6gbPxNEAGdlW+CeQ/yKYfPgeE+Ev\nhIs+Rtk4l2yo5+fd52XH/dzQz/kmYnnffC1oo19EVfvuugIt5rH5SDxfqZU+WCaMLAcljQJrffdZ\nfn1uWHpS+8w1SStX9m7uvUEf+3Y2YOey5EkrQ56aurvG4Za66+4v9rx3eQJMhH95kGGOXU967xL3\niSgsuEqHslhD0I4k/rZBRF/AVXQY5fe8NKUEyLT/1/bQZJEcrCt+eOiSdQqGyTNqkdTNs1dl832Y\nJiuDBiP0nyPFPB/MQz9YMjsMVtHtV4ztSf8MQ3wmPAFPnJ3vu9/9Ln/7b/9t/upf/av8tb/21/it\n3/otAD788EM+//nP85f+0l/iZ37mZ17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w6/BeIPigmpL19l6UjHikPAcvkyGTdkglHUbt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\n+nVZv369LFmyRPr6+uSPP/6oiC1Hjx6Vbdu2SVdXl6xatUq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      },
      {
       "output_type": "display_data",
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bTkysHF1K5Z5/4b8C8UMulR0UEyj629SXDYt85NO8Jz53U2PLtOm8HxRvdzxn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\nCj5x4gQPBgM+cuQI//jHP57b+X7605/yj370I2Z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      },
      {
       "output_type": "display_data",
       "png": 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aC1j546IijkFnxZF8hJZE0rKXSYYnsNUEW9ikwEbXkbuAYZsI8WW9sgaZV+bY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\nmiyJESD7FwPZJU2UHFTBTbgXNegI6h2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      },
      {
       "output_type": "display_data",
       "png": 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K/5TAWuetTB6rEcP6rdIuoCv9aAH54+zrBZk8mmClVANDffWQbC6a/VdIkQxx\nsXIljiDV7Q7ou5Eik0dGt2bMmn0Zi2MKQlvrZDAoWpPH3XffjampKdxwww1q/tGjR3HZZZdhdnYW\ns7OzuP/++9s2mTEgLPk/iRW6E6L2apC+NLEd8nGuV1Jp/d6WqvfVAsBtt92Gw4cPt22qQ1iBV3qN\n8zsjFd4wtqN3jaxX7+w4WiuP3bt34yMf+UipjXxrXMaAGLci6FIYA3SvPxkAxrDmYYzBiy++iJmZ\nGezbtw8nTpwYdZPdxNAcYExE3DWHHeMToHmqq4eRv6v2pptuwsLCAiYnJ/HMM8/gwIEDOHny5Kib\nzRgGVihsqAyLykKrAchlvZLEsN5VO3Llcckll2BychIAsHfvXpw/fx5nz54ddbNrA0OaZVtXs9q+\n81Gzv2YA27WEWz50Ke69dKv/a4qRk8fS0pJf8zh27Bistbj88stH3exosN4fq+5in1pgrX3Jb9xo\nHbZUva/2qaeewiOPPIINGzZgcnISTz75ZOtOr0/UuMdhdLuh3h3paihTUXZoqHE3ar3A2I7cCjFm\nvHTe6xlM9Hr9z4nis0ibmNDySHrxOdEz6BXpvWJ/YqLn62HlSTq1D3nCTrTrt6M8Xs4flwEMbKHK\nLXpku78ftqvSZVkDFGm2eIldhU2D+qv6DAtg2f0ZYBmwy0ins7yUfT8vtifpg9oreXbZKPUU6c52\njF4589pLje6I5idMM9phHD/00xY5zBgJMnnURZMBuF4G7Wq4hbpS37Bdw2Mgk0eXMOhA68KX2ijW\nuLM0xho9J5k8RoVWREDRAVIYFCtBIsNsL5NgLWTyyBgdxu2E2eHHikweK4aVVhRjfAFkKxJZ6fOU\nkUImj9WGyAlH6Vzt6h7GC6czuotMHiuNsTpTR2bxLpBIF/qwypHJo7NQHH1NDHbxOogRH9OgdDkw\nva6Ja9IMmTxWEp0ceKNVJ61/OWzQeseBTl7H0SOTx1oE++2LUYcqg71xrvKr9sNWI4m6hn5W1iGB\nZPIYJrowgGQfOhbb13bauv3u2PGtJ2TyGDtW+PUGai9WdiG1tPUukIOpet/v+kQmj65j2IN2KPUN\n+RZuHYzxZwhL+5DhkcmjcxiDChi7Ew75mEbR90wMAyOTx1pA0wfHVnomJxjbS5yq8jtyPlYDRv4D\nyBkCXRyctE9JL+7IA2ZVqEMQGUNBVh6rHZ1cE1lhjJFAUpS6Sqi2FTJ5jBN1B+1KO3AXFierUNW/\nLvd9jaChwR59AAAfeklEQVQVeSwsLOD222/Hddddh+uvvx5f+cpXVLtDhw5hx44dmJmZwfHjx9s0\nmVGKEcx3jUmkfV/q1tDFWX49cFerNY+NGzfiH//xH7Fr1y68++67+O3f/m3s2bMHO3fu9DZHjhzB\nK6+8glOnTuGll17Cvffei/n5+dYd7x6qft+7Zv6I1EnrX1B3hcfiqelGBjmOlSSVLhLasNFKeVxx\nxRXYtWsXAODiiy/Gzp078dprrzGbw4cP4+DBgwCAubk5nDt3DktLS22aHR+6On2s9LMOXT0vNbEe\nHHscGNqax+nTp3H8+HHMzc2x9DNnzuDKK6/0+1u3bsXi4uKwms1YKYx0XWSVs9M6wVBu1b777rv4\nzGc+gy9/+cu4+OKLo3z5Tohxv6NlpKj7/YuRIoh5w9Jc81b9ykt5fQOgKhqrlZna5vbJphyRsW/8\n234JkefTE+VYnWXtVWR3VeEM6121rcnj/PnzuPPOO/HZz34WBw4ciPKnp6exsLDg9xcXFzE9Pd22\n2SFDiaRLBodxZYwbIoZMwq4ut4Zhi1xRAU0yrg5nW9RtSB2mn8+9gLRNv0VrjN82fgRb/2nItks3\nLN3ZoUjjZcNxgqWrdRqQdJA6ZTtanXFZb+NMDWBM/yVQ1Irm9ecufg36BFIj3V0OSji0fqunw1j9\nCzFNyWqIuOVDl+KWD13q9x9990yjelqFLdZa3HPPPbj22mtx3333qTb79+/HE088AQCYn5/Hpk2b\nMDU11abZlYXRrjrJZsRAnI6thVJnhHB+UhfAndINStkfRxquEB3+Lt+kt42SbhR7vf+6k/M0nYh8\nH2uQSUQ4xkbnon8e9fToNWzuGBUvNtp5dn1IpStIpXdXkwyGVsrjhRdewL/8y7/gxhtvxOzsLADg\ngQcewP/8z/8A6L+rdt++fThy5Ai2b9+Oiy66CI899lj7Xo8SSfYvWeePHD9lS9OFuvB1cUXjVDdv\nLygRTamUOaqmJKgNIAc9cWbDbXTS0BQIr5+RieV90UhDq5PW64WFMZ5jrXFShIRzpkgv7FgdrrxX\nGq5mqUxc3fKqWFaepWt1QAPvW9fRijxuvfVWLC8vV9o9/PDDbZoZM/SLnUJwGOLwRUakNiIHpw0E\nHe5JgYQtjlCMLy1IpigTVEQgqZg0dOfvhzncUeWsnXLmcrIK7USqwpT0RZRldfrTZfr+ZuU5dKXI\n+WCk4Bv3p1iShZHlS4illGwQJWMwUukm8hOmBYz/T8ImZv+6NVvdNlIqqXzitJHCQUFSqXWI9Kwv\n2/UOTMIVLXTRtmXYk1I4A/eFHb8gIn9wNCziaf4YQNI0O1IlS4vKS5DjZuUVu2CwZpDJg0C9tpqT\nqwNKkgS15QPUGEts+ECNwgi1TitsAbr2YZjjuwEuHZgqCV6/5vyhK+XOb2hfXLsR4fTXLGQfjbGE\niGySiOJ+c3tOLGTX1es2levIiYWkSTtZtnScxFgLPLLOyaNMJNbNk3Z0cVTMlBrZaIPQcAfxDsXq\ndIpII7BEiCJUhXTUoCKo8xNbeoyIjzEVZtQhnGRZhYgo+fJzI+t350SoRyNUiE9DSBuIQKDYhYS0\nIlndWOfkURfxTOJnLiWMKB0oiTsEKtmwuojT03YkIdQMC+SxaQ4czfoJxQBFMQQiQtRHufDadK0k\nhAtkfYSqrIicNWIhJEDu1GjnjdZPd6WNPnFoWN3hTCYPj4qZIbrANWYSEz74Mw+JOoR93G5wYhom\nRfZOwitOrjlzHVXRfH0iOK0kIqpugsopIRxCBHIBGPI4jOyzOA5BzhGp0DSpXFSUk0WaZFYvMnmU\noqbUJLO+IWm+jkidKKENXQdhayLO3g16PrD5cw3UeWX/U+sH3JlTqkJfnwCYk/v6ybEP0JdKwoFl\n7TrVllYyoQw7MUZRIAlVIq+jTqBuIyavtYxMHhrYjC7ztAGRTuMPIgnHEg0wdUJmxoiQvLPSwUoW\nUUudn7Ql+5paK2E2sarwZYXCCesqJX3RiMgfallfuPKiIYDvIz1ew4+Nk1U41+QgoRKKbw+sD7ye\nGqoiUW41EU4mj6HB8gEI6dzBri4h9WdWJS1qj6oW2mRCtjPFEJSEDBei7YSqqH6svaQvoj6gXl/C\nOSAkTcM5qewQ7/u2iIGJroVOIHUUSXRcFfms2lWATB61QR4lBxRnIlBHAAkLtDqZg8ZhiycYsT7h\nZ3jSp7KHrsIATisJPaSAqhhYKGBiG3artrIvNUMXkHr9OUndAaLnEUEJEtUnCSN+rDxWKOF8s4ZE\nPQoqyqwmZPJQIWeXcltmJuWvhtSt16JMdEcFhGB8eRpqIJp1S8MC14ac1X2XYyUhSU17rF1f15DH\nVrMv1NHVvtB90n6pKkHYj2b8kn1J+tF1VcIZJX+tIZPHQIhnf6kkAOHoxSDW5H0cDtABqxGQUAyG\n2+ohhFXKxuqmX1+1ktCc39+qJW3WURWlfaEErPTFn5botqxQeBEpJkjSiDbp+XDHpahGul8KQz6S\n42d1IZNHCpXy0lbYkNlWSSeqmQ0s6vz8ITGtPqsPdHar1u2HOmlf9LCg4aPkddZNqNoAh05+uhpi\n6o2GEsS21n7qDknqmot97RhCHxPVVNa7OpDf21IJi8ohYFI2JJ0NdJpfJBobpiFXn5F1WPgvzBlX\nmRvA/W0Y+dsioS3ttzWqCYKQiZVKIq6vjvPLUEsjsLJwKQgMK3rdP0brzwVgYIpvzDrSKkoV59tY\nsG/J9r9kF865/B0P9Xc92HkQjMEUqFmtPKEiK48qVM5GDpbbJvOLQS/IxEgbFrYknFAsRoYnTIlS\nKQkj0mojQRBOMbBbsi6dqAGmfOJ2fH3KMZURDu8LUWK0bSBSYVL5VZFokuzovlY/C01IHbVUzOpD\nJg/1NmkZ5CAD26dSOJ6JxcAy6dmateWdMJRVbdygJk4Ur09Q5+fp1cdro/RaasOk+pIgnDLS8Onk\nnMj2En2iiFSTRvzinIuC0QTAyqhtrS1k8kggGmxGy1eIhA4oMjvB28cOGA1Ckxj48u4BUTKG2acX\nJ0tDDeLAdDZXv+0azfgt1kqkAijaSSkcY2i91peJCEUSLukrIwZJEoZcb0/EYRte4ZH+12IIepwB\nVftdRSYPBsWxIS5mdGX1MvVCHWpH7hq4fecQZbM/m82pQ7g0kDsVCASk1YW4vXrbtP7QjvbTAIOs\nlch2GCF6QoDfZgRC1Bc5MLat3j0hKqP8XHDwy6z3vz5WR0iTycPBqJvV9qXGfBakg5M/y1FSXjg9\nnTmD0xEnZGsMwuG8RNfDhcpHyZFyftpmxcNoipLQHmuPbg9HbZJz6U+j7vTyDhY9v3VIq069VQ6/\nWtTEIMjkUYrE4NDWSdSwRmwzwqFSV7aTmJ0dMUiJbmQd8OQi6697NyQe7IOun5Q7WUptJL8sJ9tM\nOXr0XAexIQRIUebY1U6fUKg17FeLwkhh5O+qPXr0KC677DLMzs5idnYW999/f5smR474uw0UicEY\nLWaWSX3FkegMDCenU+QiBr9TIFJFIOxTJSHVRvQoedTv+g99Med3ikENoUSbrr+VKoCSSXxM/Li5\ngglfGiyKG1kPwvXzJC+uB0g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      },
      {
       "output_type": "display_data",
       "png": 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RDl+37bw2vF+Mo9KxWWQhjjspGsTEhIylDdX2+iEwIIFw9BmhyMArZVM/n7UX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\nA+EAAGQD4QAAZPP/AQgwAExyJvO5AAAAAElFTkSuQmCC\n"
      },
      {
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAQgAAAD7CAYAAACWhwr8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCAQAF4EA4PofPmn16qfj0c0AAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def show_mark_img(i):\n",
      "    fv = feature.hog(color.rgb2gray(i),\n",
      "                     cells_per_block = (1,1))\n",
      "    return fv\n",
      "all_resolutions(show_mark_img,\n",
      "                Image(transform.resize(imread(\"svg/AD.png\"), (256,256))),\n",
      "                minsize=8\n",
      ").shape\n"
     ],
     "language": "python",
     "outputs": [
      {
       "ename": "NameError",
       "evalue": "global name 'feature' is not defined",
       "output_type": "pyerr",
       "traceback": [
        "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
        "\u001b[1;32m<ipython-input-6-426c106dc405>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      5\u001b[0m all_resolutions(show_mark_img,\n\u001b[0;32m      6\u001b[0m                 \u001b[0mImage\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"svg/AD.png\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m256\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m256\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m                 \u001b[0mminsize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m8\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m ).shape\n",
        "\u001b[1;32m<ipython-input-3-c633c2f3e3ec>\u001b[0m in \u001b[0;36mall_resolutions\u001b[1;34m(f, img, minsize)\u001b[0m\n\u001b[0;32m      5\u001b[0m         \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimg_res\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mimg_res\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mtransform\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpyramid_gaussian\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m255\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mimg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'u1'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m         \u001b[1;32mif\u001b[0m \u001b[0mimg_res\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0mminsize\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mimg_res\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0mminsize\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m         ])\n",
        "\u001b[1;32m<ipython-input-6-426c106dc405>\u001b[0m in \u001b[0;36mshow_mark_img\u001b[1;34m(i)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mshow_mark_img\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m     fv = feature.hog(color.rgb2gray(i),\n\u001b[0m\u001b[0;32m      3\u001b[0m                      cells_per_block = (1,1))\n\u001b[0;32m      4\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0mfv\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m all_resolutions(show_mark_img,\n",
        "\u001b[1;31mNameError\u001b[0m: global name 'feature' is not defined"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from skimage import color\n",
      "from sklearn import metrics\n",
      "def color_histogram(imgshard):\n",
      "    \"\"\"\n",
      "    Convert imgshard into a 16-dimensional histogram.\n",
      "    \"\"\"\n",
      "    # These were found using the notebook functions above\n",
      "    if imgshard.ndim==3 and imgshard.shape[-1] == 4:\n",
      "        # Chop off alpha\n",
      "        imgshard = imgshard[:,:,:3]\n",
      "    assert np.all(imgshard <= 1) and imgshard.dtype == 'double' and imgshard.ndim==3\n",
      "    color_centers_labspace = array(\n",
      "        [[  4.57286408e+01,   6.77526064e+01,   4.44156467e+01],\n",
      "         [  9.97156552e+01,   6.43843115e-02,   9.64505597e-03],\n",
      "         [  3.95594183e+01,  -3.51934303e+01,   1.49385531e+01],\n",
      "         [  2.29988446e+01,   2.21415150e+01,  -4.98827817e+01],\n",
      "         [  8.50465354e+01,   7.58532677e-02,   8.31041890e+01],\n",
      "         [  7.36080762e-01,   4.25444449e-02,   2.68463234e-01],\n",
      "         [  5.76985051e+01,  -5.59116637e+01,   4.48721231e+01],\n",
      "         [  6.67787582e+01,  -1.25865115e+01,  -3.02783468e+01],\n",
      "         [  6.40997732e+01,   3.96315951e+01,   6.71267327e+01],\n",
      "         [  2.26891248e+01,   3.86343024e+01,  -6.50420311e+01],\n",
      "         [  4.93564344e+01,   7.33323810e+01,   5.78822285e+01],\n",
      "         [  4.35009133e+01,   6.46947305e+01,   3.36736385e+01],\n",
      "         [  3.75738747e+01,   4.48292978e+01,   1.81489344e+01],\n",
      "         [  5.01379540e+01,  -4.65272201e+01,   2.98052028e+01],\n",
      "         [  7.12052166e+01,   4.00147307e+00,   2.13844385e+01],\n",
      "         [  4.12719709e+01,   9.94337726e+00,  -4.92573530e+01]])\n",
      "    lab_img = color.rgb2lab(imgshard)\n",
      "    K = metrics.euclidean_distances( lab_img.reshape(-1, 3),\n",
      "                                     color_centers_labspace )\n",
      "    # K[px,x] represents the distance between the 'px'th pixel\n",
      "    color_labels = np.argmin(K, axis=1)\n",
      "    fv = np.bincount(color_labels, minlength=len(color_centers_labspace))\n",
      "    return fv / np.linalg.norm(fv)\n"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "np.bincount"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "<function numpy.lib._compiled_base.bincount>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "color_histogram(transform.resize(imread(\"svg/AD.png\"), (8,8)))"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "array([ 0.        ,  0.        ,  0.        ,  0.        ,  0.35700277,\n",
        "        0.        ,  0.        ,  0.        ,  0.0549235 ,  0.65908204,\n",
        "        0.        ,  0.65908204,  0.        ,  0.        ,  0.02746175,  0.        ])"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from skimage import feature\n",
      "def img_to_colorhistfeature(imgfilename):\n",
      "    print imgfilename\n",
      "    img = transform.resize(imread(imgfilename), (256,256))\n",
      "    return np.hstack([\n",
      "        all_resolutions(lambda i: feature.hog(color.rgb2gray(i), cells_per_block = (1,1)),\n",
      "                        img,\n",
      "                        minsize=8),\n",
      "        # all_resolutions(lambda i: all_windows(color_histogram, i, (32,32)),\n",
      "        #                 img,\n",
      "        #                 minsize=32)\n",
      "        ])"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Khog_and_color = Kraw"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 219
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ff = np.array(map(img_to_colorhistfeature, all_flags))"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "png/AD.png\n",
        "png/AE.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/AF.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/AG.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/AL.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/AM.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/AO.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/AR.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
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       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SK.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SL.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SM.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SN.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SO.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SR.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SS.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/ST.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SV.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SY.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/SZ.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TD.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TG.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TH.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TJ.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TL.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TM.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TN.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TO.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TR.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TT.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TV.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TW.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/TZ.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/UA.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/UG.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/US.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/UY.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/UZ.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/VA.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/VC.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/VE.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/VN.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/VU.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/WS.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/YE.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/ZA.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/ZM.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "png/ZW.png"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.decomposition import PCA\n",
      "# from sklearn.metrics import euclidean_distances\n",
      "# K = euclidean_distances(ff)\n",
      "xx = PCA(n_components=2).fit_transform(ff)"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def show_images(X, imgs,scale=0.05):\n",
      "    fig,ax = subplots(figsize=(10,10))\n",
      "    for i,(x,y) in enumerate(X):\n",
      "        ax.imshow(imgs[i],\n",
      "                  extent=(x,x+imgs[i].shape[1]*scale,\n",
      "                          y,y+imgs[i].shape[0]*scale)\n",
      "                  )\n",
      "    ax.set_xticks([])\n",
      "    ax.set_yticks([])\n",
      "    return fig,ax"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "np.min(xx), np.max(xx)"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "(-6.0155580925478489, 15.032234362678228)"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig,ax = show_images(xx, ImageCollection(all_flags),scale=0.003)\n",
      "ax.set_ylim(-10,20)\n",
      "ax.set_xlim(-10,20)"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "(-10, 20)"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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o/c88EbkHAw9JTvz8FbPv/WaNweajjSWqhvxNSUkJAtpfxNShgVjwUiiWr8mHUq3GiRMn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\nyMvKRrigdKqGhA0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3x4S3nqvxeGiIpsZjVLuKsBM0eDAAMOzY4dG7HFsY88KV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\nLvPD6uFBIAAAAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig.tight_layout()\n",
      "fig.savefig(\"/tmp/flags.png\", dpi=100)"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ff.shape"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 208,
       "text": [
        "(196, 13620)"
       ]
      }
     ],
     "prompt_number": 208
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.externals import joblib\n",
      "joblib.dump({\"data\": ff,\n",
      "             \"labels\": all_flags}, \"flag_kernel_raw.joblib\")"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 109,
       "text": [
        "['flag_kernel_raw.joblib', 'flag_kernel_raw.joblib_01.npy']"
       ]
      }
     ],
     "prompt_number": 109
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn import metrics,manifold,preprocessing\n",
      "Kraw = metrics.euclidean_distances(ff)\n",
      "ff_manifold = decomposition.PCA(n_components=32).fit_transform(\n",
      "# ff_manifold = manifold.Isomap(n_components=10).fit_transform(\n",
      "    ff\n",
      "    # preprocessing.StandardScaler().fit_transform(ff)\n",
      ")\n",
      "K = metrics.euclidean_distances(ff_manifold)"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 224
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def show_top_k(n, kk=Kraw):\n",
      "    fig,axes = subplots(3,10, figsize=(15,5))\n",
      "    for ax,flagidx in zip(axes.ravel(),np.argsort(kk[n,:])):\n",
      "        ax.imshow( imread(all_flags[flagidx] ) )\n",
      "        ax.set_xticks([])\n",
      "        ax.set_yticks([])\n",
      "        ax.set_title(\"Distance: %f\"%kk[n,flagidx])\n",
      "        ax.set_title(flagidx)\n",
      "        ax.set_title(all_flags[flagidx].replace(\"png/\",\"\").replace(\".png\",\"\"))\n",
      "    fig.tight_layout()\n",
      "    fig.savefig(\"/tmp/flags.png\")"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": 210
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "show_top_k(0,kk=Kraw) # Just HOG"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "0how_top_k(5,kk=Khog_and_color) # HOG and color"
     ],
     "language": "python",
     "outputs": [],
     "prompt_number": "*"
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "all_flags[0]"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 86,
       "text": [
        "'png/AD.png'"
       ]
      }
     ],
     "prompt_number": 86
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Image(imread(all_flags[0]))"
     ],
     "language": "python",
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/usr/lib/python2.7/site-packages/skimage/io/_plugins/pil_plugin.py:112: DeprecationWarning: fromstring() is deprecated. Please call frombytes() instead.\n",
        "  img = Image.fromstring(mode, (arr.shape[1], arr.shape[0]), arr.tostring())\n",
        "/usr/lib/python2.7/site-packages/skimage/io/_plugins/pil_plugin.py:112: DeprecationWarning: fromstring() is deprecated. Please call frombytes() instead.\n",
        "  img = Image.fromstring(mode, (arr.shape[1], arr.shape[0]), arr.tostring())\n"
       ]
      },
      {
       "jpeg": 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       "output_type": "pyout",
       "png": 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9Y/GnMoWsfEdF64m2ZasavRekmdnmz/3R7e+vLGcsv+vJ+LN5+5dcaQ8FKPUH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       "prompt_number": 72,
       "text": [
        "Image([[[  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        ..., \n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58]],\n",
        "\n",
        "       [[  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        ..., \n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58]],\n",
        "\n",
        "       [[  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        ..., \n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58]],\n",
        "\n",
        "       ..., \n",
        "       [[  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        ..., \n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58]],\n",
        "\n",
        "       [[  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        ..., \n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58]],\n",
        "\n",
        "       [[  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        [  0,  24, 168],\n",
        "        ..., \n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58],\n",
        "        [208,  16,  58]]], dtype=uint8)"
       ]
      }
     ],
     "prompt_number": 72
    }
   ]
  }
 ]
}