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@andreasvc
Created February 17, 2013 17:15
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Convert image to 1-dimensional sequence of RGB pixels, sort, and convert back.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "pixel sorting"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "\"\"\" Convert image to 1-dimensional sequence of RGB pixels,sort, and convert back. \"\"\"\nimport numpy, scipy.misc, matplotlib.pyplot as plt\nim = scipy.misc.imread('Downloads/My microbiology professor did the entire lecture like this. - Imgur.jpg')\nplt.imshow(im)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 1,
"text": "<matplotlib.image.AxesImage at 0x3c39c10>"
},
{
"output_type": "display_data",
"png": 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cxozGkv2KIKKC0pMw1DAZDDlM/JwzTdOQSz1v84+NMZcc7pliVDqyHWqh1ICK8Rnm8jxH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\ns+WXAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "plt.imshow(numpy.sort(im, axis=0).reshape(im.shape))",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 2,
"text": "<matplotlib.image.AxesImage at 0x3ce1690>"
},
{
"output_type": "display_data",
"png": 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sS8FzDwsA7eca4Zh9ezumjcoDifLNEJXdC2XQCCdYSAQjh1Gm0ZlkxUx9Ewpq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ogaXC5xU0QVCSbiEDV/rMSzU+Jg6VIop6kXAP7P/3p8FD+VNsbNEvsMTo4QcQIIhKJq/NM/fy3E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\nJVxm+P+D1MtZpKNacAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "plt.imshow(numpy.sort(im, axis=1).reshape(im.shape))",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 3,
"text": "<matplotlib.image.AxesImage at 0x4530b10>"
},
{
"output_type": "display_data",
"png": 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RkdFNfWx/jh++LEucjg+R/M4EtGAvlmsoT1qFYF5C5aXIkHWRRaLN38cTxMVp\n1J914hwDTlzUh8QjdLiwRojcSC1mccE1iXjSFTHPECeyD15eucssQEyjFc+yDKL6qnKp7H2gUkls\nxy4BN5ibnCcLBXfdL6RzdfDxA1cuJ4+CGkF2Xdfvw2KPW0SsH83Jtxlgn0S8vf0VL7v3bh754Ssc\n7LsUxLAsJkaq53BuzXDxajmUOTVsxiEqMFlosH22WOi0N8mAtrNE1QYFYAEZwKfDm13yUNDIPatk\naBDdKrEH0iNygEifnEjTmPjkz+Z83M3qXYm9oCZtRyThThdaDfJIPQqVztrAgt6VEglZq3MsW7ix\npvSypKI1eAcSvZ8QgbdceREdfByPTYlB63fRW+1MizTVFmP7TyU1zQeiKkupO7r3xMEbt1vWq55+\n7cB1+C6F01Xrk16LY0xyxBICicojYr9WtaSmmHoxx8Lmalfv2pS4T65zIeDjRBxMR5RdvQAONlLi\n0AHxVMAJ5CS77KhOgxDFtRQBKENs/k3/iEEYMWMmgpBOjJe4w9kTuZqnJx5mIEBPcMmxVeLCOi7F\n6egpMfMaTlMQKI2AQVInxO3ow5mYEHDOkIgwFeWxDXQOc6pePbp9lyuOpp/MprwiLoSgMTYmwuTw\nOE42G7Zbx6qfCFOIZAohjIkiSvSKYIrBDEUkBYS3yBEyItWGvdtwlh0UZTn7tHGQpk5jAtNLJ3E7\nuDiQEbYSd6w6F6/dBtyxQRgp7+n3DWkPBmrjWOg21mKyCxLRJMgArickzlYcUyGIxwtMMuJcYBKH\n9yeI20bW4TuY+li+GwgunogeTJsKXS3zYKlZtLySLX4Vwp2SzhUSjdNEXjijkjrixSJinfJsKe1A\nRDHkybt0KoKLE7iZtkxBQEam0EULVFbKDVLIEU4CPgGlAav0K1RB1nJuqAummwpJLGuSHWX0eWBh\n9hWNS7PrRwmwQ4h6kWzJO9PUnSbtKA2TXdy0v2J+SVzFPFMkQkA6kM7U48D1MK1jnvrw+ei8CsIk\nMe6dhGQFVEdWSZzQafCaLRD3O0k+8k+VqPJjRzGIpMV+Mlc6q+/cuUKiaKYsk5KJpS1jAChyLPOs\nPDI/DTCpeCf2SW0WH6c0qM7hguDcwN7ePt75JGomT2IU4aPPl+AhjNFLmRJZtBC8YrovBCJ/2LQG\n89bscen7ziSn3C1kaEPFRUDU6KVC5K4u7UL1cX0oh90x5urMkawJu83LiFQQJ2RrqCMC/zG1LBaS\n5U6YGAkBtWAGAAAgAElEQVQyMakuisNtBWTCjQHchPNbZEyGDa/+krE/4rq490nSPZQdsRKtqlvl\nWjfOxoXgnCFRtrCEhEIiy5Qzld0NZAvp1KJFUVEQFxG24wguMG03dD5EODKcMtcnZfuDiM9RiYqY\nWJTXyvpm9COLTFaHK5zIftPuapWmQ7uIS8uzjCwjAmGCcAzdfnRCTes4wQ/ROifJh84ihrFO5l8v\nCarM88yJzD0FyYK9ZySu7zmEPYTCseJ/euBBEfcEl6yGyZveueT35wshUKJn2qqjUebGdE0SLfHc\nNp0rJMqnh8c7kz/P24U0tVl5V3GpBk0/kgc1Ia/LFNURJuH4ZAP9iPcpbK6UiXQSXWNC0N22hV9I\n9cld/5r270pyhjKYAPINcs0qy9ATyHoKU0IYiGLACYzbmvto5ZMdRJMPSEYWzdNrl3qQTGDRRIdI\nii5EjOwU29AnBHJpU2BEjJAsgDhhIln+kuQgXUKgtK8p1leIWIlSm8iblHUhMcjlBBggvNiQKCve\n6RqouVFDXovoLya7Msfl+kJVLDSqieib6GqRIlIIAd85NuL59o2OYfAMvTD0wr6H3ulEBAgjPPvP\njCR/sm4dXWWGPm1/NoCtMGzVoQbOWxQroq3hKi0xsGk3G1/QiVKDRomcSFczwwhMJlSWApuUdyqE\nLBxH8ocMNwpS3hcKMklaU5Iu+ug5n20PmVi5rhhx9KyktKnSJVN8NKWnjZbqw1hTMTJHMn23hsPU\nzPqVU9K5QqIpkHaXtIpfTJV6VEhL+6ROdhROUxStwqm6uwTGSfjOs9f4zt/93+RdlaRdt84x9J57\n77nIPZfv4oH77+LwQLjYS1xr2CZB7lZcFImuRT3eXcJdOIQswkTk1cDyFeIT8gTPd8eSKejMVF1h\n19yXr9Yf0zOXtohvPTKsYr73cVOe+BycPlQiWkGI3J90HRQiMyQLunQQuU6fzqSKls2QxTI9mS8G\nO5Hkp4frcK6P63DeR+TxLnNJ8dqP3Uhikb7KSr/Kj1UlO4tedK4WWw8P96k3ioFPi6+tOJSvqk7K\nwlV9syQK1WWX6tBBL5OhSCTi8UPPsFqxHnou7q+4ev/dXLmyx6V9R5+2t5dQXJH6Rup6Abd3Ed8P\nlShhZ7gF/rbli3O8YJkzRLgZEKXYAq6LfnJdj3R3gV+nlUcpZqu8GzVde6BLAJz843L5wgbydW6J\nCPHlPTSASd7mjSQ9poTr0ni4Ii6pWhHJnAPXO5yPW17okmjozZ4lyMRqBgvNUORl2jW6isHP3vci\nWmwdpzHFEyMj05j92Yh7f0SFg3SRxaFmQMy/tU7dAtQcORVhyjW5TbZtACGMjCcTR5sTtvv7bFzP\n0Tdv8p1nt9x/75oHrnj2+x7RfUwIpJ2twnOEWzeZju/BXThIbZNE2A0Kz6lF+X5TlqaUvroIApWR\nJAAO/AiyIoRjmDbIZEhyDiZC0ZG8wIkYK5tOUPObkCGoZUz1LneT4NR40JvwXPGcp5AMB9HgEJ9N\nSDwfSWK8hoAjjB1T1yWn1jGeKg+QkK+sGJV5VdG/gqVEU4Jaxs/Aic4VEjmJrLrvCiBVCEMD8LuQ\nxibZ8SRNbMuxLCeYIY9mpm3mzsVorcOwikFRuo7OObqw5dYoPPkdx8nRipfcN3Jpv2NSr/J8Bk9I\n28f/henaZdz+hbjqjmB95GLMk6IZ2jaLXbOqu1zSjNBYqqJiYVojcoJ0IS6o6s7jTNHtnoZkHJhc\nItnp5HRnXG30M6L90csATPFb2Q1CvUB8QhqXuE8JHJOllOSSFD1GolinHBEXwHlrE216mzRfs8yn\nOnJcIAdZmZfOIKedKySaxk3cSZoCB+atCVbESwAWJ2OOBG2y+42q0kn5qfw0gyld2SeCAUylkvFS\njoWjmzcygAqOruvoVysO9u9iGtes14esVsJKPOLJ0ZvKz0SYnma66ZDDi1GxDQ0yzA9PMr2ru9/Q\n3GYkbH/1IyGPEJ0Q/AjDYfR7c7otvCBPfFmMbqSEpuU6NM8pnEYiYQhsiXEBo9eCIg4icWFVop5U\nxOdkFXXJkNDHNSxJOlvhhgnRK4rTENRGdFdp1HKgs+hE5wqJojUMpjECqegBNSk5tYBL3Nbtuy7S\nqSSuVMdQap2G4gRDk3KtZq1zxvKxz07n7OUUuIntdktgopOBm3vCt77l6PqO++8R/CQxyKA2LiNM\ngHCTcLTGrYdkJjfcp92Ul40Q1PnpWfGCaDmOXbOiprQSkLu30Pe4QfByT1Ls405WshuO6nfpPnlt\nR/81yZwrbytBDSi14aHeVWw5peF0ubFa3qemG2hXBNa5tQTPEkmTb1U1Z6swYtzSDtildK6QKO7n\nSTxDSNFbgnmeBjO5n/gQy0vQUTCHFZsBzBIMelEiwUidnS7tUmbBoMLTDGUtKw/mnUAYJ442tzg6\nXnHUjTx37Yh7Lu3jO0cYA94rOKS2BwE5ImxvMI3x/NMCGDtQuMKruoztbs1FG4OmBd4xEE4EcRPT\n1CcLladLXpmdWyF+Dycx0pKNRxF1EUUsKezWAHhR7tWAABFqGwBPGRkt9DVds8n6lrbfdL26lx35\n9aOlMjnrxcaJYioTXTpUID6fRTPBFKKjpE9vJDTKcm6uqyZIzZdYfLhLWc8IYwm9ioapBfHKIeOG\naTzmJKy5dctzfDLS5Vht0Qyez00mxLUYd0zYbBjdUCQo4nqVirK2NTUHXuC0GIRqhdrU9kirPOI7\nOBoIUwdHWybZgBB3pzrPRjaIXI87WDPyxG3hLu8b6pDO44YO6WPU08h5o7iWCQYqmuteJoNY4qo9\nWVoaPQTZULUKMaqxWJq33ff53WqkzqQSnS8ksnEL6j1EUFh1+VXONQk5aIhISBwMsi6T9ZtSJj7V\nYppf2lId09hyLR3iHVRKrYlMI9dvHOO6Ew6G63z7uUOGyyFumxbH1kmyNnpwA64LdOEE709woYst\nMKem19wmIlRuY7ANbZ1X6w7MDqAM0T0miCBDSAwkGNUiIG6K+6i6MfbPE8NhJY+CGOOvQ7o+eQyo\npSzF3yYhjy62pk3Vko3KYrhPmo8gxjk8JGfT1A+dwwQbecbrjpX8Rn+2RNpKGpYWZQJ1m3SukKiW\nT4pYBwWRKkAPJGfRENcIdEvjLEZDzd+syb9wLdWfWrJWmlXRcaksDwkAQt6mLiE6sU5Ht3g2wHi8\nBgL7/RUuX/Lsr1w0JuXAHoF86PP0LNOxx6328n6liuTW2nJzKXV+BVRLZb0BTAcDyYGgj47WXjch\n7tG5NV48zscYcznmnDp56kY+jHIfUvtdWfPRBsysrobzqNQR8qY9YuwNSf03XLqwpPyiISBa+Vwj\nrrh4JbKX9190nKg0uSBQ4TxaprlPQDsRcEx54oJRurPVLQ2m4XHGezvnlNZY/cq8T/VjuJ7piZDM\npTKyOb7Jte0xQxcnrRvupUuOmh2Cm4LulEbCFmGC6RmmEeRgH3FlX1LVIks2bTu1H1Ln5WdV1kg+\ndoEJ/Iaw8ojf4LrA4Ef6zuNWK6QfELdHcdPRfUFFfyuajHIWvcfkF2C2QD1vaT32y6Z7KUigxZeG\nZAfdOWvQ+tPSOUMiMaJYsVpZRNJ7SRkW0axbu6KDQHalh3q8s2Bz21Es0YZ2zGS1W5QQuWNIiBSm\nqNN85+lnShU/dIUrF1x6T0zEmEjFg2yBZ5lu9YT9IRp+pf1q2/TTxcyKWuuvgXHxPRwPsBLi6ZGB\njfPIFnr/HM5dimPutMPqNBrmw1J9rtXFLJ03UG8YbmQ4hmDaP1u/lbdaotG0qXrcDpOOgX39jNh1\nzpDIDpwOahR39FQ7y6EqRDLvxlJnS63D6q6Ry0AbDJkzP9G2YMzHobRPTaghBK7duIEwcbQNXLly\ngR94yR77vaPzQucE56asOyAjY/gGcm0PVpdh6Io4g+pLNf+pG7uzE7bDBZbHLXJxDV1A3BYnWyR4\ngvdsxz3G4wE5GeKRMvnQ4hE9J6iYvmP7spGn8uaUJH3Fchm9UjkNyJhH1dWdmCNi+2Cm8VWfzlmt\netkMVa1GnJ7OGRKZQ2+zcgFMUTaGiCjZjpPXUhInCjucNUPJKRLaMsLlGA7Vwx3QmOXooviXYw/T\nNyQp7CJMImzHietHG/x6w/XrJ3znWwPd/Wl9PQiTbrHI1F0Qf4ScXAN3EenS3hoxe5LyB5ewx3Dh\nbFBpxSx9byI8dwKuI7gt0h0T3AlT7xG/RfxNvIvnR4nqRsMA/QrRjXTF+yxyqaBrPXpSl7ZPqvva\nGpfyE8fLehFWxE7ztADlepCamYk8VrmeM1LZF6lOJAYZJMWJM8Atwigk58N00FbI8JqRR1qAkobh\nGOtCu7E8E09tkrHthaqUXtk42sXUrjAyThMT4H3cybk/9OytPBcP9ti7sE7hpSRzo8xVRRcsk1uM\n3QJvAKKVS2q8N6A0i6lMAeQAXFrB1kMfOV4gEPyIeOhkomNKJ25Eh1nXSQp6TpmAzNlC8ohIYUpn\ntmelQKmfaq0L1AFGKvnKdnNXfvs4lD4uII60Nw1XehFa50rzW7eXeK8AEeVyJ2Kcim3v5/zZUqUd\nn1y4XeZWLM6fabv5fOZSIpkY3Dy6Bc8InhAdod0KfyD4IEwquiIGkSaEW7ixx/dd8znFAMMNoSjd\nqQVBtDUkY4xgI8siQnj6BHnYQb9B/IR3I4Oc4P0+bojH2+APEdknrnx22bhQxDjd2qBma22HxXgz\nj1luUsKR2qLVycLrS/PYpEYLm9GMJjtWbQWM74JjnTMkMiJM/MnJIkkgItXIxDTFUyCyWLCIBjuo\n1tJz82DX+NlvLM1p1Yaks3kn9H3Pwd4ed1+6yOW77+HypT2u3N2x30enW18ZSgwScQFZHeL6obTY\n6tPGVlu1rKLG5mnG8AT0Cu8HLj+W4HBhA3IErMBp7Ihjguyh567qGlZer9EoSGYu0zBozUYEk4w8\n+liKhaVGoiVytcCBzBfnz5ohycNhmaQSb/N7u3SukMgucGYOXK0rxI7lE9ZUeXcBDTyxvGRtRLvm\ncbHjQTX8je4N81qbmvOVpWQiVCdib8bA9eMTDo9vsre/F52Pdb9bBRSBTNX9Oi5ianuDAVptQ4rr\nYIXU1k9uUWOSgKjecnOE7UTwjslNbNhAWNNNW9i45Fd2PX38AsXdOW3mYyKwQZJu1Fqd8+gEiHuq\nrBeGgfCEOHmqmobPZ3g+r8YVhDxSCxLlTvsEVOuJp6VzhUSEiRxovQpAX6hdDNlcRKRJJK1sT3Re\nLFilsbV0yfD0lOpBtIp3k13NQYN0zeToxItE7nKwv+by3Zd56b13c/99Fzk88Oz1Uf/xizqQQ7iI\n9Pu4oUe9mitaHMimfG1kWVg2ebn9knvWro1FhBujhe1W4iPbCfHCSTeydbfwU8BvphgBqXsG8c8h\nboVzByD7ZdFVRTvdziAQKAut6RCaPPAiEreki/FWWLC86kVcuNUuFepmr7PqZyhIu8xRELIs5i7h\n2YvOOhctUw27RwFMs6T+JTrQe+/yIFgw0lTgRhbzaZ5XcDbjXKnkkghhJt2LsH+w5sEH7uVwf5+X\nvvQih+uOdTIi5HDDylVEopXLX8ANh4njaoV1DAgyMjRWqpBKimkTZMocS7sKf2IZBX6BkxBPhPAj\nsjmO532JZ3IkH7nksygBkRNEniVG3El+gU5AunjIsUTfupBP/O5ScEtFMJ1vG5FHf3XNLCGWU4uk\n1O+KJCNgDTeVSJDmxBIiO5YEimk9z+ECgCykc4VEre9c/QcWcF3aX+8StavryVc7PrR8s/TaTEG1\nz9OHnMnX9ut28HXf4/Bcuvsu9nrPKiFQ3iNF6Vf8O0Dcup58ow1b16Ta8NJQWgpfzYUzQBTPjqrk\ndoz+bkOXrNXbuJHQjTg5ykgeEaYjnyWFgKSzV3FIIoZs1JuhnJcb4yX0aKD7+ExiBFP1Bs/RfWpk\nUuVNMrtJ8RqCIMGlKEGFs4Sqj1omjVBQfc6woTwhlmhz2/S8kWgcR17/+tdz9epVPvGJT/DUU0/x\nC7/wC3zta1/joYfiiRB33XUXEE+M+KM/+iO893zwgx/kLW95y2KdIQX8c7lzVAgEBain5MWtWwoy\n+y+F6jGYDUaDGi3lXsirxjXXL6aslByJAHHteEt37TrhCc/BcA/eRyDskhIU0PVEPcT3BowuxZVW\n5b3mr2Ko56yfTR/zvxVVFiMOQtzkmAB+BdJN4EI63GvMXMAJeC/0HXH3sQfXJYLglJtdAPYR1qBb\nu8WDXAKGZHjQ+AnKfXTbebrO/oK+DHalG2unbZ7ez6G/XkuSeszMs6UxPIuJ+3kHKvnABz7A3/7t\n33Lt2jUee+wx3vve9z7vQ49jX4TV3jqezm16NRfMdKwk/3ZSRCPz4umAtfBwjnD11+t3pCpvOYr2\nxznHhcMD9vf3We+vGNYXeMnlfR64f2CvE1ZdCWAi2ldRnWEfGS7jOl+IgyLpjPO2nZGqTXUHrbFB\nKXBCgH4PXnY5Bh7pJe4cRbI3djQGxFhwsCIGVlQSlgKNVPqQvS7PBRX5fN6xGkNfRQTSc3XxkkKN\nKYciURw1IulYGQ6lfcz7mbSc4TZ5/mz/Me/rmMax/tn7vweBSr7+9a/zyU9+kt/+7d/mAx/4AACP\nPfYYn/3sZ4F46PEb3/hGHn300Z2HHtszXDW5RS1uydpGpqydK6IRkMZpmUQvImR1MwO7plz9pBB3\nGzK4IHcgcO3mLUYJTAjBHfGNp7Ycb/d58IE9Rhx7fZyEkKwm0fIWEI5g822m6TLSp7NUE6+ya2ZA\nOZYzI0gxkGQziWl6FdwkjxfRK3v7MmKcA49sy3GSkTuouGTELSdxu4PXzXiSAytmIph+xbSxvi55\n2swQ1zAgTMk5Xz3cdeE2+uxFi+6Ijf+Q16i073nRUco5u/lHyBbGqr0NYzslPS8k+o3f+A1+53d+\nh+eeey7nvdBDjwE2J5vYsUTFvfeVXJ8dTbOdFyTYhb6aWxSRsP6OBaAqb3HAlgwIetNyKin5EvfU\nOO9xfmCLcHJ0jAsTz14TTk4mfvjqHmEsljoEswg6ITIi07ME9pF+nwwYEgHD6n66VhR1BMUpNeCH\nrIyr6TvkekhKfxInux71kMD7gkD5HCbLNROwhQnZTnk8Kr9H5QL2nZwnlEOQ01/ChZC+E0KIR7S4\n5FIlU8E2C+kyZkNDRrj8rHw3aBvMbuhCIuP9F/76s3zhr/+vRWllKX3XSPTnf/7n3Hfffbz2ta/l\nM5/5zGKZ2sK2/HyxMV136nvW9UdttxMTHR6xi43ln/heeRLvKxySXCa3r/5q2dAlpZyBR0M9DcJK\nQJwnOM/xNlq6/DBwRA+jh5PAv3xr5L77XNzchuR4ETYgCxzD6Aihg26I02w5jSiaSG6UaB+DUMzg\n+puuRUxOoujbQH9pTbc6pB9WSNfRexdDlWXxKgG/IoHlAMb9Jz5X07YlUuVdvStsQcpzOxNmPuu5\nmRO+iqzNnrV1Npfp4jU/9a95zU/96/zZf/e7/5bT0neNRH/913/NY489xic/+UmOjo547rnneOc7\n3/mf7tBjc6ZPJYcaqq/5AdhuA92QAD3jlkWm9I6lOLpcpP8W+Es5zYRJets0J624JJMypQIVy/Aw\nbhA3EIJjHGG7iXuegpvYuoFnNrB/C4Ze2PjAKn3VxngIsoVwA5k62LrkLa2EKHEVKS1K3c+Gg1Bu\nlIVnTqYb5kRIZmiYxhVhhO12RCaYxOWQvdG4UL6fdTlD6QshK2JtvC3IUhHKjFj1HNfvpTI6qRUy\nGsRpvq9cKF66Ul+mKc08Z27dNO826QVFQP3sZz/L7/7u7/KJT3yC9773vdxzzz385m/+Jo8++ijP\nPPNMZVj4/Oc/nw0L//RP/zTjOCKCG1bp0DWjoLfdkSYvZ8cB67zQd6rA0gyULd+OxBKlM3U3D9ty\nrThogSKKp55uGOj6Nf16YH/Y4/LFPQ4PLvDQ1Z5VL+x1BTCLCJIUcnpgD9xeAbZKhK2vy9qaKZth\nzVD8HJTfI6uLdC99pDlOUwHR/Ob1LZfbq8aCetE4/XlHPrSrS/rT0KWoqcXIkJHAiGJZhETv05lD\nEfNL+TIcps92zlsktFPfwGJT7C3fC8PCUgNe6KHHAL6JFGGBw7AJs1odTHa83gZhux3xzjEMvhBh\n+3Ku1SBHM0g18qoYyUIZpYYlAGBurZHvQhjZHh/hpi3e7XPp4j4vueeQey579gfoO6L7Eml9Aw2q\nLyD7BPaIljAyw7Me47mNmfMUlxptp4mqSw5lFQKQdE8RAqPRyyTFcvMZsJ05wDhbFrNJWvICsUvI\nE79bkCmf7jAmHUfXt5ya8VWvi3UW37zk9yBJcpAuIaDhMHZmWrpXEbhlathC5Vl3vZ6rWNzDkI4L\nXHh22nu77teDmod3j2j19sLNnGPtfh4psvEsN0Cmmwo737G3t+bS4QEPXLnMgw9e4mDfMSQPhnw4\nlqXI4hEugKwpSAvlolDeGrHteBjxS/dmZU4UT2Fw60PWr/qvGS4d0nUrXO/jOlCnpzKYbeAq1mnH\nU/3F2Fw4UeGCDTdYEtXsQLecpckrv9rfGYvZOYftk3Yebd5Pv5hicYvhRGVyvrvU6lSRirUDXJkH\nZpdaZj4p9cWMciXFadToQcmC5gngHc53iBNOtltuHB1zcnTEyfYiq63Q9xpRdNaM9M+WGHnVAo9a\n3dRHTqEj5F2vUeWLnCUkPSBb5nLxMX5iCoSjI7abkSkFhnddF5FpGJB9n44u6ZAUGVXXgiKuuNjC\nZMmTOBwI4HI7DZcwKxFFy1WEsoYQst5n81riaPVeHX8k8+jybzDfS7BRvZna3IlGxTs9nSskCkax\ny+JQSnNKpe+Enc82Y2Do0igW1+d6tDRjYTkqtMOfy4T27XxVr9DEf2JA1yn+eWEKE2OA6xs4+SZs\n9wMnF4VhD2Qghi7QaEIS3w0cIWECVkCXzL2R09gQYRnoUOBQl15FOpKolEIouxFkJExbwvhtbv0/\n/56BPbpL9+Dv+QHc3prQrwndEdwaoB+QYUvooitP0LhyTv3clPslTpQWXacErJqXj0PRMFg6kio5\nVKxVKmJQ+mg41Gz+LRExc7pAN639Muenh3O5aJ7OFRL9p0plizmNyFEPUJtk583utPRO/Wq0kI1T\nIIRtPDTMe05OTvBj4NbmBheP9um7PnKuk0T+eiGsVP4HZJuQegTpkbCKljnMrlHBWOCK/T0icwKH\npCAqx2BS4CbW4zdsZMP22ev0z32dIHfhLl7CP/AD+PVB3FcUYiivGF8uInwOC4HLPmn6m032Ng6D\nIkymk6kNallNhK8N2G/nz9oxK8Rr8lptV4luJpGNG35Rt4XNGeDgnCHRGSG3SZFrFyVe56hrvKB1\n4HZFyQyzG2nnZbm1Igt5Wk2hloEYQQc/0XWeUQI9PfTCSRfoe4esJa/HZCsdxOD9SXSqNV4DYNno\nQuZO9t9iYVGES1JcgiNBkjQQgf4Ex4Yj3LUN7ugm7B0ih3vIpUtwcAnWezCskwGhKwOv1kOUK+mQ\nxGuXuFI+8si0s2yIlbxBL1voEpdLoe4XkFPLKSdMdRqdrMoHsn+fKafe3E6gO4PF4BwaFuaseZe4\nVhcqk6TJOaHrUiwGo8Tmf5dMmwv5C58qpU9FMKmepykserZeJ2OC73o677h84QIXVxd56f6K+/YP\n6Pc8fs/h9h1uLXFn9pIBggFhAFllwMjP0+hYL/kCSNkUkNx4KAHq6RA3wGofObiIHBwiw0EJGex7\n9LCzCMBpg58YoNQ5VcNJPv/VZWue6FYGgyw6ftlAk6Yml8ttzw9iGXU5aurOByOnDZxl3Mo6WJfG\nopO4laUX4ad+8MKLybCwZJmD0xCowLvhQqb8dpsc9HMkzQJEIiEfUlwBfOuLVn3QfGu5RXMcbOoK\npq3ZbhAC25MTRid882TLM+trfOvaHhcO9nmg2+P+9YpLF1d0ewOyJ8ieEFYO8WU7AHKEcBIXZyUi\nlNBBGErkqWAMJmLs/xJ1QNHwVjb2dzyqA5kmZAqwOYIUdCVsi8iWrXQKvBGiE6Cr+1A6O0ik6EX5\nOBSrK7kcLD8jeS5vfjNCFl0qL7xPkSAwkSMugZ5cSLxWQiaCjHGeOnEMEk+KX/bnrNO5QiJrWSt5\noGsmy+/UjKMEBqFMFjCR5G9VH0LiAJrVGB4kfbeSxk1++demiJgzomXletF6I/CKfSRJz3cjR0eB\naYS9YeBGd8L1CVa3OlbbkW70sf1x93Y8hNupMWNKXOiEaJBY4SQQQp8peDVSOuYqLgbto2717uLv\nSSBs05bSCxeJbk3KgdLwaNUaYFPFLJe2PnTRn1B8H/cPiSCdz5zYOZeCVDbcsuJoxLqUMGl+Qgyn\nPDUhlTN1FA5mRL+GG+shZRuBrZR1qNPSuRLnVqvVzme3e/e7zbMuKyKkA8Vs9KDqn2Wus4tbzb67\ns4YZJ81tI+kMaZuA6zx7qxUX12sOVysurwYOhp79rmd1sI9fx3NLnRdcH//iPre4eTF6FCTPBDzx\neMcOjWKatxRkMYss4qAeDbLCuVXctr43IKu9GHNu3SHDGlZDNH/3fQy75Vf5zNdKzDPiWMYLJVKU\nCUgliriGnthSnigDzGKaOJzrcCJ0+VCwlns56MvGx5neZoQSJ8KbH3AvHnGucjBdyI/PoAXItoMi\nmjcvp+/P6pSpkpP1UF1FtGyJrSbaDn7VgqXMGTou41bhpNEyPjERYBzZnJzw3LVr8bmKNn6NDHv0\nXY9feda+o+s8a+8ZnGe/6zh0PQe9Y6/z7HnPcFHo1kJ3AE4NGJniK5J5on61D9JHJd8dRWQ7ccjN\n6O3thkPc5cvI4V1xwXZvL76Xt0rG3+JdXow7Icuz0nDkOl8y15a0UpbO1BP15XPxPCfD/QLCJr2v\nJ5JL4oqZ42ZgKXMZ21bOr2pjEi6lc4VEJe0wn53xecGfmStpFZcgZ4co1pQFOGHSIyWxYkSidt7h\nvSX7Em4AACAASURBVNAlpIzuOSXlr92mG/N1JpMb7JNafAyQzgEOhPEmcnKL46R3HLmOvcN9+rsO\ncBcv4vcHDi4KF/eEfRfwMoKL2+onfPQoz6fcXUDcCj0HVcVhkQ6kh/0LcPEK0q+jD5x4JimmbG4d\nI7eO0zgpVW8V/yZPvSdc2mjnDDfZ63D9Hq5f473DuSGfyid6FGniQLqlvBC4TAFjMBuIRgNxUZwU\nMePeSBOGYL4I14kSsCQdQtqeYddf59ynKmthcbGsLROafGMuT+90vaP3vnCr5ls7Jc5io2jaLYrn\nuZq2ioXuz8QdcR7XrfD7PavVBVYHexz0K4aDFQerjtXaE7wwOmHsBe9jnD6fdQNJIl6HeoxIyAtJ\n5KDNAnKyhe0GGYZkci9tas3Ktq35LoCKhopoCEknIiK3qEGBuFfMARL97EY3Fa40pYEVQdJJ40wm\naGSYEg4VLjQhyBQQtlH/kraF+m8hvtOC5tumc4hEikAKQrdhp8sy0UIZvaxuak6VWb7kbcveRaCT\nGYCcUm9V97whS8hx+3qkXBsZ33tH72HtOg5XwuF64sLFNVfu7riwcvSrSE17CSk6j5ivOIRLCKtE\ntaMBIG7SIyr//UW46xLu4JD+8AA37OHWB8lAoI6prm5XbmtqeaOL5rE2BIGMiOY6IVbZp5QsQwl5\n2tjfgsvWxWzKT3/OSiDTVDjfbK6M9XLB0LWUzhUSFQYg5voUmSh3flGY2gHIjflaIJ9NkIEsucqk\nk/gCqh8VylUj0S7kkPp23ryF9lqAS9/KFJckipFiEcQDuLwIIYycbI557jm4uXmap48OODzY5yUX\nhIN9mAaJZyGl1ncIIhMhXANuIOGAIAMqbiEC0wa2x4TjZ5nufimbwwusVgNuNSSRzkE6KU/KYBbO\nlftSI1fsW/vM9NE+FzPi5huJrJV3KoOFZIR2FKKoY6nrRDklUb72uUzfOYPd7ZwiUQGg09ICiBqx\nSvJ9NJ8mzuLjOoA4s5MUO0kN5dxVt+EQ9QImZaJUBhdJCnxUhH2nYouGDtaJdlH2T1xQt8h77xm6\nHtc5et/hO0e/XrPS/rhklUtikRcQLzhHPAXcR0W8yE/CiMPhiSi5JqTgHza+vYgQ/BrZuwj9QLhx\ngxPfIdOEX23pVnvxNL1+lRZdu7wtQrdPqKjnEmK6vB9DytzkphnEqqZ1Dgf1oxYSpCm0A1pm1dp4\nFCEj5+3SuUIi661QGQCAJbZq9SPLwWL5xF0A33UcHBzQ9z13XTjkZfdeYlgN9J2PQJyDnUh0t0li\nSrHqJLqne8EygtrfhYgzpfHxp7nPebPnDVJrGQU25U7lYU2NicjpIMaAU0sYqmTH/yZrtcr7dCSt\n8Kc4D9Mt5CbI/h7OHzL0HX7/ANcPTP0+uqEPfBSqJohi15jGz+kMUa7Mb4pXtxg5fkEIkfx2Gqfm\nPWNoy3XOQGeesRtNz7AAdK6QKOJNwFL0RSp0Gy5lEc55x956j/vu2qf3jk62PPXUU6YOoyBbTmLr\nr8SM+ttFuTb5+ae9x3wvgXsy0a73V9xz+SL9akXfFXEkwn6S+UMJtBFM/WpJ030HQox/o+Zg1ee8\nT8dbiuGARjexm++ifjHFvNUe0g/0+xeRi3cz9fvQdYj46FKVysbTz12uJ2ow6kVufOLVIyQITDHw\nSOyP2sJSVHYtYxR9jS8BZF/BdrxLmGS1HNm5LAXKnIXKpVC/edYzjM4VErk8gaen0yzHljv4rqPr\nOrz3XLjrHi6vO0N5pUaWGfWf59dIsDuf2f2Od1Ru7xxdP2SRb0xrIuoUGid9LH1Dxyndm+DTqs6I\n6Klz8ZlLUNK7BKpBUG/P4nUdAzXiJHtku7BFjp9E7v0xpvuuxghGEg/sEjMZDgxixiNjSlyDNG/J\nEwJR7kheXkCEEKZqfIz3Vbay6mFg+mkomGTP6TUv1fnGKyU2vV5oyN9JZc8gzZ0vJAKMkgc7USXo\nwMyfl5Ml4kQOQ5TTn3rmaa6+6iHWvqOKH0AR52qEkerzLVcpl7LYTFkuXNc1f6GUqBaFYl5LGauY\n2wIk4A2S1mJdFEH7DnqJVkZH2e0rBBOuLa0VJTHWeYfzl5Af/FHkpQ8hB6ustwQCIUyR6AWYpike\nYBYmpikuUQTncE63pATiYrYrgVNQALYrMYo9ZC7SLusF656F6XsECiN9mX1mgXl+sEhD/m7meGBY\n3enpXCFRSBQpc1wTH6BNu/iVzR2nbYxlJ3DtxjHPXbuJu3gYgSkrwIKupNdRgoyeIWWEVTSSVIdz\nwZwnS0ZMtO5KVyrPSoPrnojJx5Ze5H72m6WcoA4NsV0ulbHPVccqrCvpLz0E55le9gbC1f8irkN5\njxsTwrFNHMYTpgASjR/TNOVTC3HRTSZMqmcVLqR+esVbIZR4EWJ1WsNdU+8UoewOaPWEyCXMYAWD\njBZi6rVD5agp105NmBOupXSukAga4NjFiWCni1B5HvfujOMWdyKccMzT334cbl6k3+vo/LpEoMlA\nFP16UTk/mY2cik+KXGaCXQLEDIumbGUST9hQ/LgM8Gev50bUjJhqdCPVowoXddht5S4D0Vghm9Hp\nNCf7tZi2iiAnCX+/8k/IN56OMcH7Faw6pO+ifuT7eHas73B+wHVdtCp6V5Cu83R9vPZeI6l6nEvX\nGnE0j4XLu3XnM78kVi3n5Sup7zVTZsXNCEldLpSKTk3nDolsuh2iaBn7vPLqDjCOExB3hX7zqQ3P\nPn09c5MygClZil6Rezv4NXBWZZoZKnpQ856USROEYd1zz5W7Odw7RMQEsKw4TIMODUcRklVNYjB8\nn3ziommfpOoIvieb+10iGiKCly6a2OkS0TiCm08SNHQwkjbHCtXWBXyKt+Ci5UIEdQRF/dQyYRFI\nJ+llF52cL3HruXQx8qr3JdSWS9FY9ezaLsZ4mDmWJmQsyCnVuFlCpFQtw4F9JxO0FLTyNumcIVGo\nFlxt/oyqpLSMX0VlnKYATDiB524Kw9pwiAyPcwRAyJKADroZb8zruY42L+emd6zRQ72knRfW/QrC\nhhC22H2eZQerFOpgt+Wa9msIYSHgZMwA5pB4kGBqv5tSW5gSYkVx1AXS0SMjU1yKRQdBsviVNal4\n7eLYMm2jv11IWx6CRE4zFZHZugUJkrxr03ioWrTR8WnGsB7oPLezkBl1oZrGtbM1Z0l5bqrZuz0O\nnTckWgbFsqdo/mwpBZWbgyrBI+Mk0dly3XGYgiQ6KaGsoihnqFXFZCwyzDlU4ThmcqTcZwTKhC6F\nx0Jw3tP7Duk823FEFAHsd/XfhpLmXykIGU9ySC4wCQ/yLgdX9DoX4gKsCBCij5iTCYJ6XWtkoVQB\norp7iqITCFPsRwjRqKBrUogQ0v4mEWcWdUh1SGVRVD+9TGwynVBiYm5DnZ/TElKElvyWq1JN/bTo\nQDsxdJbOGRKxi7XsTPVpcbmSgkjpehxHBOHZGwP3/eAhl/qyeu4iSTbbiNUQQNFNKgRR0K4whjpX\n8/RdnRTdoqxlM2alOZ3KM4u8th1mi0b8hrE2Ot07FPuUtgPpzuy0VV7fV9gNxBPKtZ1b4rmrQvRP\ns9a01B7dG6LEIvc6ZIYZ2z8l/CsIRghZj4sGsPR2NkmLsQcYeMhm28aULdQIld24ZtCib+iHoDKL\na17q6xlh8dwh0Vn0oDYtK5FtmQgCt24dc/PWPdx1uJ8AyhtxgxpwU+WZ2yS9PZ7SF/ebeQpAF1VG\nORqmrgbRTFnb3MUFX4u0Jr/SN8yz7I1tgDxycvt+WcBFSJxB1430s4Ei06o4aZGvNE8SFqjAJ+ng\nsCwWmr4RixoOPptMw0GKaF7uCxpJxW4sahnz9E5YqtedcsPOYNa26dwhEexGoF1iXYn2Y/LzAJag\n7lrts9euc+89F1mvVsV/Tt3xKQhQuEMBWOegWxmKnrlXUtzTnFgx0Yp5tTnaAr/5dpNHLrtUR93O\nfNcgYX7XAHVVJrMVBfxAieATSlu1brHtT4grRM6Tji0pGx9VWwulrdWKXuEcIeQtRqZt1rO6zGtp\nd2qihX4xF9lu3oypfjvYZ/F5tI6fjRudSyR6XqmlROZeJ0fH5OlnnuPW8Uu460KHd0k/abiRraMg\nUnzWJedOKxLp2pNLyCRQwj+ZekR0eTF5Dpg5KkBfT6j9XeS6GHExAbpFxmqQLPWXpm6EFEqIHC1I\n+2J1JPWCzkgylvN+MhJSFk1D8iYw7jSSn5tWp3udp7wuRAJ2A9D5kGIjYhYUsuKgQaz2HTMsla5l\nF/JfbF7cmuqt23NKcEYCgZUZAjBOY6rb8/Szz3L/3Qf0vZpKKbpQ2r9iKb9yK+9pdArlQnGDqDd5\nGWYTxa/iN8SK833dT8tppM4RFu53lamRyCJahaQZycvenIKYCSkLNZjhZalbCjYodU96R0Xtrd6h\nbbFGCwrv0uIRMQpcaND/3IxqVdT4vYW6t5Xv3QKpKhfKfW+fzrL7dTE988wzvP3tb+fVr341jzzy\nCJ/73Od46qmnePOb38wrX/lK3vKWt/DMM8/k8u973/t4xStewcMPP8ynP/3pHbUWWd7qKWdJLcFQ\nzhOmUH6nQAiBcRw5OT7m1tER43ZiGkuEnkz9kg3VcgeAaTQBDhWBXLKKOSHonxTgc1pPChMacOlP\nUKAN0fsMPRRY3XCqa+fMvYaX0tgCUowjOn6GW1rEd1K2tSvnLGfHKkFRvWaqdaOMKFSQF4iAbz0I\ndDxDKOMay8V5iHMUmGKOec9ifkbhOagE24xQ/80MDfq3kB/S91Gg0faEUwOUaHreSPTrv/7r/NzP\n/Rz/+I//yBe+8AUefvhhHn30Ud785jfzpS99iZ/+6Z/m0UcfBeCLX/wiH/3oR/niF7/Ipz71KX7t\n136NaZoWapXm97tLp3fYWJBEePrp6xydbIgx6bQCAytJxhYJRnQLODfhXDBBT9J3k89Y9EwmI8yk\nCKMe2Gm7tbPIRYusRVfSTKXGJI4QjHZfrIea50oeBjlMGe1PJSJViGNGLRO1+LzkG6RL77vSrORA\nG/I1IcRQyXmcI7DLRALYiWkKTGEiTBNTCPF+mmJeAuoI8DG2eWjyMzLECcmI0CIJoS4dm1LDj5Xw\nTkvPC4meffZZ/vIv/5Jf/dVfBeIxkZcuXeKxxx7jXe96FxAPP/7Yxz4GsPPw4zblE/DOSAHatMS5\nSl4gpOAjIQQ2mxOuX7uJ+oxlUUYSIqTpD0EICSlCkvsFPa28UHFE8oSEAlVRV5K49cCL7usX8pH3\nCvhgEAhD7Q1HMa8o51ADhtargQlFdCNi/S0to14FeVFW91Qpl3Ihry1l5IqxQCoviJgXCY2zHCzx\npcJnQ46YlMVfDIc0bde8LFiKEb0sbSE/LIhbQ1ShO7tgJtv59K4g1SLzWkjPSyf6yle+wr333suv\n/Mqv8A//8A+87nWv4/d+7/de8OHHljvFiXWZnbdJT8yu5N0F83gdJiuuFzkRNsB2CmxObuC6Pbwz\n3t1AXj9QxVoHc4KRgAtm8gqDQA/sHYmHlgVXABNKNIA8O8np1W5bqNZNVMOWEqDfgkQ+BKvpd7m0\nljvRTypPrser1QFKNhU0iQaItAUDZZt9AWexRUoLTHtC3T7bgOp2hyK8Kw7CEkHVenZiVWzLl/7j\nV/nSf/zqznra9LyQaLvd8nd/93d86EMf4g1veAPvec97suiWG3wbnWbpmffG5QUy8M9fXkasXfVa\nK5DeTmHiuetP87XHbzGsDxg6z9B37K8c/TCwGgb8el3EqlTvGAQZIyIp0DmJBgcVfVTEmrQTqYq8\nfdsVS532xfh6py7aKwPkilD6TI1TimSp3pC2BWTENoOqSKtfqa8zC0QRwh7Owux5GdVi0VOankZb\n58taykiGAyMpaH75hpk4acqU7izm28FYIMGlP9W3Yx2v+uGHeNUPP5T7++ef/j9nNdj0vJDo6tWr\nXL16lTe84Q0AvP3tb+d973sfDzzwwAs6/HgWEjjx1RkyGfm1RZrCjco7ccjqgQ4h8MyzR7AN/P/t\nfWmsZUd17reqau9zzr09e2iD2zam5QFsMCDiSEhISYhxZGFCgAThyC0SKXkSP1ASniH/kBKFthUh\nMSn/GPziH/kZoTCE8JAREpYVx/CUYBKI3U3a7SHx0Ljdw733nFPvR01rVdXeZ59umz4t3bL7nr1r\nHta31qpVtav06S1opWG0glYaSiuMGgWtDVqj0I41JuMJ1iYtmknrNlZ6InKAJMxnCURBmsVfr/rM\n5+59KuIgqjfc0hfJlMXzvSGEkc0ZSqQ5BsKYIM4KkT4kymUGIdjm06H4wlbvx4THD9zAj1U47ZTX\npyZhKLUoZKFCr7Li5AhTDA8dIKVV1h/xPMHEzLi/mIvalEeimFfJsHDFFVfgqquuwk9/+lMAwHe+\n8x3cdNNNuPPOO3H//fcDAO6//368733vAwC8973vxd/93d9hc3MTR44cwc9+9jPceuutRb45IPjG\nxS43dO4koznL0HRjAydOnsFLJ8/g1OnTOH12E6c2tzCdTbG5NcVsNsXWbI7ZFFDhi8ysNpJWwnAF\n65f1myujyEGYl4REAXQhB2XJfWbt52BuDkyYzwlz/z637nmO8OvOGo9zOBviZvEtYW5VTBPzDu8x\nD/h0FnPPsIKVLc7P07w9Wj1hZ+lZDmTWYRXZwOf9wcMXGucorI85bcdHRvzFdIayOoW0ZL3ZO6Ww\nvLGv1pwIAL7whS/g93//97G5uYmDBw/iK1/5Cmaz2XlffvzKuVr+QQq5cd2YE/auKUxahbYxmExa\njEYttGrc4X5+K78mwuYmQNhwJ+e05HYtR47MznOLYoMi4aVNK758r9kIC5znoHy+wuc1shlRLHHF\nRliTiMneeFg9uOLDL8jylYoZBgnk2xHaQOhIQ2nxM1VNaGpxK5HvCgvELTdJaUu2ynzMQkTRJ8X0\npjLmwiuc+FAGWeZDxLGzGEUrdaC9MaYKrkWA65o75f5isu07/9rLCK0CKM5TVAx3w5lGKZqJQ51U\nAII/dF65wxSN/zhNG2cFaxp3zJXWBk3TQDUGRhmYpnHfzPhvZeT3MaF8CBUl3IcKpOtBogpJiQjj\nEzN3y3alfCl2TtChtPTLmIP47gapvsnkzf6pitrIeUcMc54qhBMPA+LcRgxz7lcfaxYdtCAeVfL/\nX//7U70az0ruWOBumMTKO6UrTcbhiHCaCGPtTjoVC6ieUBRpd2NEOBUV5M3G7sM3bch/Jh52Z7vw\ncLFYvHAKzkpn51uYb87clY6bG9CkQbqFGrnDGF3eBpFYEb68DUTqj8yNhotEgEkyIjKJYHLmR+Ym\ngCikPW/+X/jMIRwf7HfdWkvxImFY+M8qKOYTN4RGNYgArdO8FqUFMU163G8EUAgXUgtgmaTRrA01\nD6BalIohIqpy3AiTWaQ63MqDqHZnUT0OAFAatIyjyHgp3XPPAS+pOYwitI3CG258HS7d1UBrvyCq\nyEkLP+Mncnt74tebABClA7s3J0o7YrTCrXKZNGBcUtIZNyxwIqOUB/hQ8zZa+JuZkBLmamJudQsn\n9DiwUrzvKJSXmIKjcJ+fBYLZO7Z57hZuRbnWr9URL9OBc0ZwH/QpsO1CyegQSb8AV2hQOqUnzIHS\nVIgqPxZMf05+OZgXuBUDUdoBnFzaDVzDkphXSM2WxWKcJ85L3cN05m73JrJQ0zke/tHjbtHPSxd3\n1rWCNhpNY9A2DdqmQdMaTMYtRk2DZmQwahuMRg2MNhiPAK2tO51Ue57u8aZ8QyL5MoJM1ijun+Kz\nUMFthcqZdxRx4siDcgsnwYEuZBTmRskamTIIFjykMeO/IMDOYaMVMJ0FkdalvG3O/8a62jqzyRlA\nt8qb8hAyR052Uh/a7D0YFIjn0O1WDEQKNaT0qWhS4HpyqXIRqj4GS5C18KeDenWEALdkWk0miDgP\n54w+kjkv3g94IBR+5aFSQGOUv2vWHRtsjIHSGu3IYNyO0TQt2tZg1I6wNhmjaQhtSxiPCU1LGPmM\nXb5priTqEyoSq5oAm5pX4d4985uYj6DV+lxGdJKoiwKogcUY5D/FIK39gS2AZXPWZEjJgJT58ZEp\nyIszKMGY8rTdbsVAVLo+Ta4zrKrKMqt/dihfMiyx3VMxj9TJXKcXhMOITQC6o35hbT+vXrjS5Mx0\nhgTgzYLeuKPib077EkDk60sAlHbzMM0MIk3TgBShaVo0xknecWvQNgrtyGDUGjT+vdEKpiEnqRXY\nvJKVzoEa9LLARKJ04XFC2pcYICRRc9oWLafae8k8pR/BXUqmABq5NGScQUQZaNJlp2du5UFkBVVL\nqSQXZ6lIV5NgNWuMVnKwpfrk49YFmX8vAVPQezV8MZeTxNKZe9U3sI24zhLaaP3cYermTNKdAW/v\nopJq1qywp+/ma/fhphuvQDPSMEo7Y4VPEI8JzqSilIApjFiFqmoukTxrseM99UuYoxEszvpyTse2\nW38J8hDT9QqCqNsiUpM8w78tSvFDOeKTcJIDWJ9/dT5UQSOkFTJg9hJpCcxa2lp6QZhZOOVlUr3+\ndQbQxYxYeazKRMDMzgCtoAKZEZD6PZ+/Fos+UpKytiXH0zC6EdnkhhQp1WSOlGUl15W63AqCqK/S\nw9HSN4/iHMytuBPWxv4OIhZOMZ9sQHuImHv2QKwjXkeEPM4AKdEFuk6vQvr21KIUvEV/u/uA5v5C\naX/HUwZtocblACoKCA+Ja1ItQi6d8hi879jNISjCIMN63GqBqJvmuwM7HD8FSHIjFxi7j9xm0rYh\njHS44LhH7+ZPFYnU4y1i1Ll9R7xO6s5qVgNLp0gt67BIQqWgslySnQUiwtbMwpBbSFY6faLB5BUD\npKTgnAk472B+z+rQYewgVpcib18Pikk4g0ggv+hANIQj19yiJbE+0ziBPHOzaHWyZMnBWWB+joPG\nuGn0T37CABHKEYNW1LAmMvr9i7AMEBXkVEklJ6AeYueEGNrodnAobG1tYTqbuYVkAGHHhWInlSpQ\nWovL8hO/RBGEBZPLJFAtH7D6EcsvjR2zZrJ/i9xKgagLCnwxtTtVBUpdBIKg7Tp7XPjKctcO7Vf2\n2ZehlA0kAhPrWJ/g3DXjkMJ2wcGFLF2KURCKbJvsAWkbES8sVtkvIu8ABp5OJiyIVowN9wfw1NPP\nd7SZOttG7E8OUIK7StYoBaUJTWvctZtKQ2t3jY7S7t19OOnPCCeZTzBWBDCl8SExjupiA1EfWPhh\njPUwoABSXNKu5MniWwCbm3M0tJVui2ADoNjXoe6mbXboI+dkSAQRfyNtSUDyrTxh4KLEI/7LSZIZ\nQHLQMVAnL9nmAsR5/DySeKVOP5J/JAhY3PJZ9k9sJaV3xYg/NZu3PXXCbD7HzM5B05S/IkD579S0\ncdJQxbGklFeUPGlMFBFmFxuIFrkEJKBvUMMj5X4iM5aQgNNngZc2R7jx2iugjf/sW5i+EycE6+zw\nfU/iXgkQlg14TC8GhXN6yulXcOvwRUU2Fc7an/UDJ76KpE7mZpulTEQYviAGTx0KzFb/KQsTLWUM\nJaSL7QbclipkecR06T7aoA4S1xg6GEvYVBz6LA1lYkbhg0VhqY35xBr1upUDUZ/E6UxTix13blQk\nUezouGIAC4vTZ07h3/798XjegFYErTS0dnfwNEaj8bsHtNYYj1s0jYY22p9FFy40Vn4DqoJqdDzT\nIBgt0nlzGXCEXp/qnHNcF7XsHxJxyjlNxbc7r0KsZalr5eQSqnjn4Hbv4YO2BIwQTuCZlHmVdfWK\nQapVzkiLNlAKZ2UK7eBilER9cx+gXBeqSqFFYWw3QnBzS5ieIugJYcfOBqPWgyCobP7XYob5fA5r\nt3D61KZQAcIiIyl/O4JS2VFUHpxax1sh0kTbv4cz72JeCtpfpDUyCtoYfxh+YueFqgNIgsn8udro\nskhEw2SRBF6Op6pf2fl1IGchwl+OTW0IJd9Jb9wgGzT5sAWMnNhhgGMSKIwxSF6C7XfiL3IrBqKp\n/yWIK0aqoApb18N4lfIoaiKdyRMiLVmc2QK2ZsCpU1NH2MqfohMOhNfKn3TqLE/aaOjWoNUtJhMn\nqWA0Wq1hDMFo5eMGUPhJbpBazJ/cqY/++C422L7+TloCUzt3R0x5VSOcU8Aw4QgjYKzGkTPAsJiS\n+IUUSCpQVM0ofNPEVFfWwVTLP3cZCOJQBr+KesiXaS0b9vJ2SMp+QmifdpJeFvDz6FYMROlgRO4n\nYpQsr0Of853s/+QdElei/X5TEPAyARMLKA20nhBJKzSNwmStxWRk0LYtmrHGWBuYsN+sNe5sBmMc\n0IyKKiAR4oVbgQOWIOki3FTpBCaeDkW6lHfXswSGe05lhEPouSpTzBd4+g5pVat71b8IK13NCFIr\npzNKRjRFbIGlhB73fJFJImtVL4Ckq3CwSppedY9FsP756oPr2Ns0bvf0aITJxGCycw3KjDCJEoSr\nAbG7o0RwjxVg+L81Ik9enAuWkiAHQS+AsrokopHzGN53QlUuODkgzqnmMqEyj80vGcjBRBTKyMst\nKiZr1AHWIqhHlHSXIctZDKEVA5FS/NMDPvBU8ZOCW6p1KY90clK5ldAdeZvOPZvPgSf+86VUYlRX\nXN4KcKf5kjv+Siu3E1op8vMWtz7Rsk8ZTKNhjIbRGk1rMG5ajMctxq2BaQ1GrYIx/m5TpdPkmHzd\nKH1oWHziQdLIGLuFpJqXes7GSIm+KgQc3xNgJEO2QvLUJuThVzKDLC+WaSabirxFszsYY+ldA1cp\nfYryqeLX41YKRIngAxlzANU7NIb1cJ2Qd5elJZEWYCicagpG0OzAeh3M314qaUKjDXTrbrzTRqM1\n7tk0Bso4S55R8Fa9BtCE6VzBblm3rrHlvgBVtIVoKCDGDUkSJsBOOUUK12LvH6W0IR2bMIPY9S8Z\n4aeyE7OSMxz/0YhnXGETVRrAOihyv/ITiBSZD6ec14mAhX4STyQeCzUxMp2LWBI5F25oCy49ZjhU\nVgAAIABJREFUpy39ZeOslR1UOlqw49tNO7WCI3gFaHKXeTnQsO9ujELThG9w/O3YWsGQgjINGt1g\nNHFzIq2UBw9BNRomHsGrEsESQOGTBDaQyWDgjwAmJ5m0/1V8R3QkCkoSCmHKl641Aay/SzV8sZRb\n5RhxU0bMuXrJw/LxqhEgVyNZ3HxMuuZAXdJKpGEZpn70jCIylgTMmNZLb4pSnDOvfrdyIIoHcWRS\nyIVVU/SEpTh94OFPGwSMlQOTIgt4y5xWc3fSqXIfoJHyW0yUs7iNRg1a06AdtzCNN0sbF2aCRS7M\nd2oT9giYIBncoKt40Ann3JzwE5EEquaSpWS2NenAntlvofbxRdkSIf5vtsoq6mAzvyDl5DjkqjpP\nLb7wsSkvcQCYTQejxHj8YAZIEEUfzkyyMepzKwYid8pNv+sC1hDB2x/PgrA1I+y/5jK88Yb9TsrE\ndZuUXuj85OdGDASuXiTiuEFzcx6l/Incmcom82fldVa/xhwqTIVz3Er0qnzgYqbD5fWs+3eU3EGc\ndSsf6lIsi8oljyiX5LNUTPO8SMS5CEEU9s+VFe9qS1oLWm6XQ5ebWeDEqS2cfGkDe/aOMQ9HKIUJ\nO9mkFlrHAeczdxOcUsrJUH+PEJ+LxDYQYN01E4h8NRoDUmPjgIq2E1vaIqSrNCs0zxaUExOufxoS\nObYnpFwO1MBSEGd8zc3gIY86kygJH6Ifckfn4s/fauVkYVLVq0lF6VYORM51LJx2ASnG7gaS/KIV\n1fzDnOEXJ1/G2Y09mM8aQGm3AOp1ZRtMZGFbEdyhUpr8udwgdwcP/B0/ltKxTuFyMA8AF48CHsSN\ncE5T4ffFOUck5u/gYKT4x4f6d9c0DlIrz1fjeac3xAU2gbJcnWLzLwodWYI/nSzE/ARBR6plwErX\nGwv1lDFaCvFJypdinpV5FIy6CiBR4U63YiAKOxbCzTTchcYUfDJrpzRxV50gNpETCMDG6U08+sMn\nYBRgjEI7Vhg3hNGowXjUom1ajCcN2skYk7bBeNKAVFLP0lb7UAViA+3N5irFFRPYjJOn9aY0b4px\nOGPllq7sPUXpkvD9/jw/mTdTbfN3VlflgZwYgJPo0j7Pdo/AswXGE8OeyiB5I1eNCOYm/cCEUgvy\nq3gC1mO9g/XW+6X+XXxc/YqBKDcoLJJGrEOCTxVQi7kJF9xn58DetcDl5phtWZzaAk6fmQI4Ewkf\nxEAA5U/8CreKZ1c4gvyuYkdoYafDaNygbUfQSmFtZNA0Bqpx605uLx1l8ys2wPwZJIgg1i38F4DN\nVUvGgChlyD7jzoFXM1ik8p0RRkGniaEfH/IACvVIZnPx11N2KREDTljdWTvjD1dELFAsrHn1OzGe\nZNqIlFIwo9qNjtKtGIgIXHeuBHe9dHjVwVNCKz1ZC0ABz5wG1nS4EdwNrFbkrG1EaMgf+atVXFfS\n5E3h5Ezj5BdgyXM07Y8r1n4jqdYEpTSMUdDKHcU7nc5Bc4WpmiUQRgBR3LgKZJKKUVaQcJHAPIAU\nAKiwi5wBnIGQiDAX3FhK1CgwgqZHjotbRSBLmMP6/ghHFOsE4lAu63M+Br0qmMRyHEeOGT6yUSIV\nDLa8MiXWhBKcCOGKz1dxTnT48GE88MADUErhTW96E77yla/g1KlT+NCHPoSf//zneN3r3K0Qe/bs\nifG//OUvQ2uNz3/+83j3u9+9VHk1CdTn359ZHUCcKxOAUaPQjMfQygFHE2EyJrSGPCCcKZu0v6yS\nn+fNCZ8RdyDeZO62wNxd/Tuz7gDJcJjjnFIeCCZyv86konRK+SeC5yqh4/wEwizUKbTVl0/+MBGf\nvZNGKsgHi5SbT8N0JfLzE7Jp/gJ4YrTaSxlO3EEWWCadynEs8cP+cjUwziU9dIppcSaN8sHm8bj6\nGPIb4M7pVoijR4/iN37jN/CTn/wEo9EIH/rQh3DHHXfgxz/+MS699FJ84hOfwH333YcXX3wR9957\nLx577DHcdddd+Od//mccP34cv/mbv4mf/vSn3tQb2kQwJhGGaFzR5lzkFs0qG9oTp+SAbsF1rNLA\nMcaewOa3/mjtQDVqFcamiQchan9pmPgUIvB4SlUQKhFFnwgIUVtKg0vZe6hcLS4CoIPUUeQPD/Ff\nfPL7W73EUyrdTO52oFPava7ciaxu8VcykHBDRpCkSeox6RLayV/z99h2Ktot5oohag8QY+oaHRBY\nzryv3dNHP/XVV/5WiF27dqFpGpw+fRpaa5w+fRqvfe1rcfjwYXzve98D4C4+/rVf+zXce++9nRcf\n83tcnXO6lNB9Q0ickJYp+Cyyi3d0cZbgowhe2rhv+FsKhzoiEl4kRF+5OI/wQ7m5BWxNZ0CwzFWI\nInL1SNApTyL3KYT2n6NrcgBVjMBDv0RVi6lb4pmXzVQ+FcNDfeQzjw+WV963hbUrVCy+pwQUQKbc\n9TmN0RjvGGHUthiPRxiPGr8jRKU2Sb7Aygh9lnZrxPtu+ZyZwCRLkICI8yQBFxu85XLusKMbzxFE\n+/btw8c//nFcffXVmEwmuP3223Hbbbe9Ahcfh5Z7FYGkZSR1bB0qVHmKzgqs+fycJFkbAfuaxKmF\n3i5AgyiWpI6fdnYnzov06wlaZeHap3XgIcQF2AIsDCCs7rGKWSdIySTDg9LFLPWxv6qc25a9KfwD\nUQPRwkOUmFsoYz53RDnd3MRZACdfOpPVrVaHHIxJ6jhQaqzvnGDSNmjbFus7xzBt2MirfJ8yJsIK\nIPmHhVn859Fn8LOfPyvK7nPnBKLHH38cn/3sZ3H06FHs3r0bv/u7v4sHHnhANp4TWsXVwpx6V0qb\n4JJZsrIe1NfYnPNQ0v1BwMaU8FJD2Ksl0XPgCM4fuRvFMIoRA/Fxzuh3Y8NdbRgmrY6g51HNcQu1\nXlqpgNcAvFQOUbhhgTzBJjWNdwaR5M6uvtw6FVLYFD+mTren591LuV/WvwUQSo9yuDrBX+USbqfh\nfIaXXjqFl0LaZ0IV0vjx+ggjTCwvMThFwNpai3HT4q03XInJ2EBrg288+P/y2gp3TiB65JFH8I53\nvAOXXHIJAOD9738/HnroofO++DgbqmrZ5ZD2+wNgYp0rdYwgQdjaJMwbLx0o7JLmOw8IUbcLuXCg\nhXxJPnO1KtJDPrgRDC6OW8ZiLQprGDF7K34FyEI5vB5I75wme83dIbrl7QrAtCJeIvZ0PxCj4Tif\nCJ9ap/kFKz+KrpAIyTGeSV73EupeWPfj/RQONtFsnpczQcoARYStqcV0tgEiwskz/YIguHMC0Y03\n3oi//Mu/xJkzZzAej/Gd73wHt956K9bX13H//ffjk5/8ZHHx8V133YU/+7M/w/Hjx3suPkbqrU5X\nD++8aRxgHZ460LrtBZgBUMrirAX+56TC2sRgbdSgbQ2MIjTG6fIun2Q5k/MPn7d4Z7XNBoLyp5zZ\n8vBqftVcsryoSCMlEmR9M+kiQZsBi7fXp+Wg4UwqZy4AW0anPB8OyLxt+TyJhD+B3OVrfmkhGDiC\n6hfW7iJwhPpdqTORqHOfOycQ3XLLLTh06BDe/va3QymFt73tbfjjP/5jnDx58rwuPk7fE3WVvLhB\n4vhgP7h8y4/NNEGChfWfBpyZz3D21AwnTrsDSIxS2L9vgt3rYxhig8UIjwAhbQTR5QCoNIyqBMPe\nqgBjHLzMrdpN3f51BMebJb2IzNdkCFzA27helMrykoGl5B9Gyn5JdbfE/SX74Gun/ILoaPGeA9ji\nfRPGwIFCN84SqYigjI5nCoKovjjOOUOPW7GLj8NdMF1E4sL625WRYkceBe1EbhvAAm/mJewYt9iz\nY4xJazBp/a3i7Jy0qiEAicdWARbjp/bzONyvaFnOwYu2dsAub3DdS3j0dF9nWUVIlXn0Z1wLD4yr\nCKeyrBKkISp1+4txSvl8+ZuPXEwXH9c2L6LDrwyPbx0jkLwrOnl4Izahtu7glLPTKV4+s4nRuPE7\ntBFZdbiwiw+d20zqClSEeIWwVB1SwflEnaukncRSkzoV4i7Bw0P5Sz8s8nw64NUtHSuFdwGpq86y\nnOXBK1qYM9FQtmBm1NlO7lYMRNykXVY+MYNSGtXUEq7fakUYtRproxbai3J3OKM//orcwDQa7BBG\nQDvqZ59SQ0xOwxkM6Xsib+3hz5mE4vUn+UdKIv5XEDB7Wsi5RQ/VXZWgZGn9EqtSr+7AHq9iUDtC\n+ivQBc74NKAjospa2aicuxUDUXL9t4aXu9/SnicgWswi0VvMrVsI1WPCpHGqI7fatG2ywDnjQToE\nXYFg2B46vjgKpHe45Aj8K4EpB5EEvQSOpOhuSZTBopPg6okH8PGB8Vno4Pgy1oBpR55iAY464Fnj\nBEXVeZ0WTR2cWzEQzVB2QL0V1s8mRahNe4LDOxHBaI31yRh7dk7QaEJjjLuXVBOU1n6NgKIlJ0wq\ng1/ozACgAAwg3wGQCLs234mtCXnyVnZJGtQIIM8r+VR7q5e4S+4/mKbzdg1K0ysTO8sZlKKI18cQ\nJDuS7WbvA1C0UiAipRjHDvqpI2BN/oR/487G3jFq0TYNRpr89hy3ETQcDKK0u5g3AkSxU3xCGVH/\npSh1JDASJwrACfObJHVC5RHzku88fMhEXSbuG8I+Q0Ilt2405nGXzZe/dSahnmw7ZGdNclS9OqGz\nEASltsMBdRFKone++Vq3aTOAh324BiTOwAdarl9IdpPxmtihdQmQ55uHyzHrsvKkeN11yWMPpFmZ\n95C4i8QS91mmEixav4zoFYHDOH0F+GVVO/LI0vamKyTkIqaQ3EqBaNLqqGpxoi4X+pKrDUTqo0oH\nFnHCTzenq+XSxST7uPPC8aiZb3vjy4dhmBnSzp5a9EiHcy2/X0B2d16ZdT+YuusnF46jz0A1cqVA\npI0BMhUOCO3KVqwriBKk1Ee4i3T5XDr1uIUqR813AQcdTBxFtCFcvSyhvwmLQNdT5gBULRaAdQ7V\nAcXuvApJw/2zhCzuq7bt59VyreHXPAJJGiVrl/MNjvr7jrG4rq5YuEDZnWBA/OEqQU3KnheBLiy6\nWmBn3MXEXgnsxN8QsVIGdEusReDI4hSPeWexXRADOmmlQBSMAHGRi3jHcakUXDYkg8OS5wBB0pXj\nABrvUy+6Uw4RBn2B9bEfKqX465D6L5Cmw9BXVHpxEXIcOmtRw1etTpS1mYZJIWDVQOTNzaFBYuW+\nRhRLcNuhXH4o96mVMTzl8AQLFcoBHLw3dGGFh5ffyfkHlyU/yRgSN2TaeSRN5auZ+IEnT+CXR6Kf\nrSatupUCET+Eo2Cn2agv4rb9WBgi/hfEz2MMVTN6ilhIhIPyWXoVJkt+LqnrnGpAry0hrHsHiEVZ\nBPpcxjLJk5U1tCdWCkQqGhK49OHSpARVZ6cVA3qe8V6ptOcreQbksTC/wel7YD0ojwVs6VwZT656\n9UXtsdjVeTCXUBehdS6cSxYndTUrWoEjJsgLhtit750Lp+sduMFaz0AKXiRll04/IJ/zyHi4etgR\ncaGGu3gQO1tW5N3DjIM0i0ha3KCVAhHgVTqkbzlio2t46F1XodpPT8FVWHXEXRijO59zUpe6cz63\n7Draep7SZVh+wytc7+Yh6Tvopcimi37COVwWtcvhcrdSIBKHfWRiFcjpb/GW+XwLTq9bpB72pMk9\nzo+uB/Ph88pvuTy7OfuwvJZXKYeq38PjD11szWJfbOtEhb0lNJCyA68oxJYNHMJNS9pagpTOTf/p\noaFzSX8eoFhSbA2C84AsexnTEurfcgIp6+E+9biSsZtSXITqXDoWSp7/FQ6xsCE8ok1egmhT0s6m\ns6SQmYma1NMWeedphxNpOMq2wga6Ivso3WUuNMnGe2hy19HeaggrfyAjsixNrl0Mdzan9g63aGG4\nJnXyF7nIv8itHoiI6/n5zgURm6Ur/WqvLKeOCnR5DxVv3Z79uvlymZ+bQFxCTVyyTr3ROwPlscND\niqselVbEtQvGy3aCQ2wro1DHi1AShR0LkuP77u6S58Vjt368cPgHayvD9PxzVr7Opx4LgpeAQG/i\nVyKfZdTaIB0WxuuTdCyMKn55enuxzYmC4JdNrFmgaqDiabo0jSUGa6AvD66UPsx1tW/pdGXAuedR\nj7CcFHwlpGilL4aMe+HR1w4q/gJg04t+t1Igmm5uwpjGm+ngJRLffxGamc2ZokviVxy9VCusN3yw\nGOgevkFaSh+3HBK0lOirRFm+zgNyWUp3XczjOtIMjdsTr5YPEVMZB15hulIg+r+PHIUiQtMY7N0x\nxv5LduPSS9b8tfVsXkSEsLkpnw/FS5zYIWUJbGwin7bpVsGYcgyvhS7YnXfh6iHFhLvMtChX1rVi\nFClsB2W9beVJvg6xhHXmEvurzKOrp2W6mKQvDYubwFAaXerXlNbBwekm5HzRSaKzM3cjwsbmDKde\nOI3jL56FekJhpAhXXDLGgf17sHNHC6XCJxNId4+yu0pLy1d6Kgxdi3ppSc1sGTNynaMuTt9dxBLq\n6kBOvrj85Tpo+Q2+DCp9ErpDbZNx6mF5ndL7sHquFIgaowEEC51vBAGbsDj2wlk8+eKzGBuNXZMR\n1icG+3ZPsHfPGMbfc5SfqJPEMlI4dzJYPJVhlYT8bShhL1Izh5a6BAiWw8tC5Xb5tL202FPeQLB2\n44c6vWtjTkXYMLP6SoFoOp35hvCK+47wXhsgvHTqjDuY5DhhvSXs37sTV16xB7vW3cmk8evY0Am2\nyM49dO6fR5T4Ulh1A6J03WhZFjzLEuHyUfojiD5YQohIdbgrbU+gCCrVusXKVnFmdJa1VAczJf7i\n/J5oOp2JiteuZyF/NyiRi3tyg/Dys7/Az587iSv37cRr9q5h954JmlZFgRwkVLD9eUUQtWFYpOr0\n9esQtUPG7xV31dxrXstqnCKDZfhCVx7haenEFYk+qCLDK923tiTC4kK6HZBSupUCkWWXRAH+2vTs\naGE7Z8YDRvGzKXDkmRdw9L9fxLomNFpDKQVjFIxyFw0rrWA0+ZNP3dWJRmt/GbEDrFL++kR/FaNS\nCqS0vz4yxJHn07m6lQNbP32IUz4zgrB48jF42DLc8pBlALEMtdczXQ4vi/c59pU7TAouNoaU/d8R\nzqMMqPOKgWgOJzIIcdbPmYX1/IE8+SUzTZoMzoBfbAFEU0xMAAoQTjQNJ/6no7co+qWd487PKIC0\ngtEGWvlbBOIxwxQXh+M1jj4Pl03K313e5YCnFaFtNBqtYBoJSITdGgyAlBrH3n1/iDi2w9hGFXwx\nQFpJfIXSRFLdksAVQchLST6WD1UndXbVcdjeBrYtrCtGnVfF+hSq+0AU9YLoD//wD/H1r38dl19+\nOf71X/8VAPDCCy8sfUP4v/zLv+AjH/kIzp49izvuuAOf+9zn6o20cwBKNMZ1vhzamjWl+OTXAqe3\nCK2eYzonKJpLsCCco53AE3ONz5L6CsNFQew8js8/AM1LvlYpaKOgG53uYlXu6OIEaAiQixNaSWF9\npLC+Q/u7XYOUZiAM76EHLSPEPsRkYCARJzCvBXGyvAKQBSnaPG4PoVoUQK46X5EM8h15ZYCp7bdc\nQmr2Xq3y/e9/Hzt27MChQ4ciiD7xiU8MviH8Zz/7GYgIt956K774xS/i1ltvxR133IGPfexj+K3f\n+i1ZESJMxo1j2VACKDXzZdUva3wg6HjsLxFaxQ+YZ0THiB8MVGBx83xF+fJHhNVMwgl0ZbxYFwII\nyp38qgjwoNFKYaQJl1+6A/t2T9A0JqqZSRpKTpqqWyGvWryyyt1xFnjUg+tUSgvCZXUWlJPF6Yxd\noRn+/pkvff3cr1Z55zvfiaNHjwq/r33ta4NvCH/44YdxzTXX4OTJk/FmvEOHDuHv//7vCxABwDxe\nU2j9V66ea1jOWZ1LF4IlnhIYXJxT+RB+zYmFvx0PQeYlwOZEzJ3gXeLTjKDfVFGEGCVje1K9kTpS\njG4BYAZL7lLoQFszIpwB8F9PbuHYU7/A2lqD9bbBuNXQWqNpW7QtoW21O1bZiTAheYV1KtSNKtZI\ngpA08ZUTeiGA4uDkway5dfOxlX+qFrJUHWlPK+qVxRFSlO+Gt2w0mVpMoFfnVohlbwhvmgYHDhyI\n/ldeeWX15nBAWuecUYBXr7SVVBfuMglGABRZpxKFKL6f3FjNvS5tY1pLFjQPeVCVuHLLWilRuCSr\nx4m5BOEXgBwkSbwEWbl/BP/rrqoPt7xNiXByCpyazQGyUKenWX5JOgV1MZxP7gwshMYoNJpgDMGM\nGrThRrlQN07MBH+nrLwcOe9/WMuC6py/PnQ9Uqr+UM+2AsCiviKq83/y6edx7JkXkKDV787LsLDo\nhvBlXdM0Ir9krQvSSC74yHtaQyJKmrF1AsLOgTmskz5RKrnrVogI5AebvEGDgr8rBoHEExqo8ut5\nHaV6eTGImA24f/IVPSiEYA2IMk265oWnpwQcUn4+RoByFktnefT3mXowhZzjPUshj/icwBTAqUFQ\nWqFVwGisoAxh1LYYtSrOByOT4GoVm69xok7dJiVZ4WwIs6U37ywrZI8bG+afsMhoCcCB1+zDgdfs\nQ2BzP3j0p/V6eLc0iPbv3z/4hvADBw7gyiuvxJNPPin86zeHA+7SzUCQABOy7i8Ts1wcp2/NAiGz\nDrKA9fuh5kjAnIeJuohvE/eGZQRqEyEx0cF3+dowv7IxkiB3saWeW6spIwVmZOMqpM0Thzhhj2Bp\nVvN/ZwWLzvlrLi1SE9N7lGAekNooGN2AtAYpBXUqGD7OCAAF4g39GvJoDcEYhfHIoDEErVVcRggW\nT8EQQteGwbLsW58FfLwmT2LLKIvFGGNo9yK3NIje+973LnVDOBFh165dePjhh3Hrrbfib//2b/Gx\nj32sI3fFNgxK7sTbV1HsEuGxOGB+VPxykIRcSMTn+SUgUywtXaLs/KwlQFkvkCiClyOlq21g/olP\nswfWYE4UuaErp6vCEAZkej4xhm3TfClLSJZ17AygLQDYFPVhthgQHNjIz8mMJlDT+Ju8lTPtw1sn\nCXCX1iACR3kmpckBrGkUjHLPo7FC02iYsJYXQBvGIgIwZJjW4xJ9+Dl3mA/FJRWL9JpzuLrrBdGH\nP/xhfO9738Nzzz2Hq666Cn/xF3+BP//zP1/6hvC/+Zu/wUc+8hGcOXMGd9xxR9WoACDejleqaZ7o\nIsA8wYZQIZXkgIZ8nfHcD07Ixyb1SxCXTVNoAdZo7Eh9HibJYSCIr3F5QvD6UjkonOD7DBMehNQZ\nLuvYnU8FdFncri/IuYoc0jA5LH4ii7AAZvPkd8aDLqqaLg/yKma8W0opwJv/lXJqI5116eLNg0x/\n5fM85dM4oBKUbrBzp4YiDWMITUNxaYBLWPDfSEPDpisrdXv4aDRi7/Gp4pf8a36lP/fzHQ5v6qYy\nLAxuIvKkikRwxN9U/1QLKcq4CijSC3UiS1fWvnOK0Of68+xIs0xBTKVdokaddSL2J1SDH+rp/jlJ\nRv5uXeXv3QUpBiIPQEpjl+aKiXaC6qi9ijoaaUyMQtMYtMbAtApf+D//ePHcHp4bEtwzmxfkkwfh\nKPoR8fkT+2OdQYEy/8TTAkf1Frow+SfLJJy3VgQjQlQfuOTxQ5YyFuXkD13Cp+Ol7oooUR704bIz\nzaCSfeDg+D62ZSjK4/O5XxhDG/XmYBCYiT7k3ZkYHvlv0ChaNN18DnDLGmwHi1cJjSHQyZQ+McB+\nt3IgcgDiYHCd1yVxcn1e+qX1mLhdiFGVnft0vjAhMGzwSyqdUwFD5yeSIwbYNHghQY6HgXw7WqDy\nFg91vfBJUUTmJbft3XJjgfz0IZllX/m2KDGmyaphSca0IFasLWsdxnue5SzAyzUJJtn8UoJS4YZ5\n3dMG51YKRM7lg88tcyT8cnqUksqDL0tmuZRKUxc2oWTpkHc8AJqDD0rkZF6fpzDvCXOtSBMkyiwd\n9b72Q4I6IwwCXzUtFVGqIR1ajhuuWmAJElmNLDAJIOHRpVyRAGcaeK6dJOmVrK9z64BJAEhpX3cL\nm5DY6VYQRFLKcCLOXVL5Fuca+i9OnAWwKEqfqMFlRB+gxd+Tju4zm1vMVdapkUDT4KatYFx9ytlv\n3gISP9XIi2a3fR1VY+fVPIqHJfLkIKFqFn3ViL3VRRMWLHeZfxp3puZat2kVNiScYxbUSK0BzHvn\nQsGtIIgSW5Tm5bLTevAV00Si5fGIxwBgrdSe/IItN/dGk2hkjYS5tX6h1n1qQY2KV2QmUZYKrQsg\n6dsrbbLHYSpeh0q4tH7IpfGyaSvq3cA8RO07hTWJ4ACWYDhw257SzntSfseHn7sK44Lfud8oDW00\n1MWpzgGD9HnUzbWSJhn3B4IhWpxkmk09kgQShBoGKZEC+T9O/HudGgQrYoGzRhYGnnnW0pJSFvdE\nymhZ+q5CbMlMurXTJWDeIeGoEin0fzCVu7UntxNeab9fUHmTuVLuRnq/dUpr912ZpmRsGI3HmExG\n2LVzHaZpsb62hlHbOIZIhH988KHe+q8YiAK5e5ErLGzL2YCkS3p4XEbhOPVqY9qtkNQBvitBfHbg\nHpwU0iqtOwT/oqp1SdQhJ5KzjKV0U2tq04LsypTLi5UOnaA3q9QNtdQyPVe74jdbym8x0v4jS60x\nahXG4zU0jUbTNGiaFoY0dKMxGo+wZ9cuNH6rkzgtSpRJ6Z0xRtiwLWxxf6wYiOo1jha2BeodUDNt\nu/guBRVx8zmXFTimWFSSUGmhLplALay1rhQ2PYlGBgBxR1+2rpIEVQUBS9I3mzcPSl6di9Usil3l\n5D5iukK1GLn1B7XOCPMVeEvtHADmgJoRLrl8P97xtpuhjBskybRyiZy3omayzvy88cnNl2ziuj1u\nxUDECbsext6qHZJCkQHPewj8kZ9TBluO+zScGOEThWTp84ygVysQKKw5KALfN1dtTABcGHzWHrnR\nwFeyMzxrU0cfLO+Y6fgcshmysNsVJweB8COgMQZrO3ZgMhlhc2uKkW5ACASfDEKAf6fHYXb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}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "plt.imshow(numpy.sort(numpy.reshape(im, (-1, 3)), axis=0).reshape(im.shape))",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": "<matplotlib.image.AxesImage at 0x5578150>"
},
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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