{ "metadata": { "name": "PIL" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from PIL import Image" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "cd d:\\university\\python course\\11" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "d:\\university\\python course\\11\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "def show(image):\n", " matplotlib.pyplot.imshow(numpy.asarray(image),matplotlib.cm.gray);" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "im = Image.open(\"lena.bmp\")" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "show(im)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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UT8o+joyM4Nlnn0UkEsG5c+ewubnpgemasVKFcAlLDQ01bFTOQo93UZ9bCt1v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kpByVgsZnvFegoFdfns1WrVXDO6DbVazYq8lE4CgcaMT/7OuhIqKr4/Z3+yS1a1Wr2nyIr3URdW\nwW8yPV0otQ7USnBxC1oNnZ2diMfjFvbn35WWFV/gPrnPeZDb/5uOjxUO3/nOd+757Etf+tJHfv/p\np5/G008/fX83FqnHBVWAkgTAvAHdYI0+8HwSsboXlKiaq06ftqenB52dnejt7cXy8jIqlQra29tR\nKpXMlDt58iRyuRzS6TS8Xq9NaA6Hw+jp6UG5XEZPT4/NPSiVSujv78fdu3cxMjKC27dv31N9pxEI\n9ntMpVLw+XyYm5uzORj0a/v6+jA6Oor33nsP165dQygUskKgaDSKM2fOYH19HS0tLejt7TVr7de/\n/jX+5V/+xTSVx+Npqj9QRlVwkBoL2C+Y0nPIXNTc9GdJqBTs3BMtelKtqUCdApzsu8mS6mg02tTx\nSAU/z6V1srW1ZUzIUKubJMRny+VyAGCFVxpJIubR0tKCSCRi7glzc/gOFGy0vvhsSr8qMFxhos+v\nwCbXIhqNmnBS904FEC0Euq+uS03aU4F1v8ehDrWhNFa/Ta0HAmF8SS6aq+3UzKVAcE1d1WKLi4sY\nGBiA3+/H3NwcarX9NGRqZmIM6XTaNp9DXtgDoL29HZubm/B4PBadSCaT2NrasvbwFDaanMOf3HTO\nlfT7/Th//jy8Xi+y2Szeeust09K7u7vW05FMOzo6ipaWFmukMj4+jra2Nty+fRvf/va3recC143a\nkQxLcx7APQTNtVTBy3tzvxjqJdhKwaA4gUZV3HCoWgB0eXZ3d62hDNecTXYViNN95TOyqS+fTwvv\n3GhAsVhs8ve1GQrdWwonulRu2Fev52p13lctAhUe6jbr+1DgtLW1oaury8btqQBX5UdhTVdC91IV\npYK393v8r0KZ/9cHH54E5i6qChDdFEVrVShouFCBLaCxaVtbWzbZmj4z/TnNxpuZmbES5N3dXZTL\nZUQiESsf7ujowPz8PPb2Gk1ggX1sYWVlxcKb9Xrd8Af6jjTv/f7G9KtSqYTBwUEMDQ2hVCphaWkJ\n09PTeOONN/DOO++Y6V0qldDS0oLh/+mEzb4QQ0NDCIfDuHPnDn74wx/i5s2bxhBkbGYD8lBgV7UZ\n15/MqntBv16tPO6ZCh3Fffb29lCpVJq6Q7thXQX0KFgAWOITe2a4VoOCdypU9JlJV9Sy9XodxWLR\nUpN9Ph86Ozttn7lu8Xjc3EIKdGZtKqbi1jVQsekzKOPqO7gusFoNLKjSPVO6VuBRXWyXX1yQ/n6P\nQxcOChZpaBNoJl6VmioQXGmof1NzjhsaDAaRTCbR19cHANjY2LB+C6urqzZyzufzIZvNIhKJ2KxJ\nn89nU6SHh4eRyWSsM7LH4zGkvKurC6VSCalUyjQjZ04C+2EtavVkMonBwUHbwLGxMfT39yMQCGBu\nbg5zc3O2Dnt7ezh58iQ++9nPIplMWn7E7u4uJicnMT09jdXVVQDNSDoFnqY1E+zloa4FXQi1uHTN\nlRk034LnajSjXC5b3ghDa8Fg0NZWQ6gUCoonUPDwevqTz8Z2cTxHQ59u8k+9Xkc2m7XCrZaWlqZM\nUjKeMifXjuuqERfFTg4y6QnqquXDqJCuJ+mC7iYHHKnVwPOZHu4qQjdsy8N1x+7nODS3gqiwC8qw\nwaxqei6immTK/MD+BrjuBQmYySwc9kptzfOp3YD9uHM0GkUymbSmsdqrcXBwEC+//LJd2+v12pCY\nWCyGiYkJ9Pb2mlkIAGtra6hWG5OYs9msEcPQ0BByuRyuX79u4G+hUMCdO3ewsbFhGpOC5/HHH8f4\n+Di2t7etV4Tf3+g7OTMzY+XizAClJqO7VCgUTHursOVB7aXAIe9PQajnkRi1FwL3joypFhqVAYUE\nrTK9J90L+vSKS7lJVgzj0jIhoxHXUjCaiD5zNpg7whA3s2V9Pp813+WhFbD6/i5+oi4t/zEap1aN\n4jGaBcxJ51p85rohfA8XCFaFwOfk8VsjHNTkBZo7M1HqcwaDVr8B+66Fmk6U9tS+1Ng+n88qGzmM\nhUxK6a0j7mm5MIxE9HtnZwcrKysIhUK4dOkSstms5TLkcjkkEglrIDsyMoLLly8jEolgaGgIt2/f\nNgJiLj8nUpXLZbz88ssGatJnVv+TJm25XDaAkr0ZAODYsWOo1+u4ffs2XnrpJQNQlZCU0bnuiuG4\njK5MwHV0BYaGninsXZ9aQU4mdpXLZRtnR8HJzwuFAvL5vFlozPXQ6ASZnkDoxsaGDealQGJVqAo2\nuha1Ws0qb/UZ6HZ4PB6LYOjQYLfIyXVbNJ1asTBaORSePMcVfKrE2AbA4/E0uSkU6q7VcdA+qhB/\nULwB+P+gExTQ3KNBF5ylxvSVNVeAZjm/6xIjiYcSNp/PY3l52QAumpMUQiQaRXy3t7fR399vJujW\n1hb6+vpw7tw5/PKXv2wSIBRCpVIJp06dsiYl8Xjc3jOVSpl24/WZ48COR08++STm5ubw2muvoV7f\n7w9ZLpcNa+jq6kI4HLa/V6tVXL161WZaaldjxuD5O9+fGpzr5Y6lA/ZTqZV5GM7T/XLNdjIG94VN\nX2klLCwsYGJiwiIszFL0er3I5/NYW1uzbM+5ubmm5wH2W9/TashkMga+UpBS8GtCF61QYk20ypjP\nEQ6H7XlTqZT9zvdxGZUMqZEaCnPeky6QWqgHWbfcMzK+uhOKF9BF1IxHdTfUClQ3hsrgQY5D7efg\noq+KQJOx2QyV+eFuuFJxBV10zYjb3t42E1UtC/W5aa6S2ej/5vN55PN5FItFtLa24sSJE5idnbWB\nLppNx/LuUqmEgYEBVCoVy8ak9VGtVhGLxVCv17G4uGg4RXd3N44ePWrMo4ksjIx0dXWhu7vbplgz\nm5K9IK9fvw6fz2cRCK4V31GJSrMGVePwPDWH+RxcH5rtjKu7e6fXYRSipaXFZle2t7fj2LFjZhWW\nSiUTBsR1aEVsbW1Z5IgAqVpT2WwW6XS6KdRHJlZ6UcUSDAZRLpetcW+tVrMGtbu7uwYGMrpDja0+\nvJrx7jurouJ6070jfaolpDzAvBfujx7qTriM70YwKAhcLOJBjkOfsg3cOziUL8skIZ1grOEpXQAV\nKgeBkbwu/65YBRulejweM3cJWm1sbCCTyWB3dxenTp1CW1sbJicnLerANNxgMIhisYitrS3Mzs5i\nfHzc5kSyTJgTuR9++GFsbW3hxRdftCrMzc1N9PX14fbt25iamkJbW5uNlPN6G1WZyWQSpVIJU1NT\nWF1dxYkTJxAIBPDss8/i6tWrABpuSzwex87OjoVIaWFo9hyFhoYt1SVQ4lfNR6Ghrp0KR2C/MpD3\n4UAbZhWyAzcFNd2NcDiM3t5e9PT0IBKJWISC5f2KNdAkX11dtdRwWkkaAWltbW2qa+DzATDXjutA\npvT7/Ta5i++i/j/X6yBhoYqOhys81fqgRue5tJTVcuA1FGdw+UXv5T4f9+xBj0MfpOtGIFwTkEks\nasryey5gpgIBuNesUoDIldgkrHQ6jXA4bP48/d+BgQF0dnbixo0bSKfT6OnpMZ81Go0awba0tGBq\nagrnzp2zRKbOzk4jYAJl4+PjuHPnDtLpNDweD0ZHR3Hnzh2USiVEIhHEYjFLhhoYGMDAwACmp6cx\nPz+PcrmM4eFhDAwM4I033sCLL75oYVG+K10ERhJoBVC4qqtxUIhLw2HEEvj8QHM7OQUdtcxaTXwW\nDWldA/EeVrsePXoUY2NjNhpwfX3dLLiDGHFzcxMrKytN2lH3m7kkit20tbVZT86NjY2mQi0ANlhH\nU6YpVF3B6AoDPhexHKU5tSbUxFfAlDSvvRrctXQBSFeA8Jr83eWFBzkOFXMAmstyGcZRk5amJ01Y\n91DfC2juzcefyjD6PaLEra2tViyl4VMCjv39/fid3/kdzM/P22wGpiAzxdbrbTT8rNVqWF1dRTab\ntZFyR44cMdO3Xq9jaWnJRsRz7N7GxgbW19cxODiIY8eOGXrOydz5fB7z8/Pw+Rr9Jc6ePYt8Po/v\nf//7po1JLPTHXb+V60BC4/qo9UDC5mfq7+q+qJDguUq47rnqJvHeHHXHoTidnZ2IRqNNBK2Vuhqd\nqNfrNoSYkQC1cOj+kKkppJhQBQClUsmwELpKoVDIBhipy0UB4DKeCgr+dN00V2hxjfl90izpXc91\ngUVdb15bLWcVKHxmPf9BjkONVmiFHYmASDI/VzPYjU4A+z3+1LfjQeKkBOff1I8OBoPWFHZvb8/c\nAN5/cHAQ/f39yOVyWFhYMKZjl+PNzU0boUZtEwqFmiZpczjN5uamzXzkHIuuri4TGIytj46Owu/3\nI5VKIZVKIRqN4tlnn0WpVEJbWxtOnjyJZDKJb37zm1haWjLzmVqJ70WMQzEDtr7neikGo59x/RRT\nqNVqVtDllgHTzOd+qJUG7FfUsvs037W/vx+hUKgpTMp7c8+1aQz3r1wuY2ZmxgQCBRMFgAKAFCZk\nTDa5rVYbDXf6+/vNJYrH41byzkMFgYK4+k+FMOmMFpdaETzUoiD9Mz2bLgwPClStb1Fe0EN//98I\nBD0OFZCkScWsNq/X25TjQExCN16JRy0Oj8fTFCrSa9A0pLbf2tqyTLfBwUG0trZiaWnJhEO93pgd\nOT4+jv7+fty4ccOYm9YGQR9qMAJduVwOXq8XCwsLCAaDFrrkmPeBgQGbFkUgjoQ4NDSEP/3TPzXg\nL5FIIBaL4cqVKzYghmbvc889h9dff93K3TlNis/R0dFhDMnsQWZ4UnPTUtDQKYEzalMVLhrVcMNr\n3BtNoVbQTbUZcSS26AsEAlYyrf0uaCXos1EIzc/Pm6um2pfMUK1Wm3o08HlYA8M8ClprZNDe3l4D\nesmAGqJUd0AZkffgOXxvF1cgnfO91CVglILvRCuBbo1aMFxTvq9aIiqQ9PoPijscWoakawXU63Vj\nXjV/dTF4qM8FNCd8KOCovyvSzfN6e3vR1dWFxcVF1OuNFGcCktFoFMPDw5iamsIHH3wAr9eLWCzW\nFPvWKce1Wg1ra2sIh8OYmZmx9yCTxeNx7O7u4vjx4ygUCpibm7PRen6/H8ePH8eRI0cMoGR0olwu\n4/Lly6ZRxsfHMTs7i5deegnlctmsBtXumn1Jxmc0Zmdnx3x6TX9WRmDOAveHZj3XjWtarVat2MnN\nXtR9pZBX95CCk4KC4+GVibnPWmXp8zX6PHLPNHrhWhB0KXg9BWL5HUaLWBZOUJJMRm2twsfFP/g3\n4jgUpnrwb2oxcK/UKj4oAqRWmmsx8L2VH7hHyl+/VdEKahct/VW/mBvr9mZwpaaatqqxADSZgK5F\nEYvFkEqlMDMzg93dXesfGQgEEIlE0NnZaSPwAoEAtra2mvxhbhIrOev1Rr4+fdh8Pm9NYXd3d9Hf\n32/tyDi2vqWlBUePHkUikWhKEEomk4hEItjZ2cErr7xiwNnY2BjC4TB+8pOfYGVlxcBaMo1qJqBR\nTMT0amp9hiDL5XJTrYVqehI4r8u11OiSZiByPdQVcIEzuiLUjNq2zHULdU85N1QZa2VlpSk0rcKM\nDOT692oFqRugDM2oEIW/mvJ6jtKf0pUCo7oeKpCUhlWY8j1UcFHAqZXMQ/f541xpxSEeFJQ81KE2\nysTAvYNAdCFdYMV9UTV91eKgANEN6ezstClT+Xwe7e3tJqRaWlpQKBTQ29uLTCZjVZXUPru7uxZm\ni8fjAGAzFbxeL1ZXV9Hd3Y2lpSUbjRcKhdDW1obe3l689NJL2N7eRltbmwGdAwMDBlAODAygr68P\nra2tePfddzE7O4u9vT2kUikcP34cly9fxq1bt1CvNxriRqNRLC0tmZXAJKZarWb9BtkHgcTI9WGz\nGzKCEpHrxnEtATQVY1FAKA5BN5HXVA3I/WDKM4fv0IIoFAqWSk13iNWfPl+jR+bKyopZmSzMcpOL\nFLzmvvL9yLx0Lfg56yg0p0FpTddHQUU3aqPfU9zhoEiHuhwUqHwHt2GNugUuAMmfarHofR9UMAD/\nH6VPq5+lZq4yu768+lSub8fjIB84EAigr68P5XIZS0tLdm+6B/TtNWmGm0SznO/wcGsAACAASURB\nVJqYmpufMcLh8Xhw9OhR3L17Fzdu3EBvby/6+/vR3t6OWCyGcDiMSCRiQ3BSqRTGxsawvb2Njo4O\neDyNbtFXr15FsVhEOBzGww8/jNXVVbzxxhu2dszq01CfulKqhbku2qOBws4F3xQgU83rhimB/VCc\nZvjp+qmvy2YsFCa1Wg1zc3PWP6Ner2N9fR1bW1vWAGd5edmsOY+nMfOD+SIUNDrBSmmE7684hjK7\n7hcBUe27yGvw/cmgyuSKMfDeFMB8fz2UXnnQcnCtXgXOeS3dZxfLUevF/Y5redzPcah5DvpPpbMu\nnkpY1/9SQnAFhfuPG0BkenZ21tKbE4mEtTKrVCpIpVK4ceMGjhw50jQrghuez+ctzTWZTCKbzSIc\nDmNjYwM7OzsWlRgZGUE6ncbW1hYymYyZjRcvXkR3dzcSiYT1oWxra0NfXx92d3dx/fp1vPPOOwaA\nnjhxAv39/fjWt75lxOzxNGZusoRcCYsuGWtT3PAkMQJgH81nFIZhSvXnNfuQeAHQIOCdnR0sLCyY\nEItEIk3Dcrj2rKpUs5savaWlxXqJzs3NAWgUvVUqFVSrVQwMDKClpQUbGxtYXV21AjnSgLaMI85T\nLBZttB1pg9OwGM6kG8e6CxY7qavl0qeLPfAZFDhVgfBx5r3SuboQ6mIo/qA0qM+l7qQKAlcw/da4\nFfqylPgML9EsZA9B+qg0i3XykgvIqHTU3hA+X6NP5PDwMGZnZ5HL5dDS0oIjR44gkUhgenoa1WrV\nGnzcvn0bxWLRAD+1LiqVCrxer/WLBBql352dnQAabkYmk0EwGMTZs2dRLpcxOTmJvb09LC8vo729\nHePj49ja2kJ3d7f1fAwEAkin07h8+bKl9vb39+OJJ57AP/7jP2J5eblpEO3Ozg7K5bKFTjVRh6HW\ntra2ptz/zc1Nm4DFGRY8XEBLC65o2anGBvabte7u7mJxcREzMzMG2lKYM/2ZAoL4gKbGs2yeLgWf\nkW6Z1+tFJpPB8vJyE+6kGAcAoxP+n/05+JzhcNimf3k8HuszQXBUi7PIpNxT7rtLw1wnjUBoDQqw\nL1RUg/N7XFNtCsQ1p9umQOhBgkGfh/dxsbgHPQ61E5QLMPJzzUFwkdiD8AZuii4GzT1+t7OzEydP\nnkQ2m8XS0hLq9boBfxsbG5bw1NbWhmw2a30Gk8mkCSsmTBGgBPZLxUn4LNEmU3KDq9Wqadju7m4j\nlqWlJTz88MMYHBxEsVi0kuudnR10dXXhs5/9LN566y288cYbxnCqpRhd4RwFzQmhIFVMBYBFWcg0\n1Kg0hylUtYmJhvA4hYtAG5sF7+3toVgsGsbB9HcKedVq3NfW1lbLnmSYd2dn55706nw+j6mpKWNQ\nalpaQEo7xBGoFPjsdIsYqgT26264b0qLypCMmKgAoEZXQBTYr9/gerl4wUEmPgUD10pzHVxsQYFW\nxUf0+mr18Jke9Dj0NnEA7iE+ramgeeWGPlWCq1+pi8AQHvs45PN5TE5OWn/C3t5eM/nZ8Ykdnsrl\nMsLhsAkKxuO3t7eRTCYxNzdnBTrXrl1DNps1gLJWq5lJe/PmTdRqNaRSKWxvb+Po0aNIpVKIRCLI\n5XIol8u4ceMGzp07h5mZGfz3f/83PB6PzSPd2dnBd7/7XRMyXCsNo+qaaFbkzs5OU0QD2Lem3DCx\nZum5GlDXWYUTE4oCgYANN4rFYohGo9bshYk9LGLq7u5GJBKxSAlrQQKBALLZLK5fv46NjQ1L1mLB\n1cLCgoUv1d9X4UCLSpPZSE/U5HSf+H50q5gTwTV0oxWKMyjdqqBQhaeuHq9FfIYH30X3hG6zG6Vw\nAUcKZuUlV2nymd3nvt/jUNOnFU/QhaVWcn1VoHl+gmaMqWSlpieS3dXVhXw+j6tXr1rpM0eLTU5O\nNrU693q91khlbW3NNAKRbJri1EA0QbPZrAkzamGGYlkvEY/HLeHGNdEzmQx+/vOfW1LO8ePH0dHR\ngR/84Ac2iFcFH4muUqnYfRmq1Bx8RhHom5OhPR5PU72H2x5d8wVc3EYBN818pJnO9VchBcAsBA7b\nIa5RKBSsCQ27PqvVWCgU8OGHHzblXiiz0UKo1+tWrKWdnRSXoFZ3NatWj7rM5rq/XHtlNjfCAaDJ\nWjvI/1eBo24F310tDLVi9B6uFaLvpQr1fxOxONQ8B2Bfu7uaTBFlXWQeLrjDz/gzEAggkUhYae6V\nK1dQKBSsozA7KJFBSqUStra20NXVZd2BWMwUDAYRCoWwtbWFcDhsHYTi8Tg2NzcRiUTMb/b5fFhb\nW8Po6Cja29vN56b2YX8H9iSIRCJ46KGH8MEHH2BmZgZHjx7F+Pg4Wltb8cILL2BiYsK0i3bE4jqR\nSGh+q//Ng9YEtSiJm+uqmYjUeBryVIZgngS1GO9Pk5zXInipGpoZidwHRhq4X2R+VrxSmM3OziKb\nzTYxBDNeNSuWfyNtkIHJcBRGiqOosFPQ240ekBZdl0PpUPdEaVFD6a5QUrqlK60RCmXwg4SWWoH8\nvlqDuhYPehxqKJP+oOsy8P8uEes/SnMuPg9uPJuzbGxsYGFhwYptCEK2trbi1q1bRjwc93bq1Cnz\nnblJBM1yuZzVAcRiMSQSCdy8eRPt7e04cuQICoUCenp6cP36dczMzGBoaAjJZBKBQMBmS5RKJfT2\n9iKfzxtTBINBTE5OYmxsDGNjY0gmk3j99ddx9epVWxslWP5fE5HUz3WJmuCumqK8LrtPKfNorwdl\nEs330LAeGc3j8TRhFyRIDaNSGNOHp9VCEDIajRpd7OzsYHFxEXNzc6bV+T60HGn5KA0onqIJSWpJ\nqcVJgeq6qopjqTZW2tMkMB4Hub56Pv/vfkbX0e3XoMpSgUbXaqCgp6t1kKJ9kONQ3QpqKeIFuokk\nBPqQjGQcJBwoJYnW89rsr6BgUTgctiQl9lnc2toyYRCJRKynIWPWTKApl8uoVCro7e21cejvvvsu\nVldXrftzIpFAOBzG2toa9vb28NBDDyESiVhzGHZAKpVKBsb5fI1Ky0QigXg8jqmpKbz88ss2Fk4j\nMsD+bFD+TXNGqKXIQKo9yCw03WmVVSoVBAIBm//IBiua7EQBQEYikwHNzKpMoVqSe8QogeZQ8P2T\nyaRZJwCQyWQwNTVlIV11L6vVqhVYMQuV2tvjaRTBlctlE5jqLumMTgpEZT5dM17TNcv5u1pkpE91\nlw8SHgCa1oTCk8rIzU3R+5I/NELB++p+81BFcVBV88cdhyocqPW0cavf7zfAigsP7I+RI7KuPjCZ\nAWg2tfi7ChGa3hsbG8ZMjJ0zPTqTyRih+3yNpqxE4Dls95FHHoHH40EsFsP09DT8fj86OzutoKhe\nr1svAY+n0XpseXkZuVwOq6ur2NjYQCAQwLFjx1Aul1GtNsasb2xs4Lvf/S7S6bQ9Ay0nNzRGhlRG\npcDlmrL+gudQQLDrEi04JhLR79UMVg2n8R6qaQ/SgMB+jN9NIqMFwygL9xvYn2rl8XgwMTFhwp2W\niaYaAw1hzxbzipkwVMt7cb0o4LQxDS040gOFk9KS4houSEiLipaJa2XoWvBcZWLuMb/nWg0aRtbP\nXTeOvKIWjx4Hffax/PlA3/4/PFwTi0xcrVYRiUQQDoeNCJmYowCOG65kAZNKfJ7ragBtc76ysmLM\n4vV6LZxIV4Mburm5aea5ugbhcBh9fX3I5XIYGxuzxKru7m4Eg0FMT0+jUqkgFotZ/wAWGfH6bW1t\nOHv2LNrb2/H3f//31iBWNRY1tmpx+sdkCq4X15fv7fU2cjU2NzcNMGQ1JxOluC50W6rVqglhEpua\n3/psFCRkMuIjfA4FGCkUuHdkeq/Xa0IyEAhgfn4ei4uLiMfjJsT0WXiuDu5RzanrpK4DNWwgELD9\nc1v9VSoV0+AKCJKBVUCQDsnQ6mqQNl1/X11mCju+j66Hay3p86iA0bXUe6hAcl2Q+zkOtU2c63cp\neATsv6wbxnN9NqAZ/XVNOBI8iYn9ILn47PVIXIAdoEnsfr/fsvXou6+srKClpQXpdNpakbmditPp\nNEqlEsrlsvnSACyvoqOjw9yJer2Of/3Xf8WtW7eaJkmpRtDKQhJNS0uL4QT1et2YXsOXwL4wZbem\nQqFgmYKsrKQAplZWbUbLhO9AoUviViFMLcxzGLtnzgMFr/aboIChOzM9PW0anIJcY/9er9fWW+mH\nAqG9vb2p0xNDqnxm0pSuK59PoxZqBQHNpdqqqDSSoRYH8RcXgFThqoLJxYuUqV1lymsdlCWsz6nW\n94Mch95glhKSi8L4t/t3mssuiuy+sJpbGlfW0B7nPFBYMC7OPAdunBI+06uJPzADMp/PGyMvLS01\nNSalllxeXkYqlbIp2Ixo7O42BtGMjo7il7/8JV588UUjNAoBrgUJmGavC1IpoWrOAteN36NFoJqW\nlgfb45NQdU6DMpcSoKL8ZCC6C8q8TMZymYj+P7CPmaTTaRvMw7mgCshyvXd3G7MwuQdkNgX1VLi7\n7ictJpeONOJD7XtQvYQqJvdzVVbcF7V01Zrl+jCC40Y7VAnqT8UeXGzHPecgpfmbjkNvEwfgHkIH\n9jeFL8bf3fCa4gu6YO6iUQuqSe31es0HZrEPmZIM5CK99XodkUjEej+USiXk83nEYjEAsCYtGh5b\nXV2F3+9HKBTC7u6udSLa3t5GOp1GJpPBq6++ilAohGKxaOtCAUXC53ncaI080CLQ0KGar8B+zYUC\ncSqE9vb2kMvlsLvbmCrOakkVAvweNRaZXfEQuhEM4ap/TQFNAcQQpmrR5eVlbG5u2lAePjvPV4VB\nKy8UClnpvFosrmb1eBpFVopLqLJRN46HMrLiXOpeKI2o5gf2G7/oNZRWaTFRMXIPFeBU4eXSvzK/\nGw3hd1RQ3e9xqMKBJpwuOP3Lra0t0yS6sO7BzxXIAZpRXS62AnMcQEtgEoDVSQD7XalVgPDZPB6P\nVQ3Wao2ekel02iIc/f39xtQDAwP2nmxaS7ejWq1idXUVP/zhD1EoFEw40KrRXBDiABqp4eeuH64C\nhFEf9UvVf9bQYzAYxMbGBvL5vBUj6dwK3kvzHJQQ1Qrk3rS2tjY9twotbXPP9SoWi0in0waysrUd\nBSSApndjRMdt+qLl4WQQroVaR3QX+T2uNw91V7SRjQoUdVVcJnQtEn5fz/N6vTbIVyMVrvvh/tPr\nqhXo4hxUFhq1u5/jUN0KZX5gfyYie0iqj+paDPw+cK9Z55p3XCguNi0C9gVQU5emsM/ns8Qnnfq9\nu7uLtbU1a8WWSCSMKEqlEtbW1gwAbG9vRygUsqKfYDCInp4eQ8tJLNeuXUOtVrPJTi7ARYbS3gDA\nvtBQAlSLh2FBdQ94Hbor6rZwJujW1pa5W+wcRWHJ+yngB+yDaaoZVVjQ1KdGBPYzCLVKtFAooFQq\nNWlBCiMXYKNgY3SFSkBLtClkNNSqIVmXRpQmNUqih/scSos83LCiYkdcAzIzaY1RnYO0/UHCQd1f\n/uO7KPDOfB8W893vcai1FSxe4gYSXCuXy2hra2siKnYGBppxBRIDASuNDaupq4vIuoa9vT1D67u6\nulCpVMzkpNWgzMZ78XuMQESjUbN0OOqtWCwa/jA8PIzt7W3Mz8/D6210qR4fH8e7776LaDSKgYEB\n3Lp1y0A5MhwZANjPnmPR1/b2dhPhaLoyGZ5NczkwlszKKAk1FNeIYVslrmKxaOvN/ot+v986ZxHY\nY+6FMiCZiO4aI0rcd+4Ln4cgJbAPeOqAHjX56TKwBodRCwBGBwQtAVgxEy0A1oSolUYLhnTBd9P9\noADS6IcysroZSqd8B3VvKSy8Xq8VfpG5XVxHBZRL/+73KRQ45W12dtaGLD/IcaihTEpobk69vp/L\nwAWmb8/CJ0WsVerTn3YXiaYUrYFjx46hq6sLm5ubeOyxx/DCCy8YOk3iJ1BF7EGbudBFyOVyZhkk\nEgmbP7G8vAyv14vh4WFUKhXcunULIyMjyGQyiMfjlk4dj8fx2GOPGZGsr69bN2XN4FNLglqFmpY+\nKoUnATi+P4mcKLhiBMzBAJprADQRinuwu7uLjY0NS2BqaWlBKBSyCA/LoLe3t9He3g4AtoY024H9\nMnDuMQ/mI2xvb1uEwefzWdm5G6bls3K0oFoNjEJxHfl+FIxqFVDYMqeG+R7s66FAIdeW9KCWnwKq\nai3wffncGgolfVarVWskrNEGF6dRTIZ7olZCtdpI99eJ8bdv38aVK1es/cCDHocOSKqJSo3i8eyn\n1VKzd3R0mO+vUprXUOJRM4vaKBwO47HHHsPFixdx+fJlGxZD04yNU5hmraAftSfBLI/Hg3w+b1bI\niRMnEAw2RuHlcjnk83nLiZibm7OJXcyuBGDvwrmXfGdGMVyXyev1Wuk1NYkShpt7QGJniFNxAd5L\nUXEyAxPBeN+2tjarEaGrxyI0ane6HO5esLKS96MAV4uOOQV83tbWVkQikabrkBE1k1HdAxUOLmOR\nwelzK/1QKah7wTF8tLi0QpjCh/tBy4PrSuvMBRH5u4aTtS9qR0eHJaWp66tp0KRrCgpVAFSghUIB\n8/PzuH37Nj744APMzs5aCbzrbt3PcWjCQYkJaAZruDAMP7lajgclKX/q33iNarWRefj444/jkUce\nwTvvvIN33nkHQ0NDWF1dNU1A35W/azSDBMAORGQedo+ORqNobW3F+vo6/H4/VlZWMDU1hWQyCa/X\ni3g8jo6ODrz99tsIh8MYHByEz+fDrVu38Oabb+LEiRN45JFHEAgEcPnyZVy/ft2Yl9pHzWqWQ9Ni\nUNPV1TD6U8Np1JwUonx/FjOx03YkEjETXPsMaM8Kmr50ZxgGbWtra7IKiXUQYPR4PNZcl9ceHR3F\nyMgI5ufnMTs7i0KhYJWWSifM6KRAVEyKn9EFVAb2evdrUriGbPKyt9cYrssuUjTPtR6DdSgEtTXR\nTiNGLsagoLoyN91MDeG74KHLIyrgKpUKCoUCstks5ufn8f777+O9995DJpNpcmdY35PNZu+bRz9W\nOMzPz+OLX/wi0uk0kskk/vzP/xyf//znsbGxgS984Qt4//33cf78eXz7299GOBwGAHz1q1/F1772\nNQQCAXzzm9/E448/fuC16Qu6PhaJTf1SvuBB8VtdfAWPeJ1wOIwLFy5gaGgIr732Gt5//32rJWAL\neV6bqLFmCrJzkotE03dmXsTQ0JARVrlcxuLiIkKhEIaGhjA4OGjuxsLCgrUj6+zsRLFYxJtvvolk\nMomTJ08iEonA5/Phxo0bxhAEqpRIqGXdrFCuFbW1ahr+X7Usr0fNTM3ONHAdRU/znhiDWnpcc/6s\nVqvGmLy/lsXrPVjX0dHRgVQqhRMnTqBUKpkWvHr1KlZXV60TNa/PMCj3jsJUsScVXjpJXMOnipnw\nnWhxbG9vm5CgENAsU96TliItKo2WKb5Axuaa+Hw+dHR0NAG9TA7jnqobrevLorlSqYR0Oo07d+7g\n9u3/196XxcZ1nmc/M5zhOjvJ4UjcRFELtUWSFS0NHLu2gcYtYjtoLlIUdYHavTFS2Knby17kqoZR\nFG4aIG2ARldGCuSmSYPEMNIUtmLZsiTLli2JlCiJFPdtZshZyOEyPP/F4Hn5nGPKpvrLogPwAwiJ\nwznnfOdb3vd5n3f5+pFOp+1dyeWxohYrn2+kfaZwCAaDeO2113DkyBHMzMzgxIkTeOqpp/Bv//Zv\n6OjowM9+9jP83d/9Hf793/8df//3f4+pqSn86Ec/wm9/+1sMDAzgxRdfxKVLl9a9tzLoCvP48rSX\nSaAxAEkzNBVmKVFEd2M4HMa+ffsQDAbx85//3GoCVFVVIRaL4cKFC65zJLnICN0pvalJSZYGAgFk\ns1kMDw/bmZm1tbXYvXs3MpkMIpGIVYbeuXMnyuUy+vv7TdjcuHEDyWQSjuNYJF9fXx+2bduG5eVl\nPPzww1hZWcG1a9dMEKgwJQSn9tICsewzmXySq4quaEcrOlGSjWQizSHVjBx7jjPgLgLD372Cgo0a\nnP3WjcSNQG3a1NSE/fv349ixY7h+/TouX76MgYEBzM7OGmLyemt8Pp8R18q/qFnFaynwyCmQZ2F8\nB++vngd1xdLE9PI5Sv5SGLFvHDdVNFqoSE1imsmKPPgdciOFQgGZTAZDQ0O4du0ahoeHXRGfKuTV\nRbuR9pnCIZVKme+/qakJBw4cwIULF3D+/Hn8wz/8A2pqavDcc8/hlVdeAQC8//77ePLJJ9HR0YGO\njg44joN8Pu+qU8iWTCaN4OJGV3iqMH5ubg7RaNRiC7TpwlPiqb6+Ht3d3cjlcvjVr36FDz/80KT7\noUOHAMDOxuTC4ManRqAEd5y1wCfabsViEZcuXcJDDz2ElpYWExQHDhwwqMqzH8+fP28FW1paWpDP\n521z5PN57N69G8lkElVVVZbX8bWvfc0EELUwNSIXt0J55Q+o5TQ2QN25/JsXaahg5abl3PBa3p+w\n3RvRRyTIazknhNxc4BovwffQppzHrl270N7ejqNHj6K3txfvvPMOent7LeiJXh4lbVnTkxuFgpLv\nQdOC/VBikyX9KXzpwSLc53upmQaswX7WOOXceL1J/C4jPHWsvMJUvRTKt5C8HR0dxUcffYRPPvkE\nt2/fRrFYNJOPgWjkiFSIbqRtmHO4efMmrl69ihMnTuCv/uqv0NPTAwDo6enB+fPnAVSEw759++ya\nvXv34vz583jiiSc+db/du3djZmYGmUzGEpKUQ1CWm3A9HA6b5FYGn4uVMCqRSFgtgCtXrtghtpFI\nxM6Z/N3vfucK3XWcyrF2LS0tSCQSiEaj+Pjjj41oXFpaMvcd60B+8sknuHnzJlKpFJqbm9HX14ep\nqSls377dciYGBgaMlAyHw8hkMujo6DA4zOPmd+7ciUAggHQ6jXQ6ja9+9avYu3cvxsfHbbNpU8iq\nkY5sulmVJWetBmpEFRAazwGsld+jtuJ4K0KjjU0Thn3SitBeU4bCyatpvd4mXsPv8LTxY8eO4b33\n3sOvfvUr3Lx508U1segOSV7W/eTaYhwN11UikQCwls1K/oNjokFjhPzcnPxclQiFDMea88BxISIp\nFotYWlqygkFa8YzvDri5ODVJWN7w3LlzeO+994xLoAeJApcCnGbYvbQNCYd8Po/vfOc7eO211ywd\neaNNJZ+2GzduGExn2bZcLmesdi6Xc5kbmknJieK9FZax7iAFD4VGNBpFd3c3Dh06hIsXL+LWrVuf\nQiHz8/OYnZ3F3r17zZXGiEOfr5KeXSwW0dzcbLD95s2biEQiOHr0KPbv349wOGw2YCgUwsjICAKB\nAJqbm1EqlZBIJKxwrT7/xo0b6OnpsczJc+fO4dixY+js7MTQ0JBpLF5Dbablz/SHmp1wX00ITUZi\nVKZCZXp3uAE0gIkMPhEaN5XCdvbH63Lm5qNLmvYwzR5qU/aTG5M/tNGTyST+9E//FMePH8frr7+O\nd999F+l02sxDLUbDPvJH353fVzOIwUgaoKRmHK+j50UJT/ITnCs9aYwQXwUKa34QAan5wDEA3Elz\nS0tLyOfzGBsbw9WrV3Hx4kVMTk7aae1a8IeEbDqd3vB+1fa5wmF5eRnf/va38eyzz+KZZ54BABw/\nfhy9vb0G844fPw4AOHnyJP7nf/7Hru3r67O/edtjjz0GoLIhs9kspqamUF1dbdCdgsDrvlIbGVgL\nbuLvjOyjAKG3orm5GalUCsViEUNDQ7bQ1JYjDOPioAvN7/dbNWSgYm6Nj48bkpmYmMD169fR0NCA\nHTt22GT5/X7LvYhGo5Z/sbCwgFwuh127dmF2dhZ1dXVIp9Po6+vDsWPH8MYbbxg5duTIEUxMTHxq\nwQEwW1lrDipBR06DY6gIgAscgGkzJVsJg9WFSCShc6BCgZpSPRTKY6g5oSQryTNFOdx8an7QZOF6\n6OjowIsvvoh9+/bh5z//uR0vkMvlEIlEsLq6at4XdfES8dDzoK5STQ5TolvNOL4XYyn0mEHOG00/\nclrkMkKhkOX2cJ1rZCTgPtBGUdHS0hImJiZw584dfPDBB/jggw9MCUWjUVd1cqKf+vp6tLS02ByO\njIx83pa39pkMheM4eP7553Hw4EF873vfs89PnjyJ06dPY2FhAadPn8apU6cAACdOnMCbb76JoaEh\nvPXWW/D7/evyDcBaym00GkUymURraytSqZSdCMUISSIFr4cCcEesrTdxXBAHDhzAgQMHkMvlcP36\ndUxMTLigOqU9oSv7sGfPHnR2dmL//v2IRqOYmZlBuVxGOp1GLpeDz+dDU1MT2traMD09jUuXLmFw\ncBChUAjlchkff/wxMpkM6urqMDIyglKpZMVVqUmi0agtwL6+PoyMjODIkSOYn5/HRx99ZKYQFxpN\nCC4ErztXNy4/0/BzPkthvAYBeYWmbmw2tYt5L13gvC/RHn+n0FHhwzlVYcLPuGG9AUHAmoclHA7j\nm9/8Jv76r/8aR48eRSAQsJJ/RAnUunw3AK7IUW8QGcdK0Qv7TAFJyE4Xb01NDUKhkM1vKBRCKBSy\nGBEt0a8mImuXKELyoiaOabFYxM2bN/G///u/OHPmjJ0W1tjYaMFrXNeMz9B1ooFnG2mfiRzOnj2L\n119/HV/5yldw9OhRAMArr7yCF154AX/xF3+BvXv34qGHHsKrr74KAGhpacELL7yAxx9/HNXV1fjx\nj3/8mQ9nXIHmUFRVVdmJUtzsykxT+nOyuJC8NjgXViKRwKlTp3Dnzh2MjIxY9KXX5iaJNTY2Zhpk\n586dqKurg+M4GBgYMJ87D5Kprq5GV1cXCoUCJiYmLCX79u3bGBkZMRjLk6DGxsaMeyC5SlY5Fovh\n/PnzGBgYwJNPPonjx4/jwoUL6Ovrw9e//nVcu3bNIDz7qzY8m/6dTd+TUBpYq81A7annRi4vrx0u\nrO453o9IQUk2rwnpjT9QG5jzSuSj5hE1MOdUzS9uFHXd1tTU4Gtf+xpqVT511wAAIABJREFUa2vx\ns5/9DBcvXrQ6Gsza5FjT5GBimT6DG5MkKp/L99Z3VU+DCluaTUSv5Gy4vpWcrK2tRUdHh0X/qtDw\nCs6lpSVkMhnj/ubm5gwVUBmxqQBTr9vdTPy7tc8UDg8//PCn7HK2X/ziF+t+/tJLL+Gll17a0MMp\nyb2SEoCFMSsbruQMr+F9vAKCv7e3t2PXrl04d+4c/H4/ZmdnXTajSmfCz/7+fiwtLWHbtm2IxWJ2\nerbGTrDobC6Xw61btzA7O4vu7m7E43Fcu3YNfr/f4hCKxSLi8Tiqq6sxPT2NhYUFpFIpCzHmSVnH\njh3DL37xCwwPD+OJJ57A9PS0FaLt6uoy1ybfjV4JbhYiBy8HQPiqGxSAJWUxlTyfz5tG5XeptRUy\nq0+f/eAC5Jzyes7TemhBEYa+F+eX78JxVyGkZiWR1IkTJxAIBDA/P4/bt2+7cnfUZakxCAy3BuAS\nEhSQbHx//Q7/r2iEz6BCU8VGQUGByCjdcDjsWvv6jjQl8/k8pqamMDw8bOe5EjF4w8p5cDNNDM4J\nTY2Ntk2LkGSiDFEDXUjUcsVi0QYBWIuMVOmnLjT+TYWI31+JTlxZWcHMzAz27NmDYrFowU+sTsSm\nZBmPeM/n83ZwKxf7/Py8q/grC7byWLr6+npLwebhNnNzc1ahmjwD4+lLpZIFmh08eBCzs7MoFos4\nceIELl++jHPnzuHRRx/FzZs3zcOingRqCPbHq/G8OSnkGNjv2tpag8T0zNAVxsXF/BIG7QBrG5Mb\nTZEFn68mkLL//Pvq6qol2gEVrUfzC/h0SXblMbwCsKamBl/96lextLSEH/zgB5ZcR/6IsTNccz6f\nz56rLl+tA6HxHNofHW81VzheauJqhC8Ay6+h5qcS8Wp2vu/i4iLS6TRGRkYwNTUFoHKWaDwed5mK\nfC49Fo7j2PGCmnq/0XZvURH3sU1NTRlEX1lZsWCNZDKJxsZGixTky3OBUYOolFUTQ5GIz1dJy56c\nnMTQ0JBxDRr0pAFX9FCwatH09DSmp6eRy+VQU1ODVCplJeFmZ2ctBp9E48cff4yrV69i7969CAYr\np0CxXgTPz2hqagJQ8QBxwRQKBRuLw4cPo6WlBX19fda3K1euYNeuXYjFYgYzaT9y7Hy+SqwG4zWY\nK6FuTLrxGG/PcdIcCEUBHGMKBgo73SDAGrRWHkdNQN3YbNx01Mb6HBKJfB81p7jhNP6Cjevk0Ucf\nxV/+5V9aoFCxWDTvTrlctvGpqqqyjauxId5neZUOm5o2apaot6GqqsoVHk6hxPR91hr1moY0n9jf\nqakpjI6OYn5+HpFIxDxmXAMUDEyCoznBMWKU5L20TRMOo6OjmJ2dtXgGJleFw2GrSMyTmRSeqQbk\nBCj0VelLgunChQsIh8P4+OOP0d/fb9dy4DVmgpuU0pZ2OMvOr6ysuFxGRCe1tbWWDVdVVYWOjg67\nL4VaNptFsVg0YQKsEWPbt283gtLv92NiYgKDg4N47LHHDEkdOHDAToXWYJxSqeRyd1Gj0hUJwDIh\nuUk4PhpFR9jJ65iavrKyYtqI40KNqZuGkXsUStSefB6FMBe9ckMULBrkxUaFoAJBN6qXyKyqqsJT\nTz2Fp556yuD18vKynZvhOI4d30cUxbnke2ish/ImispU8HFzqwtSXaVqXtF9G4vFLJR+PXTEfuRy\nOQwNDWFkZATlciXZjwQkTWQVQnSXqvLj+r6XtqnIIZ1O20Yk7CSjS/cMFwwls/IOgJu30MlTuN3a\n2mr3VRedNgolBrQAMBdXMBg0KF0oFMybQjvd7/cjmUzahmJse2trqy0QIiHN5xgfH8fIyIiZKKFQ\nCF1dXejq6kIul8OZM2ewuLiInp4eZLNZ9PT0mA1OqK+eGq/m4mJT84EchdfbQK3LxoxYuoJ5Ha/R\nYCkv6cjPaCKqt4GLlY2/a8EXCnyOPYWNCkD91xvaDFTs7j//8z+3MaOQ0jR+FuRh6rc3uYv9Y5+4\n0b1tPSHBxndRUyQYDCIUChkPxcC09QjdxcVFZLNZjIyMIJvNmudDzVkiEubB0FQtFApmJtFrci9t\n04RDJpOx8xuU+VUPhkp9teUA96lCCu3YaIONjo4inU7bAa+MYeA1FBbkBrhQNbae3AjhuxYWWVxc\ntOxOHsAbDFYOhQ0EAojH46ipqUEsFkMsFkNVVRUmJibgOJUzIFdXK8VQRkdHbYExhySXy+GXv/wl\nurq6sLy8jNbWVhf5pfEMuunV1ahxG3wXIiaFsxSwq6urLijPxaaeEQpp3aCcP90gFMK6ofgZ76fE\nIhGD8ksaaan3oGnDZ3v/9fl86OjowNNPP21sPt+DZhn5EG//KdBUqAFuFy4F1d2IUi+qpdKprq5G\nJBJBS0sLksmkK6Sc76SCrlQqmWlMwpOuVwoadauyJgnjfWjCeM26jbRNEw75fB4TExPI5XKunAi6\nyJQ0ov25nsbnZCtxpd6HYrGIy5cvo7Oz02CyLgL6g5eXKwe6MgqO8N2rmcke07RYXV3F1NSUhV7H\nYjHT6JlMxtjrQKByVP2OHTvg9/stbJyCJxKJWLTc2NiYcQkTExPYvn27CTctQsrNTMTFDcT+AjCB\np5CeC5FoSEN3KWS0DgTvywWuzwbcsF83LudSPSYqwPh9RTJcwHy2eioUFQLrHw3Hn5WVSi2IkydP\n4tixYwAqOTosiMLx1bgDjpnXxU0hwOblIby/K1JRWF9XV4empia0t7dbPo0mzek7UFhmMhmMjY2Z\nMKewZlyO7hegEmCnlcK4Fn6vhAMhEycKWINnXl+xLlIdQMI8Lj6dUGXFi8UixsbGEIlErD4DsMY8\n0/3l1S5q0zFYaWVlxY7RU+KJtQ8bGxvh9/sNrtK21ShDRi0uLCxYElZHR4dBxVKpZGiHZtP27dux\nsLDgyn+gbUkBp5Ovi4wkH7BWR0ORGbkIzcAkX6BwVwPS1BT0IgA23bxUANovIo/1EpjIM1EI6cb3\nwm8+i++t329pacEjjzyCcDhsz6GQY5AQ54XrS/+va05JcH0PFXRq+miofygUQiqVwrZt25BKpdDY\n2OjiG/QdODZctxMTEwDcpe7UlaxjzP5oTAnvud64fVbbNOFAbwE1tCb28GXVz0yNplpDF6h3cvXz\neDyOUqlkcfNq+7HQBwWD3pdekIaGBsTjcRMazEWgj5nl2xcWFjA6Ooo7d+5YvLzCfDLnGjXIhUS4\nv7KyglQqhfr6etMCPKqPhBR99pqXwIUTCKwdaKMQmV4IjjPrKNCMUiadY+cletWEUxtcN4XOj5oK\nHANdzN7P9R7KP5AE1Y2vTTeX11yprq7GkSNHsGfPHlfxFqDCSyhvwmuUW+Aa4t/Ug+ZFFyr0tK+h\nUAhtbW1ob29HMpk0t7HXxcxGMySTyeD27dvIZrOuPcD5pjCnstODiTQQCnBnL2+0bZpw0JwJJb84\nsVojT1131GZcvHoNNZ7COqASXLSysoLR0VEj08rlsml/amQWz1DN5TgOmpubEYlEXEx7Pp+3CWBK\nbDBYqYI8OTlpZhAAcxs6joNYLGZwkCXpgAoHMzExYZPJ2g5EEktLS7hw4YLZm8BaYE5VVZUFaRFy\nAnDBWQpjbvC6ujpzHdbX1yMSiZigAdbcw/w+N5EKH4XbKnwojPg8NR+8ngoStrqxOP7kHLy8hd5H\nrwPgmnveo7OzE0ePHrUwZaIA1ujw2uUap8HneQlLbmDV1vo9/b2xsRF79uzB9u3bjYNSj9t6yKFQ\nKGB0dBSjo6MuBEVFQlRADqJcLrvKKFKB8H7/lyCoTRMOS0tLVjVJYRiwFv6pCMDrxuILq0DQBaLX\n0RRQ04G+fX7GiSQxNzc3Z2ijvb3dfO6077LZrEFTapp8Pu9K5CExtLS0ZDUnWVpNC5lGo1HMz89b\nuLLf78fx48exf/9+JJNJpFIpXL9+HY7j4IknnnCRhxwjkqRc+DSHcrkcFhcX7VwEutLYl1gsZsVR\nKHBZiIdjyvFkEI3Cdp0XwF2/U803RQte7kCJPgoDn2/tnAjlI7zmhZp22g9159XW1uLEiRNIpVIu\nE6ChocFlovHdvO+oz1D3sCJWNd/oVgRgIfZNTU2Ix+Mu1OAlWTmWNCuHh4etMCzflWud86TkMAWE\nZr0quiO5u9G2acKBL8hNywXkha2U5oo0+Dc2TjY/owajVpqamsLY2BjGx8ddkIzBQKrx6AYCKhPb\n3d2NpqYmzM3NmaYgQcqFQInNIp+0CR3Hse8WCgVMTk5a1eZMJmMLl0Jo27ZtWFpawo0bN1AoFNDa\n2opvfOMb2LZtGzKZDB5++GF0dXWZQCLBSrjs1SZc+LSxublDoRCam5vNJau8Ak0Obhj923qmh8Jt\njfJTM4kLl3OuZgHvRTShpJ7yECoUFFl4yUquBxUoPp8P3d3daG1tBbAWBUmzgvNFk9Sr+XlPjgn/\n1ff3Cj+OOY89oKtcE8/Wy6cgKT0xMYHR0VFDndz45HyUkyNnpH1RLwz3htd8+by2qdWnuem1tqDa\n/bSjlbVW2Ml7kF3nYHCTEIqyNoSWGWdADH3MumBXVlZQV1eHAwcOIJFIoLe3F36/3za+elZCoZC5\nJGljM+9Ck3sKhYIhmFAohG3btqG2thaJRAKlUsm0+fz8PLq7uw3ud3d3I5PJoLe3F+Vy2epDMByY\n4dTsl1Y44nFvwNqGqK2tRTgcdkWgEl0RxbFYiJpFhK4ax6BknSIvJTB1XnWeNC+Gob260b02MvNA\ngE+bDmoyKa9BYeT3V8rOHThwAOfOnTMSmC5jzRFhf73chXIpaippU56FfWMwnxfdckx0LzCgLZ1O\n2yHMir4A96ljTFjjHnIcxzwwSuRyLjS+ZCNt00vT68JREk01PH/3vhwXEBeBfs7fg8Eg0um0BYL4\nfJXy41q0RDWPz+ezUuENDQ24cuUKamtr0d7ebiYDFyAJIW4u70QqTCfSGBoaQlVVFXbv3u2C+NXV\nlVO5r127hu7ubiQSCTQ2NqKlpQWDg4MYGxvDnTt3LIOTmpZCkFGLOpbsA1EZzTVWf6atzz5rxio3\nhkb4KRPOOeG13oWuf9e+8P8cQ51b5R7oauSmUWGk8+wV7Hy2uiPZ50OHDiEUCiGfz9vm4pxTYLEu\nJD9fzwxiI9JQ1KLzznBmohK+FxUGBQ2fwRgFJtwpGgbWyFBFLV5Pj5dA1Wfe15TtL7LpIlCbiS9K\neEzY64WOXLxeAbEeURkMBpFMJjE0NOSKxON36SteWVlBJBJBMpnE9PQ0rl69amdNlEollxuJGrtU\nKrlsUW4kFQx1dXWYn5+32IZYLIa6ujrs3LkTACxentmQ/f39iMfjWF6unGPR2NiIb37zm7h+/TqW\nl5cxPj6OxcVFZDIZ1yYOhUJYXq6cUuVNGlI464WYCu25aDVl3ktKalwAYS7huMassOkGUHexbjrl\nldgX2vBa5o1zrgiFSkW1u3edBQIB7NmzB6lUChMTE67CNLw2GAwa6czmXXNec4fvp9WnlKPRQDMK\nAEUr+hzO6eTkJAqFgvVHSUblHNgn5es00E0FlwrLjbZNFQ7UGIzHV3tVNRsXj3fT87v6HUJMYI1U\nikQiRthxwygkBuAayLm5OfNGcAOQXec1rAJFoeDN5KMmoheAfeGG5gamGZDP520RpdNpXLp0Ca2t\nrQiFQhaxybz/zs5OO4MgHA5bjsrExITrnEkKVSIGVrrSmo38jtezwR/Vorqpve49bV6koBuQRCnH\nn3O6Xvg7Nxz7oDkCCpe98+dFNexTU1MTdu/ejU8++cSOUlDzQwO2dE15yUkdDxUUuj6pIKjc2Bd9\nPxVuNCmnp6cxMzNjaQXaRwpGckckL2nGqGKisFGl+3uTlalEIw+v4eTTXubLakAOsCYQqGU0fJSD\nw4nmKVFjY2PGbWggELUcpW+hUEA6nTZvBgeZMQpstbW1dtgKpTUFHe9F04icAw/dZQ4H03Dr6upw\n+/ZtzM/Po7Oz08Jqx8bG4PP5cPPmTfT29uLGjRv4zW9+g7Nnz+LChQu4cuUKfD6f2bRaNISEFM0f\nbnp6W1QT0T3KVGnODYPROF+EuaoJlWxUgk4hL/+ugojX0hWrGtCrABxnrQqWmg3KP3k5KH0O71ld\nXW3Vopgur/ExjDr0mg+8rwoljhE3LsfEuw4Zuu4lNrmO+dni4iJyuRxmZmaQz+ddgWu65nkN+Ssm\n1NGM0T1C1OE1+zbaNk04cFC58bRij7qKyDkowaJmARsFCb/LxglnrISGTzM6UxcvIxjr6+vNa+H3\n+13p5czAXF1dtcNCVMAQYi8sLLjepVQq4aGHHkI0GkVVVRUKhQLq6uowNTWFVCplJeX27duH3bt3\nw+/3m3uTnAQFZTabRTabxfvvv48zZ87g+vXrCAaDaG1tdXkyAFjSGd2Z2idgDYaTBGX0JAUsx1OR\nhGp8zpHGUXgFiQboUHB4CUDdrLrxKHC9C9xLGqqG9QoLzvHhw4ctQYlmnJpBaqrq2Hj5FUUpOu8q\nBBynUmVaM2nVlarvsbS0ZGdQaGFjfScmjfEePLTZ5/O56qIA7uMJdI/cS9s04aBhnbTDKCAUmlHz\nebUSNQjvo5pEYSiPciO880ZaqlT1+XxW+4/S3O/3m3T2+/0WE8CFxT5Tw3ITlstlK1bKYrIUEDwm\nj7EPwWAQs7OzFvji9/tx6NAhpFIpQwEcI4ZJc0FqmfUrV65gdHTUFi41LRGA+rwVsq6sVI6BY1+8\n9QWoAXkt3ab6GedU54TzpHb4etyA5naw8Tol0bhWVMDQFNF1oxvUS2Bu374du3bt+lTfdc2w/xwn\nVTzqGVIugP3g2FEBpdNpjI+P2xmqNKGVVCSCyufzVsKAQoACVE0VxuEwhoXFetSDxXoe7J++60bb\npgkHYM2uZASg2pcAXGyvF46qzanQUuEsB4apuYTUXk6CwiOVSlmoNQvIkuwjQUYNyPoHTO7iplJI\nznh+3qu9vR03b94EALS2tqKxsdFO6ma8w5UrV3D9+nXU1NTg4MGDVmRmz549rlgBbhpyFtTkDOri\nAtRELY3H58Yhb0JOhi5F9furLcsf3kNjGdYz/SjEFO6rkFAbnHPnNRnUNFDN7iUOvcpD/8+furo6\nPPLII+Z5chzHUCE1s1d4qXDQjFPdrF4ThYK4WCzi1q1buHXrFkZGRpBOp12IgIJhaWnJal6yH/yh\n+UChxOMDNBVfg8A02pjzrKHUG22bRkjyZaj9KFGVMVfh4IVygLtSjxemcaEuLCygubkZ5XLZCmRo\npGRDQwNisZjZ6NPT01YijoJDB5XwllwCJ4rFULjZEomEmQzlchnT09M4cOAAhoaGcP36dSQSCSsy\ny3d3nEqK7uTkJJqamtDR0WF1IRzHwUcffeQSkDSXvFGFuvlpUtAtTIRDW5jwtFAomI9cI/hUYCsL\nrq5NnVNgrQCtbljVtkoi8vvrzeF62lVDxrU/XhJRBZAKoqqqKvzBH/wBhoeHzevE+BWaXBTy5Gj4\n7hTMRJ9syi+R29B1mM/ncePGDUvVJvekJCOT8JRroFmrSXsa9MTTrLyuUlWYNEO5Nu6lbZpw0AWh\nEYqUeBwMb2aZahWFjV7IREnO6EtqeS5W1QQccI2VDwQChmb4Oxcdw27ZT5oeAMzMYCBRLpcz1rq2\nthatra0YGxvDu+++i/r6etTV1aGzsxN79uyxTE6emBwOh7F3715UV1fjP/7jP6z/GsfB8VNvDseL\nfAAA15mafA9+P5/PY35+HtFoFIHA2inYasqpEOZ7E9Hxd/5NPQeaLKTanE21vNfNeTeGnv+qUGAf\nddNxfLw8RHd3N1paWuDzVU5Kn5yctPll3Q4NNVfEpTEe7C8AU2Bq59O1u7paybDkuGikKb+Xy+Us\nYpfvAsDlzgVgggGA8UK8B8dKTRBFeN7DqT+vbWoQFKUbNxglny5KXYRe4QC4s+l4L17HjZPNZl2L\nTrWmkl18PrB2CCtrPbC/NTU1SCQSmJmZMY0TCATMNGINykAggPHxcdscLO3V3d2NQqFgZyuk02lk\ns1k0Nzejvb0dH330kaGSK1euWLHa3t5ei+Yk0lC4rQKD3ArtXy1gqlqUsH9ubs5lXqmniGOpC4+m\nB5/lte05ltw4HAOva5RzpvOmwm09kpCCzasgKBS8nhNuDl0nFLq9vb1WYYnmJpET64hq9iPPUlEl\no7wE1xYRHYWHerS4oVXTl0olZDIZC9GnAGDkIzk3RrEygpf9oxDifNI8ZD8AmDfkXtqmCQdO6urq\nqjG1lJA6kGz8LuD2XatgUbtY4eXU1JTFCmj2IN2KZIY1RmF1ddWISbr6SAgy3h2A+ZIJd7l4isUi\ncrkcotGoxcuvrFTqT/b09ODixYsIBoNW7PTSpUtmQgUCATQ1NaFQKGBoaAjT09O2SFQjMzCLZ07o\nIuS9qqqqDLVotCPHNJ/PI5PJGMog/6EMv9rT65kLnBMGg/FzLmjOhcYzeAW6V8OrQKIJ6iXX1KRR\n25/X8jMv6cyAqLfffhsTExNWvatcLhtxHQqFkM1mzSTjRvTyOES3FMLK22hIeiBQSf1PJBKuhCmu\n/Ww2a7xHqVRCPp+3kHHOF81vFVZcl2wcA1af5lonSXkvbdOEAxeL4zhWfZnsPgedpJ7f73dlbyrJ\nRaHBRUCBwcnTjQOs+aFpMvDsCYWpfC5QKRRDDwUAIxi9odNkjbnoJycn7XyLtrY24x96enoQjUZx\n8+ZNzM3Noa2tDel0GplMxmpPMrCpUCjYdwkfKYz4fo7jWMiveiP4nuFw2GIcuFn5HuVyGaOjoygW\nixZwRaSk7j3a2WrLU7ARSQBwCUnduGrvK2LReeP3SRIqUtDr1fSksFBCmo1/431of1OY8bBlCthg\nMGg1QclLaX1GKiuSmhQi3uK8TLDiuFDAApXTrRiLAqzFKoyNjWFqasqqlReLRRMCHG8WRqqqqrJT\nsny+Tx9Y7BWQfA6V0L20TeccHGft6HO19znw0WjUBeW8LDRj8Em4eNOK/f5KOrNKYLaamhpz+XAR\nUrMyJ4OLl6aF2pMUPmSSAdgBMeVyGaFQCPPz8xgYGMD+/fuN+GtoaMA3vvENnD17FlNTU5YIVVdX\nh5WVFTQ3NyOXy6G/vx/T09MWm0Ft7s05ANagvJ69Qe8MzRElFx3HQTqdxtjYmB3CGolELDZBPSMc\nW+USvI1uRuUYFAnwOkU/bKrVNXFMzR9dNwrZvX1QtEMBoeYJvxcKhdDe3o6hoSEzA5Uw5fhqXQ72\nn65KjlU4HLZzJBzHMaKZRYLonmxoaLBn0aRlINzMzAyy2awdoMQ+M2COfAFd7VVVa9nA2m8tJUcU\nRw/b7w0hSSJQUYCiAZ/P55LK1I5e74TalkQcaoeWSiWMj4+js7PTSEZl0+fn510LmvCR7iOiGS5o\nLlaSVlxEuom4eWdmZkzw3bp1C7FYDNlsFlVVldOtT506hcuXL2N5edlsyJWVFfT29iKbzVrxWsJa\nnujMTcs+0STimFCwrhfbz0U3OztrJ50nk0lDGErUcpy8QoULUudBx4hzwUZCUTe7d/PrAlcvCZGZ\nd76ZyalKxqs8tL/KPXD97dq1C++++66NF81Objq6aXWd0tOl3EkoFEIsFkMymUQ0GkU0GkVHRweS\nySRWV1cxPj6OqqoqNDY2ugjE+fl5TE5OYnp6GlNTU8hkMpidnTVXOQAzNXw+nwlxxr0Ui0XXvGij\nANWkKy9p/7l79J6+fR8bFy61tA44tbW3FBr/BqwNhnoydCETffCIN9rDDPbhQtABIxlFKa1MLxc4\n4bRCbg2ooaaprq42LQgAg4OD2Llzp2lobrzdu3ejVCphdHQUMzMzqKqqQktLixW7pTDgolQXHp+v\nG4O2b3V1tQWAcQNyXEulEgYGBpBOpxGJRNDU1GRBNGr/e2185XzW28T8v36mqE8FAN+Dc6ff4WcU\ntpwLXRsUiOwH35F8EYX/enwG77dz507E43FLSecPNx+5JWrgcrlsn5O7oscjk8kgm82itbUViUQC\nbW1taGxstBof5AHYV25uBknNzMygWCzamuHe4Oaur69HKBSyYwK04LKOpybV+f2VhDAKGDX1NtI2\nTTg0NTXZSzCyixNOUocuNUIxtVkVYQBullsXQqlUMhtRCSJgTeNyIlZXV43RJSool9fKmCuLTu2i\nxCdNlEKhYHn8rBpcLldqMfCkJW5Ivg8P52UsxtDQkJ2JQTcU7Xll3tl0zNQN582sLJfLGB4extTU\nFGpqapBMJi3mQjW+XkPhqlrKiw503FXgeslI5ZqUV/CaGmoCKB/EpsQxv6/oTvuggkuFQ3NzM3bs\n2IHr16+biaheGOWm1FRRpcJ1SyKxtbXVXKWsp7G8vIxoNGrcj5oUg4ODGB0dRSaTsfWo3+N6YSAf\nhZWev8F30loONCVo0vxf2qYJh5aWFoPGFAI8ucnLLIdCIctm9Lo/+T0OkE4kJ46bn9pctWxNTQ2i\n0aidEakQmL5oavBgMGgp2hqRxn6zX4FAwEXWhcNhBAIBqwZFz8Pu3bvNk5BIJBAMBo2EbGxstENM\nqNlowvB9yTFwoVKz8J5k1fmu5XIZ4+PjGB0dxcpK5Rg/VoTyanLAHRmo46ybWbUUsEZecuOqQOW4\nK9pTTcr7coF7Nzx/OAZUKvo8RSxqDqmJxL9HIhHs3LkTN27csD5w7hnQpONQW1tr8TC8J8eWyoKV\nnyhsKRxYO5QcWzabRX9/Pz788EOMjY0ZEtBCLUQm9CAxUI8EvgpjXc9ck0rCq6t7o23TwqcZAETm\nlZpatQGlKO3h9QgohZtEErpQaZrQFKDmYlSjz1dx59GU4MRoGLJGqPE+NIsUKgMVKd7Q0GBEpbpj\naW+WSiXcunULfX19WFqqnObNU60CgQCi0aj1W3MJeA8+k5CTG0XPsVQSkhttbGzMakI0Njaira0N\niUTiU7UN+B7K43A81TvAeeI4AfiUgNFkIOVJ1BTQ73P+9b11XXBpTAp0AAAUFUlEQVRzUfuudy9F\nL14uQvtQXV2NtrY2BAIBs8nZXxV6/D/Nx4aGBotb0TBzjo2GPgOw2pFEAjMzM7h27RreeecdDA4O\nWravhvfTFGAEL0vaFQoFGxslJDVZjsJLUa0K6o22TY1zoCuxoaHBDolRaUhJqDUNvb5tSkyFnNy8\nAAyWERVw4wCw2ApvkJWaIbxufn4exWLRFT1YKBRMA/FQXaBirkQiESwsLJiJQekdiUQQDodRKBTQ\n39+PoaEh7NixA93d3di1axdyuRzefvttpNNpl71NiKtCgYvJcRw7A4HkJQOaGIM/NTWF69evo1gs\nIpFIIJlMorm5GQ0NDXeF/pwnHWtuBI1ZUD5CFyDRimp176ZTDwxRALCWqUghx3WhyI1zzjJ7bLTV\nFT2oCajVu1taWtDc3GxoivwH1wXHgBwVsGZy6gnt/J3FhBkMx4OOaHZy3t9++21cvXrVXNNc78Ca\nEK6trTXUQNOSyVlqJmrIu3pavJmsvzfCAYAx9BwALjzA7YokUeRlolWD8XvAmnYIBoOYmZlBd3e3\nwTvyBzQf1MxQN6WiAWXuNQ6A9SKbmppQLpeNPebCSCQSGB0dxcLCApLJJBYWFgxishZEY2MjAODM\nmTPYu3cvGhsbXZCWws9LEnJM6DLjGRqMtff7/ZZANjMzg4GBAZTLZTvZOR6Po6GhwWXGKcnIHx1z\nJfq8ZoK6ybjQqa3U7FuvqamoJgbv4fXGUNhwwyiZSIae1/LdtB9KUDY3N6OjowPDw8MolUqmsPR6\nVUI8lZvvRq+QEq/kKZjcxSCn6elpjIyM4Nq1a+jv7zdTgiaDuh+JGBhvQ48Dx5sCNRgMmikZCAQs\niUwJciKsez1le1OFA0kWRiCSUdXNx0nQHAuvy0phpNfG5GKnecDakRREmsyjLlP+aA4F4SSvm52d\nNShXW1tr4dRs9fX1iMfjlpXJnAwWtgWAWCyGzs5OjIyM4OOPP3YRsFwoXjeqEnkM2AoGg65w2mw2\na1WMC4WCaTG6LWnbchy8NrqX/OOzvJyQmhdKCCtZrB4PvT+FuMZVeIWJmhZEKxoMpQKdaELvp/Oh\n78l+1tfXI5VKuZKliCD0Oq4P9ovP47hTi5NfouCgABsaGsKVK1eMgGRRYm5umrN+v99qhBABEgWw\nRgcFAz0gjJ9QRaeIjdzUvbZN4xw0u5B5BsxPUE0CwIg9wK1ldOL5N7VpaV7whCq1kSl01P2jqIUm\ngJZ44/MSiYQrYpDhzoxTCAaDhhLIFmezWRw8eBDlcqXa1NzcH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} ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "ls" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " Volume in drive D is Purple24\n", " Volume Serial Number is 12B2-607F\n", "\n", " Directory of d:\\university\\python course\\11\n", "\n", "12/30/2012 01:44 PM .\n", "12/30/2012 01:44 PM ..\n", "01/08/2012 01:06 PM 10,952 buildings.jpg\n", "12/23/2012 04:02 PM ex\n", "01/07/2012 11:02 PM 420,918 face.bmp\n", "01/06/2012 12:30 AM 66,614 lena.bmp\n", "12/30/2012 01:43 PM 1,346 moedAQ2.py\n", "01/10/2012 09:22 PM 2,249 morphological.py\n", "01/10/2012 09:22 PM 1,714 otsu.py\n", "12/23/2012 11:36 AM 530,356 PyProg1112a_moedA.pdf\n", "01/07/2012 10:31 PM 42,694 salt_paper_lena.bmp\n", "12/23/2012 11:24 AM 2,102,123 ta10_2011.pptx\n", "12/30/2012 01:43 PM 2,050,856 ta11.pptx\n", "12/23/2012 11:24 AM 431,474 ta11_code.zip\n", "12/30/2012 01:42 PM 66,718 tmp.bmp\n", " 12 File(s) 5,728,014 bytes\n", " 3 Dir(s) 107,178,090,496 bytes free\n" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "import moedAQ2" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "dir(moedAQ2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 20, "text": [ "['Image',\n", " '__builtins__',\n", " '__doc__',\n", " '__file__',\n", " '__name__',\n", " '__package__',\n", " 'build_hist',\n", " 'cum_sum',\n", " 'find_thrds',\n", " 'h',\n", " 'im',\n", " 'out',\n", " 'pixels_mat',\n", " 'trinary_sementation',\n", " 'w']" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "im2 = moedAQ2.trinary_sementation(im.load(), im.size[0], im.size[1])" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "show(im2)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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c3Nzs0oeCSCjHx8fjxx9/RF1dHTQaDbZs2WKx0tISPHHBgcfjWU1bGYKPjw9+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} ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "import PIL" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "PIL.Image.VERSION" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 8, "text": [ "'1.1.7'" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }