{ "cells": [ { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from PIL import Image #Image Library\n", "from pylab import * #Matplotlib\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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HLYTzYTHayucS50oiKmcw05T95SSoV6OIVRI446g3NqqpZ8VKN9G61OUnPaPR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\nhtB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#load image array\n", "im = array(Image.open('images/empire.jpg'))\n", "\n", "# display image\n", "imshow(im)\n", "\n", "# create some points\n", "x = [100,100,400,400]\n", "y = [200,500,200,500]\n", "\n", "# plot points in red\n", "plot(x,y, 'r*')\n", "\n", "# plot connecting points\n", "plot(x[:2],y[:2], 'm')\n", "\n", "# remove axis\n", "axis('off')\n", "\n", "# add title\n", "title('Plotting: \"Empire.jpg\"')\n", "\n", "show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Contour and Histogram Example --------------------------" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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DwfXznCaNyN8X82LEJGsK4WUzr5rG5/O91OfzvbRokyP/OnG8PktOD3JELzkj\nCAQCS1VV/UhTUxP9/f2F3Hp+cjU7MDBg9XpFhiaRSGC328lms4yPj6OqqisWi7lisRg1NTXEYrEU\n4PB4PExMTCSy2SwWiwVVVVEUJbx06VLGx8dRFIVMJmNPpVIMDg4SiUQU82YCYLFYXMC1PT09H7fZ\nbHepqkpZWRmVlZUAq4C7gb3F16FpmhURMFsRBmEwT8pF07SNiMlRgHds3LjxJcALgC8rivJvL3nJ\nS7IAwWBQQVgz3AJsDwaDbT6fr3h1qxV4PSL940VMpt6d37cyGAxOIlbLvhz4sc/n+/oJ/gxr8q/T\nJ2gjOQ3IQC9Z9AQCARW4PZfL2Q8dEotSzYDrcrlsDQ0NjI0drXxn1obNZrNks1kURSmsiBofHweh\n0MlMTEzYHA5H1jAMigJ4bnBwEF3XURSFVCrVX1ZWtrq5uZlsNsu+ffu6crlcTFVVe1tb29uBlubm\n5tvyDpFpm81mnt+DCIz/CnwcQNO0eoR8sZ6jWvavHeeyv5R//UZ5efnPECt5/4KomHVjIBCIIlIr\no0CioaHhnsbGxtcCB4LB4BPAjfmUyw7Ek8aWOed/P+JJ5Cv5PgJsCgaDP/T5fGGO5U0IC4h+ZvvY\nSxYAMtBLzgTeCTy/eDQNoiyg1+ulqqqKeDyeIp9acLvdlJSUkMlkSCSOpsdLSkqwWq2Ew2EFsOVy\nuR9nMpknnE5nQRrpcDgaQeT9Aex2uzP/Sv6GUG8YRlJRFJvT6awHmJ6evqa9vT3qcDhKDcOIc1Tq\neQi4X9M0s+OfAzYh0ilPISwHzCA7F7P609DKlStrEBOvmxGrVuuL2h0EWkdGRkgmk1Otra1jwPMQ\nmvlXICpH+RALoQYQMtAMIs8OImi/AyhH3BRSHEs9Isg/DVyFKCouWUDIHL1kUXPbbbc9D/jO3CDv\ncrloaTm6iDMWixWkNJlMhvLycurq6lixYkWhTS6XQ1EUPB4PXq8Xi8XylrKysm8WnzebzSaKHV/T\n6XQIROC3Wq0YhmHkcjklv0/P98XlcDhKARRFcRcdfznw78ATwGc4ap9gR9gQXIPwfZ8Pc9TciSgE\nEkfk/euBDyHy7CBkkQBMT08fCQaD70un098DXhYMBt+I0M8/AvwMcZP4MkJrnwXw+XwPIBwpLT6f\nb0N+JW0xlvwxToSufvA4/ZWcRmSglyxa8imbv7W3t1NaWlrYbrVa6ejowG63Mzw8zLZt21AUxQoQ\ni8Xwer3EYjGSyeSslbC6rmO321EUhXD42OxEOByeSafT+8ybimEYRCIRI51OF24SdrtdTyaTDjha\nX9bj8cw6j6IozMzMmKqUSxGYD3yjAAAgAElEQVTKmH/Pf55iNh89zuWb7Td0d3eHgMszmczXxsfH\nbwgGg/dzdEGUTVXVrMfjeSWiTOBP9uzZc41hGI8BPw0Gg/cHg8F7gsHgkWAweF8wGPTO/SKfz5fx\n+Xzz2S4rCOOz6xB5/BMVK5GcRmSglyxmPhiPx+nt7T0mYINwptywYQMbN24s6Onj8TjhcBin08no\n6ChjY2MYhpEDSKfTHDlyhFAoxFwTNIBMJlMejUYLK2wVRcHtdqfsdju6rhONRslkMiGn09lnGEaa\nfIpm7tMGgNPpVAAMwxiZs8tsPINIk9RqmvaK4gaapn2MvLSRfHGP7u7uB3fu3Pnq/v7+7wN/Mwyj\nkL7ZuHGjta2t7ZuINFBdLper3Llz54O6rn9e1/WVuq6/OJFIhAzDeIlhGKPBYHBzMBj8cTAYvPIE\nv3sQhVbegHiS+OQztJWcRmSglyxKAoHAGoTbIrnc0WJItbW1tLW1mT7zhe12u4jPiUQil0gkGB8f\nL2jtDcM4Rsc+NTU1a5thGJSWlu6zWCw7s9msbqZfbDZbCwjJZn5bucViqVIUxX7kyBEVIJ1OH1Ot\nyWKxuPP9KZ4nG0XIMG9CLKyaRkgx/2XO4ZciZI8Ab9M07bUAHo9nS2lpaWrDhg1TNpvtec3NzbS3\nt5NOp5PJZBLgZdPT072JRCKRzWY/tm3bto9v27Zt2bZt20r37NnTtmfPHsvU1NSQYRgrgTcDvwkG\ngxce88s/ypuBGPCfJ2gjWQDIyVjJYuUjcze4XC7q6+sNm82mbN261QzOlJSUYFoNR6PRVCqVchf7\nz6uqWgrg9Xqx2WwMDw/jcrlmDYJyuVxucHDw7mQyaTQ3Nxekm8lk0rBYLDgcDpxOJzabLWQYRnnx\nsXa73cIcFEWxADidzor8ph8Ab8y/fytwXlHzt2qa9jfgxwgJ5AbERO1qxI3gjkAg4F2xYsU1+XM3\nrlq1asblcpn9cALLPB5PeuvWrSsMw6CxsXGHoijrU6kUVqtVa2pqui2ZTN52+PDhVx8+fFjz+XzX\nIPL8xys0YkF42/yV+SdoJQsIOaKXLEqcTudbGxoaZm1ramrCZrMpAwMDbNq0ieXLlxcCvMslrGVC\nodAsZ8XiidVMJkNe/oiu67Hidlar1RIOh/VUKtWZzWYzprzSYrGoiqIUJJtlZWUeRVEc5vmOh6nz\nV1XVlk8dxTi64Oi8eQ7xAj9HKHWqEPYE5k0iDWyw2+10dHSwadMmioI8QJ9hGHptba29ra1tGxAf\nHh5ePzQ0xMTEBKOjo+8IBoOXcdTiYBNiAvYBn89nppbOR9SY/VF+3+sQyp+fH/ciJQsGGegli45A\nIKAkk8lZqRmXy4VZUSmVSjE1NcXw8HBhf1HqprDNarWSTqcL0TgUCtHX12e2nz2DKrY9D2jJyy8L\n6LoeMidy0+m03TCMYyYuc7lctvhzJpMpTg2lEJr6B05w2Z8BXln02Y3wp3kVQmnzvvb2dj1/Q3sQ\noehpAN6C8LN5X3l5OevXr9+4YcMGd5Gfz58RKaJdwAiAzWbbiljQZU4YvxJ4DOHE+RbEStqfAgeA\n35ygz5IFgkzdSBYjdUAhx15eXs7SpUtJpVLYbDZKSkqoqqqiv78fgHA4XFC+pNPpgo2ux+PBbren\n4/H43JqxKIqSQgTTAk6nc3U6nV7idDr3KYrSHo/HicfjNcPDw7aqqirzfIXR+hxmPUnY7faCe2Uu\nl5u2Wq12RMqml2MHYE8hjNEAPtLe3n6XxWJZ5nK5/pLf9u9Op/OV+ZtZP0JP/6DP54sDPwkGg8qR\nI0c+UVdXR3V1NRUVFWQymV1PPfXUW4Adfr/fAAgEAmVAdunSpd8EbIjatwrwDcSThOmp813Eit6f\nICaNJQscGegli5FV5htVVVm5ciVwdNReU1MDiBsACJ95M9AnEokwIvXB5OQkCHuAY7Bare6525LJ\n5DcAb19f3ztLS0upqKgwC5hEotHosqmpqULVqpGRERoaGshkMpM2m606m83mLBbLMTcU8+uAMr/f\nf0jTtHcD/4YI7r8HvuX3+3W/378hFotFS0tLXYgReyNwD/BVq9X6mZUrV+qIG0QLQgETAr4KMDg4\nuHPJkiV1AwMD1NXVEY/HyWQya6LRaNnFF1/cHQgEaoFhxCg94HQ6bzIMI6Qoyq1ANyLAawiTsxcB\nPwSOmWCWLFxkoJcsRtaZb2pqatB1ncnJSUwvm4GBAZqbmwtulcWFwaPR6KyRdSKROOByudrmfkEu\nl8vMDczr1q37YjAY/FVFRcWDJSUlr5yZmVF1Xa9esmRJoTrVyMgIkUikkJ+fmpq63+v1duVz/yvN\ncxXbKqTTaYfVam3XNM3m9/u/rWnaD4sdLQOBwGpFUYKlpaXm6NnMzV8JnJs3YTOfAqYRyp1qgDvu\nuOPXra2tnYODg9x3330YhkEoFDJqamqs9fX1D8657HcCFXkpqqulpaUVYcHwAPA9RIWpA3N/V5KF\nj8zRSxYjXQANDQ00NzejqipVVVXMzMwQCoVobW3FZrMVar9OTx/12MpkMrMKfsRisXlHpicYfV8Y\nCoVqJicn1fr6esPlcsX7+vpikUgEwzAKen1zVW5ZWdnFqqquVFV1ZfFJ8nVsMwCqqjoQFgYtAPPY\nFl+E+L9qOl/S1NR0S11d3W5VVRvC4XBx+uTH+dftDzzwwCXLly+/anp6mj/+8Y8YhsHExAS//e1v\nlbvvvnvEarXS0NDAsmXL9HXr1oVXrFjhW7t2bbvFYmHlypX7vF5vD0Kx8ylEkJcsUmSglyxG3max\nWDALgAwNDdHb20t5eTkVFRWFRkV5+eJjbaWlpYWJ25KSkvkMuo7BMAwSicRDwBMulytVV1dHJpNR\nSkpK3E1NTRNlZWVkMhnyVauC5nEWi6W0+DyZTOaXuq6n87bHOoDVajXVNs8/ztcXHNlUVaWlpeXh\n+vr6jy5ZsqSzsrLyDwgfGpN9+ddVmUzmTkVReOyxx8jlckSjUdLpNG9+85tpbW213nrrreN9fX1U\nV1erdrvd4/F4rE6nk7KyMjwezzn587wQkauXLGJkoJcsSpYuXYrFYjGrPhWqQk1PT5NIJJiensaU\nX+ZyOWZmZhgdHSWXy9nsdjv5BUTMzMzE5zu/ruuzPF0URcHlcr0AOC+VSm09ePBgNhwOMz09zfj4\neDybzRKJRMhms0f2799f8JhPJBKzNOY2m+1aVVXtiqJgs9lC+e9SDcPIUpSSmsPvEeUIqa6ufsLr\n9V5k7igvL9++Zs2a4jvZFwEymcxbqqurK3t6ehgcHCyM5tvb27Hb7fT29nqj0aj3Pe95z/gHP/jB\njKlQcjgc5PP9wwjVjgzyZwAy0EsWFZqmNeZ94AmHw/T19VFZWUl1dTUAyWQSl8uFKb9MJpOkUil2\n7tzJzp3C3n1qaqpgk2C32w+Z74tRVfV4Ra4fKS8vf0ltba11cnIyMzk5GUqn07vGxsYIhUIMDw/r\ncPQpIhaLzTvZC6AoSl2+DyAmXy/TNO2YxVXd3d05hOdNfHx8/Hm9vb0Tg4ODvwHeWFVV9Va3221H\nmJIBlOq6fgRoj8ViPPLIIwA8/fTTXHDBBbS0tLB9+3bGxsbITyh7N2/ebHvta1+r33vvvbhcLhRF\nUXO5XOPo6OiKuX2RLE5koJcsKjZu3PiFFStWUFJSwubNmwsKG9MGwVwAZTpQOp1O3G43F110EevW\nHTtgrqysfJtpOVxMNpuNFZ8v/14HWhRFeaqmpsbwer02r9dbMTMz05x/WiCVStUDRKNRAOLx+CzN\nfTKZnOttQyQS+aWiKA3AemBA07R3FFkXEwgELkPo3N0A4XC4Zmxs7KpgMPjisbEx0+TnDWZ7Xddr\nDcPgJz/5CcPDw+zcuZN169ZhtVr5wx/+wMMPP2xeI2VlZQCk02n105/+NFdffTXbt28HoLa29qED\nBw7szWQyxyiQJIsLGegli4ZAILBq1apV15WXlzM9PU1TU1NBaWPmn80AGwqFCIVCjI6OmhWdUFXV\nmO+8xfVlTaxW66yR+OTkpNHT03M34BseHp7ZtWuXMj09nc4vUCqkTux2uw7CJRNm6/bzq2crmENZ\nWdm1HPWXr0Ho1C8vavJRxCKlTYjJ2G8jSgS+c3BwsH10dPQJwzB+lPe6R1VV7rnnnuivf/1rnnzy\nydx5552HzWbj4Ycfzt53332FkyaTyamBgYG7i76H3bt3s2nTJj7xiU8YU1NTtLW1rc7lcrHe3t4v\nMH9xcckiQAZ6yaIgEAhYFEW5LRqNGmNjY4yNjaEoCj09PQwPD7Ns2TLsdnshLx+JRNi/fz9DQ0OF\niddQKDSvJ4uplClG1/UUHHWetNlsRjQavR/4I+Cy2WwYhqFOTExQXD+woqJCgaP2B9lsVsmfz7RM\nOCZPlCnySjAMw1T7rMlf97sRnjP3dnd3b+vu7g4DH+Zo2T6Ghoaet3Xr1s09PT1RwzB45JFHkrfc\ncktfLBbTr7rqKktFRQWKomT/+Mc/mheqe73eg+vXr/+Vw+F4dG5/DMPglltuUdrb27nnnnsAWLFi\nxUfHxsYS4XD4AoRCSLKIkIFesiiorKz8emdn57m1tbVWM90AQkdfnF4xg/bk5CSDg6IGhul3E4lE\njnGp1HV93sLXmUxm1ujfarWqa9as+TTwMq/Xm129ejUtLS3WvIyyxmzncDhSQGGy13xaUFWVXC7H\nxMRE4UnB7Hc8Hi/0K++bk+boorDJ/GsiEAh0BQKBHyAqOBUKiuSv47uRSKT2jjvu0L/73e86FUVZ\ne8kll6jpdNqUVBYmnRsaGt69cuXKVrfb/Y61a9d+3GKxjM73O5iamuKqq67i8ssvZ+/evXi9XkdZ\nWdmjU1NTvbquN8x3jGRhIgO9ZMETCAQsbrdbM9UyxR43sVisUEQkFAoVtPORSISlS5cCR4N/LpeL\nzT13LpebWzEJAHt+hrTY2z6TyewFtk5OTtpisRi6rmO1Wqmqqir8P1IUxQmzDc1SqdRwMpnEYrEU\nVu/m2wLgdDpnpYkymcwooiQf3d3dP0P4yXwAeJKjFafeBnSQd7xUVdU6MjKSu/POO9WRkRFe+tKX\nUlNTQzwe5/HHH8dqtYaBuMvl+te1a9fe+ta3vpW3vOUt2O32ig0bNtSvX79+HOEvfwybN29m7dq1\nfP7zn2d6epqqqqpGYLivr+94RVEkCwwZ6CWLgRX19fVWEKNMM//tcDhYvnw5brcbp9NJRUVFQVtf\nX1+Pz+ejsrKy4EiZy+VCU1NTs+SUqqrOuzrc9Ksxg/Hw8DA9PT2PAZtyudxT+/fv14eHh9F1nVgs\nZnrAFGSexR75yWQybbVaDaAwX1CMw+GYpbQxDMMC1GmaZlZ7uhZRvakPYSx2VXd394+6u7v3bt68\nOTcwMMDg4KD+5S9/eToSidDR0cGyZcuwWq3cddddu3fu3Mm+ffuaHQ5H//r1699+xRVXmNdeuAla\nrVbvpk2bvpYvnagDd8/pE5/85Cfp7OyM/elPfyKTybB06dIvxOPxdC6X+4/5foeShYMM9JIFT0VF\nxdUgJItLly4tKEVSqRT79+8vBH4zXQIiZTIzMzPd1NRUmGlNpVKHs9lswV99cnKSdDq9e77vjEaj\nO+BooK+trQXhMplTFGWj0+lUDcOgt7cXm81mplcK7pjF6SSHw1FmtVoV06phnu8qVLnKn6Mp/3Yd\nQHd3dxqhyDmnu7v7/u7u7nsA3va2t3W53e6f9fX16d/97nd/FI1Ga7xeL21tbeRyOR588MF0IpHo\nzNsvP7phw4ayV7ziFevMVNbY2BgdHR2FfiiKsmzVqlXv9vl831myZMl7EYVQZjE6Olpy2WWX8cY3\nvtHo6+vD5XLZgH/fv3//b5GWKgsW+YeRLHhcLtdlIMoAjo2NFVI3paWl1NbWFpQ2pg1BLBajrKyM\nRCLhmZqaUpctWwbAxMRERWVlZad53qqqKnK5XHsqlcLhEItTs9mskUqlFFVVZ+XA8wuK+oAJYHtV\nVdVLJycnK51OpxqJRAqTsfnatQZFChVFUWwgRtD19fXFp8UwDGw2m2EYhmHeVMrKynKIwh7nAn8B\nCAaD5wIf1TTtIWA8l8vFVFX9YS6XU/fu3RtNJBLXdHZ2Jnw+n8tqtbJ//37Ky8vNPFFmxYoVz7/8\n8svNGxbDw8NccsklxGIxdu/eTVEhlhHgXV6v94ZsNvvg6OhoxOVyPex0Oi+anp4u2Dj86le/Uu69\n997o17/+ded1111nXbVq1StnZmZS4XD4Dc3Nzb98Nn9XyalDjuglC57y8vINIMzJmpubC6Nl06zM\nDNLpdBqXy0VlZSVtbW3U1dWp5mgfIJFIuMw0jomqqo3m8QBWq1Vxu924XK6y4nYNDQ2oqroWYZG8\nYWRkpDqdTqszMzPouj73/1Eajo7qx8bGskChrqxetEJLURQcDocyPT29x2yvKIpF1/XDiJKBJj8C\nrgC+AHzPYrH8TFEUR09PD4ZhlHo8nvILLrjA5XA46Onp2bVt2zZzgdgH6uvrP33xxRcXFEmjo6PU\n1tZSUlJCTU0NF1100Y856ivfIH4tqqOpqemlPp/viY6Ojq4lS5bUzFUnpdPp0htvvNG6adMmHn30\nUVwul9rc3PyLvr6+wYMHD8rYsoCQfwzJgiYQCCilpaVVIEbExZgl/KqqqgAx4oejmno4poKUs9j3\n5tChQ3snJyc/ODU1Neu8uq4zPj7emz+mcG5VVSeBLKIaVNQ4evIOZnMEKEwMJxIJj9n/0tJSstns\nLPVP3h+n3hzRq6pKOp3uBV6qaZq5WOkYsf/27du3JZNJwuEwL3zhC9F1naGhodzDDz+8Ll+ofNjl\ncvmampo+b7FYyGQyDA8Pm0qlmGEYIVVVaW9vf9mWLVuuBt4+5yv+AFwDrLVYLA/ouj7FHF99gN7e\nXi688EJuvvnmqaGhIcrKyppuuumm+rntJKcPGeglC52CdNFut8+a5FyyZAkul6swAZqfGGVwcJCR\nkRHS6fQoRa6LiUTix6qqRs3PmUxmTU1NTcC8UZgoimLU1tauyR9DX19f2mq10tHR8W+IdOfFQKmp\nn89LIotdMK358wMQj8cLk625XI5sNltQ2ei6TkVFBVVVVbOeILLZrNmprvzrW8mncfJa+f6tW7du\n7O3t5ZJLLsHtdhOPxxkdHbXkb4jTlZWVqzo6Oqq7urq44oorsFqteDweFEXRbTbbOYqi3AxQXV1d\nd+ONN9Zs2bLlh8ANRd24HFFg5FcWi+U1GzZssKxbt+5ziLUEx3DrrbdWtbe3T1533XX999133/B8\nbSSnBxnoJQsap9N5gfk+m83OmsyMRqOEQiEGBweJRCKFdITT6aS1tRW73V7vcDhUEEG3v79/rKen\np+AmWVNTM6Aoip05mLYFhmHkdF0nl8vZZ2ZmGBkZ+V2+yQAiV18gV3QHstlsDQCJ/MysruvE4/HR\nyclJFEUhlUqZJfrM0TvJZNJV9IRAKBQybw6moucwcAnAwMBAT29vb6XT6eQNb3hD4Qa4efNmDhw4\nQDab/QSwprW19eNNTU0ve/nLX05paWmhUDri//0AsBHEDbOysvL/AWzZsuV/mV3ScCPwGuDHiqJs\nt9vt/75p06ZSr9f7E4R//e+Lfw+xWKz6vvvuayleRCY5/chAL1nQuFyuC4GC17uprHE4HJSWlqKq\nKkuWLKGsrKyQuilW35h55XzqxWoWCQdIpVLNuVzuZ5FIZNZqVZfLlevv7//ygQMHPmaxWGhtbaW6\nuprS0lJzIreGoicNAEVRQmbqPf+EkTly5IhrYGAAgFAodPvU1NTu/v5+IpFIRTqdHs5kMjqIJ5XK\nysqcYRgp8xx1dXXt+VO3aJrmQ7hJMjMzk9q8ebPh8XjKrrnmGvLzCdx+++2MjIwQCoUA7vL5fBdW\nV1d/5Oqrr8ZmszExMYHD4cBisWCxWEgmk5cCnzP739bWdmPR5VwKvL7os4qoFXsxsF9RlNaWlpY3\nd3R03NTS0jI8n1cQUDbfRsnpQQZ6yYLG4XCcByLfHY1GiUSEh5c5qWqmRyKRyKzi4OY+0/QsnU5T\nUlKSNBU4JtFoNBKNRmf9PxgfH7eMj483hsPhF/T29jI9Pc3hw4c5dOjQr/NNzCpLhRG4ruvF8wEZ\nRM1VQqFQGmBkZMSIRCKdbrebbDY7lU6nJzOZjAqQy+WMTCZjiUajB/M+9cTjcadhGMPAFdls9r35\n68rdfffde20226rzzz+fkpISotEof/3rX4ttHP61urr6ndXV1T/9wAc+oK5YsYJEIsHY2BjLly+n\nra0NwzDIZDLXI1bdvh6go6Oj7sYbb6wG2LJli7Fly5ZfIIL1f8/5k6xCTEj/zOl0nlNTU3NDa2vr\nU6qqbgXeXNTumKpdktOHDPSSBU15eblZAIPS0tLCaN0M4DMzMyQSCeLxeGExkqkTz+VyBc19PB7X\nBwcHV+/bt69wbpfL9XRZWdnr5+boq6ur8Xg8KSDo8XgoLy83v89MR1xdXl5OaWlpIT1hsVgm857y\nxX41OJ1OO2C0t7dftmnTJnRdN8rLy6ucTmebruvs27cPRVEUi8WS1XV9PJPJ6KqqmvVubcD5qqq+\nOZFIGPfff/9Ou92+vrW1tSDTfOCBB6YHBgaIRCK7gDc1NTU1dHZ23njDDTc4S0pKUFWVI0eOUCTd\nND13XoUoaPJiEE8VXq/3/cW/hy1btkS3bNnyAcTTy5GiXSrwBkVRsoqipDwez9oNGzbUrF+/fhKx\nsGsCmHd9guT0IAP9WUYgEDg/EAh8JhAItJzuvjwbysrKKkGM0k29PBwd0auqisvlmmU5YO4rPiaR\nSCQrKir+VltbGzUMg1Qqha7rjfF4/BuKoqDreuEmEo/Hcbvda+x2+xXpdBqLxYKqqobNZjMXW23z\neDxPLVu2zFBVlYqKCgzDiJKfhDWfLADq6uqyhmEkJyYmxvNPGko6nZ7YtWvXLYcOHWLFihUMDw9H\nn3rqKevk5GSLw+FQc7mcOWkrckCZjLJ79+6ZioqKjStWrFDOO+88c0J2W09PT+XIyAjAbqfTeXN9\nfb32zne+09XQ0ICu6+zZs8cc7Q+afbLb7bjdbmcqlfoe8Ddze319/bu7urpaALq6upSuri7zRnYj\nIlYMMbukoANRavCPiqJkrVbr7zdu3NhfWlp6n2EYGSQLBhnozyICgcB/AO8BPskiyKEGAoEl5nuv\n12suRgKgr6+P0dHRQpomnU6b1Z4KfjLhcLigsU8mk6lQKHRVOBwuzWvXKS8vV8bGxgYURTFUVS3o\n8vPzAd5sNtsbi8XYunUr09PTSmtr68fyX79xampqbSgUUlpaWkwlS9ocNRc/IfT09FgNwwjV19ev\ndzgc1NfXY7FYakpLS68pLS3dHg6Hc6lUqtQwjCOhUGjXoUOHYuZ8RDgcrpqZmWFiYoLq6mpPIpFg\nzRphWnn48GEikYiZx5/0er0N69atq3/b295W7vV6URSFp59+upBOUlW1A+gBCjYRjz32mNXn8/1g\nZmbmZwCVlZUeoK+rq+uDiJTOn7u6ut4FvAMxqm9i/pjxMkRB8rtVVT2vvb39sq6uLulhv4CQK2PP\nEgKBwCrgpYhl9Ru6u7ufOs1dekacTmehJF++mDY+n4/p6elij3lAKHBaW1uBo3r6/NJ/830SOGhO\nds7MzNDb27uroaFhbTabVTKZTGEkXlFRweTkZEhV1eVm7j2ZTI4nk8n/Q+SodzQ0NDhLSkrah4eH\nzT4oqqrqgDp3YVEul4sfOHCgr7m5uTqdTuP1eg2Xy+Xs7e1t93g8tLS06G63uzaTyVxZUVGxLR6P\nd8ZiMdvk5CSdnZ2Ul5cTDAa58sorUVWV3bt3x0ZHR0vGx8fvAsrLy8uvuuSSSy5eu3at0tXVRTab\nZc+ePcVdqLJarXXZbHaZxWLB6XRiGAaqqr7hK1/5ym/M9FU4HMZut5NOp7+EmPydAZKAF9jDsesF\niqkEXg1sBb61ZcuWeUs0Sk4PckR/9vBy4HygBLjsNPflWeFyuS4BMdE5MTFBf3//rBQLFDxoCjno\nI0eOzHKwNMnlcnGgtOgzhmGoXq93ucvloliNk81mMQxjyu12pxobG7HZbJSUlHgdDsdL8k3W9/b2\ntu/atQuXy2WmRhLmCtliFUr+5lGTTCbLM5nMD51OZ+7pp59WRkZG2tvb24c8Hg8TExNqXV0dqqr2\n9fX1PRyNRjMWi6VwbUNDQ1RXV5v2Duk///nPJbt37yaRSDg8Hk//C17wgsxll12m1NfXMz4+zo4d\nO2b9HisrK39yzjnnPG61Wm15DyB0XaekpGSJy+X6azqdVnbt2sXExAS6rus9PT2Z/CKv1cAPEJWt\n5gvyv+PYhVybdF3/dGNjo5RXLiBkoD97eLDo/fsDgcC/nLaePEvcbrcPxGi9pqYGt9vNtm3bGBsb\nA8QNwHxvpmtSqRRDQ0Ps2rWLIqcB4vH4nqVLl77bDJ552fvG/fv37x8YGJjVNm89fElTU1O4oaGB\ntWvX4vF4OHDgwNZ8EwP4qa7r0f7+foaGhlAUxW0G+ImJCRDKG3RdJ5VKTQMNhw8fdu3fv9+ycuVK\nvbq6+ojVas0pioKZT3c6nUuz2WzDyMiIvb+/P5tOp+nv76e0tJTW1laGh4d55JFHzNz3jtWrV392\nzZo1b3nd615na2xsxGq1Mjg4OMsKuaKiguXLl79CUZRq89qqq6sLNyOr1Wp58skn6evrIxQKccEF\nF6iGYdj27NlTcvjwYXK53GQul/vO6OjolfF4/NpMJlP4d2QYRhdHrRMAzLUE3sbGRhlbFhDyj3H2\n0F70vgH4ZSAQONYzdwFRUlLSCUdtDPIBtDB6n5mZKeSbzeLglZWVWCwWcrkcxWt2QqHQaHl5+REz\nz19TU4PD4Xg8kUjcFQ6HYxaLZdYTwPT09K49e/Y4+/v7sVgs1NTUUFNTY3olKMB1FD0hABWKorBz\n507TdM0GYu4gnU6riETZRNIAACAASURBVNTGPYZhsHPnTrWvr682Go0eMgOuoijU1NRQVlb2GsAa\nDodjf/nLX3C5XGZf6evrY2JiYgSIlZWV3eh2u/908cUXl3d0dOD1eolEIrS0tNDS0kIulyOZTFJa\nWsqctUt7XS4XDQ0NzMzMsHXrVtxuN1VVVZSUlNDY2IjP5xtSFOXI5OQk27dvL9u+ffuLYrHYPYZh\n/GDfvn0X7tixg6mpKbO4+TXAbfnfhwVAVdWHt2zZUrxSWHKakYH+7GFeuVsgELDNt/10EwgElLKy\nMg8cDfSmssbj8QAiTWNSnLrZsGEDGzZsmJVCyWQy4/v27VtRvLK2qqrqAeCt2Wy2JBwOE41GDYCB\ngQEOHz485Ha74/+fvfcOj+O8zr5/M9t7xS6wqARAACRBolJUtSRaLVISS7Kk+LWSWLbjpdxTLsvJ\n5+SNW5Iv7XWS17LljVOsL+5Fku2o2JIsWSIhkQAoUgQLiE50LLCoW2dnvj9mZ7igIFtWbFHX5b3/\n4e7O7Mwzs+B5njnnPvctSRLLy8ssLS0xPz/fxHnMU8RAEQTBAVBfX79iNBrTqLltamtr8fv9GsPp\nUpPJpI11em5u7mvr6+v5s2fPZl9++WV5ZGSE1dVVEWB8fNzT0dFBWVkZuVyOBx54gP7+fubn5xsB\nRygUeqS+vr583759giRJDA4OUldXh9vtZmJigomJiamenp4FjWqqIZPJfBfUlX1PTw/nzp2jvLyc\n7du3Ew6H8Xg87Nq1q7Kzs3OuvLz8r+rr680+n6/F4XDgcDgctbW1BkmSGB0dZXhYayfgd4Gvovra\nAlzd3d39pl5E/LqhFOh/fZABloverwNLwDcvznB+LnQzj/n5eYaHh4lEIuzcuVMvxGqF1sXFRX1F\nX19fjyRJpNPpTSYfkiRNZbPZr2gr+mQySSQS+SQwbDAY8Hg8iKIogJrWKSsruyUYDPrr6+vxeDz4\n/X6CwaBu9A2ERFEUi1bLqwAOh8Oze/duKyrtkGIRtUAgsFJTU0N5eTmhUCiSSqU6Z2ZmDBaLxZzP\n58VEIoGiKExPT3PllVfS1dWFIAgcPXo0V6CDAoxEIhF5x44dZTfeeCP5fJ7Dhw9rTw4cPHiQRx99\n9Kt/8zd/U7W8vGxdWFjgxRdfzBUomFit1j/Xrr+srIzm5mbm5uZIJpO6ZlBNTU0eqKqsrPxTn8+H\nx+PJaU9TLpcLo9H4Y2BjeXlZ6e/vpwhlwLOof1dllPCmQSnQ//pgO+Ateu9EVWF89uIM52fDarW2\na6/dbjc2m421tTXW1tZ0Vs1W0HjjVquV4nz8/Pz8FPAubXKYmppifn7+QeAK7TOn08ny8jKSJBEI\nBFbn5uZODg4OkkqlkCSJXC4XKhrf4+FwWCpaMbeC+mRR/CRRbHu4uLhomZmZkf1+P9XV1TidzuV8\nPp/RzEo0CIJAdXU1drud2dlZzGazDCSBfwqHw2JDQ4N41113EQwGWVtbo7KyklAoxLFjx3jhhRe+\n9tBDD/2uIAiep59+2nXPPffE/+zP/ux0cR1ibW2NF154gdbWVlpaWmhsbMTpdBKPx/+zs7NTufTS\nSw3t7e0fQC3EEggETGVl5+N2WVlZGPjNYDAoVFVVpY4fP15cIBeAL/T29g7+rN+3hDcWpUD/64Pw\nFp/9bTQa/ec3fCSvAXa7/Xrt9dTUFDMzM6ysrHDu3Dk9L5/NZrV2fpLJJMlkkkwmw9LSknT27Fm0\nVawsy0iStLhz5049CBcMPyqBsmQySUG0DLfbjdFoxGaz2a1W6+ja2ppy9uxZ5cyZM6RSqRkKZt3p\ndPqmhYUFY6EhSwImQA3sY2Nj+nUUF3kBczAYFJPJJKdPn2ZjY+PSjY0Ny/r6OolE4lMTExNyPB6n\nq6uLZDLJQw89NPajH/2Inp4eC9Dv9/tdTU1NtdFoFJfLxcjICBaLhVAoxNLSEkNDQ2cffvjhuwtp\npOVsNktzc3PwbW972+4HH3yQP/iDP3j20Ucf5eWXX6a+vh5RFMnlcvj9fhKJxL9+4hOfeHcymfxv\nRVGoq6t7T29v7/soCJ+Fw2G98F1WVrYHOOtyuTKhUMhWWVnJwMCANgG/BfhUd3d3cU2ohIuMUqD/\n9cFXtvjs07FY7OuxWOzIGz6anwOr1doBatOThsrKStxutx6s6+rqEAQBQRCw2+3Y7XZEUURRlNVs\nNqvn8vP5PFar1VFMoayvr2dtbe0l4DFFUfJnz57Nr6yscPToUXlxcZETJ048t7q6ejkgyLIsuN1u\nJEmqBwKF8VFeXk4gEMBqtRqBGgBFUWYTiYR+nmI9fMCxvr5+dHl5maqqKsLhcFfhCSC1vr7+l2tr\na2JVVRXBYJDFxUXOnj1bl0qlkGV5xmKx7N22bdtv3HPPPUJZWZneEby+vs7Jkyd5/PHHU2NjY3sE\nQTAA/6md8MCBA3z0ox/lve99L8ePH7/6ySefZHp6msrKSlwuF5FIhIaGBvx+/wEAu93+dYvFgs1m\nu/LAgQNib2/vS8At2n0ENWXmdrsPLCws/BDUQrggCAwODn4ctSnrFZr1JVxclAL9rwmi0eir/ee7\nCcjFYrFPx2KxL7yRY/pZsNlsTaCu2tvb2zGbzUxNTU2vrq6iFUi1gF9MtywESWcmk9GDbCqVYnh4\n2L+wsKAXdI1GI+vr688KgvARh8Nh4LyOjSZrPAv02mw2vF4v5eXlCIKgd+oWJg/sdjv19fV6167H\n4ynv6OjQi8P5fB5NwRIwOByOjkAgwMLCAgsLC06Px5Orr6+3lZeXc/nll2OxWOjv79cZRoBkMBjc\nu3btSr7nPe+J+Hw+stksc3Nzek790KFDysTExFU9PT1p4GPAHdqXtRpBW1sbgUCAkZERlpeXyeVy\nuFwuFhYWOHXqFLlcrgmgu7v7a6urqzM1NTU2m812VeEwTwBEIhH9/rnd7vesr69/WTuP1+sln8//\nzcDAwF8Af9Tb23teVKiEi45SoC9hFNXQ4jqg+ufs+4YgFouJXq/XB2re3GAwYDQaqa2tjVitVoxG\nI263Wy/GCoJAIpHg3LlzrK+v09DQYNbEuwBWVlbkbDb76MTExPjx48dZXFwkHo+TSqWsTU1NiZaW\nFioqKgRNAK0ARRTFDr/fj8/nw2QyEQwG+4BeIJPL5aaHhoaYmppibm5O19RZWVlZHB4e3rSSD4fD\nKIoiAx2KovSn02mWlpZIpVI9IyMjplOnTpHP55Xa2loCgQBnzpzh9OnToK6Mc83NzavXXHONT+to\nHRkZ0Y8/PT3N5OTk15599tk+QRAaUa0GQeXxX3r06FFZu0c7duxgcnKS0dFROZfLbWo8S6VSH9Je\nOxyO6crKSvx+/4cAiqmSRqNRAfB6vZXA+szMTAbUSQCYTafTn+/r63vw9f72JfxqUAr0v35YvOD9\nKeATwGXAC2/8cLZEo/ZibGyMeDxOOp1mYmIi4/Wq9eSC7jqg0i19Ph+aWqMkSeTzeV3SIJVK5fL5\n/F1AbWVlJfl8PllYZU9PTU3l1tfX8fv9QlNTE+FwmMI5bjaZTPHV1VXm5+cZHBxkbm6uC9XxyQJE\nnE4nLpdrU3pJluVA8dgAJicnkSRpBAhOTk4uT06q+mKnT582TUxM0N7ezg033CAkEglGRkbIZrNI\nkpQAlhsbGxevu+66iubmZjKZDIODg3oXbz6f5+mnn84sLy9/sHCqgCAIs4XXXwZ6X3755ZVMJoMg\nCHR0dGCz2XC5XIpW69AmN6PReI82XpPJ9JHl5WXZYrFcf+DAAe1J534AQRCEgkpnvqqq6plEImEB\nNZVls9lOoGri/Okv8mOX8KtHKdD/GiEajQrRaDSI2tjynsLH76RgZs1ms4mLBovF0qK9TiaTjI+P\n09raSmdnp0UTKdNkDnK5nN4Jmk6nKSsrw2Kx6E5TAJIkZVHb+Emn01gsFntB5neH1WqtT6fTTE1N\nsbKyQlVVlZazfjKTyViMRiOyLGt1gF5tXAaDgerqasLhMG1tbYRCIRRFyWmmI8XXk0gk2NjYmAGq\nOG8NSC6X677hhhuwWq26BSKgBd/bt2/ffvT222+v2rt3LyaTiaGhIb1GYbfbGR4eJplM/mVvb+9K\nYUwf2rNnj33nzp2ywWBwAB+cnp72nTp1ikwmQ21tLe3t7fj9fkMoFMq63W6amtTWALvd7ozFYl6A\nSy655FA4HBbb29s9ZrN5d2G4I6gLgQ8JgnDMYrEYQqGQoaamhlwupwAEg8E2VOeq92/l3FXCxUMp\n0P8aIhqNyqi64Rq0/5StsVjsloswpE1wOp03F78XBIHh4WFmZ2c1zndudXWV2dlZFhYWdAXLjY0N\nPW9dnIaRJCkDHATSdXV1eDwepqenAQYjkch8MBjE7XYry8vLmnwx+Xy+3Gg0ek0mE7IsYzQaSSaT\nTmAG1NV0PB7Xc+mFycDk9XqfAP4QWKOgA2M2mxEEQSP1uwEGBwe57LLLCIfD5HI5Hn74Yf1YTqcz\nvW3btn+45ZZb9l9xxRWEw2HOnTtHY2MjJpOJ1tZWIpEI/f39OeALhXvUaDKZftdoNLptNpvo9/t/\nH/jn2dlZBgcHSSQShEIh9uzZQ0NDQ76iouIVgXhtbU2b/FldXX1mY2MDr9eradQ/DNQpivJpoAs4\nIQjChsPhwGg05gr3PAwcQ1VG3f8L/egl/EpRCvS/vlhkcwOVhj+PxWK2WCy2/Y0ekAaz2bwHVMZN\nV1cXdXV11NfX4/f7sVqtTE5OmoxGI+Xl5bhcLmprawF1dT80NMTAwMCmQJ/JZFaAKGCVJImNjY0c\nqunG9NLSUlXhnEJtbS2ZTAZJklhfX1+tqak5UVVVRXV1NQ6HA4vF4qLAujEYDMuFNAinTp0q1r3f\ni8pSuRQ4DKrcgsfjaQV6FEVhfX2dmpoaduzYgSiKPPXUU6n5+XmdDlpeXm7t7Ozsuvbaa/H5fJw9\ne1aTN8br9WIymTTxtueBr3d3d98F3FVcgNYYRyaTienpaZaXl5Flmfr6ehoaGgx+v1/Pu2uTI3BA\ne2G1Wj9bVlZGRUXFrYWPVoFyQRA0DeZWwCEIwsuCIIgFaeWs0+n8TdQnxKdf9x9ACb90lAL9rymi\n0ejpaDRa3KauVQ8vBfqAwVgs5nnjRwZ2u70F1DTL2tqaMjs7y9DQEHNzc9TV1dHU1KR3vRY3G2Uy\nGWpqaqisrMwVy/Sm02lNcpdjx45x+vRpE2pfQWZycnKkv7+fiYkJlpeXsVqtmM1mHA4HIyMjlxX4\n7oRCIaxWayUFvrwsy95sNks8Hqe2tlbL6wP4gZuBZ4AdoOrvFOwDfzg/P086naa+vh5FURgcHMRk\nMs0VvvsXVquVXbt2cccdd2C32/UGMC09paWuHn30UVDrKregpqXuUBRlVJIkrrrqKq699lqtaL28\nuLjIyMgIi4uLBINBKioqMrIsG0ZHRwHYtm0bZWVluFyuplgsZgAwm81H7HY7ra2t3g9+8IMNvb29\nOg2ouIiLKnttFAThsMlkMjc2Nq6Hw+EXurq6SsYjbyKUAn0JAE9ynl4IaoDKAXfFYrG3vZEDicVi\nZo/H4wO1wOdyuQSbzUZVVVV+bW1NX31qK9YLC5+BQACv12vavXu3/lkqlZpD1ZG/EHlge6F5itXV\nVc6cOUMikSCVSt0MzCSTSaampnjppZe0c02Cyo+fnZ0llUppOjjAptVxGeBzu90UmEJ+4K+qqqp4\ny1veQigU4vjx4+MnTpxgdHS0EuhsbW2d2rt3L7feeisVFRUMDw8jCAJOpxOPx/MIMDE7O8uLL77I\n2bNnoSCz8NJLL30HtbHp300mU/qOO+7gtttuw+v1Ul9fbwuFQrLT6WTHjh00NDSwuLhoevnll1la\nUjXaNIaSIAhkMpm3AHR1da3KspyxWCx4vd4PF67pw4qiKBaLhZERzWxLxyWF61+pqqqq4Hw6sIQ3\nAUqB/tcchQLt9cBDF2wyATHgnjd4SJUaLXJycpKFhYX8tm3bkGV5ScvFw3lZYq2JB85r38DmRqVU\nKhVna+qo3i2s8cOz2SwjIyPkcrlTFOoYDocDj8eD3W5fuPAAmlSy1gFbFOixWCzU19evtLe3s3v3\nboxGI3v27MFmszEzMyP19fXVFlIqDzU1Nf2OzWb70o033kgkEmF1dbVYpfMbt912263ALk2bv8g6\ncSmfz2vXMRMKhVJWq5VgMEhXVxfV1dWW+vp6sba2Fo/Ho6yurpJIJMR8Ps9DDz1ELpdDFEUcDgd2\nu51sNvvBomu7P5fLEQgE7gLo7e39vCAIfyIIAsViaRsbG5t+P8DY29uboYQ3DUqBvgQNW+nT96AW\nFt8wGAyGS7XX9fX1lJWVGZaXl/F6vWVut1sBWFpa0sw+NnnFapBlWV+tFvaZBcZMJhO7du0qTrNM\nAgOgBvhiXRogBFwuCAKpVAqTyUQ6nS5DdV6C89rrF44/rW0LBAJEIhGPwWBAkiT27t0LqLWHubk5\noxbIKysr/ZFI5OPvete7TGtraywuLjIzM4MgCBiNRkRRfGfhugKiKG66NlQNHK2x6VgikZjJZrOI\nokh7ezttbW2Ul5dTW1uLxWIRpqamSCaTPPbYY4DKCAI17bWxsYHVar1NO7DRaIzZbDa2b99e8f73\nv1/T+fkKqIYqmhKoJEnS6dOn/0KSJG121QXpSnhzoBToS9CgoCpaaq9BzQFH38hBeDyey7TXqVSK\neDzO1NQU8Xh81el0CrBZEVIL9Ol0moqKCv3zioqK4u7UfuBWzRawSH/GBux6laGcAo663W6lvLy8\n+Jza/xnDVl8yGAzWwrbHtTEsLCwUWxoyNDTEyZMnURQFj8fDHXfc8dabb76ZxsZGXWbYYrHg8Xim\ngsHgbV1dXda+vj5bOp3+DTjfCVzAd4G7UOmPfefOnTurTVgNDQ1oYmSFe4jP52N2dpZ4PE5NTY0+\nYWpPSCaTSbz//vu1DuBBSZLWXC4XPp/vIwC9vb1LiqIccblc+kq+oqLC2NnZ+ZfDw8NPaYNqbm5+\ntftawkVAKdCXAOiUSz8qU6Q4X/97sVis7Y0ah9Fo3AsqT97v9+P1ekmn02xsbLi1NI3GoQdV2RLU\nAKoVCZeXl/WipSRJrKysaAVUXfisgPMu3q9EG7A9l8sJoHZ+VlZWwvnJcEuIokjBBvBH+XyeyclJ\nZmdnEQSBZDLJ8ePHSaVSpFKpkxaL5V379+/P33nnncJb3vIWnnvuOUZHR3E4HJjN5j6z2eyprKx8\nKJ/PJ1dWVmb27dv32d27dyNJEqjFZW0ss6hsoH91Op1v6+np4aWXXsJsNuP1ehVRFJmZmSGfz9PY\n2EhFRQV1dXVkMpnFlZWVZThv3FLwlP04QFdXl6IoyhdtNhuVlZW/r12jIAjPgrqqlySJHTt2sGPH\nDmMwGOxaX19HUZSMy+U6bxZQwkVHKdCXAEAsFtuDmq748QWbqoGuWCz2hvytuN3uVlCD9ezsrDIz\nM0MwGCSRSOS0Amxxrl5rispkMjoTJ5PJMDo6uqEoCmtrawiCsAiMKIrC2NhY8fd/lpSuSxRFQWPW\njI2NMTs7CwUe/c+Cy+WKKYqyXxRF6uvraWpqIpFIcOrUKQBsNhuhUOibu3fv/r9vfetbDZlMhrGx\nMfbs2cOePXuwWCw0NTV1VVdXO0ENvi6Xy2M0GgNms1lbfadQzU2ad+zYsc1ms3laWlree8kll2C3\n22lqamLnzp00NDQIsiwjy7JeQK2trUUQBCwWS6C3t9erTaAOh4PGxkZ27tz5/r6+PjvA9PT0v6dS\nKQwGQ/W+ffse7+7ubge+oe0fj8f19E9TU5NvcXFxVRAECwXGUQlvDpQCfQkaPoPKff4iqg/oStG2\nAJCPxWK/0jROLBZzejwe3Z4vEAgobrebYDCY9/v9Ji29oKVkcrmcrjlvMBh0aYCCYbdD22d0dHQN\nqN/ilO0XfiAIghZIHzEYDObq6mosFksxpfDnUU5Tbre7Np1O/2ZVVRVlZWWYzWaee+45hoaGSKVS\nawCRSOSjd955p/vSSy/F4/FgMpmIRCK6YFuxE5bG19dE3LZv347JZAoLghC02WzX2+32axwOB+Fw\nGLvdTnt7u67kOT4+Tj6f58knn2RgYEC9AI9HnyCz2axeQPZ6vSQSCcxmsyGXy10Ri8WC8Xj84cHB\nQURRpKqq6kbgKPDHiqJkjUajtLS0xNjYGMvLy+TzeRKJxLPnzp2TzxUpuZVw8VEK9CVouBdVAuG3\ngbexOaD9beHf4K94DHqT1sbGBisrK+LKygrxeNyg6cUD1NSoznypVErPLUuSpAespaUlvWEqlUrJ\ny8vLO1/lfIELP6iurpabmpowmUymXC7nGx0dJZVKUV1drR1/4IKvbGKXTE5OfnNiYuJGm81GeXk5\niqIwOjoqxeNxVlZWsNlsLoDLL7/cv2/fPgCOHz+Ow+FgeXmZkydPcvDgQV0NE6C8vBybzabXFtLp\ntJ7fl2X5q/39/U/E4/GJ3t7el44dO8bx48eJx+OcPXuWeDzOsWPHmJmZYdu2bboAmxbo19bW8tqk\n4vV69ULv6urqe4DngRZQ014dHR0oioKiKHcJgmA2mUzGysrKB9Pp9IRWKxFFcWZ+fl6cn5+/4VXu\neQkXAaVAXwIA0WhU02K5CtXouRgCqh/oh2Ox2H2/qjFYrVadcVNXV0cwGKSmpoba2lrC4bAe4LVU\ng9vt1lf3xXTKQn4+BZBOp/PAKUEQRi84nQwc8/l8m4Lq5OSkODg4SC6X20VBs0aSJMbGxrRVfdUF\nx7Gop1fWJycnvzQ3N3ePy+WiurqaiYkJ1tfXyeVyeeCrgiB8BuDqq6/m1ltvxWKx6Oya6elpDh48\nyLe//e3/N5FI6OmQ1dVVRkdHicfjSJLECy+8oLGRep966qm/P3ToUFxRlA3gnc3NzV/J5XI888wz\nnDt3TqdMPvvss+zatYumpiZZW/Vv27aNVCpFPp9fPXjwYF86ncZqtSIIAi+99BJjY2PvUBRF7z0Q\nRVFjHpFIJIxKAR6P5/fNZnPv+Pj4i9PT00lJkn4P+D+o1NwS3iQoBfoSijGHGiC/Bdx+wTYvUA68\n/1d1cofDcaX2enBwkBMnTmiFR70hKZ/P67n4YtXIYn9Yt9uNwWCwFfbPAv5AILCtwMrRVuAi0F0w\n9tC/K8uyxrB5jELTj5ZWKRR+Z3klMuFw2Nnd3X1AEwpzOp2srKwwODjIc889ZwH+tLOz09HZ2ckd\nd9yBz+cjlUoRDAZpaWnh2LFjSk9Pz2UrKyt/PjIy8vw//dM/EY1Gl44cOaKPL5fL0dfXx9zcHGaz\nuS0Siaz4fL6XgDva29vvEQThcwD79u3DaDQSiUTYsWMHLS0tiKJINpsdAtVK0Gazkc/nMZlMvlQq\n1aExaEKhkD6RCoVZNJ/Pk0qlyOVy7N+/n9HR0ZGJiYlsPp/Xiva3C4Kwz2q1vqQoyuNAq3KB40oJ\nFxfGiz2AEt48iEajhwsaN88Bt6G2+9cUNouo/rI/icVitdFodPyXfX6z2awXYtva2kin08iyrCiK\nImj5942NDZxOp+6wpOH48ePY7fYNh8PhsNvteupGluUscP36+rqW47YUnXLHBe38oFJLBaCWAqtF\nlmXcbrc2sWxi3SiKIuXz+TG3292ytLTE7t27URSF1dVV4vH4gqIoZbIsf7Krq2tfRUXFH992222Y\nzWaWl5dxOp0YjUYef/xxzpw58+EnnnjihcJ9iNvtdnw+n/8nP/kJ8Xicjo4Oent7cTgcKIrC9u3b\nTePj458FGBgYeLC4Uev06dPk83m07mCtiP388883mc1mfD4fLS0tnDx5EovFQktLSz4QCIig6vJM\nTU3px9ImPi1V9MMf/nAIqInH41I8HpfC4bBQVVVlALUIrijK7YIgnP9hSnhToBToS9iEaDT61Vgs\n9l3gI5wP8qByw38A/ANwBvilB3qHw9EAqjSx1+tFkiQ07rymLS9Jkl6ULA5u27Ztw2KxzK2uroYl\nSdLbNiVJWgLqtgjoD1EkJ2wwGDCbzaRSKW2VmrNarWmfz8f6+rpmBAKqqboOWZZfnJycvGJ9fZ1w\nOEyhOSoDWEKhUBmA0Wh8PhKJPPonf/InOBwOkskkIyMjOJ1OZmZmOHz48KMLCwuaCqURcF5//fXc\neuutnDp1ii984QusrKxQXl6up2NyuRwGg4F8Ps/OnTuXFEURBUHw5vN5Dh8+vDg/P++65ZZbzAVq\nJPF4HEVRqK5WG4QXFhYIBoOEw2G5urpajwMarx7UdFg2myWbzWK1Wnn66ac5evRoDPg7Ck87c3Nz\nZLPZMYPBULOxsdHR0NDwcEdHx09R0zclvElQSt2U8ApEo9E0r6RZfg9VrAtUX9BfKmKxmMXj8Tjg\nvHCXJlimWQTCeTolbA70drsdh8NRHwwGHc3NzfrEsLS0NItKG70QcYqanjQ1ySKslJWV/TASiejM\nngJ0friiKAtzc3NlLpeLK6+8kl27dmGxWOjp6bEcPXpU/0Jtbe2TH/nIR8wFiQESiQQdHR1UVlbS\n09PD1NTUHDDZ3d1tQC18X+fz+RBFkZaWFp2VU1lZSVlZGc3NzVx33XVEIpGfAD8UBMG/vr7+iXg8\nLo+Pjy8ZjcZcfX29eXBwUMlms/h8PjY2NshkMqytrQGwuLhIOBxGEARhenp6I5lM6hTQXC4nS5JE\nKpUik8lgs9k4c+YMoVAIWZY/DjyF+mTzv4HRRCJRF4/H1wsT89sURfn7+vr63/i5P3oJbxhKgb6E\nLRGNRo8CezhPs7yd8xrjV235pf8ZurQX2qpSa+IpSOAC5zs44XyHbDweX9dMO4xGIxsbG/q2fD6/\nytZyzEnUmgOgrkwnJiaKt//euXPn3nrixIkLP9f1E5LJZNJgMDTt3r0bi8WCIAgsLi5qCf9jqVRK\nslqtvO9978PlcpHL5ZiamqKyshJBEHjuuecYHx8HleZ5oK+v7zrgj4Dlgl4+BoOBdDpNLpcjk8nQ\n3NyM3+/H6XTSwrUcJwAAIABJREFU3t4+BfwTgNPp/GQwGBQzmYy/u7u73Gg0yplM5lmz2UxLSwsb\nGxsIgsATTzzBwYMHKSsr0xrANlKplHNgYICRkRGSySTT09Pi/Pw8VqsVp9PJF77wBfr7+9Pf//73\nkSQpALwVNXb8MVCn3Y5cLmc7ceIE4+PjYjqd/tFWP3IJFwelQF/CqyIajb4M/NsWm2p/2eey2Wy6\n3KSWU15bW0NRFKamphgfH98kfQDnA70gCE5tIhAEgXQ6LWtF3EwmM8vmFJSGDEVNPclkstiQG9Ri\nrJjJZC7U0/kokJqZmRmSJKm2o6NDKdgT8uSTTzI6OioCfxMOh4/7fD7jxz72Merq6shms4yNjVFf\nX6+f7wc/+IFWaD0NHGxoaPgLi8UiAN6lpSW9QhwOq5plFotFf9oBCAQC3ahyyFlBEFZBLRxbLBYM\nBoM4MjJyzcbGBkajUWcnZbNZampq8Pl8eDweKisrnYIgIIoiy8vLHD16FKfTSVlZGZIkceLECQwG\nAz09PdZCw1jC4XB8ymKx3IZKwdVSXV8C9ekrkUgwMzNzvsJdwkVHKdCX8DMRjUb/BJVXr0HiV5B/\ntVqtV2uvZ2ZmWF9f11ehdrud2tpazGazHtzT6TROpxNZlhVtPw2ilsQHstnsSVSN/QuxgaoP82oY\npuAQBeqTgsViQVGU7YuLi725XK6xubmZHTt2CFarlUceeYSRkRGWl5eXWltbv15dXf17t9xyi66/\nMz4+TnNzs37wp556SmcUJZPJJ1dXV+/3er1XaPo0drtdv4aC8TawWcTN6/VWF4y7vwO41tbWHtOs\nD0EtXNtsNoLBIJWVlTgcDpqbmykrK9MCu1Kskul0OnXPXEEQOHjwIJpMM4AgCHffeuutKwcOHPjL\nrq6ur27fvv3zBoPhAdQO4/tQGVtrqNLPJdbNmwilQF/Ca8GdnM9NG4F/i8Viws/Y/xeG1WptB5U3\n7nQ6X4zH4/rqVcvPw/mirCYSJoqikMlkdNnclZUVvVibzWbJ5XITbP13LqNK6r4aOik0C4HK6/d4\nPAiCYLbZbFc1Nzezfft2lpeX6e3tRVNuDAQC77RarT133303dXV1DA8Pc/bsWbZvP2/YpTUxFTB3\n5syZqkwm879A7YJtbGzUJwGAqqoqbDabLlCmwePx2A8cOGBFraeEHA5Hl9Vq3URFnZmZIZvNEg6H\naWlRL0fj6BuNRqGIjUQqlaK8vJxMJsMjjzzCt7/9bf7rv/5L2//vr7/++rabbrqprrOzkz179uB2\nuz/c3t5+1Y4dO/4RWEIViXMBDkp4U6EU6Et4LRhjc0HzeuCDW+/6+mC1WrcBrK+v43A49rlcLj1H\nXwxttSqKos739ng8BAIBBSAej8taoMtms6RSqRmbzTZVXKAtYANVuEyHoijF6YYzsizrQuvDw8NU\nVVXR1dUl+Hw+2tvbcTgcHDx4MH3ixAlWVlYOAT/1+/0Pvvvd73Zccskl1NfXk81mdS16DSdPnqRI\nIeBbsizflMvl8Hg8lJeXI0mS3kQFamdsa2srNTU1mzT3I5GIYDKZtlPo1hVFMVReXq7XFEwm03Oa\nO5c2WSqKkpqamuLUqVMcOXIEUDVrNDP1jY0N3V82n88jSZJ82WWXxT7ykY+84+1vf/t9Xq8XURSp\nra01AL8J+Ox2+5c6OjpmDQaDpp/8R5TwpkKJXlnCa8GxotfDQAPw7lgs5gceiUajx7b+2mtDLBaz\ndXR0WEHNXR87dkynAYIasLUirJYRSCaT+iq+sNIVAILBoBgKhchkMphMJrLZbDIcDvudTidaLn1p\naYll1S5qkxmJIAjFC5+NAtURgGLGTGtrK9lslt7eXk6fPm3N5/MYDAZDW1tb1f79+0NtbW2YTCZO\nnTq1iRmkjf+pp3Q1X3K5XA9wbzabpaurC5PJxPPPPw/A9PR0ymq12gRBkOvq6rZclDmdzv3ANwtv\nv7+0tHRpJpMJFY591cTEBG1tbRR6C+Th4WFbPp/n5Zdf1ic+TYteURQefPBB/H4/GmvonnvuGXvH\nO94R1SaKoaGhntnZWbPb7e7au3fvmSNHjtQAHxRF8XNtbW3f7u/vn2BrXaESLiJKK/oSXgu0le19\nqEEe1NTGp9jauekXRbuWPkin0wiCMFZcdNRyyMV6NsUpYM0GD9R8dkNDAwaDgfX1dWRZnh4bGwuf\nPXuW5eVlfD6fljefRC2C6hBFke3bt2sF07wgCJWF8/44mUwyNjZGeblK1FldXVUURZEVRflrk8l0\nbvfu3ZfccMMNtddeey0AY2NjGAwGRFHsLxw+A2o6paAnnwAYHx8XAJPZbOZ3fud3uP322/H7/QiC\nwNLSkm1hYUFubm4WfT4f+XxeX+VrcLlcV/f29s6iTsBX+/3+kHYv7XY7N910E/X19VRVVREMBkVQ\nu45zuRw1NTVIksTS0hKCIDAzM4PD4eCZZ55hZWWFSCSSu/nmm+sDgQCKoiiyLP99Y2PjtYIgfMNo\nNOL1eg/09vbme3t7/wX4miAId3R1dX2KrU1sSriIKAX6El4LXgA+DHxui203xmIxUywWc26x7TXB\narW2aq9rampob2+vK0gXAOfplsWr42LZgoJ/KqAWIAcGBvS2/Xg8vmi1Wh2yLLOwsMDg4CAFU2wz\n5yct/ZhF6pW/CUQURTkyMDBw/alTp/QmrpmZmfw3v/lN4Uc/+pHocDi+evnllyff9a53iXv37sXp\ndDI9PU0mk6G+vl5qbm7+Jiod1QIwNDSEoih5VB7/mZWVld8AlrROXlCdtURRpLGxkebmZlGbxMbG\nxrhQFDIcDu8rvDwHnF5fX//27OwsR48eHU0mk/p+kiQxMDDAyZMn9dTO2NgYyWQSq9XK6dOnlUI+\nX7uxg9dcc80SwMLCwouCINTv3bv3vq6urozVav0vRVFwOp13FA3lAcAwPz//TSAqCMJFMZYvYWuU\nAn0JPxfRaDQRjUY/z9ZuUx9E5aT/w+s9vtVq1fj5upGI1+s1A+TzeZ3AUcys0fYr7LPpeBozRZIk\n5dy5c7n6+vpUc3MzlZWVxVo2C6i+uJswODiodcE2yLK8MD09bTIYDNx1112Ew2E2NjYYHx/PFsb0\nj6FQ6NP33ntv81VXXYXT6WRwcBBBEFhfX580mUwzwN/mcrn3aMcfGxsDGCsvL085HA4B2AmsZDIZ\n1tdVdYWKigqampoIhUIKqBPQ0NAQ8XhcT+to0LpvUQvH+1ZXV3/H4XDszOfzP+jr69ObzhYWFjh8\n+DDLy8uEw2EsFoveaTsxMcH9998vfOMb36Cvr08EZkwmU5vD4Ujm83lWVlYmurq6xrRz3nvvvbPZ\nbHbK4XDUHThwIADQ29t7EFUkrg1VD6lEr3wToRToS/hF8ApzbNTceD/wN6/3oFarVZc+0CDLsgJg\nMBiEZDKpNwxthWJWjtfr1dMrOTXi+0dHR+2JRAKTyURLSwt1dXWgroC3uh4dJ0+eNM/Pz7dfd911\nevF3ZGSEqakpkyAItLS07N+3b9/bNUZNPB6ntbWVuro6uru7qwRBqAYwmUzv1o6ZzWZ/LAjCTYFA\nIGAymRqsVmsA2GY2mzl37hyKouD1emloaJALEwHT09OsrKzw13/916TTabTmMIDKykrTgQMHXBSa\nvyKRSEtjY+MXBUH4SDgcPj00NKRbByYSCRwOByaTSaNwAqoRicfj0SaF/wCa9u/ff//evXu3bd++\nncbGxt+68N5IkvQdu92Ox+O5p+jjB00mU1VXV9fvK4qy9rPubQlvLEqBvoTXjGg0+m3UtneAxaJN\nnf8TkTOj0dgMsLGxoQfe4hy80+nEZDJt4pBr2jWaAmRBJx2r1VpsqpEBWlKplBagicfjqHVYPIqi\nvGJFr2FsbGw+k8mUtbS04Pf7yeVyPPTQQxw5coTFxcXnysvLU5FIpOPtb387siwzMTGh89M1vfit\nYLVaDx05cmRoYGDgH5eXlw27du2qNZlM7Nmzh/7+fnp7exWz2awEAgG5cE+oqqpiZWWFUChELpdb\nu6CxC7vd3gE8WHj7ZeBq4MdVVVUtp06dYn5+nmAwSFNTE2azmW3bthEMBjly5AjHjx/nxz/+McvL\nyxvAPyiK8h5FUdZDodDNWjpJEARrX1/fJjqt1Wp9oPDb/H7Rx19DNUa/r7u7exPFqYSLi1KgL+EX\nxWdRtU6KuY/GWCz26ddzsFgsZvb5fG4As9k8CKAoSsZgMAiwORev5XByudwrhM20gmw8Hkczx1YU\nJYlqt4f2vXPnzmnmGhlBEHQ5Aw0mkwmTyURtbW2ovr4em83GyZMnGRgYQFGUo0BvZ2fnN1tbW23v\neMc7dMGzxcVFstksQ0NDPPLII3nN1/bCgL+4uHjj1VdffbsgCLr8QnV1NcFgkM7OTvbu3Su0tLQI\nFovFOD4+rqdzqqqqEEURRVEOXhjoA4HAXag8doCA2WyWu7u7W0Dtps3n8zgcDtxuNzU1NbqY2tra\nGg888AAPPfQQiqJ8H/hT7ZiSJJ284AmqqfjN+9///tPZbHbZ4XC0HjhwwAJQKAr/BFUu45Xc2BIu\nGkqBvoRfFHWoWidwno0D8BexWMwTi8X2xGKxX8SJardGnRRFsR0glUrlCvLCekAv8MwF0FfzaVC1\nbzShLkVRlJWVlZS28l9dXV0Ctmknqq6upqOjQ9OuT201GFEUZ7dt27bJg/bMmTOcPn2aRCLxcGdn\n56ftdvsDd999N+Xl5ZSVlWG1WvH7/Rw/fpwf/ehHXzp48OBnNLVIra6g1RGy2eylkiR9t7Gx8T6D\nwYCiKLIkSSiKolNIZVlmfHyc6elpvdBssVgwGo0YDIabivV+AIxG4weBPwQQBKG5u7tb9Pl81YFA\nAKvViizLuuetw+FgYGCAXC5XrOFzs6Io7ywUiQGYnZ194IJAf6E/AZIkPel0OkWn01nMsvkaauPU\nL4ONVcIvCaVAX8IvhGg0Ogp8CHiRV3ZAHkfl3L9mb1mTydShvbbZbA6AZDK5IoqiWZZlResQtVgs\nmqEIDodDlmXZUvg+jY2NWhftozabTY9OuVxumSLhMm0CKDwFJE0m0yY1zGw2e+TIkSPlP/nJTzZ9\nLkkSGxsbUmVl5YzBYHjofe97ny5MZjAYqK2tZXJykp6enr//z//8z3tffPHF5H333ae8853v1K35\nBEHgySefJJFIkMlkPnj27Nnj+XweRVHeEQgEHu/v7+fFF19MnThxglOnTjEzM8OnP/1pnU6pSUDM\nzs5yoeRybW2tBHxCFEWuuOIKIpEIFRUVDA4Okk6nWVlZYXV1FYvFQn9/P7FYjC9+8Ytaw9QQ8PiF\nv8vJkycPA8Xetb994T5ms/lfBEHAZrMd6O7u1lI730KddCYv3L+Ei4dSoC/h9aAH2LfF55p42Ide\n64FsNtsl2muNRhkMBitBlTfQUh+yLLOyskI+nyeZTIpWq1UAtZNWEAQkSUKSpLZsNqunY3K53CJF\nHb2zs7P09/dr4mUbTU1Na7t27aKqqgpJkvomJib2lpeX09LSgtlsJplM5hOJBOl0+q+qqqr+TyQS\nuf/uu+825HI5lpeXSaVSuN1uZmZmeP755498//vfv68w1vdubGwITqeTJ554gvn5eWZnZzl9+rQW\npH8bVRkUQRA+LIriTYIgHBUEweb3+6mpqeG///u/qaioYG1tLS/LMplMBrfbjSzLisap1xAMBo2B\nQCCyd+9eXZPn4MGDeL1eFEXBZrNhs9nw+Xx0dnZiNBo1E5W7gKatdGnm5uZWFUXRU0eKouzr6+vb\n1GBpNBoPmc1m2e12X+4pKNH19vZu9Pb2/nNvb+/Ehccs4eKhFOhL+IURjUb7UVUTV1EdmYrxNGoa\n5zUV42w2Wyega8XA+bx2cX5eS28Am6QMLBYLU1NT5PN5EolEpDhmZbPZKeC8Itj5Y88ATE9PywVz\nDfnYsWNdZrOZPXv2UF1djSRJmVOnThlGRkZobm4+Fw6H77v11ltNmgVfMpkkk8kwNTXFl7/85ZmR\nkZErBUFoEAThfUDDe9/7Xj7zmc9gNpt5+OGH+Y//+A/8fj9tbW2UlZXdqI1HEISrCvehw+/3E4lE\n8Hq91NfXYzabyeVyL4qiiMViwefz0djYKIiiiGb9B+D3+6mvr/8AqHr9hw8fxu12EwwGqaqqQpZl\nvvWtb3Hw4EG+8pWvkEwmFeBTiqJ8+9XExwRBeFcgEKC2trZ4UtnUdxCNRvOhUGiiublZbG5ubn3l\nUUp4s6AU6Ev4hRGLxayo5s9dFLk0FWBDZX78zms5lsFgaACQJElndaTT6RyoQVnTdtFWlnA+bx8I\nBPQuUgCXyyUW2wumUqnjr3JaO/DORCLh6e/v59ChQ2I4HOa6666joqKCfD6P1Wo1AfOCIDzpdDof\nuOaaa3RRMVEU2bVrFzt27ODw4cPMzMzc3dvbm0VVyXwAGO/s7KS8vJympiYEQaChoYFQKERZWZku\nw1yMjY0NfvKTn+gUU02xMp1OX67t09HRgdvtxmKxpC7sHTCbzYLNZmNychK3243b7aasrAyLxcL6\n+joNDQ1897vf5fDhwwD/rCjKJ1/tNxEE4Wq/3/85LdWVyWQ4derUqa6urjMX7js+Ph6bn5/H5XK9\n89WOV8LFRynQl/B6cAtq0e0s8NcXbLsM+D3gGz/vILFYzOv1er0AS0tLQwCyLKdtNptJURSlSG2Y\nwm7A+RX/2toaxeqLxUE+k8mQzWbnAf8Wp/Zwno6I2WzmlltuweVykUgk8j/4wQ944YUXRMBXWVm5\n57d+67e48sorcbvdSJKkSw/H43FNt+a+wqGaUf9P3arl0e12O36/n+3bt9Pc3ExjYyO7d++eRE2b\nHClcs5LJZOjp6clrhufaOWZnZ/U8udfrpbq6mvr6eluxGfr4+Di7du3CZDLhdruprq4mEolgsVg4\nfPgwRqORZ555Rtv9JkVRXlV0TBCEq4GH0um0XuS22+0sLy/v3Gp/g8HwgqIohEKhe7q7u3e92nFL\nuLgoBfoSXg/OoCpaPg18covtjmg0uiWr5QLUacG5oqLikwCiKFoBBBX6jqlUSs/jaEYZmp9pMbSV\nf0ECYZ5XEdgqVpO84oortG5W+vr6pgsB7u1tbW1P33XXXaGrrroKv9/P3NwcZrNZb8h6+OGHtUMM\n7dy5M9je3v6hQgCWNHqlJpvgcrmorq7WgrXc29v7beBw4ZqFkydPjtfU1Bi0ZqjaWtXbZXV1VdLU\nOAVB0AXKNGjibUajkUAgQCaTQZZlzGYzR48e5Vvf+pby8Y9/XJN9+H8URXni1X4MQRBuBx4FEpIk\n/ViTMy78Pjz99NNb1V6eSafT5ywWi83j8bzv1Y5dwsVFSb2yhF8Y0Wj0BLAtFovdg+q7evUFu4gF\nZctu1Maq46h6L1I0Gv2ptpPRaNyrvRYE4e9A7WbNZrMmjfWi8eRtNptoNpsVj8cjuN1u5ufn9RWn\nBlmWcTpVyZ2CxO4Mqj46oObzq6urcbvdCILAiRMnCIVChEIhstkszz//PPF4XBEE4c49e/a8761v\nfeuNV155JXa7nVOnThEIBNi2bdsG4Ein0/T29mrn/eG5c+cWmpubqa+v56WXXvqptgoPBAJMTU1x\nxRVXnL85oujt7u7elBs3m821FouF+fn5PGDweDyIokh7e7vx2LFjpNNpgsHgJhOStbU1crkcXq+X\n+fl5JEnCZDIxPDysN5il02kBVUDtBkVRerf6PQsz6keBfwRecjqdSiQSuV67p6IoUlFRwfr6+u8D\nny/+bjQaVf7lX/7lb81m8+ebmpou2+r4JVx8lAJ9Ca8LsVjMh9ouD/Be4CWgr/D+KtSVfgiVZldV\n9FV9mW6z2XTnJ41zblJBKpXalIqRZVkxGAyCz+djaGgIWZYpyAPr+xSnego57HGK9GzKy8vZv38/\nGxsbnD59GqvVqlvmPfnkk5q0wJe7urq2dXV13XTLLbdgt9uZmJjQJgRFFEUHqA5RWgppenraV/z0\n0dbWVlb8vrKyctOTh8PhsAFPojYVdRTuBfl8nng8rl9QVZV627Zt20ZHh85CBWBpaUn3xx0dHSWZ\nTOJ2uwmHwwwMDNDf37+WTCbtBSmJWy8M8oIgGFCNV3zAH6AypZ7w+XxVdXV1u/x+f3Z+ft6s3VOL\nxYLJZOru6+tr6erq2qT6abVavwZ8vrKyspwS3pQopW5KeL3oQNW4eTfwAeBe4LnCtv+FGuTTbA7y\nusZuLBartVgs12jvBUHYxI6x2Wy6to0kSclMJiOk02kSicSWrBwNmnnI2toaX/rSl7KArn5W3Lx0\n8uRJAoEAuVyORCKB0Wg8BHyis7PT2dra+ne//du/jcViYXp6mnA4THl5OaIoCqDq4z/77LP6Oefm\n5ppkWcbv9xMOh4lEIpt0ebq6unTfVwCr1WpELVbr0dtkMumcdw3hcJiamho6Ozs3XePAwIBuEDI/\nP08ul8NisZBOp7Hb7TQ2NrK6uuqSJGkE2KMoyk+Lvy8IgglVhO4Zs9l8m8Vi2Q8smkymbHV19S6T\nyTRTX18v+Hy+xPDwsH7vstmsIMvytRfe82g0mshkMlMOh6PmwIEDr+g2LuHioxToS3hdiEajTwP7\nUVf1XUAjcHnRLjnAiuonSmG/uqLtB0wmUwWAJEl6Pj+VSi3BZkVKh8Nhj0QiKIrCxsYGFRUVmM1m\nTCYTsizrEbVAFdSkE7RZQKe4zM7OMjU1xXPPPYff78fhcNDT05N97LHHGBsbO7R3717xxhtvvO/W\nW2+lvLycs2fP6s5LheP/oXacooD878A1siyzY8cOduzYQSKRYHV1lVQqxczMDKFQSDdJAVWora2t\nLUeREJzZbCaRSLC0tKSv/mtra9m9e/cmV6mpqSlyuRzf+c53ePTRR1lcXCSfz5PNZvnc5z7H9773\nPb7+9a9ru1+nKMqp4t+tIB/8BPCB3bt3Wz7/+c//5Re/+MWdu3btCkQikd8yGo1yS0vLcxaLxRQK\nhXzFKqGTk5McOnRohi2Qz+cfK8gs/MFW20u4uCgF+hJeN6LR6Arwr4W316Lm6zVo0SkNTKCqRRbr\npfyX0+m0ASiKksuoUGw2mx/UIqNmPqLZCmqr3rW1tWKTcDOcl0iw2WwCgMVikYu6NbV9+elPf6p4\nPB48Hg8LCwsIgnAunU4fcrvdT952222fefvb305ZWRlHjx6loqKimO0zuLq6qoAqZUzBOESW5SeA\nS8xmM3feeSd33nknLpeLXC7HsWPHJKvVuklSuTA2rFZrGJXmKQGaGxaRSITjx4/T19dHa2srlZXn\nbW1HRkaorKykvb0dl8tFJBLB7XajKAqjo6OIosihQ4fY2NgYBrYpirKpaUkQBDfqxHtteXm5+cCB\nA5HW1lZaW1u5+uqrEUURWZazFoslJAgCqVSKkydP6k9OwWCQXC5371Z/C1ar9e8Kv9V7ttpewsVF\nKdCX8D9CNBqNoq4Qi5Eser0HtWP2f6OydIjFYk3Af2kBUBAE2WKxWEwmkx6Yi5kli4uLTE5O4vV6\naWlp0TVoUqkUdrtdADVQbmxs6Kbaa2trKeB8vgSVadPY2ChYrVYGBgZ4/vnnOXPmzIsmkyna1tb2\nwNve9jZCoRBzc3Ps2bNnE6UTaPJ4PP+sKApDQ0MvAX8FsLS0ZAYcXq8Xm82G0WiktraWtrY2Lr30\nUqM2Vq2rF9S0lN1ur0YtgBpBrVE0NKj9SKIoUldXp1MsFUVhcHAQs9lMNptVFhYWaGhooKKigkwm\nw3e+8x3GxsaYmpoCdeLYoyjKWPHgBUHYjTrZOgFuuOEGysrKWFtbe3llZUWXWDAYDNapqalrUqkU\njz32GD09PUe1pxefz4fJZLqeLXDvvfeezWazcafT2XLgwIGS6cibDKVAX8IvA78BvAU1qP8LMP8q\n+72j8G8FRflpo9Hohc3F1GJYrVYEQWBhYYFEIqFPAsXFWovFQjabzWuBPlkkbq8oimw0GpUrrrgC\ng8HA3NwckiTNraysEAgEPrd3797vfuxjH6tLp9N6Tt5gMGxZAyg4UN1NQVQtl8vtNxgM+gQDasql\nublZf7+8vMzCwsImY3ODwbAbuJGCJozVaqWmpobKykpaW1s3GaP39fUxMjKifV84d+4cLpeLfD7P\nmTNnOHToEI888gj5fP5FIFBQ7Swe812ozCc36lPE/xcMBtMNDQ243W6rLMsbNptNf4Kam5vj6NGj\n5PP5hy+99NI9Gr0TwO12i/fff/+WgmWSJP3A6XQK+Xz+s1ttL+HioRToS/gfIxqNKtFo9LloNPoy\nao68jleaenwDWIrFYtcClxQH6Ww2uwiQyWTkC4OrZsShBfeZmRnNAQpQO0pFUcTlciFJkp46SqVS\n65xPi6xfcsklQigUYm1tLffCCy9w8uTJQ9XV1TVNTU1f/MxnPtMciUTIZrMsLi4iiqKuXX8h4vE4\nkiRNUhBLq6ioeLemQz88PMzk5CRtbW3608DKygrDw8P8+Mc/1gO9IAg4HI5dqHaFVYAkimLP1NRU\nzmKx6CqWkiTR29tLT08PRqMRq9XKmTNnUBSFtbU1FhYWdN48cLK6uvotiqKsamMt9CL8NefNwyXg\nkzab7djZs2et2WwWk8m0PZlM9mvU04IDFgaD4d/2799/s8vlMqRSKX0i8/l8ZDKZd231d2A2m/8W\noKys7K7u7m7rVvuUcHFQCvQl/LJxV+HfL17w+TLwHtT0zaTVatUlGE0mkxfAYrGIxat6QRCoqqoi\nk8nolnjFNEVFUXA4HMiyzOTkJC0tLfpKOJPJJIDbjUYjbW1t7kwmw4kTJxgdHZXm5+cRRfEfysvL\nv3XgwIFuTZLgzJkzOiPne9/73iYvWg0FNs0GRRo/FouFyy67jMJxdYZNMpkklUpx9uxZqqq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c+ePdx1112SLMusXbs2uX37dlNFRQXRaHSXEOJHwCM5pc8dwWBwtLi4uGxycpJQKITf72f16tVL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\nlDj/Bx5+/1zJPYWdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#load image array in B/W\n", "im_bw = array(Image.open('images/empire.jpg').convert('L'))\n", "\n", "# create figure\n", "figure()\n", "\n", "#remove colors\n", "gray()\n", "\n", "# show contour\n", "contour(im_bw, origin='image')\n", "\n", "# axis\n", "axis('equal')\n", "axis('off')\n", "\n", "show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# histogram of pixel distribution\n", "figure()\n", "\n", "# flatten converts the image to be\n", "# 1 dimensional \n", "hist(im_bw.flatten(), 128)\n", "\n", "#render\n", "show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }