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@briandw
Created December 5, 2017 06:38
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calculate the percent of failures"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"92.8875\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import glob, os\n",
"from scipy import stats\n",
"\n",
"#check to see how many images have misses one or more dots\n",
"n = 8000\n",
"threshold = 0.5\n",
"\n",
"testSet = loadImageBatch(n, test=True)\n",
"predicted_labels = model.predict(testSet[0])\n",
"predicted_labels = stats.threshold(predicted_labels, threshmin=0, threshmax=threshold, newval=1.0)\n",
"predicted_labels = stats.threshold(predicted_labels, threshmin=threshold, threshmax=1.0, newval=0)\n",
"\n",
"misses = 0\n",
"for i in range(n):\n",
" score = np.absolute(testSet[1][i] - predicted_labels[i])\n",
" if np.sum(score) > 0:\n",
" misses = misses + 1\n",
" \n",
"print(100*((n-misses)/n)) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Investigate the failures"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
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QbaQuku5crfV3J2T+tA5s3xn/kQ7s0IfLyOaMmVOgdx3CPLQfdwzqCBcTQrTV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\n4+Pa398fcMXp6enokVXIJ5O9SVY41tA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60dVRNSaG0nchnoOnp6ejn2LlPgcMxi5XTe0z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8ETGRf33YIlClZrvy0ArH0YoXxgmTN//vwc26ayUvuizrzqWKvHrJ2kY2D1vXUK7ZxhoTyzfKb1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\noba21jg9fQaNQGFhIUpLS5FIJAyx5PV6kZeXBwDo6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kjeBAIBR6aTxBETJKw8I4EdDofR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\nAhjMtHZ0dKC7uxvd3d3Izc01+k3/rXpBEE09pE3htbFYzNgh6hfnCm2NJ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vfetbCAaDjr15UqkUnnjiCTz55JOmqoZ2Pi8vD36/33HYUiAQwLx580w83NXVNSSZpkJdpQ3t\n7+/HxIkTTXzIja01NuQ7ZLsHbQ99tyaS6YMZR+hqFP0u8ZgSVDrGxHla4aTJJCD7Bvdqd9Senax8\nYMghAmvdPFiz9QyolaVjNZEKB1SdoZIFOql4LTMnBJx0NNmyjzZLygmsS93c7sHTRTKZgf0Z5s2b\nh4997GN4+umnh9zTbs9tt92GP/zhDygqKkJ1dTXq6+vh8Xjw0ksv4YorrsC8efPQ09ODV199FZ2d\nne+5310uFw4cOIBrr70Wl1xyCbxer9ns9t1kwYIFOOuss8wY2M55tEQdLgEfjYod2KuRo4PUMnMN\neKiPWpGgn+seNDR+6lx1x3t1vMpysz0kpHS/BC0l1eoLAmTdwNUua7eDJiV1lAwjGZpN321WmkaO\nDp9to+GjcdPMrLYn2/82+FagMtKiwTjJYzW+Os4MfBOJBILBoMMZ2BVmNPxagcF+55jQdoXDYcyc\nORObNm1y2LXhgJjaHsBJCFHS6TSWLFmCSy+9FEeOHMG6devQ1NSEqVOnYtGiRTh27Bi2bt36nuZq\nTk4OZsyYYfpGQaESfszmU3f5uZJqfEeSutQ9AgEl3NkntjPkOOpnI607bAerXoBBYiaZTJrKHSXx\n6Nipb/o5gRHntoJrBspqw3hfBQ4kUdQ+ATDECoEDCW32p02+sZ2sxLCrEGzimFWD1EtdUsZ92ihK\nCCnwpP1gm/ld3aCR3+fSK+1Hm7DVea0EBOBcXpGNFB4NIVnDjTQ5ZtmALMEi2xmNRjFu3DhUVlY6\nlqgr+NYAlYGwAlztC9Uht9uNWbNmweVyYceOHca3eDwe7N27F2vXrsWhQ4cwdepUHD9+HM8995yj\nrcnkwN6Kn/zkJ5GTk4OmpiYT9NmEJOe8kjN8d6/Xi7KyMhQUFJi5RhCtJBj11iaGGbjovXV+qGhQ\nr7pujwP7SSukNei3yZqREPU5gDN4Y3vVHqs/oSipRhwxbdo0fPGLX8QjjzyCAwcOmPmt5Em2n1V0\n7N5NaIOuvvpqXH/99Wb7BSXp+KxspIrtI3X+D9dvzOaGuQAAIABJREFUvIdWfvEz6pESQhp4KbHE\nf+qn9H76PJsw0gAtGxk5kqLts/WW767X8d34rko0qq1RG5Lt/vw/Ho87SGBuP8B9NZns7O3tNcF9\nMjmwR1BPTw8CgQBKSkoQCATQ2dmJlpYWdHR0IBKJoLS0FF6vF21tbWhra8PEiRNRXl6Orq4utLS0\noKWlBcXFxSgqKkJhYSESiQSOHz+Orq4uBINBlJaWIp1Om8/8fj8ikYg5or6jowMNDQ3w+/3w+XyY\nMGECMpkMGhsbzaEMwWAQ48aNAzCwJ2NXV5exqZFIBEVFRYYM6+joMNVPtI/cg4jxp9frNScyqq+j\nHeV3Rlo0NrDJROJe+hfaZq/Xi0mTJiE/P39IcgBwVpZFIhGcffbZAAYKH1hhbGOcdDqN5cuX45Zb\nboHb7cb69evx4IMPIp1O4/Of/zyuv/569Pf347XXXsNXvvIV034lNe3qIb6Dy+XC1KlTDe5goYi2\nk9cqMca4V+ePEjQak3HPLK1U1eSvVkmrreEz7ZgMcPp5is5zjbWU+D6ViqIPDDnEwVEnrU5dFYWd\nTAPGygkG4wQ2AIaACf2MYJfP4/fYkXweAEfZPR0c17d7PB6zaVc2AMF7f/WrX8WGDRuGBHm2pNNp\n7Nq1y8HyAwODf/ToURw5csT8bvcjP7eduop+jwTRgQMHTnqswuEwbrjhBhNI6KQYbcdnEwyAc7NA\nwLmBMODM8Gv1CwErDaFmXxVI6/vpxKUQtOjvtrHh5/yZmQK2X3VTAZGOsc4BDa75HhQGiArAsgWE\nmvmxQaX9bpxvDBS1HFINsU0EKfmi/9uB/Wjpj1b26D4pWrVFIlDbr/uh8RoFTYBzrxgusdJ+TSQS\nOPvssx1OfzhiaLhMkfZ3KjWwMejPfvYzlJSUwOcbOEL+0Ucfxbp161BZOXBU8He+8x38/ve/P6Wg\nJpVKYfz48eYetKFaMaJjqxUvnEs6L/mzXUWitpf9nS0Q1OfZQHykRSudlCjSZcmscNEqonQ6bTbL\n1IoI3pOgmO/M++um0toPgHPvO81oKSjSde58lh0M6XfYXr037YS2FXACIo4tv8/PAOchE0qsss9o\nC5kg0n2KlJDiM7UaySbFtG/UP2ngpzqrfTeSwudrhR/9gVbKUTQpofPpjDPOMFlv3lf3TuO9+Te1\nR+pz+Az+n8lkMHPmTPj9fjz++OMmw+52u3HkyBH86le/MvtraX+nUimMHTsWN9xwAyKRCPr6+kxy\nTJMwPMaX48XqJ76fx+PB5MmTHcSi/o26qBVWmtgB4PDXSiZoBlffG3AGETZhpPqi/avXqK8dSdH2\nsQ1KttpBO8fIDgx0rgNAWVkZVq1ahc2bN2Pr1q2IxWJDlm8MlzA80d/0GurXtGnTcN1112HRokVI\nJBKOaggADgxmzwe74sf2OxwL9QN8b/aJBnTZcKOddLCTEdoOHQfbfijeUVKIv5PsHA2xdVc/B5yk\noeJCErl2vMD7afJV76c2nokwn8/nWJYEDCxRDwaDSKcHNzTmUtKOjg6zhxCTvS0tLYhGo4hEIpgw\nYQLS6YFDgpqbmwEAlZWV6O/vR2NjI9rb25GXl4exY8ciNzcXfX19qK+vRywWg9/vx8SJE5FODyzl\noh2tqqpCf//AyaqHDx9GT08PIpEIJk2aBK/Xa4giViYVFxfD6/WipaXFEEI5OTkoKCiA2+02G2xz\nqXlxcTHy8/PNptSKEcLhMIABu01yglUsuh8fx2mkl5WRrAOc27LYBKn6+kxmoOKpvLwcVVVV5rQx\nWzKZDEKhEH74wx/iggsugNvtxqOPPoo1a9Y4ruE8CwQCWLFihSHmli9fjnXr1qG3txfjxo0z+3eW\nlJQ4sJMSUkqkayV2Op02BCErkwEYDALAkFb0K7YNshMcWjGUDWPzWs4dTWbYNps4UQ/PApwxvvqo\nbPORzzzVCtcPBDlkkxicZBrg86XT6cFsMwecQRc7mpUWJI2AwYwlFUMNPA2THdwoYUBlVQPHz3Uv\nBAIZJRQAoLu7G5MnTx7WSGebRNlK5rW/VDKZDBYuXGiyMS+//DIeeOABAEB+fj6uuuoqzJo1Cy0t\nLY4sEQB8+MMfxpIlS5BOp7F69ephx4n9c/3112PatGmOYFrHSB3iaIk6dfYbJ5saAwZkCixpjAlG\n7NI+OnMlV2ggKbxXtnJqXsesOquFaNSAAcARCoXMJuasSNNgkveg4VKjrEBO54pWx/D0H20X9Vgr\nCGxdtIGbVkEoOaIkRTYCjG3VgD+bjJbeKKmltoJjT7ZfKyKo73pkN+DcaJuVhFp5RlFSob+/H3Pn\nzkVlZSUOHTr0rqX4wFBbocGOyzVwYuHhw4dRVFSEY8eOYf/+/fD7/SYTpeTLicQG/ZlMBh/60IfM\nJox8F+o8Kz4VhLvdbkOW2A6b92R/Z5tjdsWQglGbbFRHOdJiB6VchqqbMisRoptI6ykV6o/oX7RC\ngH4sW0WbHShSl/V4Vc5TPbmJVYm6vI8+jHqhZIzLNbjPmhI+WkWkQQHFJuTtcaXQ3rEf+Qz2mV22\nThCnWVa+K++tpJ3aQyVZ1MaMRuWHio4x9ZZ2V0lmjpuOBe3L/PnzTem94hJWcwHOJIkSiwruVc+o\n1xMnTkRRURFee+01VFdXOzKmNunHoOdzn/scysrKjL/S55NY1IQf4Kw4dLvdKCwsNDqgPlxJTvaT\nVh8qyLYDVAXf7EclinR5kGIXJdT4v35OGS1iSIMSJUdVspFfqufaJ2pTibc//vGPY86cOdi6dSt2\n7txpqhPsJSHqG05EDClpUlFRgcsvvxxLliwx+yfalTdK8mmFm1ax6FzWZ+s4qK6pz1GbzO9oZl7b\nbROG1H8lbNX+6j1s36T3zaZDIylsh115Bjj1gcK5Sl+kCTLOQd7TJhD5fR0XVpTztC72LckPTdJz\nDx76Ii7p6uvrQ1NTEzo6OpCXl4eCggL4fD4cPXrUtCMSiZjKnExmIIHNJcwNDQ3o7u6Gz+fDpEmT\nzH5Czc3NyMnJMUvlOzs7UV9fb6qBysvLzabWHR0dSKUGloZNnjwZ7e3tOHbsmLEv3I8oFouho6PD\n+FkuJfP5fGhpaTG2NhQKIRwOIxaLoa+vz3weDAYRCoUcAT8rq3jtaPgr+nbiXgAOX5ON1GXCNCcn\nBxdddBFee+21Ye+fk5ODsWPHGr0sLi4eloiOx+P47W9/ixtvvBH9/f1Yv349otEoPB4P7r33Xuzf\nvx9utxsvvPCC+Y7GGWyfvhv1lUUCukex6qhu/6FJcdpNxbj8LjGgVvOqv1Scr9dqYYLGn/yebXPV\nntgntlK0cpL44mTlA0EOUbQkn6CGYMHlcjkyq9qJ7BB2NBUbgMkccm0rS/95LQM5DjYwyBpmMoMb\n8fb19SEQCBjARhBEZpdAWwN6Lv3hbvk9PT14++238f3vfx8PP/ywAwABTsadv5+MZDIZFBcX4xvf\n+AbOOusseDwenHPOOYYcWrlyJW677TZzfVlZGb75zW+ir68PM2bMwPe//32UlZUhmUzij3/8Y9YN\nrjOZDBYvXoxvf/vb5pQQKqYqoJISp8pUvheh0vNZGiBphp99Srae1SDUFd5Dq8EAmOCNQR2Ntsfj\nQXd3tzlVjPpqk5C6KTXBTzweN/pHA+NyuUygxOCb+sBsB/uVlWpsIyvmqDtKqJIN5xywjZlmGwnA\nFEgreLKBG/tHM8hKztkMtmbwlFTUgE4B5WgIiR5gsIqIZHM6nTaEGt/J3siZgTL3SyF4VSKQ76gZ\nW/Ztbm4u/vznP+Pqq68edsN6l8uFj3zkI6iqqjJ7DKVSKUyYMAGTJ0/Gvn370NzcDJfLhZaWFixb\ntswxHzKZDKZPn27uR4d4ItH5n0wmccMNN2DVqlUmi2XrAOcb9YT9oMSHna3Npns2eakgn4SA3l/J\notGyOcDg6Zqc99Rl+pJQKGT8BueebtjNoFznCityqDdKVFOn+Cz+nZWyrBzR7zPjxUA6EAiYAIfk\np46Fx+Mxe+9pabU+k8QX7SltGUEyCVQ+QzddZIClJDL34OL3FORoVYaSGwzqdZm5TUIPl8lnO7TP\n1RaNpKi906QDhSSjEm7ql/g5dfzKK6/EgQMHUF1dbao9+E4MJjSg1dNSOK4cD36HWf5AIIAPfehD\nWLRoEerr63Ho0CEcO3YMPT09Ru8XLlyIK664wuzvyJOvlAAlyFUigrrk8Xgwfvx4c9y0TVKqLdCs\nLW2nBibsV74TbQPf2fZFHA/ql0222mOkiUr+Xds2GqIBOH8fTu+zVXZwLGwbS1/Q19eH8ePH45pr\nrsGnP/1p+P1+RKNR1NXV4bnnnkNrays6OztNJYQKbU8wGERxcTEmTpyIFStWoKKiwrH8RPENcVm2\nwzCUdNC5r1hfq2/sAMwmYXTOs894fyVeta+VXFXby7+rDih+UWLIJqf1/9EiiXTuEOsqJlacx8+1\nIk3nhBLLnCN2UtLr9cLv95vNl4mRFUfRdzEoJ749fPgw4vE4Jk6ciExmYF9FACgpKUFlZSXa2tpQ\nX19v/B738GloaMDEiRPNCZiNjY3o7u7GmDFjzOnA9fX1qK2thc/nQ1FREaZPn47m5mbs3bsXEydO\nRCgUQkVFBZqamtDW1oZoNIqysjL4/X7k5OSgtbXVnBZZWloKt9ttKoaYXIxEIkZXlEDhNfTx7A/u\nFcrqEOot8bydhKJ/H+nTymj3qMvqh2mnmbRhAom+qb+/HxdffDHcbjd+9KMfDVkp43K50NnZiSuu\nuMIR7+uycfoE4pAtW7agra0NVVVVqKurM89tamrCgw8+6MCOlZWV+O53v4uysjIcOXIE99xzD44c\nOWL8AImYvLw8rF69Gt3d3WbfYibzNEll+2LOGz1enviJBSN2vKDjqPZE+ySb3dAEkvp+rbTn89Su\nqJ3Xz04FH39gyCF9acAJpBSUAs4ATfc7oHPgiSk0VnpyCzDIZtudmE6njYISfNjHCvN+SoSQLOEE\nIZlAA6nrGPv7+7FmzRr4/X788Y9/HMK0sx3ZMhrDicvlwvHjx3HzzTdjwYIFyMvLQ3V1tbnvb3/7\nW+zevRunn346GhsbsX37dgMQ9+3bh89+9rNYtGgR+vv7hxBD7LMlS5bgq1/9qtlk23ak2vbRANr6\nbI6RkiN2NoR9Sr2gk9SSPg0UNENEAK0AkwG2OkTNKKn+qd7SmWpADAzuD0LAoTpPvaKucnwYUOm+\nH7q8QAO7/2fuXWM0zar73v9bVV33rkvfZrqbmemeK+AxkyjEhiACthPZ2CdCJAoIEgT4ECSLI+xY\nck6+kJNPTiIlSg5xdCQrto/tJD44liNb2LkYgm0ZhzgEJoSMHcDDMNNz6WtV17263sv5UPN73t+7\n+qlhBndVZkulqnrf59nPvqy91n/919r7cX+SjBjp6vB5vPjeAJxrGHMDtpoObhDB8+zcex4pNZp1\nWAUnxmC7Zrqw7u3wzs3NNbLC54AbkyI+jysZbnNBfwCU77rrrvzYj/1Y/ubf/Jsj80Ab3//+9+ef\n/tN/mm63m//0n/5TvvCFL+T7vu/78lM/9VNZWlrK//gf/yMf+9jH8od/+IfNvd7ydvfdd+djH/tY\n3vCGN+R3fud38k/+yT8Z0ZcvVbrdbl772tfmfe9730jUnf5g3KkPObORo1QgX6P4jJ1BO7JbnTob\nRj/nsKNqAKUa1aHdJgMBiMgGY+TtyU5vtt6g+Pwfj68zAXFu/IpUryHGFnmsmbHYQwdAqMc6kMCI\nSXX0HbLtbZqQ2BABtMGZMI7YGXihWy1jJpYreWm9ar3rDAADpAqmjspRs33AZjBP3e7oG7HsfFpv\nc1+SPPTQQ7nrrrvy+OOP54UXXhgh4exQt611ZNmEC/JhXXju3LmcPXs2N2/ebJy1N77xjbn//vub\nczGSoQ2rNpUtEDMzM8121+PHj2d+fn4E8KITq9Ntwpy1z/g5Gwk5NRHt9H5no7g+j7FBu+WijYRk\n7RyF7FS7UOe0Zm/4HgdQabeJABMmxisENx9++OE88sgjzZkwGxsbzdun0Edzc3PNK8cXFxebNxaZ\nsDcJiz6rn1WHh3a5fYx7G0lmG+OxcnEfK2nIs+2Uefzsl/j/NlLIz+J6y+BRYByTWCaPbcf5rMoN\n/al6yAFIHF+TQ9zjOWvT2SaPCI5y5tDu7m5WVlayubnZvE3q2rVruXLlSqanp3P+/PmMj4/nypUr\nuXHjRnZ2drK0tJRnn302a2tr6XQ6TdbOtWvXmlfXnzp1Kvfdd1+effbZfO1rX8vq6moeffTR3Lp1\nK88++2yjT+69995me9vTTz+dTmd/e9ODDz6YJE2mN29IGxsby8rKSm7cuJHx8fHmPKNut5uVlZVc\nv349p0+fbvTL+vp6er1ekynU7+8HkMCHBJcI8BBoto97mMU+RjLEk6wNsEtdc8jC7u5u3va2t+W/\n/tf/mk9/+tMjR8aAIR588MF88IMfzNmzZ/N7v/d7+ZVf+ZXs7OzkLW95S37iJ34iV65cycc//vFc\nuXIl73rXu/KTP/mT2d3dzfr6en78x388/+2//bfGN7LcPfbYY3nssceyvb2dxx57LBcuXMiTTz45\nYjc7nU7+0l/6S80Zmg5ybW1tNX4uBJ23qHO/dwqBbdC3lEoC0X9nAjEezlACX5k08vhXvVl1SfU9\nq956OeVVQw6ZJEGZOr0xGd2aUAfdETCATjX8EE02FtTB4nM0GLAD04uxgEW1gqzRgbYI1tzcXBOd\n/Ymf+ImcP38+n/jEJ5pofDX+9Nn/v9T4rays5Dd+4zdGPuPez3/+8/n85z8/8jl/P/nkk/njP/7j\n276DCPtrf+2v5f3vf38zvo40VuPKfRbMwyw24JBytMughP27LnzPnDptPhkaPgOU6sxZWTjKy+JG\nUZos4VoWNUqI4sPLkEEUlKOUfjsaSoNMIdYP/afNFCt0+kVdPk+E+fZaQlF6TTAGdu7dXyu3uo3N\noKpGNg+rWEbrW5foO06k5R5DQiHy4/3jnks7vBUET09PNwcz/sAP/EC++MUv5ud+7udGDrMjomJj\nkiQPP/xwzp8/n52dnTzyyCM5c+ZMnnjiidaxe9/73pcPfehD2dvbyyOPPJJPf/rT+cIXvvAtiZRu\nt5vFxcX82I/9WBOhc0Tab64yiLbBrIQSfaqOvsep6pVK3LbpHP4+SkfNgNeAGfvk/roYONuGeGwh\nVQBcjCPXsVaRJW8zRfdATtXno6NoC+1x5g/PIujBerfecsQdcGWikGcNBvtnDHBtPU+tOlKMZxsR\nbXBjEsr2qM6JwSNtrPN5VOQQ+o/sVQcImAP3mblIRp27wWDQHGh6+vTpvPWtb80zzzyTr371q7l6\n9WoTwDHBmgydddart9NWx9UR0l6vl/vvvz9/+S//5Xznd35nkzm7sbHRXLOzs5Pt7e0G5xC4mJqa\naqL829vbTR8c8KsEFXq3Zje4GBfaZlbMZDLSZKhlgrmpwUI+57f1D+1+NZSDHIVKKpkUth72OqoY\nEIfV220ghHmeHZuxsbEmGwL7aqKg4oE23JAMt5aa8DXO8flCJrv8LMak6mv6XseNdWHC2WPh9lUi\niPFu+66SJ772qIrHuwae+Y45rcR6JVu5xyRSJYO4vmbxE8hgHfI/ZOTS0lKDqdgSv7GxkatXr2Zn\nZyfz8/OZnJzMyspK1tbWsrS0lNnZ2Xzzm9/MpUuXcvLkyTzyyCPNW8See+65LC0t5XWve10Gg0H+\n+I//OM8991zOnDmTRx55JNevX8/zzz+fycnJnDlzJidOnMjKykqeeOKJ3Lp1q8k8goy6cuVKzp8/\nnxMnTmR9fT3PPfdcg5tf85rX5NixY1lfX8+lS5fS6XRy/PjxHD9+PFtbW1lZWWkylyAUNjY2mqDj\n7Oxsbt261fiE7ESpRGXVhXe6eF0w15YVywE2FZ3OWpudnc2P/MiPNNlZ3Iv8fehDH8p73vOe3Lx5\nM9/xHd+Rxx9/PF/60pfylre8Ja997Wtz8eLF3HPPPXn++ecbsnlqaipra2sjgQ/agL34vd/7vXzy\nk5/M+fPn85WvfCV/8Ad/0LxxLtnPdn7HO96Rd73rXSO+WTI8HJrdAFU3dTqdJhuc75Ft2yr7eGA3\n/DfXlQx3FVSM36ZLrN/8ncmgGtDAphlfvJzyqiGHABIUK26AL0rIxEsy+gYUE0Bm6GzAkuEBTTiD\njl4BmrjHzrEXKfchGCi4ubm5jI0N39QDAMPYoSzf97735fWvf33+wT/4B/nKV74yIuBtIOfllApW\nKqN40GfVCCb76Xkf/ehH86Y3vWnEOavEggXUhvwoz3Ko2SnMrzPRGMcaCanEh+cXZeGFnwzHCwXg\nBcgzHR2mDTyTNP+pqalG4QNe2P6YDLONiCpD/hDpd/q+n29FgqPnbU6eM6ICdYuBs3woAG0THlx7\n0DoxeEAu6I9JPI/PURRkucq+9cJBffR2KYNVtpdahnAIGUf0gc+bGhsby8c+9rFcvXo1n/rUp5qs\nkMnJyfyrf/Wvcu3atZw/fz6PP/54JiYm8iu/8iuZm5vLgw8+mN/6rd/K7//+74+sNxuIz372s/ne\n7/3evOY1r8nv/u7v5hvf+MbLcmpmZmbyt/7W38ob3vCG286YQa6QfZ5ZjSXtaDOM1nGVLLDcVRBv\nUtbz4zV+WKU6FcntLz2gjej5CrRcWE8mgSt5YULeUSPG3U41gNzt5bu6L93g3Fkf1AkxiT44duxY\n4/Qhu9gztwdd0u12R7aN0XafY8Hz6TsyQWaAMxw9HnbsrS+sB9GptCkZ1TGWl6OwVfVZjFk9F7Gu\nn0qu2iHDBoyPj+eRRx7JhQsX8uyzz+bpp5/O008/PRLwqlk5FMYCuXW6fK/Xy6OPPppHH300Fy5c\naGwRc0uUvIL1JI3OQybJNnGWj89mIIJa31KHfNdsDZPGbQGJSrBZRl18fSXILC/VQaoy9r+qWOfY\n6UhuJ1y9DrwW7bj7HtusZBhEdRayiXHX5eMbTD7VNhrzOmqOLTaGgKyqddS5SdoxrbNoTJZUktLY\nwKRH1SP+n/qqPBgbVmfuKEoltZLctqZokx1U23fWqPEtxeS9//fzXXq93sj5h15DMzMzzdapubm5\nLCwspNfbPxe00+k0xNDVq1fz/PPPN9k7CwsLuXLlSubn5zM3N5ft7e288MILuXXrVi5cuNBss37h\nhRfS7/dz9uzZHD9+PBMT+286m52dzX333ZdOp9Pozrvvvjtnz57NsWPHcuPGjebcoQsXLmQwGOSp\np55qyKlz586l0+nkxo0bWV9fz8TERJaWlpqs4Rs3bmRycjKnT59usnBv3ryZqampnDx5Mrdu3cra\n2lq2t7ebs5c4+qK+DZRkhcMsxuUH+ZT42sY36BSOa5mbm8uP/uiP5sMf/vBtO3g+97nP5bHHHsuJ\nEyfyuc99LpcuXcqxY8fyr//1v87CwkK+8Y1v5IknnsjMzEw+9alP5cqVK3nwwQfzB3/wB/nv//2/\nj9Tn9Xv16tX8w3/4D0cIYfsy3/u935sPfOADI8Eny7gxpv2wJM3RACaR0aG0AV+A+s0xVD1lTI2M\neiu4147XmfVMxYP2JytufCXlWyKiTqfzs0n+tyRXBoPBoy9+diLJJ5NcSPJUkncPBoOVzr4U/d9J\nfjDJVpIPDgaDL76SBtFRO6kMig2QJ4X/JycnG3DNQvKEW/HZ+XcEcn19vYl8IVCAHJxnnEA7fWwf\noA07OztNiv709PTIG1iSNN+/8Y1vzCc+8Yn8m3/zb/Iv/+W/zI0bN5JkBBBWlv/llGo8KVVxeyy4\n7/jx4/mhH/qhvO9972sOoMXAVFDNPf6c3y+eefRYp9P5ymHKjvtqw45jY/lxNATFVrPCHIVvA9QG\nUoDkClSQQRQCAKhm4nCtX//M/yZ0AO0GGoz53t5eE3FwHwze6n2WKb9u3MRkJdw81naSTX55Lqqc\nVIDFNYwD9f6Lf/EviLocmtzwXIMelLIVqZV0G5ihv8y3yULk0SnANbJpRT47O9u8seFTn/pUE+3o\ndrv5tV/7tQwGwy2yKysr+Uf/6B+NPL9NT3Q6nXzxi1/Me9/73iwtLeWFF1647dykttLtdvOTP/mT\nefvb395s/bFTCsnHeKHXcACqHodws2PvcfU6rPqpTddQLOP9fj8/8zM/kxyizrFDTzuxIdUxrrLi\nzCLIP68V3uZUCVXrCLboQKjQDgMZ9JezJGrGgDMinZlUQScRtMFg0Oy/N/mzvb3dpMUzhybFq5NJ\nW2hf3ZNP2/v9/ki0zxloAFA7ZgcRhoyVnT1n0zC2n/jEJw5Vbij0jYCDST07WKx7f0a5detWZmZm\nGsKHOggk3Hvvvbn//vuztraW5557LteuXWtevXzz5s2mDubV0VOcLaLdFy9ezJ/+03+6ud7nMzKW\n3W53ZA04k4v59OHGkE8O3jA3DgRi99qCHYwjc2t5djYeskJGMfiMZyajLxNAVitBYp1kHNrpdPIL\nv/ALRyI7tIU1bFvs0kZ42AHyXFMn41Dtl5/T6/WaA88dQKIuxt8EDGSOs9+qDmFtVqxvW2BcUUmu\ntrVf15Lnt003+L5KtjFGfmb9qWvY7Tcx5J9f//VfP3S5cX+cLUafjOUggzzfli/0Te3vQc/02NuR\nRmdQJ/hgbGysCayPjY01W66uXr2afn//YOYTJ040r4sfGxvLwsJCBoP9V8tPT0/nzJkzWVtby9NP\nP52rV6/m7NmzOXfuXFZXV/PUU081bxo7d+5crly50gTdjh8/nuvXr+fSpUuZmJjIhQsXsrCwkJ2d\nneY19ydPnsyJEyeSJF/96lczPr7/dkVnUe7s7OTkyZNZWFjI9vZ2rl+/nt3d3czNzTUZUPgmZ8+e\nbXRyt9vNzMxME4DhjFzGZmJiosk0HwwG+fmf//kjkR3/ToY6Ax+D+cXem8xnjZ87dy6PPfZYHn/8\n8YYsGx8fz7//9/8+jz/+eObn5/Pcc881dT5k3JQ9AAAgAElEQVT11FP5O3/n74zg3Z2dnXz2s5/N\nb/3WbzXnM9Gu6tPzt32TZF/f/8AP/EA+/OEPN1nRtiXIP/47MuzdRj6gmnViGbdvWO22/QNfQ92V\n02Ad2T+l1K1qzA16x32mvFIO4eWEy/7fJD+V5Bf02d9O8pnBYPD3O53O337x//8zyTuSPPTiz3cn\n+X9e/P2SBeVEdNpMm8GzDzpMhpEmrk3SRLGS0XOIWFiU3d3dZl8njjcpjCgyJsaAFRCOAwSL673u\ntJODqTnLgdfkJWlS9dkr+5GPfCRvf/vb86u/+qv5d//u3+X69evN2LySUpV1JX4O+p7P3/nOd+Zd\n73pXHnrooezt7TXpja6jOseUKnxvfvOb89u//dtfK02847LjCI9JGNrEftca9eF7CBVH0ryAKSzk\nSh5ZNl0XyqmCF4NWSEU7035LVr/fbwhGk54QN5CiGxsbjayxRnAmkVfGJsmI/KKUfF4JfTMA5Hs7\n8m3yZUDFsyrQ8vW1vOlNb8qTTz7ZnG9xWHLj51tu2khZOyv+zpEJjApjY0Xv/jvzCl1j5//v/b2/\nl9OnT+cXf/EXGxmygbKc10hEWxkbG2veutGWmVKNbLfbzQMPPJC3ve1tI28msxE0OegfIlv1YGGe\nU9ttw+7+1b6YfK7A1NkMb3rTm/K5z33u0HSOxwiZ8JlCgJmaPeb57Xa7I1tJ7WwDHhgH+siaZv07\n/b/qOsaqZpJho3gjDHqHN8I4mIHeZ837bVjWTc4awQmHRLCeMKnjc4ast53FxHqh7pqdgCxW/Vrl\npsqKyQsTDm9961vz2c9+9lBtFe1mndiZ7PWGKfl20phDCKHqXNl5sA7jwM2FhYWMj483Dsfly5fT\n7/cb54qgxPz8fJLkxIkTzX3dbrfBLdgqxh1bw7mK2CDOY6sp8jg6nh/mr+pbb+/GbjHH2HtkDPtn\nPWMAngxxYM0e8vUvJ2PIuofvkuQtb3nLoeocF+sH5MmlOh51DOlHrafW14Z7qhNje2C8Q/3MkzO8\n0AM4MrTPbfNv+lDXtW2O+2y7YoxasYrtf53Pqn+rja02r61Nvr7tnn6/n+/8zu/Ml7/85UOXGwck\nqy7ERtnJZdxN6DNng8FoRgn/ew6s1xgX5gZsXMkorkfPTExMNDoD/bKwsDCSYXvmzJmGcFlZWcmJ\nEycyMTGRtbW17O7u5p577sni4mKuX7+er33ta5mYmMhDDz2UsbGxPPfcc3nqqaeyvLycmZmZXLly\nJc8//3yWlpYyMzOTmZmZXL16NaurqxkbG8uDDz7YnHu0urqakydPZmlpKRsbG82ZRMvLyzl37lzW\n19eb7OzZ2dmcOXMmu7u7Tf1LS0tZX1/PtWvXMja2/1KSfn//bWlsm+MlM5DZPqB6MBjkjW98Y37/\n93//SGSHgi/s4DLf+y1qln9k5eMf/3j++T//5/nMZz4zgtsuX76cy5cvj9hxk9TUh74h0Mp3xgBV\nBpH5breb5eXlvOc978lf+At/IZOTk82b77a2ttLv95tss7Gx/RcAJWlsHG895TleUxTkme9sf/AJ\nq29a1471tvVeG1Fd9Y51DH977r6dlyZ8S3JoMBj8bqfTuVA+fmeSt7/4988n+e3sC+E7k/zCYL/l\nn+90OkudTufsYDB4/ls8I71erznYi89YDABiDxJAFSGqZyjY+TKhU9PgrQyJgBGdpT6i3gAXJpVJ\nrIeG8sYXhII3SwFKeQuEDxre29vLww8/nI9//OP5q3/1r+Yzn/lM/sN/+A/5+te/fpvReqly0DVe\nNPXzsbGx3HPPPfnzf/7P50d+5Ecaoo5xscD5M6emGuRy/Wtf+9ok6SYxhXrHZQfnZW9vb+TEezty\nlLqNKxme8VNZcTtXXtDInR1l5hpgy/zbMPs6j6PP8/CzPJ8YSB8Uy28bWr/xgEykCrBRqDbOlRip\nRJoVHJ+1kYaWLwMK18nf9R7+vv/++29j3XMIcsM81TXhNvb7/RGZ4XMTiRgUsgG8f7gaKkfJDLqd\nATA+Pp4f//Efz+tf//p84hOfyDPPPDPyfR3Ll1Nwjg76LhkSGt///d+fj370o43egsBKMgL+65Zd\n1r4NtnVGMirbvu+l9JZ/V3mpdT700EPJIeoc5h4bgaPu7cfICpkvzhyCCPR19AOSxpl4fguIiVoD\nKcYaW0RKt8cJYOftW5yXxTzY+fZr5SEBNjc3mzYyb2TAIg9k//iAcooJLb/unLGhz86Cs92q25A8\nThTf52wBirPaDKYeffTRQ5Wb2k4TxBQCD/QNeZmenr7tjZeMnYl8cAryhdyAj+bn57O4uNh6FgzE\nNsQuc7m5uTlyLUSMdaDbzBjT7o2NjSYjjmvQD54TrvGcmkwwYWj7A2Yz2eaxxvbZDlVyxYE/ywTf\nsyYq8cDYXbx48dBlh2KHyXbfn1uektwmZ9xb9VV15v0MZwM50k5hjJ0NlgxJdG8l5xl2Mg8qtnfV\njrrPfGdSqNZRx8/31vFpe76/r9fwmft3ECnEvffee29yRHKDrJpENT6zjFhvOyPCmLk6sJadOlbJ\nqBwwFhUbEmjHhk1M7L8JGmIcm7S1tZX5+fmcPHkyvV4vly9fbuzJs88+m0uXLuXMmTM5f/589vb2\n8tRTT6XX62VpaSlzc3PZ3NxstoMtLy/n+vXruXLlSiYmJnLixIlMTk7mmWeeyeXLl3PXXXfl7Nmz\n2dvby5NPPplut9tkAV26dKnJKFpeXk6/32/edLa8vJzl5eXcunWreYX92bNnm2vGxvZf397tdnPz\n5s0MBvvn8g0G++f3MR7Wm35BzWte85pDlx1sB/YYe0+Q1Gu46lcTi53O/mHeP/qjP5o/9af+VH7p\nl34p3/zmNxviq42IbmuLr6mfWdbQh+joP/tn/2ze//7356GHHsrOzk729vYyMzPTXI+cce+xY8dy\n7Nix5i3R9UUflfx2cgJzxbMdAMR+m3yuJFLlJOiX9bGvdbHN8hiCd4zjX075djfa3yXBeiHJXS/+\nfT7JM7ru0ouf3SaEnU7nI0k+kuwfqOgJxcGCaa7nfzARXAM4t5PNdf7fDDjPI4PHYNWTZtbWWyfI\ncnKaP8JTX93nbCSMpIkH17exsZF77rknH/nIR/Lud787jz/+eD73uc/lV3/1V0de+VnGcuR/+s7f\n/pxy7NixnD17Nn/mz/yZfNd3fVceffTRLC4ujrxmtBpvG7c2x6xG96vwvljuqOycOHFihKAxIOL5\nAFqDZgNZZMNjaecXg5YMCQNnsKEwDVqc4WNA7a2FKA/k0lk7jDuRWw4lZk44+4M+oqi8dcXzbWVi\nQhNZ8Hx5jQHyPa9WboCG+iyD8+R25roCCNdxAFlzR+Xm5MmTt6XVQwhWQqMSEgaodugYH6fYO3OQ\nvkFIoXecFWHZ/Ct/5a/ksccey8/8zM/k3/7bf5u1tbU7fjaK+/b6178+73nPe/I93/M9t+kPZI32\n+TBdDFobEVgJVq9RZ3biUNZioh8Qa+feurrKocqfSHYsN2fOnEly+xvKWK+AqcFgMNI/k4bMN7Jh\nx9fnz/jNg9gxHDMK9bD+vfXU9sYkJPdzL+1wFob1TJJsbm6OPIf2ca/JvzYwY7IG+Wa+HSl0IIR6\n7PhXx971+74KMCshxLVed3dabqrsoHMss6ybqoOx9cZEdhiQBQeyWBvemmVd7EwNsJVJJZ+LhkNQ\nST47/2TBUT9A2tsQfY7kYDDI5ubmyPZSR6MhalgP3hJp+2En3IG+JCMk2sTExAj5XwFzLbZ7lkUT\nRw7u+LuWcsd0zsLCQvMsk8PWi7pvxIGoa8Z1cI3tOZ9R7ATVcTNxxv0mEhxY9PWQSNxb8YL7eNCa\nr4SY8arvqQSz66ltq/jjoO/aCB8TQX6u7VJ95gHljuqcU6dOjTzT5Gudp5aA3Ei7masaMEbm2jKB\n+Bu7h92o+M9y42M7rAeTZGNjo/EJp6ens7Kykm53/9Xn6BfOKtrc3Mz169ezt7eX8+fPZ25uLs8/\n/3yuXLmSqampXLhwIUnyX/7Lf2neyMiWtN3d3dx///2ZmZnJ2tparly50mSgnDx5sjlg+dy5c82W\ntJs3b+bYsWO599570+nsvyBoa2sr09PTufvuu5szdRYXF9Pv93P9+vWGFCLACOanr7wJ275DJdfv\nlOxYbpaXlxt5MUHIXDD/fhNpW0Z6xYl/8S/+xTz22GP5jd/4jfzH//gfm6yhth0Wnnf/jcxalquO\nS5L77rsvP/iDP5i3v/3tmZmZaTKWLbN+hf1gMGh2FGFjCZRgb7E3+IXJaODTBBDP4n7rB685Y7yq\n0yjGSm22sJLoFQcfgItfsvyJPY3BYDDodDqv+MmDweCnk/x0kjz00EODZJRJq9kyNv5JbgN1HuQk\ntx1WhZNeM43anmHgzqAi5AbcpOEj/DhQBkycN2QgRh0VnFlhk97/Xd/1Xflzf+7P5R3veEf+6I/+\nKE888USeeuqpXL9+PTdu3Mju7u6BQIe+sXf31KlTefjhh/PAAw/k4YcfzsWLF7O4uNgo4bbUM2fg\ntAmgyYlqfF+GDPyJZefixYsDt8vOGM6QgShjzGeASRZw3U9KJN9kIfVzYJz7zDV2dCsAMvucDDOX\nxsbGMjk52QDo5HZZHBsba/Ywk63i84o8DgYFJjJYC3bqk9ujapbpCkYr2VbBmOtJhlvUDKbbnDUT\nVC8x/3dEbhhfgxJHw3FOmH8yKOoYG9wwVjhozCtjR+aGZY36mBvGcnt7OxcvXszf/bt/N+9+97vz\ny7/8y/nkJz+ZZHhY5LdTqnP1hje8Ie9617vy1re+NbOzs832V2TGxFA11syTjabHFJ3cZvQtExXU\nWwatYygYaxNrFSQc0PdXLDuWm4cffnhgm0O76150+mhCzA6M1wn3GQC48H3dbuX++u1lPkePZzia\n1el0mregmGAGDCUZ2QaNDnJmW3X8Aa4GTCas+ZttSElum/dKcDvTqDq8dma8zYHxrwSiQVR1XKrt\nOkAG7ojOARscFPVDD3gru7PNkPm6nrzmTL7WQBVj5gwe5sc6nCxc4zEwS50Dyzh2ws6EiQCIVMsq\nhxx7npAJR2ttg5zJYmLan784/k37HHCs414d90oAcK2j6P75FjLwJ9I5Z8+eHXjuKJU0aSNTDtKr\n9MfygENTHff6u5JSjBtEHjqE7ba+z7iIeyqJbn1pm1PxZV0HtiXGPQdlalJPneP6XcVT/s0zfH9b\nnfXvlyAV/fw/sc554IEHBpbr5PaMS3QK4+x1xnVem1wD1rWtrpiTeljHxgkeY4ozZHu9XqMX+G5t\nba0Z752dnayurqbb7TZ2ZWJiIufPn8/k5GSuX7+eF154oTmk+tixY9nc3MzY2FgWFxfT6XSaV8wf\nP3486+vruXz5cvb29ppzg9bX13PlypX0er2cPXs209PTuXLlShYXF7O8vJxut5vnnnsuGxsbOXHi\nRE6cOJGbN2/mhRdeyNzcXO6+++4MBoNcvXq12fa2vr6e3d3dZvva+vp6k5HU6/WaIyLY/g15gt4a\nDAYjtvdOyY7l5r777mvwMXbYsuP/sWnIAhnG6EsImGTf17n77rvz4Q9/OD/0Qz+Uz372s/md3/md\nXLp0aWQHh8mVg3AdNsVBs7m5uTz00EN561vfmje/+c1ZWlpqfG7kMBliKvtmBCqwuYw1PjxtQN6Q\n6UrWef1bl7GuHHS2basYpPpU8Bh+Tpsesn4xthoMBq9oe9m3Sw5d7ryYltbpdM4mufLi588muUfX\nvebFz16yMDEMFM6rB9YOOlkWfgVrTXHFSXHmBoPmTAzAE5NM2jxRWxw9JpCDqtgyAOjgekCagRdA\nGxLCChWQNDU1lfX19aYPrrff7+d1r3tdHnvssab9W1tbuXbtWp5//vlsbGxkd3c3GxsbI4ALZba8\nvJz5+flmf62ddJQvip3C95Wsqw4+49/2/QHG747KDmPovbCMcRtg9VYsf0/bkUGfIWSnxSATgiUZ\nffMOdTqKy+d2Ip1dRPF5Q5z94cNrUWAQQgAsg3WTj9U5sCJJRrcJ2aGrERvuNSCsBG4FUxQ7PjWC\nb/BYrynlUHSOAXGNNDu7rAJzPuNe5pFsC5M3OHXJ6JtZGHsbKgNoH/766KOP5g1veEMeeuihfPrT\nn85Xv/rVrKys3AbMDPJ4tg1Isk+c33PPPXnTm96Ut73tbXn00UcbWd7a2hrJqLJz5bOsXL9Bt0l5\n+klfTTQno8avOgFtQNz9cDQGotYRlFLumOzwfHRJkmYrqw8c9FYziBQcZuvb6jB5+zL9JJ3ejp4/\nN5nHPDqNPxmSkklGzgPiDAfkm7dqbm9vNzqVs/lqpI459TkQ9MfnvHibGADegRhn3xpkVoKbZ3vL\n1UF2xg48Mmz9xb2M1QEO/h23VcmoE9tWvO2Y6+3w1rexul7ki+uwFXzX6XQa24GDxXhiqyx7g8Gg\nIf4YMzKEIMwJTDCv1R6Z4MW2YUPRjbTPc2X9bEIC2agZc22Op+3jQcC4jQwxsPY1XuPorAMI6Tsq\nO1VWrM/byBM7G56Ltr5XB8dOvmXQfXVwwc/iLVTMr+e94gNn4pv0rONpHOrfXkfVabJdPOi7qlv8\nvOrYGS8a+1RbddDPQTinpdxxnXPQ3CWjh5IzB233V11EX6rNNsGEDXC2KvJRyVvux7fjb85/SfYz\nacDlY2NjuXHjRoOB+v1+Njc30+l0srS0lF5v/41o8/PzWVpayt7eXm7cuJGNjY2cP38+S0tLuX79\nep555pk8+uijGRsby9e//vVcu3YtFy5cyNmzZ7OyspJvfOMbmZyczIUXs4yeeuqp7Ozs5IEHHmjO\ncOv1ejl37lzGx8fz3HPPZXt7O6dPn87c3FxWV1dHjhC5du1apqenc/LkyWxtbWV1dTXT09MjW7x9\nCPPExPAMJq+PAzKH7jhGtu4cDAaZn58fCdaZXDGxh2xVuep0Os2b586cOZMPfOADeec735knnngi\nX/rSl/LEE0/k8uXL2dzcbPTDAfq1aePMzEzuvvvunDt3Lu9973vz4IMPNsFz7BYyyPZ4/CPsE4H5\n7e3tEUKMbFr7AvY13U++N34DY3n9sxYrSWv9bf1iH9F+Rw3oeA1xb5vuebnl2yWHfj3JB5L8/Rd/\n/5o+/z86nc7/l/0Dr24OXsaeWDpQhcF7HpM0gASBZdK8HQcHHGcGYITwejtQHSyeZ4Vn0mNycrJh\nRC0w1ENWAZOJc89EcqgwgMaHePmwbdoL4IEw8NlFvHrx4Ycfbgy724qBNzhOMnIYqAXnoEimr7Gh\n5B4b2zYD2FLuuOzwLMZ1bGy4/919M3BB0ZrMQ15s/OzUVsNogGQHl+cj01UZmPwwWUW9PMuKiHnH\nMTeRasPc7/dHovj0wWd1UOxwVoeUfniN2OGvQKM6O5V0swzxQ5u9ncHyVModlRvaYgCXjL7emyjo\n7Oxsc4+JUI+BndEkI5lcJhP9im5HPEyk8L9lGLn84R/+4bznPe/Js88+my9/+ct58skn80d/9Ed5\n6qmnmgPu2VpE+5aXl3P69OlcvHgx9957b173utfl4sWLOX36dAPGWBv0Z3x8/LatlpYLZxzYqbAe\ncQYA9VgO/NvyS7EurKAcQAJoqYawlDsuO8wjbWG92TaxfpxRhI5C9/iNiYwHhIVlwmNJ/c6cqlkj\n/I/tqNuZeWEC1xClxL5C8Nhh95bLJM12MtrFerEu9jxalmhjJQ6o17Jn22YQWvWEx93EUNs1/ByU\nrSX5uKNy44iksywAqOAW1m+V5+pUmiRkfhyAoh76h8ywbi3HXOtMLHQhP65zfHy8eTbf+cw72uuI\nsNvuLCAiscnoG0LRNcwjWIp6qcPRbTvDtNfri9+2b5ZLzxE6zrbCcnOUOqc6SZUs4RpkxDLte22r\nHaioutzPaHtuMrR9Xt/oQZOSdiKtK41Lqi322jVBVK81/uda64eD6nM9FRPzLNsevkceqt2mXret\n3t+mt0o5FJzjOTIOdb+rP+P/2/CZfTDWJTrdY9xWj0vFBR5D65Zut9u81KHf3w80dLvdJnhx8+bN\nLCwsjPR1aWkpJ0+ezNWrV3P16tV0Op2Rg645iPjGjRvpdvdfxHH8+PFcvnw5V69ezdLSUhYXF7Oz\ns9O86fH06dNZXV3NyspKer39jKLBYJBnn302/X4/d911VyYmJvLMM8+k1+s15xg9//zzWV5eztjY\nWFZWVtLv90cOnybIBGHvtxfbpr5EMOOOyQ7zibwTKDeRT0CM+bGu9jXMK4Hq6ptPT0/nu7/7u/Pm\nN785W1tbzdh//vOfz40bN3Lr1q2sr683QaRjx47l9OnTmZ2dzV133ZXXvva1uffee5st8rx8gWeZ\nzAffOyjC+l9fX2+SQ7BHBK/8sgjsJ7bU68lkK3KMPFouHUxhjTjQY71S1yjXVZ3DfHmt2nbR5pdb\nXs6r7H8p+4dcnep0OpeS/F/ZF75f7nQ6/3uSbyZ594uX/2b2X5f39ey/Mu9DL6cRBnUWJoxKZcK8\n/QNhdaTTr4A22MWQIQydTmfkgE4KCxSlw2cWBoN02gnQw9FmexAHrLF1i4NBMZCOYjrCYvBowGxD\nyCJwVMwC7wwajzf1I+htxst/00Z/Tv8dsXfU+qd/+qeT5LX7YnQ4suNiQM2islKtBh+l4T4apDNv\nKEWD1BohTYb795ljg+oKyDinKBnd12tF6ywjK6Saysv9niP6y1kiBuI+XA05AczRf8tAlRNHrD2m\nljs78nX9VpDn0u/384u/+Iu5evVqkjxymDqHPszOzjYEFe3xFjKPK3NkY0m7cYAoGJLx8eG5ZfSd\n76zvSFf1WHh++/396Fiv18t9992XixcvNrJ+/fr1BiD1er2RiP6JEydy8uTJDAb7URYIa29ftINP\nITvT8sncMyZ+lTpz7rRg+tCWHUAfq1PguuzIJxlZm9ZH6Pef/dmfTQ5R51jXIRtuN3qd9WtZp+11\nPUISse4Gg+F5VJS6TdEEpuWSeUR3mfxmnpM0qd+8HYUtqvzPduV6DXqANiRpUq69PcREWafTaUiE\nCppou7PKnIVnebBDWp36SvpUMtEEbnXYkuSf/bN/dqhyQ1vBBuAY95e/TQAZTLqvgHeuMVCvzh/9\nZq0jw+gWYw7aSX3oqirzzvaAXNzY2Mjs7GxTP3rP5yQZPNMX5skEB7ioknYO4LkO4zGTRPV51IFO\n8tq1Q8Q4eazAnRRs6IuvlT50nGNd4v89Hsh5JYY8FpUocrET00Yo1d985y3SSZpt8MYHyBXZ6sam\nrs/tMkll3FpJCmOTKgeVlKjt8vOMD+tz2xywGnylrlpHtXP9fj+/+Zu/mRyy3Ph5bWvc4+Q1WAOE\n2HXjaQcs0GmeB9aOMyeqbvcz6pgZj1MXBAD+1tTUVOO893r7mbPr6+tZX1/P5uZmlpeXG5s5PT3d\nZBFdvXo1165dy5kzZ5pdGBzYnyRra2sZDPbPA5qamsqlS5eytbWV06dPZ2FhIV/96lcbcmJjYyPX\nrl3LzMxMlpaWcuvWrVy/fj1jY2M5depUdnd3c/Xq1eZZm5ubzQHb7BaBpEqGgUXGvPoGnU4nP/dz\nP3eossNcVv3rHTvYfAc6HRzzGuPzqpe41kdrXLx4MRcvXsx3f/d3j2wrdgEnIxv4yfbBB4NB8/Zm\n7J/PhyVANhiMbtMzMcO5evVs4mpP6Rv9xg6bI7B+sv32366v/o88VIIILOExsg7yunwl5eW8rey9\nB3z1fS3XDpJ89BW14MViR8KsWjVSLz6nUR4orOowozgA3ygwJhBBdoScDIupqamR15UPBoPmfCGK\nI7EICkAKx5Loq9uHgsO54XX3LCCcixqNt5KkH4C3JCNKGOE0GK6gwkaZUoFRJYr4XYkDvjPYGgwG\n+eEf/uF84Qtf+PJgMHhjme47Kjv023PL4jRhxJh6u5X/dj98Ij/f2TiaBOJ5JiZNTlWwbvKIdtuR\nQgkgfyaEUKDUj/J0lJ8281xvW/I6YZ7onzOg+IwxMONcDYdlrMpa3fbAffSzft/v9/PX//pfzz/+\nx/84ly5dGt0Td4flhvWBIfb/HguDJtqJ0eF/xgEnmPocDXc2CLqG8WrLjkSXGDzjYJFFyLzNzc1l\ncnIyJ06cGKmz3x89Y2NlZWUEyENo2IA6u4k2YdRY424LWUd8VgmzF+epmXMDBINVG8HqvBsYoVPt\nsFHvhz70oXzpS186dJ2DHuZv+lQPpq/kPP1krKtD5GgbsrK9vZ25ubmRrc4mYNEd6CLsicez0+k0\nUbHqZA4G+6QhARYOUEfvzM7ONun99IPtZ95ejbw6K8COOs+CXGUcsMFtDqnticnJ6uxV0sef2eHx\nPbbvf+Nv/I385//8nw9Vbhh3xoX54s08tAW5tl6pQYBk/1wo+oi9MPlasZHfqOixquuV8zB8HfNJ\ne9BPthHeUsq6B8xa55M1zXesYc99BbKeq0o+8znj5GxM643qrPtZJhVppx1a9F61cb1eLx/4wAfy\nxS9+8VBlx06Fx8drGbvR9r3v99h4DLxW23Q09THObfjAf9coOnOGLTQGx/bWNvkcM0rFrVxrma7f\nux+ev0oC2aE1jrMurXJQfxg/P8M6ifL93//9+Z//838euq1yUKHKblth3rAlduKZ30ro4OBXPcA6\nsp5yfV6v/qFuk4PeImS8zRvIII42Nzdz7dq15j7eUMUbzra3t7O2ttbYxKtXr2ZxcTGnTp3K3t5e\nnn/++ayvr+fChQuZnp7Os88+m7W1tZw/fz7Ly8u5cuVKTpw4kePHj+fmzZu5fPlylpeXs7i4mLW1\ntayvr2dxcTGzs7NZWVnJ5uZmlpaWsrKykk5nf9vb1tZWk7nU6/WarU7oRhO89iPwNT74wQ8eqs5h\nfAkkgwv9li9kxWRx9Ss9f9Yr3tVRCSUHUpNRHABxxjWu0xjWNhYbMz4+PpKpDYbvdrsjL43herff\nWT5uM4U+WzYpJvmMi6yPPObU5/sp9s96+Z0AACAASURBVLHbgqe0ueKHg9b6S5U7++qbb7NUMIOD\nhsA4y8GgwoCA+2vEloFypB+hYpC9NzYZTiYCQ3tgHmdmZppJQjgtOGw9A4zPz883E0UklsVPXbR7\nfn5+5LwXFBhtoF/1LTd2Nqnbb5GhWPHyDC9UO1oVTFUDZ0G2Q8fYfDsC+UpLXRyMkckiHNhq6Ggv\nYCVJ41ghXz7LgDpsbJ32WgnDJCOp05Vlx6EzkWRwh6zgsNE+HDzag7yTcktfOLcIwox6/XpMk4xW\neAaLVtK01VFDg2mvB8aXvjEmGHnu971+7mEXg0GDGH9mR5x73G5fmwwjF0RY0CV85oPGfXYI+oJM\nRuSOc6VMOiUZAXtJmswvyyff+XBb5IE1PhgMMjc3N5JhQto1cgOgc5YjxcST9ZN1azJ8TXsF48nt\nB3raAKKfWLMG594Kx7NeSdrst1MqYOV5ZHAmQx3CNfTZ0Va/AbBmuHqrMTqLt54wFgbZjJG39BjM\n7e3tjaRFO1WadiSjWYjoA/SOt8IhQwRAsJGAMROEjIG3jCObyJLXPGPkcUAGHQxxBgLrp54pYz1P\nnV6rHv/DlhuKAWKNPJosYVwZO+bNEUt0NzYCuXQmEmDbWAG84agqugayyoEPE1K2Wfw/Pz8/kvnl\nzCjI3GS4dZ7AnZ0gnMqdnZ1GHhzcojhjyWR+MnQO6hgkt2dzVNmr+MGYxzbKds1kwWEW2uf1Xr+n\nVLttosLks8eiRuZtV2qQEnto+5GMbqkwBjUp6PsdfDOepP22I/WMO6/5tqwC25Y2Gaq23LbH41IJ\nQ/sM1WbV5zvwY33j9h223PAs+oBdqtl3JlHpo30kBzy4FnzS6w2zNvBhCI4bN9ajF1yoLxm+MZbr\n7Jt0u/tbyNCLDuKOjY01Z6uur69nbGysecvfpUuXcuPGjbzmNa9piKO9vb088MADOXbsWF544YWc\nOHEit27dyuXLlzM1NZWHH344m5ub+cY3vpHZ2dl8x3d8R9bX1/OHf/iHTdbP008/nfn5+Vy4cCE3\nbtzIjRs3MjMzk8XFxdy8eTMbGxs5depUkjRnh/qNZPyNTcQu1v577R5VsZwno4FzvgdnoLsrIeGg\nzPj4eLNtHVuFLHkXgo99MQbgO9t4nu8AecWt6CgHRSCcuY/ED/rkNoLjWT8OpGIPwGLG+djzZPQQ\n7xqIqcFSB1s9F1UeKoaxD2xOxHrKOvrllPYTEf8XFTuJNkBVcSF03l5WHWD+9wABAhEWijM0EBoU\nGgMLSK4A3M9KRt8ihJBRN4I8Pj7esJQIO/1yxIoFVkkWOygGaR5HC6EFx8be7fY42TAYDNXn2aGv\nEYKjIIYoGAenr5otpT82/pYzH0zmhWTHgjm1ssTAE/l2FNQkD3LIG39oq0kHZ8HZ+TTgRpkgUziT\nVtBs/TBRRx0Y72T0EDXab/KBPiJLbQC5Mtc1ukYf/F2VJRu/CqYOu3jN4FxaFyTDc6ps6NATVYk7\nU8gOD1mCdt54vg0kcoZ8uC4bPD7z3Fad4HFkfiAK+N9kRTKUbWTY19rgVZ3AuBhAG0xWUonflVT0\ntg3q8Lr1XBlcu+4aZT6s0uYkOAvVetuRWIr1k8m7aq+8XivB688c+HCKNjI0PT19W6DAkUmeYXBG\nuyGBuKcSKrQZGa/f8Xl1FBkv621eHettCnxPuzgji7Hw/Htt2e7VubPcHWVhjmmHdXSVCWOBNhBY\nI8zMC9cYAyS3v6HFdgIC0ZjLc5cMs4AsLybdvHUA2+pt0WRIVfKQYIfJKutD6rVM8L1lq+oXE0i2\nUSaYGVtktmIw27M2+3VU9uqlCCH/79/YLRMlySh58q1KlVX/WA9XXYL9YHuZZZL1u7Oz02xfrc5O\nG56s2LjOTZvNqHNX6/XnyFSb7mjDOX6O2+g1aNlou+coiwnRis/q/8bKtQ/WW5SKG2s/qct10B5n\nKHN/nRv7gMkQDydDnwtiCTt2/PjxxgbOzs42b2JdXV1tCPBr167l9OnTWV5ezvb29sg5r5A9Z86c\nyfb2drN17MyZM7lx40aTibS2tpaNjY0cP368OU5kamqqyRba2dlpzi2am5tLv7+frY0PCFnucfR8\nHJRZd9jFbTDms32v2NH/16Dy2NjYSEDE+pZ72/xgrq/BH9ss239shZ+fZASH8z0+m/93m4xnqm0D\n3/NM8C9yWPvP2JhgT9LoRPRixcTWndblbRiGMXRGvfWeg5jfqrwqyKGDnAA7GxYw/4+Ta8UCuPEe\nfMgdgLWVuA0aYASQCgADiDPQPm/GzGBlTJlwL+7BYNAAIgMfg6saeWUhmUCg7U439E8yzDCg2IBR\ntx2cqpit3KtBpb7q4FOOIhpb22ZCDYVi8AEAYJHYqBs842DxPzKGk2ynjPupg/HAuQMQe3z57ec4\ngsm1dnYP2uqEDALskQs/0w6q2wx4s/OH/CD3rDmDS/82qHIfKZUY8vX8/1LO3GEVt4V20h+PNcrW\n48TadoTT6wr9Y9BkZwpHnvo997zZkCgCBsIH3tP+sbHhAYbIHnURKXRaMCnf3g6ZjG5pqvLgteUs\nTM+fDSv9t7y0keBthEgbYK9gkvFP0oyN23fYhfmz3JgwoT+MHbaEMXKk1fLB2N26dWtELwBwGU/k\nxllqtAtdw/ZkbAztq44+DjT2iK1iSZpUfaKeOPien0ouInvOQAI8VefUBBLyYpvo8bWe9pjzt9cu\nP26jvzeJUAmQwywGdjzfY4CjTDsN7uyk0X7IbBMl/M3nxjo1Y4A2GWiit2hDDc7xP/d67r3tzDqN\ne63zktE3ZXI9epbtAMi+t7BNTEyMBEiM4Sx7dmJcfGh61RlVBxknOWpruT9s2bFTcVBpc/q5pxJH\nlZSo9rrWVcmDNnLE+jwZbs0AQ9cxxa55ng4KaLaRDH6+13Ebsec1VNtsfOjra321/X5GJVMOameb\nfTuK4rmlj3UsDhrTOiZVdlxncvtB5tbzye2yVHW09QnFGIC2OaDmupyh6vYtLi42GUfT09M5fvx4\n9vb2srq6mmRfl25ubub48eNZXFzM5ubmiN27ceNGBoNBczbQqVOnmjeera2t5dy5c+l2u1ldXc3M\nzEwWFhayurqavb29LC8vZ319vXnT12Cwf5YReoiMcWMb+22MpTH8UckOz3d70CneIoXuZgtftSlV\ndipxA3ZkHNDjPsqFttRMwuR2HewzhJBBMpzHx8ebLdboIWwV9qRuo05u35bu9iCP9s2MLZB7+3rU\nXdeU8T3Ptc5Cb1lH2gcxDrAOe6W+1auCHEpG9zlbIVeWkk6b4auETDV0HhSTI1ZI3h9NfY5i8fwk\nI+eAUIcPF4YJnpiYyMzMzG2HRjuVv98fpsbZ+EAKeFxI8zcoNvnkNgL6DARxUhinNoLIY8MzrJQx\n+DYe/tvzc1TF899GOtR2GjCxyOy0+RDeZGjQTNpVZ/WgyD4ECyCkOtl2XNgy6W2RMMp2sNqiJgbO\nlgX67K0KTrVsc9zcb8+3f5ClCnzq+Fen32u7DbDRhjYQcqdLVcw2foynt3O4jdW5soPi7S/89hvE\nKhnNM/0/z3Ab7MghI71er0mLtVE1eWUZYW7RV07VtTF31N/tNfFpwhvj2BYVgSjxmqxOVpUjz5HB\numUMcNV232EXxqRmG3rNMuc+xJCxcGYEOp31NDY21mzx8bwaFHU6nZGzoAyek6E+2t3dbTLcWM/H\njh3L1tZWxsfHs7GxcZuzztz5LDfkCV3CZzWlGt1PVlq10W3yRX+qDbFc2Obwd91GWHW9ZdX6us05\nO4pAhp/NWPG5yVP61eYAsObaHAhjJpNzrt8yw3wAhiuZ2+uNnq1g4ilJk2Lf7Q63d1j38IyZmZnm\nu/X19duy+7BDXlMm1mlvBdvYSGys59U2u+pU7DH11CzfNsfZ24Qsl9R5mKWN1Km6rjrD/ttt9v9t\nONn2zWNp7IKu93UeC0jOajcsP8wfc0dbbZNrW9vIDH9nJ8jPqfNpH6AS+m11tTlYlsc6TtUmHdTe\no7JXtR/J6AsM2vpom1NJIpPvnisTNX5hhOfU5LQ/4zqPo3Wc5dVr3+3Z2dnJ5uZm1tbWmiygnZ2d\nbG1tNdeBy+fn50fw/AsvvNBkFE1MTGRraytLS0uZn5/PyspK1tbWsrS0lJmZmebNWZA/Z86caQ6h\nnpqayuzsbNbW1jI5OZmTJ082h05vbW01OnF7e7vRueB+B2OrX8u4JkPy4DALupC1UbN1vYXMJK/b\nx+fYomrjk4xgC3S77ZLvaQv8OUhIfUmysbFxW3CA+qq+No41jvc6MBam/WAc46dk6Jc7o9Vb5I1n\n6k8bEeq1V0kw32dfy/OIzHH9yy2vijOH6gJgkkj3qtcxOXZ+kmHkFCclGQoLisaOVrfbbV4fyALl\nXl9vkOaMIUCRzwSAndze3k6v12uUzWAw3H4EO1qVXjIki+gL44Dw+jC/Gp332FFXBdksVgBYXTye\nB3/u72wsfJ/rsiNzmMXOdnK7gzM3N3ebw2qAbkKSYiMJ6MSpcrSfsTQpxJwwjyZ/aB/ZRNznrDeA\nlbdawMo7s6BmrKBkebYVSc1QSNK8PY/vbeTbyAhKJVMsF20yUsGm/7ditUI8iig+BdmwHFhWULw+\n2M5tpl+cC9brDV/7SR+rgRwMBk12hmWGMfPWHs4LYb0iV4AcZIn67dg7awQDZaNmBxLZ4jOuQQcj\nTzWqYcBrwsLrqzoWnnfXxfi7XuTaQJM58fgZgB52qU6z9U2bQ0p0Khlu7amAwuPFPveaDWEggBxR\nkFGu9Tk06AW2ODKGnKlH25hrg5xut9u8HhZdiHzOzc2NkAj8ps8VHNkue+xMPlRwTDv4vs4xcmwA\nRf3YTkolZuyktRExR1XqWmCejQ/AGMnwTSngF+6r4Ja541rGAv3hs4uS4du3jD18xqMxEkEKnmsZ\nqkEKzprwPKNL2qLAJm/szHp86ri5HjvidlIrKUI7DKztdFJXWxDNdRx2sczXdc/3B5FDvuelfvte\nf2dbzPr1emSNG4fYzlQswnhZD9ax97y39bVihIqhfZ/r8Rqvz7A+8nNMoFDqNf6s1ldlrtZ12MXj\nVZ/rNjlIxfqpmCgZtUXGjZYL6qz+AZ+bAEA2uL5tB4gdZmcyJmm2LmJjyQpBJ62trTW6aXNzM6ur\nq01fOPsVPXTixIkcO3Ysly9fzu7ubu6+++7mnNmlpaWMjY015xXxFmBw38rKShYWFjI1NZVr165l\ndnY2ExMTWV1dHXmFO+1iq3a/P3xBkdcAvoPnxTJ9FASRA9DMHfPVht/tX9NmbDBnUO3u7mZ2dnbk\n0HL6hD0BO2BHsHeMhzGqSXv7fmBwMA3rgHvw+41dHKB1/eAqH49g/QXWRmaZn+oPmVQ3HvYaSkb1\nbJvvbTKp6iD+Z83U716J3LyqMocq05cMAWElOQx0uIYJYwsZoJEJRfGYaAEsJ8PDg5NRZYfSMZuN\n8TNxg/DzDACVhcKRdOoCUBnoJqMGii0iNeJqIGRiqBI4NSuiKnKzqgY+dkgcLahCWiO4ANqjKAZs\nFfAw/44SeJyc4o+RYCwAPo7QWvbskDCGPgTc44IsVMa9bqVI0hgLiiOblg87iU6HTDISyaXPbevH\nKY8YX/6ujmjb3BtYV5lCBuo1fl4bqDsqR7/KqUGnyTe+MylrEpDxtLF0um0yut8ZfcC13vpBsRHy\n9RhPGzA74l7ftL1mfpiEtDGsRCBAn78pPN+OIG0zqWk94/XodVPlzaCD8bYsWpYc8eX5h+2s1Sin\nx8YRMxtm+muCBNkxIeJXPCMv9NnEgPWLQQ9zAyCqMuasU9pl/WY7CdkEiOMQTgMZno0Ntp5EHnkO\nbed/O6TJ0Gm07BqMVt1kmbVuqn97/FljXsNHoWco1iXWc3Vc6FvFPklG1rh1uA9y9jbUXm9/C7XX\nUc3KYb5dH7aj2+1ma2uryYZGLqoT7z46U7H21+c0gpXcF+qrb9z7VkEs22H/mGisYJr7kHtn+9l2\ncU+toxLrR1GsUyiW4zZ7ehAZUW1wtXcmBOi7bX8dF+S2jcz155bvuuWMz7neP9ZnxqN17fOdo/RV\nNmo/rDeMaz3n7pOv8Zy0/VCP8QHjcNSltrvaKbfP67etn/W+gz73+FGfv0tuDzQa7/C9cZAD/Ds7\nOw0mQadgF7rdbmZmZposWTJxNzY2cv369ezt7TVbl06cONHY4fn5+STJjRs3sre3l4WFhUaG2DKG\nTVxbW8vU1FSmp6ezsbGR2dnZJMna2lqmp6ebHR/28ewz4kt6/bXp1WS4Hfywi+1tMppJWLGv5dr9\n4v/qc6Bb6xa0brd7WzY44+Mt1E5sQO90Ovsv7bCvzv0OEGBHmHfjCNpLf5E5+gohaJ+p4sE2++DM\nVj+j7lYyCVrXpuv3WrNeNs45yA68Ep/8VZE5ZENOYcGYVAF4JGneBFQdHK6pGUMIJNk7fi6DC6jh\nmZy/UNthUohn+RX0Y2Njt+2VTNr3Fya3O1H8Tf0815FXrj0IKBl0+lBTj6WBNu2gnoNAWV0AFRxx\nz1E4ajzP/YaxNTFYHQsriGS4tQYlY2LADl9N4+eZ1InsoDxQfCaM6piYkDNBxLMNbnjDC0STz40h\nw8Rj71T7ZNRha3MEfC5XG1Cq416j8laUFSRYkdVC/SjRo5Abnluz92hLTWcmCl/BtPtD+y0rEDfo\nHG8trQYlGR4yS9uS/fHkLXU44zVzhd/eB44BxcAZoFMn8gWpQ0aB57BmIjAuNfpnw4X8VWKxykR1\nvrwe3NYqE6zpgwDsYRbWZtU7rFM+S4YZXAZ0nl/rHJxn+js5OdnYH8slEU/akuQ2UtrPQx5562G/\nPyQOAD2OBtN+7AbZroAu9BD94nmO8noOibDWyKJBjtdUzRoxWYaO293dbUh0dC7PgrD0Ybhta5zn\nAUoPuzAeJnj8nQm2igHaHKokzZuBpqenR7anO+vYL9Ew4LfNmpmZaa5nnpFx5oQ1b3KJdXjr1q3m\nHA3mzGDfxf87q9qkpgNglg0Hx4zV0DPoEO6pNsrPrzinzannOuvo6ggfVRDM/WQuvdarLfI9lDb8\n6c+rbkc38Zw6l9Zl/s1zkWXqhCQ39myzC21tNS6z3m+7ttbJtZaNNiLE99oJ9POqTWubE9pb17n7\n6Dk6rFLxXw0SJhkJ6Pgerq2BVffZGRTGzvZnqNtZhzynrnMTizUowFpDH1XS0Ftc2TbW6ey/7fnY\nsWNZX1/P5ORk5ufnm/qmp6dz7dq1pi62WS8uLjYBlfn5+WxtbWVtbS2zs7OZmprK3NxcxsfHmy1m\nbO1nLW5tbTWvfecgarCV9Rz2gN91jqqPVkmjwyr2k+iTt0Y5oaHtJU0mvehfp9MZuZbC/2BL4xFw\nBcV6ms/xhdxmE9A8yzuRyAgDwxjv1kCVeQWPv20NfTW5RPsYK/SOdygx1r6Oz6oedN1cz/e2T55D\n66+D/K+Dyqsmc6gyY44KmEWmcz4/h4Gs5/HgKDFRHPrs7RiVvTdQoPB8p63hCCIgAF/YUBMxTntH\ngfogYAtCjY5bMJP2c1FoN/2uQmIW3U4L9aBsnVlVHV/mwqC1gqnq0NWzBQ6z2HjXsaBdztCwkcNB\nMrFSCTM/ByfFdSTDTDWfZ9DmQDpKX42fQbzPiXDxInf99MPG04RPdQr4uyoNt7sCQssA9fp7R+3M\nalej1qaker3hQWtHUarTWNvoaHa/328cHQ4MtpFDF6EXnGnIAaqex16vN7LdohqVvb3hWVP1QGOu\nMbis7bAOIGXZZDNyDvlAmzDGAHie4e0pbbqBwty7/9UwWc49hnY8q76B1Pda8fqmHAXgtq3y/LXN\nAWNg2WJuqcvrzXqBefBb8fie+fGZQbaX/t+vZZ2amhrZskbENRke4ljXBc+nzQRCSK9v0x/JUB+a\nOPN4+DPb7TqG29vbDWhGn3nsTHzSToIz7osJDcsX43kUxQ6ObQy4wIQuNst9YFwqYYruNMF6EFng\neUiGY5wMQTUyCqC3vFSCyYQy6wF7amKBAgGGjWRd+3BpZ1rauXDd1cmtdqNiEJwaZME4x/XUsal6\npm6zqHjrMIqfUfvbBvorRjjIgaiywt/VOTFp5Pb4Xo+rf6jPGboee+v72tZKABhXODuo7blun/2H\ntvrb2mud7XZadiw/xvPuYzLE4B7DowyC+afKC22uY1cd1boWan0mbPxsSts8e4zsi/la2oCsguNt\nKyCF0BOcczYYDBryZjDYz/pZWlpKr9fL7OxslpeXMxgMMj8/n93d3WxubjbExurqaiYnJ7OwsJDt\n7e1MTk5mcnIyN2/ezMzMTLa3tzM1NZWpqalmKxv2GlvKNQ5IY4s9BiYWGIuKZTyWR6Vz2vy7inuS\nURnyukyGfpjttAPVSW6zD858NqYBixBMIFA6Nrb/JjTIN3Q92Id6qYvv+Nu4MhkGxMbGxjIzM3Pb\nmUEmgd23OlZuI/fbDzDBQ/vwgapORi6rfWINVr+LdlkXVb7jpcqrInMoGd3+4yh0MgQs9XBEFEVl\n5W7dupXp6ekRcMLiY8KS299OhHPkRUqbTDLZaNYJ5Fqee+zYsebU+2S45QAFgjNZDagXf2VDKXb2\nfB2RPJ5nAQGEmrWuc9AmmG1kkI2bja7/Pori+UiGRsYstttiRpdrqtNsGSTqzesnmT9H/T32FMab\nvycmJppsDa6twBpHykQSYBqlB8Fpkgun3oz7QSCnOm81q6SCNN/r7x1RssK2DHiODCg9X1VeqsN/\nWAWZZuw8X239Zg4wOKxX9pQnQ4LD9SbDdUgdvV6vIYxwfG2syIpwlgF/O3o2GAyaTA4c9snJySbr\nkfrQb2SM8Fp7G0rWit+UZWPIfFeHCiAEmUU9ztBE11iXuS8VDNogVjtQnRcD9qPSOSb9GQ+f0+TI\nKuvKkSEKRAvyZJ1co2T0k9fw8jlybAAC8ch8o9eQOesQxo3MD2fkcDYZjjsZbIw3c09bnUGEfkL2\nk/YzvdCNJtFq1NqgzQQ7fbOO87jwf5vzzHf1/sMsVf/aPjCHyLXXraOedijAQBX4mSSyjmIe0Bk8\ny3PQBiBtWy3zRGDJPEX3JGn+rmfvObBlzOOAivU/9syRbDuybXNojGIH3c4sug5dVPVHdcZom8fA\n6+6wy7eSUcvAQcGtmtni/jAmPIt5Yh36twvr3ZmLPMvZTX422JXv7LzUjFCK9QD9rePitV7XVm2z\n16LHpjrvVX9YJ3utIFsuJo0oXHMUgQxKxRB1jIxfvZ6qf4BzbXxAPXX9ts1VnRNjAj4HjyIz4C3b\nlbpOIZe91nHEl5eXs7u722RZJmkOhJ6cnMzc3FwWFxezurqaiYmJLC0tZXNzM3t7e5mens7Nmzez\ns7OT06dPNzZ8Y2OjCbZAAI2NjTUvekCvQSJ5K64zXein5amOicfvKEvFw23b2bAvzD2Yge/sY4Nd\nkqGuwp9JchvuNIFkDApGMVlr/G5c6DdT4otDBLo+2m5yiSCvkyampqYau4evYyxhkslj0kY8m7No\nwzh856Nqqj7381k31p1VN76S8qogh2ygqiNr4M2CA0wbcNrB8+Lif9eFE4YwMJHsq6cdLHynXTKR\nfEYdyb5wk0o4MTGRjY2NETYzGRog+mDyhTGgfSw8G1b6DSCzw1FZXCsaExk23hWMe9za5sTOiOev\nGgTG5rBLXYjJ6Bx5wRogW5a4x3Jmxwwm24YHQ1ONlLdujI8PX5nI9xWYJRlx9JLRN8nZaUyG52KZ\nHDLBxD3VYazEjwlPykEgi/ssS7UPdu4N9Koz4fp8rX+OMk2fuUaX8Jv2YqzqWjNA4n/WK05zJedc\np9fP5ORkE6ln7VOHs3BsUCECt7a2bovAVFnH2ff5RCbIDVKSfeDkNyqiG9vOH6LvVW+w/iE3uY51\nanBOG+w48GzLl/WaHZdqIA+zVH3IOgTsVSLHDj0EHjbHMlSdZ+sDiOnZ2dmRM+wgeJI06x9bwTOx\nQRQALzoHOwJJ6Ew1dBk6n+/opzM6HJBIhlscK2nuQ/AreLTzXW2OMQL1oBtNKiWj4MpOPeOMTjeQ\nOmpbhRwxdtaVjhobXxj0Wm5Y74wBdgm7xZhYhyfDM8VYh+gVZIv0fpM4YA/0m/GE8cpgMDxYlLXb\nplups+oc5I22cj8yaT1ix5frrD+sN2ynLCOWhQqyK7lUMdtRyE51CmiXZeagqLB1SRtZZLk86N42\nsqYSUbU9Xt/MmceL3211uy2eh0rMuZ213fU6r596X8Ui34qIs6y4nppRUJ9Zya6jKMiyiTqvGYo/\nq/OMzjyITGOdVbLM5xG6ruRgYh5MW0lC42W+41w8CANkudsdnpXGC4C2t7czOzub1dXVbGxsZHFx\nMdvb2xkMBtna2srm5mYWFhYafbS0tNTYyOXl5fR6vWa72O7ubhYXF0d00dbW1sjRA+iR6enpEdsJ\nrpuYmGgCPR7HNh/BpWLpwyhtWLWupTZbZixZfQsCVd3ucBuz5QVMaz3OSzOSIXZA1zmQjq1CThlf\nfhMsq/q62+2OnPHq4Jj1nsniak8cVDGh5u3xxj22QcntLympfgb/O3HFMuCgbdVnXjf2719OedWQ\nQ3SalHcGm457C5gnxt+ZtPEgVga0kggoGe9HJFrnCWDB8+NzX6ph3dnZyczMzIjQWFESVbNzAUCy\nUFWggqDZWfJ2DxYmdRg02FhWBpPxOogg8H11/JxNwBhX432YxXPkqCR9wRiaJExuT5tFhmxAYZG5\nD+WFIqrG0dFgO3C9Xq+JrPoNVMkQCBtoIIvIGMqKFH8zzW0Kz9tRrOS4z28LYLwqS2+Zwxmhb7TH\nRs9KrS266+dZiVWQdxQRNQNm1lmVdzsTjoJ63O0keNwcUTNRmQxBFWPqrSM4Xc7AoHQ6nZHoPFEY\n1jrfeT84QMtElo123QLZ6XQyPT09Qr4wHo7Cu99tZFEyavRstG2k/ByvWZNHPN/6qp5LU+fmsErV\naSZtsVUm86tzYLIWuwXxZvuAzVtq3gAAIABJREFUvCALrFeT/OgFEybeAuTx5tkAZaKaBjZkefD8\nKidtOqaCe29jpU6II0fqnG3hoI6BEPXUjCtkyZkvXs/OWvI8tUWpkZmjslXJUL/6f9sT9512VnK0\nOmmQMTgnkDQmlmwDAe9kwzKXyBNrywCc6Ovu7u7IuVeW+0rq2I4w7wbZyAT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"text/plain": [
"<matplotlib.figure.Figure at 0x7f94df068278>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7f94ded6d390>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"92.0\n"
]
}
],
"source": [
"#Print out the images that didn't get all the dots.\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import glob, os\n",
"\n",
"def success(test, predicted):\n",
" score = np.absolute(test - predicted)\n",
" if np.sum(score) == 0:\n",
" return True\n",
" else:\n",
" return False\n",
"\n",
"n = 100\n",
"imageSize = 128\n",
"dotsPerSide = 5\n",
"\n",
"testSet = loadImageBatch(n, test=True)\n",
"predicted_labels = model.predict(testSet[0])\n",
"predicted_labels = predicted_labels.round(0)\n",
"\n",
"failures = []\n",
"\n",
"for i in range(n):\n",
" test = testSet[1][i]\n",
" predicted = predicted_labels[i]\n",
" if (success(test, predicted) == False):\n",
" failures.append((testSet[0][i],predicted))\n",
"\n",
"misses = len(failures)\n",
"\n",
"plt.figure(figsize=(20, 8))\n",
"for i in range(misses):\n",
" ax = plt.subplot(2, misses, i + 1)\n",
" plt.imshow(failures[i][0].reshape(imageSize, imageSize))\n",
" plt.gray()\n",
"plt.show()\n",
"\n",
"plt.figure(figsize=(20, 8))\n",
"for i in range(misses):\n",
" ax = plt.subplot(2, misses, i + 1)\n",
" bitArray = failures[i][1].reshape(dotsPerSide, dotsPerSide)\n",
" plt.imshow(np.rot90(bitArray))\n",
" plt.gray()\n",
"plt.show()\n",
"\n",
"\n",
"print(100-(100*misses/n)) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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