{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import pylab as pl\n", "from scipy import stats\n", "from sklearn.datasets import load_digits\n", "from sklearn.semi_supervised import LabelSpreading\n", "from sklearn.metrics import confusion_matrix\n", "from sklearn.utils import shuffle\n", "from sklearn.grid_search import GridSearchCV, ParameterGrid\n", "from sklearn.preprocessing import normalize\n", "from sklearn.decomposition import PCA\n", "\n", "%pylab inline --no-import-all" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "digits = load_digits()\n", "X = digits.data\n", "y = digits.target\n", "\n", "X, y = shuffle(X, y, random_state = 0)\n", "print X.shape, y.shape\n", "y30 = y.copy()\n", "y30[30:] = -1\n", "norm_X = normalize(X)\n", "pca_X = PCA(n_components=150, whiten=False).fit_transform(X)\n", "print pca_X.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(1797, 64) (1797,)\n", "(1797, 64)\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "## Label Spreading\n", "train_X = pca_X\n", "gammas = [0.0005, 0.001, 0.05, 0.1, 0.5, ]\n", "#gammas = [1, 5, 10, 15, 20, 25, 30, 35, 40]\n", "alphas = [0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]\n", "param_grid = ParameterGrid(dict(gamma=gammas, alpha=alphas))\n", "ls = LabelSpreading()\n", "scores = {}\n", "for param in param_grid:\n", " alpha, gamma = param['alpha'], param['gamma']\n", " ls.set_params(alpha = alpha, gamma = gamma)\n", " ls.fit(train_X, y30)\n", " scores[(alpha, gamma)] = ls.score(train_X, y)\n", " print (alpha, gamma), scores[(alpha, gamma)]" ], 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"input": [ "score_mat = np.asarray([[scores[(alpha, gamma)] for gamma in gammas] \n", " for alpha in alphas])\n", "pl.matshow(score_mat)\n", "pl.xticks(np.arange(len(gammas)), gammas, rotation = 45)\n", "pl.yticks(np.arange(len(alphas)), alphas)\n", "pl.xlabel('gamma')\n", "pl.ylabel('alpha')\n", "pl.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ubi5cXFykDI3IPqiw0rGLFT4FQbDOahDWYq3VIKzEGqtBWJM1VoOwJiWNi/4Nllf1giBA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\nQ0SyYtIhIlkx6RCRrP4/lsD6G/Xv9w0AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions\n", "- gamma is more important than alpha for LabelSpreading\n", "- gamma is more important than C for SVM\n", "- gamma valid ranges might be very different for preprocessed data, such as PCA" ] }, { "cell_type": "code", "collapsed": false, "input": [ "## find the most uncertain target by entropy\n", "ls.set_params(alpha = 0.8, gamma = 0.5)\n", "ls.fit(train_X, y30)\n", "pred = ls.predict_proba(train_X)\n", "ent = stats.entropy(pred.T, )\n", "print ent.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(1797,)\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "/usr/local/lib/python2.7/dist-packages/scipy/stats/distributions.py:5427: RuntimeWarning: divide by zero encountered in log\n", " vec = where(pk == 0, 0.0, pk*log(pk))\n", "/usr/local/lib/python2.7/dist-packages/scipy/stats/distributions.py:5427: RuntimeWarning: invalid value encountered in multiply\n", " vec = where(pk == 0, 0.0, pk*log(pk))\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "uncertain_index = ent.argsort()[:-20:-1]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'prediction on uncertain cases', np.mean(ls.predict(train_X[uncertain_index]) \n", " == y[uncertain_index])\n", "print 'prediction overally', np.mean(ls.predict(train_X) \n", " == y)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "prediction on uncertain cases 0.105263157895\n", "prediction overally " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "0.84529771842\n" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "yhat = ls.predict(train_X)\n", "for i in uncertain_index:\n", " pl.figure(figsize = (4, 4))\n", " pl.imshow(X[i].reshape((8, 8)), cmap = pl.cm.gray)\n", " pl.title(\"predict=%i, true=%i\" % (yhat[i], y[i]))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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OC/Kmgw0gL36ErLYGOZX/cGLhxsBKC2ja4pkVyqzKSHBp9yWmrCVY6sfASoGCCCC/Lsr1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\nnRdbbM5Se7i9pabWWlpAo8L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PI2aZHLLAbqkPPZabNJMmxqjV5WANfWzB8rgrxh2P8VhCbZP12HoU/IJKUjZx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\n6OiA97///XDZZZcVVqCxoKL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7ZzElOKX+tcUdp2WH+tXSuMfxqpay2CGIqUW2Wmjq1tO4LyvPOLVk9N2v5Ipz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\nNQWa83xwf18qlwNBAiULvDGTUri6NdC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3ntOCMUsa7Tjap8Z4/BMCDj0/B7fWmuuMcV1dXaL11h4M2najL6hogHvuN257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\nINgAPkCbESeNAvM3xfg5MA3Wv/XA4Od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hYzlZ4C4SdFp3zLa1TBlKYHe4pGCVFCXXHnvR4FkWMGMkQRGCG6ezzK9xWmtP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\njGUBW8WNYNK+eWYJRhVxrAV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UqxS7sFksOIqOr7WxnVamNGmWMsZulvW2YJbgTh1fx6DzTqQ1E/SiwB7/Hxp4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\nlER/OAIApuutQe+12ilWOma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WSnNQDxVIk8jrigMceO2vs7MTxo8fD6eccgp0dHTkXa+GFG34IWG77UoPFddx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\nY9OqjCBTyV/dgwN/ELBhwwb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qpAT2OIh2otDMuPWceQCcF+wSPBK4GsRSWnpMbL1D+yeyEtglynccyyMuLlyT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\nbQZ7aGgI7r//frjtttuKLE+hkiw19QA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490YTl9ba19ZccO1VUosbbulXcw8hqT4p1FwAjQbRJAvNvT4aM+SlvXlmefhO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\nBgbg3HPPhVNOOQVe//rXZ/5F18OHD8P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hqOmkwRx7i0u6Z02fOuNGuLl2xSyXAXgCu2SFYKZ5RbnkMQBr71/jzstJgz8E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\nsQsQ7ix+WetA1ryYsnnuEw+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GC7bIGgoMtxmHLTV2nbm/N9Lgcj8EkUwplYyMZ0UB7IwJw+brgvuMilPgmoNn\nlLhXX5JXVpJfdkl+CMKBniUFsDMoDmJbnKSvbZugooHO57t+wNCUq2+NYaR+6CGZL26bdWbrW2cJ\n8AB2FclnoEwCN8D/w5DP57sATkFtpnfBTYFr+z22FG7XqHhW5Pwzwz179sCUKVOgubkZmpqa4Oqr\nry5HuYJiymdE3MdSUwNqePYa5SkA8BNUcB8bQ81NH01rVDwLkDst9v777w9r1qyBPn36QKFQgOOP\nPx7++c9/wvHHH1+O8gVFkE8/m5pSyo2Ic5NUtMW2vQID4K01NXjm+ndSVz+bglo6Kp4FiVzxPn36\nAABAR0cHFItFGDRoUKqFCoou18i4a9aZuc39iaE5pZRqGDhrbW5zo+M2uCVzxW2TU6ppVNzpigPs\nm1XU3NwMw4YNg5NPPhmamprSLldQTGGgqTDbKzAKVs5Vp4C2WW29pkbHKWvuGtmOAnDWQMYSgZ3P\n52HTpk2wdetWeP7552Ht2rUpFysoC+IaFbyW9P99xwyqXSKwtfr37w/Tp0+HV155Ja3yBGVAVB8f\nrykIfeG1gVztDYAT7E8//RR27NgBAABff/01PPPMM9DS0pJ6wYJ6nzCkVJxv10AKZjVBK5Fz8Oyj\njz6C888/v9R3+dGPfgTf/e53y1G2oF4iDmgOPnObgtEH6qhxVHmzJCfYEydOhA0bNpSjLEEZEQWP\nL+Bx+tn4vFT5bA1QFuTVxw4K4uTqV+ttG+BmmAtuLi1XFom1zhLcAeygxCTpV5v7LphtVpp7vSZx\nvbMEMKcAdlCiskFjA5GK91m443EeuJxZtdoB7KDEZYONSpckyDYLTXkO5jpLCmAHpSbbwFWSi3le\nnAdVliyCjBXADoosCSAui2pL5+pnu6y4uY/Lm1UXXCuAHRRLEth8j6Hg9gXczEdvm2scnzUFsINS\nlw+M0vQctK54c51lBbCDUpULonL0t21rV1xvVQA7KBVxbrHLbbZZX6lLbp7Tts6yAthBicrWz8Vh\naVprqaXOKuQB7KDEZIPEZaWTBNoFN1XWrAEewA5KRBQYEpcbh0lglUBuHo/LlzWIKQWwgxKXzf3G\n+1IL7upb4zyoMDMcp8maAthBseWyhly/Nq6Vxum5c+J8zTJl1SUPYAelJps19QGZs9au/zKXAJ5V\nBbCDEpPL5TW34/alJRba3JYAnSXgA9hBsWRzvV3ub1Sgfd13qny2hiALCmAHJSKpNeTWOMzH9aaO\nwXm74rL3Qi99AAAWcklEQVQmEdjFYhFaWlpgxowZaZcnqJcrCrBJWW5cjqxCK5EI7MWLF0NTU1PV\n3qQgP9n60TjejLMtUT4aEKVByIqcYG/duhVWrFgBF110UaY/iRIUXxwo0n423g/ARpcT7Kuuugpu\nvfVWyOdDd7w3ifqYu+RbVtRXKblvauHvZHFfseQMAgaes9S2r4HGBT+rjYGV1mXLlsHQoUOhpaUl\nWOteIgnI1Bcp8ednbZ+zpT4+T314XvLBPFMU0NTXPqkvg7q++skBTeWfBVk/GPDiiy/CE088AStW\nrIA9e/bAl19+CXPnzoUHHnigXOULiigOZteXLKlP03KftLU1CGaYz1cuOattfrKXgpqy8FKLnkVZ\nLfbChQuhvb0dNm/eDEuXLoWpU6cGqHuBJO52Uh+d15YaW23uw/NUF0EL97O5z/Zyn/H1nU9u5kuN\nA/RmiT58r5WFC86yMCwc0LZvUEutdT6f73a8bZ/qg5uyWWl9LVLA8Xmq0WKLwT7xxBPhxBNPTLMs\nQQmJsoy2ATDOldYg19bWdoFa93d9PkRvg9oUhtK8JhfMUuut8zHzxGG9XV4WO6jyZRs4o+DGbjMH\nd01NTZe1tqiUVZaAbS6uV10a8M7OTm+LLXXLswQ1QAA7k+KstaR/bQJdU1NTstY1NTUla713717I\n5XKsi+96bca54hpyyloDQGl0vFgsWvvYNsh1Xi7r3dsVwM6opANmUsD1ovvX2mJTDQflIeAwXUZT\nJtx6X+cDAF4DaNJXX1kBGSuAnSFJJqBQrrhr4MwE23yfbOZpc7Vtk1e0MNQA0KXxyOVyVkstAdk2\n+p21gbQAdoblMypOvfLSEFOAY7C5d9WueFMUWKbLjyeocDPSpKPi+vxZAlorgJ0RUa+5zG2uz+ua\nZGICrbc1LFx+XBls2wDdLahprV2vu6gBt2p91QUQwM6c4oyKY5jxWg9eaWhwnjh/VxwlDJved4Ht\nAt3mjmcR9AB2BhVlVNw1eKZfcWFwcJ5cWVzhJsDcwBbuY/uAzAGNlRXAA9gZEuWOc0C7RsQxyHgB\niPYPn640ttFq7DFwg2hRYc+SAtgZk8/IuGtE3Aa65D0wtY1HvqltLl4CtW3gTJ9Par17swLYGZXr\nNZd0ZJyzggDQzXJTsOswDLSZRnIOnZ/LFY868wyXp7crgJ1BUQNorimfGuZ8Pt8Fagy4zyskvFD9\nZxxmO4/rPbZroorEy8iKAtgZE/fayQZ3sVgsva82p2yaUOu1hgUAWMBd4JuiXGJucc06i2OxKeB7\nswLYGZRt1pcNag2z3jahxtAAAAuTtsI4znxFBmDvj3PHS+CWAp01mE0FsDMkPOFD2r/WIJuzzDQw\nGmoK7JqaGtJaarDNPng+ny/9OkuHUQNpFNR67Ro8k7jh1eKSB7AzKMmIONfPpoCmXGl9HgoqPZlE\n52e67mYXgXPNMdR6MRugOINoZj5mvrgctok0la4AdkYlAdo24cP1PljnYabD+WHXWwuntfXV8WKb\nL44ttg1yLa7v39sVwM6YqLnY0lFxCdAm1BjsmpqaLnma0hbQZQUlcPs0QhJ3PIsKYGdUvqPipqsr\neUWkz23OIdf7FNSdnZ1d4KYAx24ydsdtLriPtyFZertEYDc2NsKBBx4INTU1UFdXB+vXr0+7XEER\nxP0AxDUqbkKt15IBJ31OE2os81gb3LaBM3NgLw601SQR2LlcDtauXQuDBg1KuzxBMSWZL86NiheL\nRdJ9BaCttbm4oNaLyx2P44ZXs4XGErvivXmEsNrEDZzZRsU11LZ+qSQvLAyqLT2Vpw1gbjRcCjnO\nO0sSfZArl8vBKaecApMnT4YlS5akXaYeV9RWvxIXTlFeh1FTUE0vADcg1Ht1fJ+5++1rpaWj4eY9\nofazIpHFfuGFF2DEiBHwySefwKmnngqHH344nHDCCWmXLVVxD9H2cKPGJSHJaLL09VAaC4ZLGmeG\n2eK49C6A8TYOM8OzJBHYI0aMAACAIUOGQGtrK6xfv77Xgu1ywXz3pWmw0ujacNAlBTdlUSXbXJwU\ncg5kaZ/afCZUmKmsQO4Ee/fu3VAsFuGAAw6AXbt2wdNPPw3XXXddOcqWqrgWO43tqBD7HOdyX+PA\nTbnHcYD2AVnSMPjCbj4fG+S9WU6wP/74Y2htbQUAgEKhAOeddx5MmzYt9YKlIeohSh50lDQ+8gWf\nG6SiPjWbhJWWxEnAixvma6mlMGcNagAB2AcddBBs2rSpHGUpu3weum9alyQw+6QxAYhrnV1QS621\n6xibBbdZdR+X3PXsTGUJ8Kqbeeaytr7btngsF6hx400YXHC74jnAorrJaVt1ibW2PfusqerABqBf\ns6Sxj2UDk4uTHpPLdf9Zo8s1j+u22yy0JN7X0nMNDLcvBd2sE1lRVYINYIfSFe6KoyoJBagvzLZw\nXbF9YJWC5wsxTuuy2tJ0VHop1NQzN8Nw3ejtqlqwTUla+ahwxwXa53jOEkthtwHkC2qacGOgfSw1\nfuZZVVWBHRVgqjJJ0kUFNcpxGBAK5qi/jnLBb9tOOh1VvqiNLlc/sqCqAdv2wKJA7Aqn5AI4CvTm\nqHjas8zSssK+noB08X3eWVLVgI3lat1xJfLdNyuKL9BR9ilrZoIe11rH2Zak8/EEpFa7GgDmVJVg\nmw/X5bphV9FnW8v2Qwjbvi/gUQF2gRMH+qQbAe4ZJWnRs6CqA5uCmoPZtXbFaUlhjZJO75sV3Gap\nuTjfATafxsDH8vqc29UQu2DOMuRVB7aWBHAX3C7wAeKDK93O5XKxXe+4kNnSRwnj7jflCUitsw3y\nLKkqwcaut7ltc68lrqK5HRdWn20A3hWXQM7B6wOsC0ofeKl4G+AuqG2Q43qRBVUV2NxDdVlrXDld\n+zawkwCZCpO6xUlZcJ+GzgdeSYMigdkFua1eZEFVBTYA/VBti9SyUZVRKwrgvvFUueL8q6f0Gn0t\nexwPgPKgXFbbfMbm88fWOmuqOrABor23dlV4qoICyKGNAjp2xc2/Ak7SSscBPU6YtJHwtdSUhc4a\n5FUJNidfeKlFQ4XBtoHpCzLXCEjKlRToUVxxV4MQx72XwK6fsbnOqqoWbN++mRSUOGBHhZ/6EQhl\nvdOy6FGP8T3eB2LOHbdBniXYqw5s3LdKwu2mAMrl7INnUaB2Wew0p5S63HKp+yy1wJJ0ri4U9Xxx\nHaBgzgLgVQe2Ke5BUy6nDXTu/bEU0ChQU8dyljnOdFJXA+fjhseFmztWsuDnbD5/vJ0FVRXY1IOU\nuOC2So6hjgN2nHUUtzgO7FGAlUDrOg9lnW2Am8/YfPZZhhpA8MGAHTt2QFtbG0yYMAGamprgpZde\nKke5UpXNUvtA7bLaaa2l5YgKbpTwcrniXMMitdY2wM260dvltNhXXHEF/OAHP4C///3vUCgUYNeu\nXeUoV+qiHrDEDbdZbW2xdR8boKtVjWKJo7jicQGXAuoDbNJwc0Bz4dRzttWJ3i4r2F988QWsW7cO\n7r///n2Ja2uhf//+ZSlYWrIBbXPHXdaRsqpJAOuTVjKdlPtwvA/QacDtY+Ftz8lluan6YIvvrbKC\nvXnzZhgyZAjMnz8fXn31VTj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/j+MaAG6wzuJ6Wt1SDXAtLwlqDW5puitkfaXGRLLUZYUawOiKT5o0CQAAhoaG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\n9dKstnTfaJy2L2t6arGlbR8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t3Da0vVKrBLsgcXBYIOdmyaXJMmkWXILcAjcuK6cQ1JbFmr9Wq8Hg4GDDzZYg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\nUh3yAhpva2BLQFOopTG2tOZg1iy2lwV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TpsDFF18Mf/jDH/LqT+kUer9LM8fSCC2LCxsaoMFZMtwmzWhntWIxr8dCsbtW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\nwJsFO+sEAOY+ZrHaIYuHr2l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R8UmTJuGyyy7DI488ksAOkOT6uUDmbjWH2UqzJnkA62sI6EK9AJfFlv7u1+ah\nQc2v1d4T7nlonoh0vNVqBf2FsDEmk8V2wRv6v+N5yQv2888/j0ajgcmTJ+PVV1/F/fffj5tvvrnQ\nQlVNFGq7dgHO1wBEwLnyBDbE7fVBrbnYtJyNRuOoPrSUBm1I6JpeE792Gs+mQ7e1Z2Xf7It9vlKa\nWjq2IS9KXrCfeeYZvP/972/ftD/90z/F2972tsIKVFWFDBxxuIGjgdYqpK20eQAbE8/VD7fl0txx\nCXB+TRxs6X+wbXk51LyRtMdarZb6bCzUIXBrQEseh+bJFAW3F+xFixZh27ZthWTeDdJGZn3uOAAR\ncFf6eQBbr9fVeNwjoGtqdbk0qEMsNT1P+9N7Xm4LMN22MLsgtOXgUEsASu46Bz0E8KLgTm+elSBt\n0Ixuc6A1wGkaXHkBGxJmYQkdPJOg5veBn8PPo2BLi9SQcY+BW2v+TOzi6vLwcA1oDfAyBtIS2CXK\n54ZzwPm5rjQBN9jNZtMZpk0zaWF8VNw38OWCm8aX4tnFAtxsNkWw6TX6prRcz4SObWR5xj7Ay4A7\ngV2iJCvlgtmXBk/PZa2LmO7S3HDN+lpoLdT1ev2o6+Mj6NzVbjabqNfrbbg5zBrY2r3k3sPo6Gi7\nvx76PCi42ra9tjKsNZDALlQu906qTLFWnCsPYH0NAV18FhsYa4VpHA61y/WmUFPY7doep40CTVN6\nLvQZ2LJRqEPglkCWIJaA9oV3qgR2idKA5ZVeqlDSQA1fyp7u0vrYUtk54Fq45IrbfKxLbkGm1pp2\nGUIsNb1f1mpbmF1llfrfFGof6KmPXTHxhy655BZoyVpwa9/T0zPmXAClT3dlmeqyZabXRQe5qMX0\nNVQUaB/M9N7xxtDeT35tIc8zBHQN5GM63ZXUuegD5ts2nG5LriBtFCgg1KrkAWzM6DntW/ustS0z\nP24Xes3WivI3x1zvi4f2qTWPSUon6zMOXRepBHZBcj1QPsik9e8o3LTfaM+xUFto8gI2JMxeCx88\nc/WzOeDcSlPrT9d2WwI768i3BjXd7uQZHwuYqRLYJUp70HZNYeYg2/gWZqmxcIFdxHSXBIoEtV3T\nsvProQ0DbyQksO221K8Otdi0MZEADx0ZD3nG9H6UAXoCuwTxARR6DHgdaGmbj/BaGDgYLrCLmu6y\n16EtFDBaTt4g8evgXRQah1p5DjIfh9DKR70B+r655gFwAOm1cZD5Mfrcy7TaCewSJQFuJQFNLQev\naBRueqykWEPrAAAbsElEQVRTYH0NAV2kLoUkChxv3KQ0tHRj3HANaG6lKdRS2rHPl8NNt6XnXxTs\nCewCRR+edJyLA82Pcbj5ftnTXSHXxKHW4ofsS1aaS3PnNbglT0TLwwcuLXfZIHMlsEtQlgepAa0t\nQPnTXTEWjTcELmnp2jS0xgLQXXALsv3ttwZ1jMXWgOb7ZbnfVAnskhXykLk1liCWLHgewMaMnvPK\nz/u6eYdx4CTwJIvNgaYvpkjXS70m3/PiYwkuwOm+PVYU9AnskuR6wDQOrbgS4DYNvu8Du4jpLmq1\neVmk466GyReHpmUlAeVyvS3c9l64ps96euRRcQ6y65jreRdtyRPYJcjXB5Pi+Co73/aBXdR0Fy2f\n5Crbfan/Ss8LCavX62KDwO+11Jem1ppaap/VjnnG9Hql4zSsaPc8gV2wXCOiPA6Pz+Gx5/O1z2IX\nOd1FgaYj+5pl5tY+dq15Oq4pLWnAzAKtWWwX2JKF5uFULtCLUgK7RIX216Q1oPdFKTSdAutrCOgC\n4Ki15m3w8mkeguYd0MaE3zMJav6FFw40XaS8fRZbs9BZnnsRSmAXKA4oP+Y7B3APMvFjx3K6C3j9\nJRQuDWJeNt8xe1+0/jS10NJ30RqNhtNaS1Y79DkfbwoCu9VqYcmSJejv78c999xTdJkqKd/0R0g/\n3DV4FAJk3tNdvCwUOHpcstoWrJi1NC6hDZT19va2gZag9rniWiOVh46beex169ZhcHAQr7zyStHl\nqZy06RBAHkCzx3lcepzL18eOATbrdBft60vl06DWXGPpGG88NKgp0HSRgPYBHvusQ1RGn9v71sCe\nPXuwfv16XH/99celyzEeJLmM2nHXiC79QqevEvPFFc+Vli8f7Q0vaaqONxJ0aTQa7aW3txd9fX1j\nlt/7vd876lhfXx96e3vVhaZpF5fF1kbmtYUrJI50ThHyWuyPf/zj+NznPoeXX365kAJ0qzppJDWr\nqDUIdOBIssb8YwWuMGmEXnO97Sg5b8ikuJJFpw2AnYNuNBrt757Z4/RbaLyx4GG++PS4vQZptJ2O\nhUhxrHp6jp4PL2NO2wn2vffei5NPPhnDw8PYvHlzrhknFSeXJ+CaAnLBLOUBwGmxeVxX5ZUajFrt\n9a+rUO9By0uzrJKnYAG3a7v09va20+Qfk+Bru23htfscePpMaHzfPelETrB//vOf4+6778b69etx\n6NAhvPzyy1i9ejXuuOOOQgqT1LmkwSWfJdf64BxqqW/YKdi8j063KdTUI5Hy4GlKXoDUf7dg03ti\n7xkdU6D3kW5bSO2aQs2v3YbbMlKrn7fVdoK9du1arF27FgDw4IMP4vOf/3yC+jiWr+/OIedf++Tz\nuIA8xUbzcllQn6XmjQYHWoPaBTctrzYA6IOaWmwJeO0Y7YLYMthtG04bgCJccKuoeeyiOvpJ+Sl0\n1JiPbkvzty433NWISHGopGk7vlC4JZgkj0BLT4Oav8DCuywWQt+idQF43xpw/ww3TwWD/da3vhVv\nfetbc808qRhpgz2SteaAc8hdadN9HhZSUX2jzrxcmmXV0vNZbAq41GhIb69J+7ycmgG0LnfoiHkn\nSm+eVVgcaAluDaqQdOl2KMySQgCX3F8tT9o4SXP0EtTSNfH+M+++8Pto19o9szMEPo8oDyWwKyZf\n/5qDIv2u2pXe6OjomD+qdw2euUD3wSxZX+mTx7aMUroUbvobbHsNNC0pnWaz2b5HFmQ6JmGPWajt\neXTN7yOFu0irncCukFz9Xj6Kq1kaXuF4X5amx/N2DWbRfakfL70gwssqueGugTnJHacj3RRwKS0+\nU8C3OdB0n94Tfn9CxjE6VQK7YpJGpDnQFGapgmrp8UaCxnEBRrd5hfZZaA64C2wtHQlqn3dhLbb0\nWq6UDwWa3z/ety6jn53ArqA0i82nWjjUWjp0mwJG42mSLJMEH1/TwT0+0OfqX9P0Xa64BLXkRdi3\n1Fyvnbrufb1eF59FAjsps1wVKtTSSEBTy+8Sh5ke06yrC3RXf57nqVlsbVxAKrf0L558W7pv/P7Z\nfjW///we5akEdoXkGzTL4g760pQGnqxCwJZGr/mLM9r8sSYNbAo4vT6pXPZc1794xoAteUzJYidF\nSwIwxg3k1oZbbVvRfX1rl6XmVpC6u3ZbcsV91tauKVDUYnP4JBdce2fede84zDY/ei38rb6i4E5g\nV0w+CwuEWRoLNAWKg0bP49tWoX1sDWxqxX0DaBrUtK9rrbVUFgq0ZOldv3TT7j1Po4z+NZDArqSk\nAa9arTZmLZ1DAaBgc8gpgFwul58D5IKbNiD0mMta8/ypt0GhluJLDQkvp3av6X2WBix5OtIgXN5K\nYFdEvJJrFtsFtTSSy91I62KGVshQyLWvtmj9a9/AlwZ4SFwJaMnb4W49fWmHjsRLA3Cpj50ULM0N\np3CHniNB5nInXeD6XG8X2BQQDWoNWAu0FofO3fMGjH6OyXW/7Zq/7sqttQS3zduutfGKLEpgV1Q+\nqCnAUnzNlZTcaBfk0gAZ7atqYEtfXNXcXp4v3ZbGAni5+RiCfafcB7V0v7RBRu2+FaUEdsVER3o5\noBRwW6n4YBkHWnIleQW18llsDXIONv2Ek+tjB5qFk8qglc+CzYF0WWwNaup6S9bateStBHYFJbmp\nHGgLPgXaVnIOtAtqbiE1sKmlpkBbqKV3sjngkqXWrDYF2l4LDaf9d8mVtveD3kN+fynU9r1zPhYg\ndTGKttZAArtSkiojrdR0TttWMA603fb1kbXK6QNdaiS0/jYH3F5D6Mg4gKOuiXozFm7NxdeukTcq\ntEHgXQjaOJVlrYEEduUkVXTpzTNacalLysH1vbXmW6T+OXe/6ccE7T797TR908wFNYWE98lp14R3\nO7QBRN5dsdvcytN/8fT92wr3cni581ICu8LS+qAS1LSSud5pdp3HGwVeqbn7TQG3iwVa2rZl5xZT\ns9p8XzpXGjyk90gbIJP65HahH3Pg1lqDO28lsCumEJgBeQQ5Zpsek1x2beqKv9Ul/QkBPS5ZbNd1\nakDz+xOy5hZb6lfz/jQH2jeIVpSCwB4YGMBJJ52Eer2O3t5ebN26tbACJeUjXpmp+w3I73LHrAGI\nFVWbHtNgtqBz60xhsQsFzSVeVim+qwGk6bisNIfZ9Z9gx2Ufu1arYfPmzZg6dWohhUjKRxRgYKy1\nksKsJCvn2wZksPmiVXKf1ZYgd0HggsR1Db70pD41B5sDbhsqqZGTgD6mfWxfK5l0fEiCmodZ+SqU\nL9zVn6Zz0tIxF8x0oRBJXoNURinc11hp4dKUGIWa/qMI/XugWLjzVrDFvvjii1Gv1/GBD3wAN9xw\nQ2EFOt5U5M0/HvLLqwxSP5Qed8XV4vG4vGxZuhExcY0xR3kP2j+Daq635tXw8uStILAffvhhzJo1\nC8899xze/va348wzz8T5559fSIHKUsgNzSPO8ZRP1vhaXOnfL7V/wpT++ZL+A6b2b5h0cVnXkDGB\nmLjjXUFgz5o1CwAwffp0LFu2DFu3bh3XYPvct2N9rKjzXcezhIX8jW0M3CGDT7wsebrdIfdhvMgL\n9sGDB9FqtXDiiSfiwIED+PG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TaJ0AeVeDrUFNwxzoUti58T8NxdKsNoaYrkNh7IpT6yvNfksdAYWZrn2+FGAP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\nAq8GdQj4skXzx5baA44tscViU7hjoLS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3ka1jSnoMDvDYt9hC4Z6enobLTV3vPCbROOtNJ8+4dsTtIMHNQZ5lbM3dKEJW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\nXPIU6jqwOSvNAc79KkpzxTkLzpVH4yx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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }