{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## COBRA Visualisations\n", "\n", "This notebook will cover the visulaisation and plotting offered by pycobra." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "from pycobra.cobra import Cobra\n", "from pycobra.ewa import Ewa\n", "from pycobra.visualisation import Visualisation\n", "from pycobra.diagnostics import Diagnostics" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Cobra(epsilon=0.5, machines=None, random_state=None)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# setting up our random data-set\n", "rng = np.random.RandomState(42)\n", "\n", "# D1 = train machines; D2 = create COBRA; D3 = calibrate epsilon, alpha; D4 = testing\n", "n_features = 2\n", "D1, D2, D3, D4 = 200, 200, 200, 200\n", "D = D1 + D2 + D3 + D4\n", "X = rng.uniform(-1, 1, D * n_features).reshape(D, n_features)\n", "# Y = np.power(X[:,1], 2) + np.power(X[:,3], 3) + np.exp(X[:,10]) \n", "Y = np.power(X[:,0], 2) + np.power(X[:,1], 3)\n", "\n", "# training data-set\n", "X_train = X[:D1 + D2]\n", "X_test = X[D1 + D2 + D3:D1 + D2 + D3 + D4]\n", "X_eps = X[D1 + D2:D1 + D2 + D3]\n", "# for testing\n", "Y_train = Y[:D1 + D2]\n", "Y_test = Y[D1 + D2 + D3:D1 + D2 + D3 + D4]\n", "Y_eps = Y[D1 + D2:D1 + D2 + D3]\n", "\n", "# set up our COBRA machine with the data\n", "cobra = Cobra(epsilon=0.5)\n", "cobra.fit(X_train, Y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting COBRA\n", "\n", "We use the visualisation class to plot our results, and for various visualisations." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cobra_vis = Visualisation(cobra, X_test, Y_test)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+fjZATExOGJvQ5kZQ6+hnkhOvrTK7x8hWqlR0zSGIM3b1qhVEAqodVYmhpmHw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\nr/7Kd+JcpQpteO/wXEJKqZMnT/qq8N0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# to plot our machines, we need a linspace as input. This is the 'scale' to plot and should be the range of the results\n", "# since our data ranges from -1 to 1 it is such - and we space it out to a hundred points\n", "cobra_vis.plot_machines(machines=[\"COBRA\"])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gCILwZ6ieN0EQBEH4KWS8CYIgCMLHIONNEARBEIBW6lRZCyhrtP+aSJ/K5XIk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\nRhAEQRDxR9iZN2PsPQCDJf6rnHNerWVnOOdVAKoAQR5Vy20TB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cobra_vis.plot_machines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plots and Visualisations of Results\n", "\n", "QQ and Boxplots!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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o5faDx2e6Mwse+EFtgd7HWpsSqIcbY+ZKukBSB2PMLklTrLVPBep5AAKrqKhI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\nlv1vuTzFMtZb43sr/rJQ3Uz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cobra_vis.QQ()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Q3X5q9/084G3D/r1M8Xf4ze77IuDY7vbTuudtgF8E3tHX/zjgeOAOvv1fUoce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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cobra_vis.boxplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting EWA!\n", "\n", "We can use the same visualisation class for seeing how EWA works. Let's demonstrate this!" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Ewa(beta=0.01, random_state=None)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ewa = Ewa()\n", "ewa.set_beta(X_beta=X_eps, y_beta=Y_eps)\n", "ewa.fit(X_train, Y_train)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ewa_vis = Visualisation(ewa, X_test, Y_test)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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53yCoshDPPfssfve73ylbIJEXEELkSinj7bnWVgtdJYQIg4UZ7VJKLjkj8lHN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\nYwudHLJz505kZmaiR48eyMzMZJgTEbk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ewa_vis.boxplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting ClassifierCobra" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn import datasets\n", "from sklearn.metrics import accuracy_score\n", "from pycobra.classifiercobra import ClassifierCobra\n", "\n", "bc = datasets.load_breast_cancer()\n", "X_cc = bc.data[:-40]\n", "y_cc = bc.target[:-40]\n", "X_cc_test = bc.data[-40:]\n", "y_cc_test = bc.target[-40:]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "cc = ClassifierCobra()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/bhargavvader/open_source/pycobra/venv/lib/python2.7/site-packages/sklearn/linear_model/stochastic_gradient.py:128: FutureWarning: max_iter and tol parameters have been added in in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.\n", " \"and default tol will be 1e-3.\" % type(self), FutureWarning)\n" ] }, { "data": { "text/plain": [ "ClassifierCobra(random_state=None)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cc.fit(X_cc, y_cc)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cc_vis = Visualisation(cc, X_cc_test, y_cc_test)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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79uzRunXr8i4NAHLhuT6xZWH7RUlvUzmEj0h6d0Qcq+jzC5JuiIhe25sk/euI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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cc_vis.boxplot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember that all the estimators in the Pycobra package are scikit-learn compatible - we can also use the scikit-learn metrics and tools to analyse our machines!" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.82 1.00 0.90 9\n", " 1 1.00 0.94 0.97 31\n", "\n", "avg / total 0.96 0.95 0.95 40\n", "\n" ] } ], "source": [ "from sklearn.metrics import classification_report\n", "print(classification_report(y_cc_test, cc.predict(X_cc_test)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting COBRA colors!\n", "\n", "We're now going to experiment with plotting colors and data.\n", "After we get information about which indices are used by which machines the best for a fixed epsilon (or not, we can toggle this option), we can plot the distribution of machines. \n", "\n", "Why is this useful? Since we're dealing with a 2-D space now, we're attempting to see if there are some parts in the input space which are picked up by certain machines. This could lead to interesting experiments and \n", "\n", "We first present a plot where the machine colors are mixed depending on which machines were selected; after which we plot one machine at a time." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "indices, MSE = cobra_vis.indice_info(X_test=X_eps[0:50], y_test=Y_eps[0:50], epsilon=0.50)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qz8zMFK9cudLRHHWtWLHC6eLFi/fljtmvv/66+/bt221vLt+9e7ftsGHDvLu6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cobra_vis.color_cobra(X_test=X_eps[0:50], indice_info=indices, single=True)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TpdvWwQuHvj/CiiSNE7cQpognh0laioEwRZx/Lmkp7jKaIs4/Hy6vF6RJ4xbCFHH++fB4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\nJKlhIEiSAANBktT4/5X/5aT8VQztAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cobra_vis.color_cobra(X_test=X_eps[0:50], indice_info=indices)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Voronoi Tesselation\n", "\n", "We present a variety of Voronoi Tesselation based plots - the purpose of this is to help in visualising the pattern of points which tend to be picked up." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JGvW5ZU3OB5UxqZY5nufGzTI3UA2+odqHi8fjDRQ6nqBVGswGI/w2B2zC2JcN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\n+uzI0aM1bTfGGNM8rZgzdyFQfIY/lt+2DDipquGU7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cobra_vis.voronoi(X_test=X_eps[0:50], indice_info=indices, single=True)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JJ5dmTsdCyU5/2LyZWol++imZlWTAweUzJQ0NAR99RP71gwfD18uosJCqlCQm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\n9jz09RUDGIus2kgUs5kv/KVLkaOKvV7Os9TWxqP0LVsiG1H05vp1Vlm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Ae/X1vPHuu7g8yqHc6nDwxrvvAiwqHABsdgMHn3Oz5e4Zfnmmm5am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\nO+XC/fxzcTDb7SIoSkvFD7GciWYlnZ4Ojzwi/oasLPk9osW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u+lwrxQy/UVc5OWK4P3xY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2iyAtOBJTkj9prbVV/AkGJmRHzNq1Er3k88m64MqV0F+b0XCOgmXGOmkXBY/H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\nwP8HL6TlU6tbV/YAAAAASUVORK5CYII=\n", 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KMSWYMG9cw49q9tH5yFGM1tg0cPcbumEIFTk5ysWQnw8ffqiCuWHSMAoH6zfH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8AAAG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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cobra_vis.voronoi(X_test=X_eps[0:50], indice_info=indices)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient-Colored Based Voronoi\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1C8B/J6IHAEwC6AHwpO/cHiL6v2DhAgDf0BzRQhTKyzmR7OhRYM8e1iZ0OKdr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\nDIIgCEIA/z+oJKwoBQZmGQAAAABJRU5ErkJggg==\n", 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6X1KELZ96Tiu5jWlSOnMm2yNRIqCCIZ8JdU6/8oo4pwcHsz0qRRE2bJDOe5r4\n5jhUMBQCoT2nTef0zEz88xQlnZgmJb9fSourWckxqGAoJGprpTqnmTnt9eZO6WYlP6mvB55+Gti4\nUbr2eb2iQczPZ3tkBY0KhkLDdE6XlQUzpycmMjqEnO4JodhPUxOweTPwpS8Bf/Zn0gf93DkREiMj\n6hvLAhquWqhUVIh56fTphWW909wAR3tCKFEpKhKfw1VXiWP6xAng9deBkyfFX1ZXZ0tfEiU+xDlo\nSmhds4b3PvtstofhKLp37ULH97+P3gsX0NzQgM7HH0fbpk3WTp6dlZjypibg7rsX1vu3mZaWloil\nJzweD3p6etL2ukoOMzYGvP22+MbOn5fFS0ND/vb7TiP01FNvMHNrvOPUlJQHdO/ahfbt2+EdHJSS\n0YODaN++Hd27dlm7QLhz+rXX0uac1mJ12SfnTHlLl4oP4jOfAT79aWDTJvmuer1icpqby/YI8w41\nJeUBHd//PnxhE7lvZgYd3/++da0BCGZO798vmdObNonAsLH5vBaryy45b8pbvly2TZvEDPrWW8Af\n/iDCoaJCnNnZalqUR+g7mAf0RimcF21/TEKd02nInNZiddklb/pOuFxS7uWhh8Rp/cQTwOWXS8Kc\n1wuMjmrEXQqoxpAHNDc0wBshca05yRagAGT1tXq1OKb9fuD970/+WiGYq9Kca6GZJ+SlKa+kBLj6\natkuXhSn9e7dIiBcLtEiKiuzPcqcQgVDHtD5+ONo3759gTmporQUnY8/ntqFiaRPr821lrRYXfbI\ne1NeZSVwww2yDQ+L0/q110RIFBWJ07q0NNujdDxqSsoD2jZtQte2bfA0NkrJ6MZGdG3blph/IRou\nl2gMSlrJlEO4oEx5dXXA7bcDn/scsG2bNLMaHxchMTCg3+sY2KIxENGDAP4HpIPbt5j5mbDnPwfg\n45AOboMA/pyZvcZz8wAOGIf2MvNDdoyp0GjbtMkeQRCOy6VRH2kmkw7hgjTlEYnfbOVK4L77RDDs\n2yeO67k5oLpaAi/UaX2JlPMYiMgN4BiA9wA4A2nT+VFmPhxyzL0A9jCzj4j+AsAmZv6I8dwkMyeU\ntaJ5DBlkfh4YGgKefDLbI8lbNLcjS8zMAKdOAb//PXD8uDirzci8PMVqHoMdGsMtAE4w8ykAIKLn\nAGwFcEkwMPMrIcfvBvCYDa+rZALVGNJOXjqEc4HSUuDaa2WbmJAQbdMf4XKJP6K8PNujzAp2CIZV\nAE6H/H9fGFeqAAAgAElEQVQGwMYYxz8JYGfI/2VEtBdiZnqGmZ+PdBIRtQNoB4DmNGbmKmGYOQzz\n82kvl1Go5L1DOBeorgbe/W7ZLlyQ/iWvvSaZ1kVFUg2gpCTbo8wYGY1KIqLHALQCuCdkt4eZzxLR\nFQB+RUQHmPlk+LnM3AWgCxBTUkYGrARRwZA2Ojs78ed//ueYDSk7XVJSkp8O4VygoUFKw9x5p2RW\n798P7N0rpqfycgl/zfPfgh2C4SyA1SH/X2bsWwARPQCgA8A9zHwprpKZzxp/TxHRLgA3AVgkGJQs\no2WQ00q4ry8Xa5jlHS4XcNllsr3nPWJieuMN4OBBqfi6ZImEc9tYGcAp2OGGfx3AGiK6nIhKADwK\nYEfoAUR0E4BvAniImc+H7K8lolLjcQOAOxDim1AchAqGuCQbctrR0YG5MD/O3Nxc7mUj5zPFxVL1\n9SMfkUzrRx8VzaG3V7Y866uessbAzH4i+hSAn0PCVb/DzIeI6MsA9jLzDgBfBVAF4J9JpKsZlnot\ngG8SUQAipJ4JjWZSHAKRCoY4pBJyqs7nHKO8HFi/XrbRUeDo0aDTOk8qv2rZbSU+584BH/6wJAwp\nEUkl5FTDVfOEgQExM/3+96JBlJSIkCguzvbILpHJcFWlEFCNISaprPo7OzsXaBtAHmcj5zNm5dd7\n75XKr/v2AW++Kf1OqqpkYZUjSXQqGBRrqGCISSohpwWZjZzPmJVfPR5pWfrOO9KJ7u23JYmupkYc\n1w52WqtgUGLj94tQUMEQk1RX/VpYME8pKZEe1tdcI+al48el8mtvrwgGh1Z+VcFQ6MzNSXz27Kxs\n8/PBlQyzfLFXrJAEICUquupX4lJVBdx0k2zDw8CRIwsrvzooiU6dz/kMs0z8s7My+c/MSPy1aedk\nluiJmhppn1hXJwKgokIiLyoqHOU4s5vu7m6dyJXswgz09QEHDoi5aWpKfpMNDWlJolPncyHAHJz0\nzb+ArPhNgV9ZKZP+ZZeJAKiuDk765eWyUknmNYlEwIT+zSFyvsWlkh+EVn69/34xMb35pmRbz80F\nk+gy7LRWjcHJBAJBE485+QPBiZ9I1NOaGtlqa0UQmJN+ebn9q47+fsn+LCpa2DrRFBBud/Cv1ceh\nW7jAKSoSwWYzGiJqgbk56V9w/rx8t5qasj2iwmF6emHlV7NpVoqVX1VjyAXm5xdO+mb2qznxu1zy\nRairkx9mTY1M/OaKv6ws8+Fvk5NSlbK2dvFzgYCM29wCAblHvz/4f7TjzMeh2g4gj2+9NfLrpUDB\nJ5WFmhnn5mSbngZ8PtnOnZPnysvFnOj1Su2gqoQq5CvJUlYGrFsn2/i4VH7dvVta7ZpJdGms/KqC\nIZ34/Qvt+6GO3UAguBpevjy44g8185SVOc9EMzUV3e+QDiHl8wGHDgG33War9lMQFU3NSX52Vv5O\nTS3cF24tIJLvZHGxJGtVVwPLlslzExNi3ti4Me8LyDmOJUuA1lbZBgel8uvu3aLJAeKwNi0ENrUt\nVcGQCqGO3UgRPcXFMuE3NAQbgIQ6dktKnDfxx8PnS9wvkQoVFfIDOHNG4sJtIu+TykZGxAxhBhu4\n3cFJv6JCJv1Y373i4oUhytXV8jn09ABXXpn24StRaGwE7rkHuOsu0eouXBDzbn+/CPP+fvm8TQ28\nrCwoNBIIJFHBEI1IET2mqcN8vqxMJntzxb906cIVv0NCz2zF55P7yyR1dZIctGyZbepzXoeXjo0B\ne/bIZJ5szR63e7FGUV8vJo36evm+K9kjtPJrKLOz8vmPjUkdp76+oNCYnrZ8+cJ1PpvRNaEr/nAb\nd0XFQsduVdXCFX8mV85OgBn4xS9EA8o0IyPyujfemPnXziXGx8XMYH5Pk+XoUdEY1q1buN/nEy3k\njjsK7/uf60xPg8rLC9z5bDWiZ+lSmfTNiJ7QFb/aUhcyNxd0IGeamhrg7Flg9WpZsSqLmZwUTcE0\nHaSC2x25pWtFhZgvjh1bLDQsoLkjWSQB7TF3BUMiET3mir+iYmEoZ44UtHIMRUXy/k1PZ76ssBmu\nd/CgRMeo0F7IxYsiFEpK7DH1EUVfBNTXS/2fxkbZLKK5I7lDbpqSPB7e+5//s6z2Q009To/oyQf6\n+yUBx4xWyTSDg8DVVwNXXJGd13ci09NSWsHlsi+c1OsV81000930tGx33mk5EkZzR7IPEeWxKamh\nAfj4x3XizwbLlmVPawBEAzx2TBz+Diw+lhVmZsT2b3cCWiyzYVmZvOaRI8ANN1j6LRZ87kgOYYst\nhYgeJKKjRHSCiL4Q4flSIvqR8fweImoJee6Lxv6jRPQ+iy+oQiFbuFxSKXJ8PDuv73ZL2N2RI4uj\nZgqVpUvFvHPxon3XDM9sj0Rdnfh9+vosXTJajkhe5Y7kCSkLBiJyA9gOYDOAdQA+SkThXqknAYww\n81UAvgbgK8a56yA9oq8D8CCA/2lcT3EyoVpDNqipkfC7wcHsvL4TueoqewWDy2Ut0KC+Xvw+Ifkg\n0ejs7ERFmP8jr3JH8gg7NIZbAJxg5lPMPAvgOQBbw47ZCuC7xuOfALifpPnzVgDPMfMMM78D4IRx\nPcXJZFtrAEQ47N9vaUIqCMy6/nYJ61jO51CKi0WLO3Qo7vFtbW3o6uqCx+MBEcHj8aCrq0sdzw7E\nDsGwCsDpkP/PGPsiHsPMfgBjAOotngsAIKJ2ItpLRHsHdaWYfZYtEztztrSGsjJZqf7iFxJzPzmZ\nnXE4BSJxytslrN1u66HJNTUSwnr6dNxD29ra0NPTg0AggJ6eHhUKDiVn4jWZuYuZW5m5tTGBEDkl\nTbhcwNq12dMazp6VMaxcKRPSv/2blIAYHMxerkU6SMSP0tgoAtPM2UkFqxqDSV2daA0TE6m/tpJ1\n7BAMZwGsDvn/MmNfxGOIqAjAUgBDFs9VnMry5TIRmX0gMsnJk1Kzx+2WUOVly6RI3N69wK5dUtMn\nW9qMXczMAL/5jXVtyO0WX8PYWOqvXVSUmGAoKhJT1v792gY2D7BDMLwOYA0RXU5EJRBn8o6wY3YA\neMJ4/CEAv2JJoNgB4FEjaulyAGsA/N6GMRU83d3daGlpgcvlQktLC7q7u+1/EVNrsGMiSgRTWwgP\nz6yqCjrGjx0TAfHWW1IzJhcjmI4fl7yRRPwoTU3y3vj9qb12ohoDIO//+LgIbSWnSTmPgZn9RPQp\nAD8H4AbwHWY+RERfBrCXmXcA+DaA7xPRCQDDEOEB47gfAzgMwA9gGzPrciNFMpphGqo12FTyNy4n\nT4o9PRrFxeKMZQaGhqQKZXW1JMU1NuZGu9LhYUkyq60VwWY1obC4WLSGEydSKx0SqYieFRoa5LUb\nG23voaFkjtzMfG5t5b1792Z7GI4l4xmmfX3Avn2ZyYY+e1bKMdx5Z2LnTU/LatbtlvLdq1Y5t+nM\n/LyYkMyyHyUlwC0JBOvNzIi2VFubfOkQn0+yqe+/P/Fzp6akRM2dd+aGEC4grGY+54zzWbFOxjNM\nzQilTPgaTp6UFXGilJXJOGtqnO+s9nplYjYbryRqCistFeGXionPrOmfDOXlIhiOHk3+9ZWsooIh\nD8l4hqnbLb6G0dG4h3bv3ImWLVvg2rABLVu2oHvnTuuv09cX2beQ6FgjOavPnEn+mnYyOSkTqmkG\nMhPNEnWkNzcHW6paYNHn8tJLlwRmUp9ZXZ0IuAsXEhu34ghys1aSEpOsdCczm+jE8DV079yJ9s5O\n+IxJztvfj3ZjTG2bN8d/jePHY/sWEqWqSrbZWWkEFN70JNMwS6mPsrKFJiBmEWKJlNKuqBBz2eBg\n3KY6ET+Xr3wF2LIFmJ9P7jPz+cQElo16WkrKqMaQh2Qlw9TtlmzoGFpDx/btlyYYE9/0NDq2b49/\n/b4+iZSxu1AcIBPY/HzqkTxhJBwZ1tcnE/mSJQv3u1zJJfC1tFgy70X9XF56KbnPbHJShO2ttzrX\nj6PERDWGPKWtrS3zWaXLl8fUGnoHBiKeFm3/Ao4fB9asSXWE0WGWcdvUlSzhyLCZGUkQixTJU1Ym\nJbATNQUuWSKa3MSERGVFIernMjYWNYEx6mc2OSkCVoVCTqMag2IfbreYeqJoDc3Llye0/xKmb2HF\nilRHGBs7MoYNOjo6FpjyAMDn86GjoyPyCcePi3CK1Ce8rEzCV5PhyivFDBWDqJ9LTQ2ao0SaRTxn\nYkI0LxUKOY8KBsVempqCWkMYndu2oSLM5lxRVobObdtiX9PMck43NgqGhCLDRkbEUVtXF/liRUXy\nfkZqtRmPmhopyx0jSS7q5/K+96HzqaesfWbj4yLYbr1V+2TkASoYFHsxtYYIoZJtmzejq6MDnqYm\n8X00NaGroyO2E9Os9Z9ubcHtTqlsdbg/oS7KJL8oMmx+HjhwQCbvWD1GmJOrJEsk4b0xfBRRP5eb\nb0bbAw/E/8zGxkSj27jRnraiStbRBDclISw1c5+fB159VUwgkUwjifCb34i2kG7BMDkpK/b16xM+\nNdyfAADFxcUgIsyGaCEVFRWLgwBOnZLyHfEKQw4OSpvNZJzvgYDkbRQVJRYltGsX0Noa2yw0OipJ\nbBs2JBY1pWQFTXBTbMecAL1eL5j5kkN1UbRNHF+DZTKlLQAyaSZZGTSSP2Fubg7V1dWxI8MuXpSc\nhWgmpFCKixe9n5ajnlyu5EpyE8UuiDc6GszKVqGQV2hUkmKZWA7VRVpDU5OshGdnk9caTpxILss5\nGYqLky4hHs2fMDw8jAvREryYgcOHF+csRCPMAZ1w1NOyZfI5zM1ZL1MRK/t5dFTG1NqauRpZSsZQ\njUGxTEIO1VS1hr4+mZQyoS0AMl6/P6lchqQyzaPlLCBKpnFpqZi7jGzkhKOezJLciXwe0aq0joyo\nUMhzVDAolkl4AmxqSr5xzIkTlvMWUiqzEU4S9Z4S7mUcI2fBzEL29veLuc7INO7+138Vs44ReppU\nPayVKxMryR1JYxgakqijDRsiCoWMlHtX0o4KBsUyCU+AbrdM7olqDf39lrWFqBNpssIhCSGWcKZ5\njJyFmJnGRJcEQ1JaSnExcPnl1j8Pl2uhj2FoSKKnWlsjjt2yD0pxPCoYFMskVWpjxQpZWSYy4SaQ\n5ZxSmY1IJFkh1nIv45ERoLc3qsM5Zna4y3XJD5KwkDZZvVrMUVYqyhIFNYahIcmJuPnmqD6KhM1b\nimNRwaAkRMLN3BP1NSSgLQApltkwmZmRCXt21tYkt4gcOybhn1FyFmJmh5eVXXofk66HVVYmJbmt\nfB5utwiQCxdEkMUQCkAWyr0raSMlwUBEdUT0EhEdN/4uMpoS0Y1E9BoRHSKi/UT0kZDn/omI3iGi\nfcZ2YyrjURxKIlrD8eMJZTknVWbDFATnz8sWCMhkeccdUpE0XczPy4QcIwksZna42ZvBIGEhbeLx\nWCvJTSSaQkOD5FDEqSOV8XLvStpIVWP4AoBfMvMaAL80/g/HB+BPmfk6AA8C+DoRhdYB/k/MfKOx\n7UtxPIoTsao1mNpCApOzpTIboYLAbMzT3Czx9/ffL53G1qyRHgjJdjyzgs8n9xcjwzlmdrhZGiPV\nhkiVlRIYEC88t6REhIgFoQCkYN5SHEeqeQxbAWwyHn8XwC4Afxl6ADMfC3l8jojOA2gEkGL2k5JT\nWMlrSFBbAII9ATq2b0fvwACaly9H51NPoe3WW0UIADIRNjfLxF9dnXo2drJYLJ3dtnlz9DIhpgM6\n1TDRK64AfvtbcSZHYmZG3rM77rAsLE2NJW5mvOJ4UiqJQUSjzFxjPCYAI+b/UY6/BSJArmPmABH9\nE4DbAMzA0DiYOeJyiIjaAbQDQHNz87sj9TRWHM6ZM1IXKFLFzv5+EQx33ZX4dWdmgn2GmcWGv3y5\nCIKqKufE2h86JFpLhNwFywwOStkOO0xev/+9vG+RSl7090v0UbzKt2nAUtkVJSmslsSIqzEQ0csA\nIhVoWRBqwMxMRFGlDBGtAPB9AE8wsxkS8UUA/QBKAHRBtI0vRzqfmbuMY9Da2pp7BZ6U2FrDyZOy\nirXC7KyYZUyfRVWVRNvU1YlG4BRBEM6FC6mXjjD9DHYIhiuvFOEQLhjGx0V4Rym5nU4SzuhW0kJc\nwcDMD0R7jogGiGgFM/cZE//5KMctAfB/AHQw8+6QaxvFcDBDRP8I4PMJjV7JLYqKxNcQrjX094vd\nP9pkFy4IKiulDadpGnKqIAjFvIdU+xSEOaBTwhSkoW1Dzf7Sra2xq72miYTKrihpI1Xn8w4ATxiP\nnwDws/ADiKgEwE8BfI+ZfxL23ArjLwF4GMDBFMejOJ2mJpncQnsLhGsLs7My+ZlRQ3NzIgg2bADu\nuw+4+25pI9rQsEgoODbzNoWS3gsoKQk2xEkVInG6hxYPHBmRzyJGx7d0oiGvziBV5/MzAH5MRE8C\n8AL4YwAgolYATzPzx419dwOoJ6KPGed9zIhA6iaiRgAEYB+Ap1Mcj+J0iopkMjp4ULSG/n7xEVRW\nihAgCjayb2hISCNwtBliYkIS1FLFXMVH8w0kSmOj5DbMzMi13W7rJr000NzcjEj+Qw15zSwpfVOZ\neYiZ72fmNcz8ADMPG/v3GkIBzPwDZi4OCUm9FJbKzPcx83pmvp6ZH2PmJDqeK1Zw1Ep6xQpZ+U5P\ni9193ToRBBs2APfeKxrB2rURNYJYODrz9sKFxHohxCLZpj2RcLlEUI+Nibawbp316qtpQENenYFm\nPhcAjqthY/oaBgYkh+ADH0hKEISTFjMEc/xEMCvXGBqyr2dBCiXCI9LUJJpCXV1yjYBsJOmMbsVW\ntINbAdDS0hJRPfd4POjp6cn8gADJvB0eFlOGTU5OW+/T55PQUK9XJs2bbkq+beXUlHRDsyvKx+cT\n7WPDBnuuB4i2UFKi/ZrzHO3gplzCkQ69oiKZKG2MfEnZDDEzA5w7B7z2GvDrX0t3taIicYb/7nfJ\nRwNdvGhvhI8ZmWTnoq62VoWCcgnt4FYAFIpDL6nMW1NzOX066Pyuqlq4ui8tlVX/734nheQSNbeM\njloqKWEZt1uikmZmxKwUCMj/8/PRH8/NiYCbn5e/c3Ny7+bfQAC44QYx5ykFj5qSCoBIzeojNqa3\nwuiohJfOzYnDuKYmZrVQR2IWszt3Tjqpzc+LmaiyMvZ9zM2JELnmGoncsXrPu3fLa9jhfPb5RIj1\n9ckYTL9FaInscIjEyRxr8/ulZMett0Yvk6HkPLZlPiu5T8o1bJhlIj1+XKJrKipkBXz4sKw0S0ok\n0mjZMplUshjVEhVmcdj298vEOjcnmkBtrfUw0uJi8YkcPSrmoXXr4msC8/MS8VNfn/zY/X5x1J8+\nLa/b2CiF7WqiVp9JnKIieY9efx247TY1KxU4qjEo0WGWFfLx4/K3sjJy7Ly52jQzk+vqpI2kabfO\npjYxOSkmIq9XwmOLiyU3IhXTjhlltHSpTNCxNIGJCSlW19iY+OuMjsq4L1yQ933lShHAdpqlwjEL\n/d16a25klCsJoRqDkjzmxHf0qKyyKytjF1MrKgquXpnFHn/4sKzK3/UuqdKZSaamZDL1emVidrul\ncF0qxetCIRJb/OioOKpbW6NnClusqHqJ6Wng7Fkxc/n9Igxuuy35iKhEqaqS+/rDH+S+nKj9KWlH\nBYMSJBCQEM3jx0UgVFcnHmJpZi6Xl8tKPULD+7QwOyvCrLdXtBuXa7ET2W5qasS089vfAu9+d2St\nYHg4/srbfN/PnJHj6+slryMZLcMOamrkvdy/XzSidPaoUByJCgZFJqbz50VD8PlEIKRabnl8XFa7\n6ay54/dL/L0ZUQSIdpPJqqCVlbKqfv114LrrRDsKNZ3Fqqg6OSmCrK9PzFErV0pJ7Wz1iwilvl7e\n07fflvtSCgoVDIXM/Lw4Y48dExPGkiX2TKrMEkqZjpo7gUAwoujcuWBEUUND9nwZJSUykR48KBrE\n2rWisUSqqOr3B01FFy+Kz6C11ZmRQJWVCwvsKQWDCoZCxO8PCoSZGZmU7LK/A6ItNDXZd81IEUUl\nJWLycIqZo6hItCyvV4TBu961sKLqhQtiKhoclHG3tMjxdhTWSxemkFMKDhUMhcTcnKxUT5yQ1WxN\njf0rVWbRPhJs0RmRixdlIu3pEYdyUZEImwSjcrp37lzY+nPbtuitM1OBSDSu4WHJXaitFWFw5Ig8\nv2KFdKizq5heOvH75X1OJcxWyVlUMBQKY2PSrWt+XgSCnTHwodihLczNAXv3isnI5ZJrJemr6N65\nE+2dnfBNTwMAvP39aDdKZKRFOAASrjsxAbzwgjiQr7su9zKKx8dFq3GKRqZkFAfrsYqt+P2yNTam\nNwRxehq46qrUrkEkjtm6OplQU3DGdmzffkkomPimp9GxfXtqY4yHGYl00025JxSAYKisUpCoYCgU\nli6V1Xc6Exrt8i2YzXxsaGHZOzCQ0H7bmJrK3QSxyUkxIWn2c8GSkmAgojoieomIjht/IwatE9E8\nEe0zth0h+y8noj1EdIKIfmS0AVXSQVGRrFztajEZCbt8C0Bwter3p3SZ5ihht9H228bUVG74EkIJ\nBMS5f+hQ9P7bSkGQqsbwBQC/ZOY1AH5p/B+JqZDubQ+F7P8KgK8x81UARgA8meJ4lFisWCETVhS6\nd+5Ey5YtcG3YgJYtW9C9c6f1a4+PB2sl2UFJiYS7jo2ldJnObdtQETZBV5SVoXPbtpSuG5dcEgx+\nvxRG/PWvRTDU16vTucBJVTBsBfBd4/F3ATxs9UQiIgD3AfhJMucrSVBTE9WUZDppvf390uXNcNJa\nEg6BgEyEqfoWwlm9Wq4dCCR9ibbNm9HV0QFPU5N0BGtqQldHR/oczyYzMxkTDEkL9OlpSWDbtUsi\nqW64Adi4UTTLXBFqSlpIqYgeEY0yc43xmACMmP+HHecHsA+AH8AzzPw8ETUA2G1oCyCi1QB2MvP1\nUV6rHUA7ADQ3N787Un8BxQKvvipmpTD7d8uWLfD29y863NPUhJ4XXoh+Pb9fYvTXrrXPjBTKkSMS\n8llXZ/+108mbb8qYPZ60vkx41BUgGlFM4Tc5CZw6JXkhy5cDl18e9AtNTkoE2M03p3XcSnawrYMb\nEb1MRAcjbFtDj2ORMNGkjMcYzJ8A+DoRJTyDMHMXM7cyc2tjtmrI5AMrV0Ys7JaUk3ZuToTC+vXp\nEQqATKxzc+l1mtvNzEyw/WaaSSjqyiyOt2ePLA7uvlu0hNBggelpNSMp8fMYmPmBaM8R0QARrWDm\nPiJaAeB8lGucNf6eIqJdAG4C8L8B1BBRETP7AVwG4GwS96AkQkODFMkLo3n58ogaQ1Qn7fS0+BVa\nW1OvqxSLigqpPzQwkL7cC7sw35OyMuCee0TTSTOWBPrAgCQJTk6KoL3++ughwMzprW+l5ASp+hh2\nAHjCePwEgJ+FH0BEtURUajxuAHAHgMOGhvEKgA/FOl9JjO7ubrS0tMDlcqGlpQXd3d0LD1iyJNga\nMoSEnLQ+nyRw3XJLeoWCSUuLZGo7VWuYnpaCc36/5C3cc4+UxFi+PGXneTxiRl2dPg385jfiR2hq\nAu69V/xA8fJCMlXiW3EsqQqGZwC8h4iOA3jA+B9E1EpE3zKOuRbAXiJ6CyIInmHmw8Zzfwngc0R0\nAkA9gG+nOJ6Cxmzh6fV6xYHs9aK9vX2hcHC5ZMIKafMJJOCknZwUU8ntt2fO5FBVJRPb+HhmXs8q\npkCYnxeBcNddMk6XS5L0rr1W3qswIWwnEQV6SQk6771XBMNVV4mg8nji12Xy+yX5UR3PBY92cMsj\nWlpaEMkp7/F40NPTE9xx/rzYmhP11YyOiraxYUPmk5/GxoDf/S6zJbWjMTUlGlNVFXD11fI+Rpt0\nT52SYoVp9It179yJjm98Q2pB1dSg85FH0PaRjySeca2O57zHNuezkjv09vZa2790aWJmGb9fhElZ\nmbR8zEZG7NKlMrkm2hHNTny+YN+H1lbgjjviV0j1eMQ0EyN/JNUxtV12GXo+8xkEvv1tdH7yk+jY\nuROuzZsTC131+0XYaWCHAhUMeUVzlBaai/aXlspEGxbNEpHRUWmGs26dCIVsmhmuvDK9mdvRuHhR\nHLgul2hLd9wRW0sIxe0WZ+/YmL0+EjPC6LXX5DXuvhvd586h/dlnE89FmZqSjm3XXw9cdpl9Y1Ry\nFhUMeURnZycqwhyHFRUV6DSqiS5g1arYq+/paZkMa2slrNHjyX6lzZoaGU+mhIMpEIqKJPHr9tuT\nawhk5jOMjKQ+psFBCTd94w0JJLjrLhHaZWXJFQwcHpZw4NtvFyd/tpodKY4iNwWD3y9f6NFRcUhO\nToqaPz0t0St+f0rZsrlKW1sburq64PF4xIHs8aCrqwttbW2LD66ri/weBQKSmzAzI+aSm25KKUol\nbpRUIhBJcb10C4bJSTEZlZSIQLjtNnG0pzJprlkjf+fmEj83EJCub//2b8Dhw1EjjBLKRfH7Reg1\nNIgG5PRQYCWj5GY/hpER4J//Ofh/LBXd5ZIVn9sd/GtukfaH7gt/7HLZt6VpZdbW1hZZEIRTVSWT\nitmQBZAJ8eJFMdlccUXK5bnNKCmfEQFlRkmZ40yK+npxkE5NRe+lnCzm/dfXS9Jeba19n1Npqazs\n9++37kD3+yWyyOuVz+qqq6TeVRQs56L4fHKvkXpUKwpyNSppzRre++yz8Q9kDm6BwOLHie4zrxn+\nQ4r1wwp9f4mC1w4VUOFCKZrgivTXfJyMcDp2TGzLS5aIBrZ0qdiZLZTN7u7uRkdHB3p7e9Hc3IzO\nzs5Fk73lKKlEGRgQ+7pdEUoTEzJZNjTIyr42YpHg1GEWM9D0dOwksulpEQanTwfbgFqIMLJUHmNo\nSAT+zTenVPDQyuevOA+rUUm5qTH4/WIyipeoQxSctLNtHw8nmhDy+8XcEOm5cGFlmoICgeC9hgui\naK8NyOp4aEhMJTfdJOUyYjhUzcnA6/WCiGAuKqJpApajpBKlsVG0hZmZ1HoejI+L5rFsGXDjjek3\np314iX8AAA19SURBVBDJKv03vxHzXPh30ueTKqf9/XKPt9ySUG8Lc/KP2MbU75fPeuVK0VxSaH6U\nFk1QcRS5qTFcfTXv/au/CtqameWLXl4uW4I9gQuaY8eALVuAa66JeVj4ZBCJcE0gbRoDAPT1Afv2\nJa41MIuGMD0tk++aNfb3vY5HT49kI7vdIowmJkQgjIyI/+DKK+2N/go1Ha1enbLpKK2fq5JWrGoM\nuSkYzAS3mRn5UY2Pi8N0YECchqEOvrIyERZlZdbCCwuN/v6gkzkG0SaDUIgIgRCHdiRhUlFREd0h\nngjz89I/oKLCmi+EWb4nMzOSe3DllZkXCKFMTQHvvCNVWM+cEVt/S0tKK/mIDA2JVnXjjbbdr8vl\nQqR5I/zzV5xHfpuSTEpLZWtoEGcpIBOAWctnbEwExcCATIDml9nlEkFRUSE/xEJ2vpWXy/sTByvm\nn/B8CXPyT4st2u2W1f6hQ7GTspjlezAzI2aUK65IvfWoHZSXi0mnqUlKi09M2NuL2zQdrVolpTls\nFDjNzc0RFwnR8miU3CP/ltBEkpnb1CTmkbvuAj70IeATnwA++lExm9x2m0wSMzPAuXOynTkjwmN8\nPLmQQofQvWsXWp58Eq6tW9Hy5JPo3rUr9gkVFZYEQ7wffbR8iba2NvT09CAQCKCnp8deG/SKFSIg\nIrX/ZJZw5sFBWTjcdZesmp0gFEKpq5OQWI9HPofZ2dSvafqO1q+XYn4hQsGO8OGE8mWUnCS3NYZE\ncLlElV66VLI716+X/XNzIgwmJuTH1N8vP9CZGTknEBCtpKJCtAynObFD6N61C+3bt8M3MwMA8A4O\not1IbmrbtCnyScXFwRyQGHbtzs7ORWYh0wHt8XiyE5VSVCRaw9GjwagdU0OYnZXP+fLLJTTXyRQV\nyaq+rg546y35TJIRYMwSXVZaCtx556Jr2OU0TqsmqDiC3PYxpJOpqaDAGBiQ7cKFhUlh5eUiMEpL\nHWGOannySXgHBxft9zQ2oufbMQrXnjsHfPCDcevkODJEcXZWWlMuXSqf1dycOFhbWpwvECLh84lw\nGB0VYWfVL2Z20lu9WoRMBLOUOo2VwnA+Z5pAQNT08XFZlZoCY3Q0eIzbHYyOstuRGAfX1q3RnYI/\ni9Hq4uxZ4D3vSV8XtnRz/LhEV7W0yJaNIn92Mj8vUUonTkjUUryQ3IsXZVu/XnwKURYp6jRWCsP5\nnGlcLklMqq6WH+C6dbLfrEw5Pi6qvCkwpqaCP9JAQM4vKQluxcW2mqaaGxoiagzN8ZKjSkrEFp+r\nguHKK2WlnC99BNxuKeddWyshuVNTkXMsTNNRWZmUtYhjflKnsWIVFQx2UFQkP+La2oXN32dm5Ec9\nNSU2/MlJER6joyJIRkaCyWlAMKu6uHihALEoPDoff3yBjwEAKkpL0fn447FPLC8X30quYkaZ5RuN\njeIrOHBAoutCTUtm1NHq1cDatZYimiL5idRprEQiJcFARHUAfgSgBUAPgD9m5pGwY+4F8LWQXWsB\nPMrMzxPRPwG4B4DZ//BjzLwvlTE5CjOcNlpGLbPYyKenZZuaEhuzKTjGxuTHPze3UHgAQY3DFB5F\nRZcczB3f/z56L1xAc0MDOh9/PLrj2aS8XOzTkcp9KNmlvFzyTN55R5zsS5eKUJiaAm64QaLrLH5m\n6jRWrJKSj4GI/huAYWZ+hoi+AKCWmf8yxvF1AE4AuIyZfYZgeIGZf5LI6xZcB7e5uaDWMT0twiNU\n8zATt4CFZTGKihZqHkVF0SeRs2eBxx7LTYdtoTA8LAlxJSUSehur3pKiRCBTPoatADYZj78LYBek\nj3M0PgRgJzNHr6ugLKa4OH4Io98f1DpMATI2tlCAROoi5nbLRDM3F2xXqSzAMdFYdXXSG4NIy74o\naSXVb9dyZu4zHvcDWB7rYACPAggvi9pJRH8N4JcAvsDMM4tPA4ioHUA7oM6yiBQVyaQea2Kfnw8K\nDVOITEyI4JicTK0gXZ7iuIJxdmZHK0oU4pqSiOhlAE0RnuoA8F1mrgk5doSZI9YsJqIVAPYDWMnM\ncyH7+gGUAOgCcJKZvxxv0AVnSrKIY1a2eYTG/iv5hG2mJGZ+IMaLDBDRCmbuMyb58zEu9ccAfmoK\nBePaprYxQ0T/CODz8cajRMZxK9s8IW2lwxXFwaRaK2kHgCeMx08AiJFFhY8C+GHoDkOYgIgIwMMA\nDqY4noKlo6NjUUlsn8+Hjo6OLI0oP4hmtlRzppLPpCoYngHwHiI6DuAB438QUSsRfcs8iIhaAKwG\n8Ouw87uJ6ACAAwAaAPxtiuMpWHRlmx60YJxSiKTkfGbmIQD3R9i/F8DHQ/7vAbAqwnH3pfL6itDd\n3Q2Xy4X5+flFz+nKNjU09l8pRDTmLccxfQuRhIK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C0HMrAPwlgAYAEsBR33PnWKqwAQKd00eOmOqcbj1wAE27d8M5OQkAcAwOosnX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\nA4ODtuIiNW/cGGRjAID8nBw0W7BPROWRR4ATJ8Rl1syx4No1Efj5+cC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oR/IhAG8Hnj8D4D4hRKUQohLAfYFtmmiElvU+c8ZQWe/WXbvQeeAAmmpq2Myk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\nKMu3qiryb+TzASdPAkePUkO46aZgklZpKUMwo+U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gPbhxIzXeoSGGd4+N8R4tKbFVFdvs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\nrkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cobra_vis.voronoi(X_test=X_eps[0:50], indice_info=indices, MSE=MSE, gradient=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Licensed under the MIT License - https://opensource.org/licenses/MIT" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 1 }