From 11d2a0f8fc2d8ddaad7d5e3c31ac8d3baf82a994 Mon Sep 17 00:00:00 2001 From: mhjensen Date: Sun, 6 May 2018 22:19:59 -0400 Subject: [PATCH] jupyter files --- .../Examples/CH2 Marsland Gaussian.ipynb | 144 + .../JupyterFiles/Examples/Housing.ipynb | 333 ++ .../Examples/Intro to ML Examples/Blobs.ipynb | 259 ++ .../Intro to ML Examples/Boston Housing.ipynb | 125 + .../Intro to ML Examples/Cancer.ipynb | 792 +++++ .../Intro to ML Examples/Clustering.ipynb | 126 + .../Intro to ML Examples/Diabetes.ipynb | 113 + .../Examples/Intro to ML Examples/Faces.ipynb | 173 + .../Intro to ML Examples/Flowers.ipynb | 197 ++ .../Intro to ML Examples/Make Moons.ipynb | 102 + .../Lecture Examples/Hudson Bay Data.ipynb | 82 + .../Morten Lecture Data Examples.ipynb | 195 ++ .../R Cubic Gaussian White Noise.ipynb | 139 + .../Examples/ML for Physicists.ipynb | 3103 +++++++++++++++++ .../JupyterFiles/Examples/MNIST Nielson.ipynb | 270 ++ .../My Own Examples/Cubic Gaussian MLP.ipynb | 96 + .../Cubic Model Using Pipeline.ipynb | 137 + .../My Own Examples/Dice Simulation.ipynb | 86 + ...Fitting Gaussian Variables Using SVM.ipynb | 105 + .../My Own Examples/Function Examples.ipynb | 166 + .../Functions in mglearn.ipynb | 109 + .../My Own Examples/Gaussian Noise.ipynb | 90 + .../GeneralNeuralNetwork.ipynb | 153 + .../My Own Examples/NN Iris Data.ipynb | 173 + .../My Own Examples/PolynomialFeatures.ipynb | 66 + ...ression With Random Linear Variables.ipynb | 177 + ...s Example from Sci-Kit Learn Website.ipynb | 122 + .../MNIST Scikit-Learn.ipynb | 118 + .../Polynomial Interpolation.ipynb | 107 + .../Ridge Regression Sklearn Tutorial.ipynb | 86 + .../Stochastic Losses Scikit-Learn.ipynb | 254 ++ .../Examples/Two Layer Neural Network.ipynb | 84 + .../Deep Learning Sentdex.ipynb | 157 + .../Digit Recognition Sentdex.ipynb | 101 + .../Pandas Tutorial Sentdex.ipynb | 117 + .../Youtube Tutorials/Stocks Sentdex.ipynb | 142 + .../TensorFlow Tutorial Sentdex.ipynb | 106 + .../Youtube 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doc/Programs/JupyterFiles/Examples/Lecture Examples/Hudson Bay Data.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/Lecture Examples/Morten Lecture Data Examples.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/Lecture Examples/R Cubic Gaussian White Noise.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/ML for Physicists.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/MNIST Nielson.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/Cubic Gaussian MLP.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/Cubic Model Using Pipeline.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/Dice Simulation.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/Fitting Gaussian Variables Using SVM.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/Function Examples.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/Functions in mglearn.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/Gaussian Noise.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/GeneralNeuralNetwork.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/NN Iris Data.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/PolynomialFeatures.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/My Own Examples/Regression With Random Linear Variables.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/KNNeighbors Example from Sci-Kit Learn Website.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/MNIST Scikit-Learn.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Polynomial Interpolation.ipynb create mode 100644 doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Ridge Regression Sklearn 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qL9UAzAKwEzX7nX4EoI2a89hjjzzDhw+nPn36mNa/nolLrTH24LG0vAW4XC7T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\nSSEV2tHzkPR6vXTjjTdaHv6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YDWAb6rNjspXOZ2E3jtWvx2o8cCmP0Ewh9AuU04Js5qEm3i6HVfF0tZw+fZoe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\nRsTZrBh/QUEBxcXF0fnnn0+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FhUmdO7LPf6SWlhbY7XaOAibLcSQw5aRYPYESGRXscDj63RvIqM9/pJaWFkye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\n6NCqPTLEsGRu1XULEfo3VQ1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swh158+alS5cuTlmr0YYvTRYqIM2aNYuDBw8CULJkSVq0aOFyROGrV69eRERY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\npVSGNFkopZTK0P8DQMIgBKGOq28AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pylab as pl\n", + "import numpy as np\n", + "\n", + "x = np.arange(-5,5,0.01)\n", + "s = 1\n", + "mu = 0\n", + "y = 1/(np.sqrt(2*np.pi)*s) * np.exp(-0.5*(x-mu)**2/s**2)\n", + "pl.plot(x,y,'k')\n", + "\n", + "pl.close('all')\n", + "mu = np.array([2,-3])\n", + "s = np.array([1,1])\n", + "#s = array([0.5,2])\n", + "x = np.random.normal(mu,scale=s,size = (500,2))\n", + "pl.plot(x[:,0],x[:,1],'ko')\n", + "#axis(array([0,3,-8,4]))\n", + "pl.axis('equal')\n", + "\n", + "theta = np.arange(0,2.1*np.pi,np.pi/20)\n", + "\n", + "pl.plot(mu[0]+2*np.cos(theta),mu[1]+2*np.sin(theta),'k-')\n", + "pl.plot(mu[0]+3*np.cos(theta),mu[1]+3*np.sin(theta),'k-')\n", + "\n", + "\n", + "pl.figure()\n", + "\n", + "mu = np.array([2,-3])\n", + "s = np.array([0.5,2])\n", + "x = np.random.normal(mu,scale=s,size = (500,2))\n", + "phi = 2*np.pi/3\n", + "pl.plot(x[:,0]*np.cos(phi)+x[:,1]*np.sin(phi),x[:,0]*(-np.sin(phi)) + x[:,1]*np.cos(phi),'ko')\n", + "pl.axis('equal')\n", + "\n", + "theta = np.arange(0,2.1*np.pi,np.pi/20)\n", + "pl.plot((mu[0]+3*s[0]*np.cos(theta))*np.cos(phi)+(mu[1]+3*s[1]*np.sin(theta))*np.sin(phi), (mu[0]+3*s[0]*np.cos(theta))*np.sin(-phi)+(mu[1]+3*s[1]*np.sin(theta))*np.cos(phi), 'k-')\n", + "\n", + "pl.figure()\n", + "mu = np.array([2,-3])\n", + "s = np.array([0.5,2])\n", + "x = np.random.normal(mu,scale=s,size = (500,2))\n", + "pl.plot(x[:,0],x[:,1],'ko')\n", + "pl.axis('equal')\n", + "\n", + "theta = np.arange(0,2.1*np.pi,np.pi/20)\n", + "pl.plot(mu[0]+3*s[0]*np.cos(theta),mu[1]+3*s[1]*np.sin(theta), 'k-')\n", + "\n", + "pl.show()\n", + "\n", + "import pylab as pl\n", + "import numpy as np\n", + "\n", + "gaussian = lambda x: 1/(np.sqrt(2*np.pi)*1.5)*np.exp(-(x-0)**2/(2*(1.5**2)))\n", + "x = np.arange(-5,5,0.01)\n", + "y = gaussian(x)\n", + "pl.ion()\n", + "pl.plot(x,y,'k',linewidth=3)\n", + "pl.xlabel('x')\n", + "pl.ylabel('y(x)')\n", + "pl.axis([-5,5,0,0.3])\n", + "pl.title('Gaussian Function (mean 0, standard deviation 1.5)')\n", + "pl.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Housing.ipynb b/doc/Programs/JupyterFiles/Examples/Housing.ipynb new file mode 100644 index 000000000..a9ebdfd1d --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Housing.ipynb @@ -0,0 +1,333 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Qj173d36/rmh2CZrJe8EQKLB0yyFc8cfPWFiJwQgAcwwGjLi0e8Dnk2w8Xru9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\nsAY3RqdF2mFtfmQcBvxuo+5rkm08igal47mp+bj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crWFGo+pT9x181yLOFfNVn+WmjzOWyJg0hWVjaY7FcQOfoCjfjTNFqjTDNOPD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\ns+QnsNJNuLQ1YBCljJUtpqo2q52AJFPEaV5Io5sapn73h15GmkwfHA7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hk6NsevLilKV2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\nwEsSXKntq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CtDSd79/Rs99QSBKJQEyMYO4MWLsN/AFIioMZZ0FZmRKRyZMhKUkJ1YIFsGUL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\nd/dbG5fvzXUYX0x8fE4zYSJcpC/kmd6fs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AI2FZNomAh2+cXObJiTXyNR2vIvGbbx7n8wfmyFU07hyMUdFMZjJlbMfVQS83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USd1V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xfReLnehu414NjWEeWFkzNomsZvv3sjvekQmtDoS4ewXckrQ3P8yQ/OUG7YC+/tSIl0QTYD\naiEkGzJRdnbGGclWyUT9tMUCPLWznZrtsqsrxo7OOFPFOqemSnQng4T9RnM6N0u2bDHQEl5YqBX2\n68yVGkQCxpJvSErJN94c5+xMmbrtMJqrcni0gKEL/uatCZ7c2YEuBMFm+1XT0Lh3IMVItsqubi9Y\nPzKaJ1/1SiBNFGpoGgtJ4zMViy3X/1eiKDdE7iYOTMwncM3/OfoMjVjQ4OWhWYp1G1PXyFUszmer\n7O6O8+kH+uhJhfEZGv/7V95ittQAIZktN/DVbV48PctnHh3k8EievlSI1rgfTQj2Xed1GzdzRHze\n3p4EIZ+B39DoS4dv+uffiv63923ljfN5tnfG+NHpGcBb+PvS0CyvnM3iN7UlNy5+XaPYPDFbi/IO\nKg2HZFinUHZ4385WXjg1R75q05cKcmZ2fUt9Kjff4huwbLVOueFgX2n4fIXWMxh/GPhFIcQQXs64\nAKSU8oaXNqw0bP77T85Tqts8sbWVbKVBtpmuUshZVOoODduh4bhLcgiVq9OAgOnl443n6+zuSaAh\n0DUoVC1Gc1VGslViAYOa7fLNI+M0LEnAp/P0rg62d0b5xpvjgETg1fUG2JCJcN9gii+8fB5ccKXA\ndl2Cfh/hgEGuarG7O8F7tnt52qO5Kscni2xtj9G5aFTrhZMz/LeXzlGu2ezvTWAaGpOFGj5D5/iE\n15nzu8em+MS9vQCUGw6nmk16zkyX0TVv9Myne1UbPv/CEIYu+JmD3bRGAwgh+OWHBhjPVxdKn2Ui\ngYWOrpmIn454kPNzVQKGYGPbhVQYRbnVbWyNAeM37fOCPo2a5aILCJoaJyeLWI6LTxNI4a3FmCrU\nODVlsLU9xnu2t/GHz57AdcFnCHyGgZSSloif09MlXh6a5ZP39RALeOtLbFdeto39leSrFmdnygxm\nwkRvgU6ZQgi2tKvUlMViQR/bu2Kkwj7eu6OdI6N5uhJBnj8xTdhvEPTppMM+JoqN5qxLmFytAMBA\nOsTro955Pxo0KVYdEPDa+Tyluo0LTJcvPxK6eJG+cvszmrPZ840E541kK7gS6vbap0jWMxh/ar0+\neK7coNQsMTeSrfDIpgwH+rJUGw6ThRqW4zKRdyjXbDUNdQU+3cuncoH5yj6xoHdI6cLLn4z6Tf71\nz+zBb2j82+8e568PjSElNCyHgM9gIl+jZrmEfAZvjWT52htjvDWaIxM2ac9E0DTBn/1wCNt1OdCX\nJBYwqVkO/ekQ7fEA2bJFqWYRC5i8NZpH1+DsTIWTUyUyUT8zpQaPbc4s7PN8pz6JVyO0Ix4gFjCZ\nLNQXSiMuLl0W9unNhb0lPnawm0LVYmimTLnhsKMrhislDVsyma8vpLaE/QYbWy9cGHvTIT79QB9C\nQCLkIxow0bUqpqHh11V94eX0/5Nvrun1Z//l+6/TniiL/dT2Nv7Ft47flM8ydUHI1OmIB3BcyUyp\nQaXheOcPTRALGpi6RtCnsyETYabU4MhonmPjBWJBA58peHpHBx3JAMfGi2QrFj8+7Y2KPrIpw5Fm\nzf+G7bK7+9pGx7/46jDFms3hER+ffqD/Bnz3ylp9480xzkyX6YgH+Ll7e7l/MA14JSUtxyUV9jHa\nEWU07w2opMIBTL2EBFpiAQbqLvmqzYf3dPJnPz6LBArVxsJM+cUVNDQupDRomlcPX7n9mVxIS2k4\nF2cCeEm616Gy4foF41LKc+v12V2JIHt6vBSGewdSxIMmv/1Tm/nO2+P80bOnGM/XcFyH63Czc9u6\nOA988Z1+QIfN7TGqloMmBOWGN5sQCZgc6E2ypT3G0EyJ01MlogGDo+MF7h9M4zhguxJdE3z4QDfl\nusPLQ3PoQtAS9XF+tsIPTkxTs1xyFYtIwMc//8Y7+A2N7R0xChWL3nSI0WyFewfSpMN+smWLgKnj\nN72g9kenvEVMp6dLpCM+rIuWQT+22cvZzlUtdnTGee7EFFXL4bEtGQKmTn86zNZFI0xCCN6/+0I3\nvfNzZQaORag2HDriQeJBE1PX2Nx+5RHuxSXMhmbKOK53Mh+aKbEvfAuUi1OUFZjM127K5/h1QX9L\nmM3tUX7uYC9feWOE545NU7cdHMdLK9vYGiEV9nOwL0HVchnMROiIB+hNh3ElPLghzWeai6sn8jW+\n+Op5fnR6lp5kiBdPz6BrgpOTJSzHZVNrdCHVbDHLcanUnUvyv+cXkVtqtOaWNVmoNf9fx3XlQi33\nrkSQX35oAIBjY3m+f3yaoE/n4U1pXj03h5TQl46wuS2O7Uq2dkRpj/qZrVg8tbOdrx4ep+FIYgGD\n3KJeF4mQwVzFK63p0y8UfVgcpKsR81vL4t+NsWgt1+LtixPzLv5r39UZ5fBYiYjfYLJ4++aMr5uG\n4zKaq5EtN8hVLFqjAUxd4+hYkalijbrtXraUze1Ma0bYCzmYurfA8uLrSdDU2JgJc3SiiC4EbTE/\nm1ojvHByBkeCaeokQz4q+SpTxToNy6UrGaA9HkRrjlj9q4/t4ZuHx/jBqRn+20/OkQiaDGYiRPwG\nhqbxwIa0V1nElRybKOK6kK00mvsn8Rsas5UGfkPDcV1KdZuWiJ+hmTK1hsMrZ+f4p+/fxnC2Sjrs\n4/hkEV0TnJ4q8t2j02Sifu4ZSHJvf3rp9+bT+akd7QuPKw2b7x+bYniuyifu7aE1tnTh5sUEoAuB\nrglCPoOP7O++5t9DyK9TaTjoAlLrkF+qKKv1t2+P3ZTP0YQkFTZ5YDDN7p44f/7jIYQGQUMnGDYY\nSIf5bDP/u1Bz6EwEeGJLK+P5Kr/68CCW49LfciF3uj0e4NMPDuA3dcp1h4GWELmKRb5qYWiC09Ol\nhVrk8yzH5QsvnWeu3ODegRQPLVrY+eF9XZyaKi0pmaisv9fPZzk5VeJAX5J3bW3j8HCOrR3RJU2V\nZkp1nj8+TSrs41tvjfH2WB6BoDXiQxcCF0kq7OOFU7MUqxYtER82EPHrDM2UiQV0qg2XZMgkX72w\nrmlxqkIi7Kec8yplbW8Pc2SiDIBfg8odGFvcrhb/KhYPvq70V9QSCxHL1okHTRWMr8ZUoc5Ms+HL\n8Yniwgl1R2eMWMBESkmhdmfdv8b8Go4UIL0630JIbNdboAhLR8L9hsY/enIr/+RLh5krW/SkQvzR\nJ/bzC59/iXOzFdrjXm50yKczhxc8T+RrzJQaGLrg0Pksj2xqwTA0zs6U0TXB4ZE8HfEADwymvfQM\nw8B2LMbzNcby1WZuuCAZ8RFxJPf0J7mvP8XRiSKtsQAf2d/FRK5Kqe7gupLzcxUMXWOgecG9p98b\nXR6ZqyCElyOaDvubZakur9xwMHQNV0oKNYtY0OT7x6YQwpvO9F/UpjpkGpyYLJKrWEsuztdiX3eC\nwyM54kFzVfmqirJeXjpfuOGfoQGa5lU9efH0LLrm1f/uT4epWS4/d28PD29soTsZ4p3xApYjqTYc\n/ucr5xcWa//G4xsved940OTvPTRAtmKRCvsYz1cpNxx8uraktf28ct1mrpkXPDy3tMV9WyxA21Vu\n3JWbq2G7PH9iGimhWLP5lYcHlpSnnff9Y1M8d3yKoKlzeqbkdW0GTkx63Zgl8Oq5LNlyHcuRnJos\noQmBJSHkMxBCw8VFiKU9IurNZGIJ5EoXArNc1faqiwE1FYjfUpbMWlyhOs781y6uOX5iskihalNp\n3N4LONdNRzxAf0uI2VKD3c2KF3XboTcd4qP7u8hVLZ4/NsnQ3M2Zkr0eLtfdcl7ddpEIHFfi070W\n75YjvSonzRaY869xXZeAqVFpuPgMjdFcjbDf4NFNGU7EiuSr3sVsc3uEs/Eyb48WiQZ0Jgt1Kg2H\nhi0p1bxg9dC5LEJ4I1MD6TCdiSB+UwMk3zoyTrVhE2828MhE/WxujWA5Lk/t7OA929soNqs3RAMm\n9YaLT4OGhHR4+UVTxyeLzJUtijWbdOTq3e3u7U9h2S4hv5d3+tq57ELTjkw0wIG+5JLnv3pujlyl\ngZTw3PGpVeWL/vz9vQRfN9jREVu2tbai3Kru7U3y9uj1Cch1gOZFThfewuiI31twGQua6JrGVKnO\n4eE8/S0hgqbOkzs7FnJ/v/P2BLOlBsmwj6d3d/Bv/+4Ep6fLnJ+r8L6dHUtGxucZurZQC7w7GeLX\nH9uw0DjsYomQj3sHUgzPVVZ9463cPKYuaI165Yi7Epe/UZou1pkpNTB1jZ0dMU5MlNA1wbaOOOfn\n6kgpiQdM3izmsRwXR7r0JINMFevs6IzRcFxmSg02t0cZmrlwk5YIG8yU7Wbp2gtRnWl4jaaEECQD\nOmPNEVS/dqH75/V0uVSYO7Fx4Wq+J7+AevNFyaBgtuo9CGhQbv7gIiZUbe/c1Bo2qLvezXky5CMR\nMjg1VSEeNEiGfZzP1rwYao3uymDc0DU+vO9CeoHluPzXH5/j0PksQb/Oe7e28eNTM+u4h8u70oEX\n8umYGtQsB0teeK4ORIMGAVOjUPXy2YKmRqlxobW8I5ceCEGfwd6eJAOZiFcVJBniyGiBA/1JqpZD\npmEzUazTGvPzob3d/NZjAV4fzvHS0ByHh3O0RH10p8JE/Aa/+fhGctUGvakQQgh+/fENaEJwdLzA\nWK6G43q1x7e0R+lNhfjesSksx2V+7xZXKkhFTNLRAIWqxUBm+Rzt7mQI2/Eu5m3RS0/IddvhyGie\ndNhPf0uYoE9fqMAC0Bq9UPmkNXppCsnm9ihhv0nVclbUBGQ5Lw9lOXQuy2ypzi892I9PU4s4ldvD\nY1sz/PmL12e5j8QLoEwpiQV9HOhP0hYNoOsaB/uTdMaDPH9iCsf1mnL95hMbMJvt5aWUHB0vEAua\nGM0g7N7BNPmqTWvMj7XC1XO6duWrqArCbx9CCD5+sJtc1SIdvvwgx4G+JLmq1bxmCrqTQTQhGEhH\n2NpRRUrobwnzytk5DF1guxLT0GiLBahaLo9tbWV4tsLengTfOzpJzZZeF2mhoQnQNEE6YjKW94Lu\nhzZkeP7EDIYueGpnO//vj4ZwJezvjfPikLeIOGpAcQWF2y4XA5hcyG3WFo3wLlnrZQrqlsQFUn7B\nXP3SWfErWXzz4NNgfjB48esDBiwuQLcQhwjw6YKq7TX3W2N/nAUrfZvFI+ADmRAnp72bqEjAz2zV\nG3Rd3AzbQeD1epL4TAPherNvQVPHsr3+KJoQpCN+YgGDiN9ktnIhu3w1sfldGYwv9vZYnu8cmeDQ\n+RzFmsVMqcEb53PkKuvf9nme3lyZPT+KnQz7mCk1FuV+eznMui7QXPC5Lq7wal5va48RDui0RPxE\n/QYjuQpnp8sELJdsuYHjuGiaV3rQajTfUQj8ps4XPnNfswSkxbNHJxHCq7k6MlelZrscHS/y4X1d\nbGmPsac3ic/QiAYM4kFzoWtVPGQuLH6yHZfDwzkCpk5PMsT+vgSlms37d3dwsC/FWL7KuVnvjyS+\nTLkwx/UW37SEfbRGlh/5eGZvJ2emy/Q0g/+L/eDEDEdG8wgBn7q/j/RFOdu96RC/9GD/wr5fbKAl\nwud/8R4mizX29yYv+fpKfP3NMXKVBvmqxdBMiS0dN6dltqKsVa5y/eqM+wzvxr81FuBAb4JffWSQ\ntlgAv6FhNIPuVNjH68M5NrVGFgJx8AKve/pTHBnNs6/5d/jTuzvpSQbx6aoD5d3K0LWr1nm/bzBN\nVzJINGByYrLIubkKuiZ4cmc77YkgDdthb2+Ct8fylOsOD23IMFmscXS8wPt3t3N03BtJD/kNNrVF\nOTdTpiXiJxXxUbNd/KZGVzLMXNnC1DXyNRspBI6EsVwNhIYQXsnbRLBMzXK4b0OaZ497A4BBwxuV\nBa7Y/bslrDPTHMrtSfk5M+el3rbGfIw2bwTiIZ25ivccTQgQ3qKxhhT4dGg4krBfp7SoMszihYyL\ng3l90eU0EzEZLXjngv6kyVDW+7euLQ3t9eYsvU/X2NEZ4+hEgUw0wPBsZeF9F7+iNawz1fyeuhJ+\nRpt5934d6ssM9y++KbiSkKlRav4gXSHwGRoCSEd9nMvWmj/DEEMzFRwXuuN+Ts3UkMBsqU7Ib3qp\nSo6L7UocKanbLrs6E1iOVx711HRp4fNWc69x1wfjb43kEUKQjvhwpWSyUGO66JXQupkEXnrJcn94\nm1ojHJvwftGOhK2tEX5cnsOR3iLMWMCgankLSjJRnZrl1eEdyVcZyVX5T7+wnz093gXr6HiB//aT\nc5yaKtEeC1C3XTRgQ1uY545OUXck25vVREI+g41tEd44n8PUvRSXsN/AlhIhoDsRYCxfY0u7N0Lc\nlQwxWah7He+WqUzw6rksLzZbNj+zt5PPPrqBct1eqAPenQzxoX1dlOsW25cJUGNBg7DfYKZYpzu1\nfEe8kM+4ZCHWtVpJ5zyzmWeur+IeeCAdIt/sDNehOnAqt5F8tb6m12sCon6d1liAXV1xdncnOD9X\nIRMN0BL1E75oDUVPKrRsPjd4o9aLR651TXCgT1UmUq6uO+kdUwf7koR9Bn5To2a7DM1419mBTJhP\n3tdHvmpxsC/Jlw6NsrE1yli+ztBsmWLN5sx0iY54gNFslZaoj999cit/8vwZ9vV6x/TJySKmodGd\nCHJmpoyuafgMfSE10XIlmaifhi1JRfy0R/2UGjb7e+L8+PQctgRD8/LTHdcb3fUvCtQbixKc+zNR\nZisOuib4hfv7+NMXzuJKyWNbMnzj8DhSQk8iwKnpCi4Q8mkIWyJwCZraQgOtgKnhui7zPY/Si4Jj\nn2lQcbwPD/pMuhM6titpiQUZyuYAsC8qQacLgYPENAS5mo0uBNWGjWkKnGa9wJAB5eb3tLUzTjRX\nQxeCnZ0xvtrc98HWMEfHvUWwiYBG1Xap29CTDjI8V6PhSCI+g0rDXhgBjxhQar5vRyLI0GwZgSDY\nLGEshMB1mmm7UpKO+BFCo1izuX9DK2fnhhdinpBPx3ZcogGD3T0JXj+Xoz0R4GMHutjUHqE9FuRL\nh0YXvu8VZMhe4q4PxtMRH88enWRDa4R/+eFd/F/fOcbXD4/R0CRSuje8zrgORAIGrpRIJJrjpZEs\nLpnUlw4zmq1SrDuYukAiCfp0qg0Hv6GRDvkoNrzKAC7QHvVzbq5C3XKZtmv8z5fPs6cnSb45fXfv\nQIqdnXGe2tnenEISmIbgH1mHyVUs9tQLcOgAACAASURBVPdfuKA9tilDfzpMMmRSt11OTZV4ekc7\n3357wisnuLgbVbnOT87MsiETYbmGzMaiKWFD0xZyxeeV6l5lk6rlEA/6LrkIz5YblGoW0aDB0Ex5\nVT/vxzZnSIV9tER8l4yKr8RMqc6XXx9BSsiWGzyxtfWa3+On93QhEV57brWA84ZQdcpvjA/t6eH3\nv3bsml8nACG8RZS7umL8oye3LtT2zlcs/KZ21cXWinK9CSHY3ukNJh0eznLoXA5XSvb3JXl8i3du\nz1ctjo4XyFct/IZG3XIo1mwatsuRsTx12+X0dIXRXJUdXXEQgr5UmNaY18OiOxWiVPM6xn7q/l6i\nAYOq5fDe7a389l++ieNILFfyrm2tjOSqfHB3J8cny2QrDbqSQfozYX5yeoZNrTGmSzXGczV0TZAM\n+SnVqmgaBAyv1KcQ0JEI8y8/totKzeHJne1UG5LRbJmfv6+XP/jmUTRHEvQZ9KQDTBXqbGqNYLuS\n4xMFWuNBZgs1xot1TE0QC/uZrXgzBz3pAIWxEgjoz4Q4NlFGEzCYiXDofA5Xwsb2aLNcqKQz7seR\nXq51OuInHfZRrntrxMI+nfPZKqau0RL1U5mrognYnIniuAJDFzywMcOxiSK2K/no3h6+ZU4wnq/x\n6fv7+PfPnUIXEtsVfOr+Po6OF7inP8WfvnCGmuV6P5OASblkoQn4X961geeOz9CXDjNRqHK6meuf\niQcIZ2u4rmRTW4yAqVNr2GzviNKbDjFdrPPghhbCfoOTUwX2dCf5++/exE+G5tjeESMdDfCurZfO\n0q+mC+9dHwnMlhrs6PRGUmu2yz953zbiIZM3h3McmyhSqtlYjiQRMrFcl3rDoeFIkiEfpbpFueE2\np5z8zJbry5ZEnM/TFkIQDxoIKZksWYBkc2uYZ/b1UKxZvHYuy3C2SsSvU7HK2I4kHjD4nfdsRhfw\nk6E5/LpGMuInFfIx49YJmAaugJrlpa8MtIRpjwWYKta9qil4I72juSpfem0EV0o+tLdr2cVNn7iv\nlzPT5YUFUuDlvw0seu58BYFoyCRXabCr60KzjB+c8KbZTk+XGM5WLsnr3t+bJOTz8td705eOdo1m\nq+Sr3nTXyaniJcF41GdQt11mSw22dSwX7l+dz9AuWZR5LRYX93dXWen/rVHvBD40U6ZSt4mrRZzK\nbcKWK8vFNjSa07oSHcjE/Tiulwb2rz62Z8mM0EpmohTlRpMIBjNejXpTu3B9sR2X9liAiN8g4jfo\nbwmTiQboTATwNWdIDU0sVGWxHUk0YNCVCBI0vXKI7c3j/fR0hX/20zsAePH0DH2pELbrkgj6CPp0\nAqaO5bi0xfxomjfb/LlfOMhsuUEyZPKx//gjJvN1/IbGrz86yBcPjZAO+/mZe3v57z85h6FpJEMm\nh857I9XfOzbFlvYoW9qjaJpOMuSnUGuwrTPOP35qK6+d9Sqf/dmPzlKsWQy0REiFTMqWQ8hnsCEd\nYbZoYRiCRza1YtleKtA9/WnOzVZxHElPKshH9neRLVt8cG8X3z02wchclffvaufcXJUTk0UO9qfo\nbwnzvaNT7OyKcX62TO7tSZIhH0/vauMrb4wTNDXCQRPbldiuNzj52JY2GrZDfyaCoWu0xwOUGjYb\nMhEmCzUe35zhd5/aylShTkciwKvnshwZzdMW9xM0DfKVAn5TY2tHnGf29QBwaqrIWK6Grgt+5eFB\npByiYbu8e1srM8UGs+U6O7sT3NufIle12N4Zw9Q1HCnZ0BolHvLx5KLyyPNMTWA1k+HbY9c+431X\nBuMN2+VLh0aYLdVpbwaXLREfkYDX0e23nthEttzg3z57krdG8xzsT3BPX5qzs2VeOTvHRL7GE1tb\nSYYMvvDyMHXLIRrwsSET5vxcmaliA9v1Sgj6NDjQnwQhCOiCLe1xzs6WqQ7NUbddtnbG+bXHvMYU\ndduhYTl8/odn+erhUfIVi/sG02zpiPEPf2oLf/L8aWxHsqs7Tiri4xuHJ5rBZYqZUp29PQm6UyEK\nVW+U3HIkui7Y051kuljHaR4ok4XassH4I5syPLIpc8n25WxYZgHlY1syfPHVYfrTYXqSlwbbmnZh\nFGI5fekQHfGA192y89JUE8v1boJW28L6eshE/fz0nk7myhcq8Vwr25WM5aq0x/3o+upuKhRlPQxN\nX72Sii686f9zc1VqDRufLvAbOts6Yjy0sUWlZinr6vR0iW8fmSAZ8vHRA10L5Ws3ZMJsaotiOy5b\nFjV+S4R87O6JM5qtcrA/RVciyHC2wobmiPDpKa/87pM72nljJE9XIoiuCaqWQyrsY093gvH8Kfym\nxiObL6RVHehL0t8SZqpQ44mtGf7gG0eZLdV5cnsb2ztjTBXrbGr1aqTPVwDy+wxaY34Egj29SXZ2\nJ0mETHpSIfb1JNA1wVSxvhCMp8I+Zkt1ZssN9vXGeWpHG3PlBvcMpBhsiTDY4l3HK3ULXdOo2w7/\n5zM7+Zu3JtjaHsU0BDMVi5awj48f6KFUdzB1jW0dMXpTYRxXNgNPQWdC0hrz8/s/vZOpYo0NmQh/\n89Y4liPZ15PgXdvaeHpnBwFT469eGyHoMwiaOgf6k/xkKEtr1M/BviTnm6Pkfakwk4U6uualoGlC\nYOpeSs1f/Nr9zJbqdCW9OGZ+cO9PP32QV85l2dEZ5X+8NEzDdslE/UtGqje2Rvncpw8iBBwdK3gV\nc1xJsWbz0QNeYQ/XlRzoTzGSrXBPf4ofnZ6lIx6kULv8mpmHNyb5/ok5NAG/9HD/NR+Xd2UwPlmo\nMdHsJOc3dX7lkQFCpr6waMjLB/YCr3dtbaUvHeLp3R28cGKa2XKD7R0xntrVztb2GJtao/yXF8/R\nHg/gOJJo0GSgYfH2aIFS3SEaMHAkbG/mVUu8+tUThRqWI9mxKDfab+j4DZ13b2sDIdGE4KmdXvfH\nzW1R/tVHdzOcrdIW8/Ppz7/kLY5wXPb2xHloY2bJSPLTuzr4wkvnCZoaj23JoGuCiXwNV0r29Fxb\n6+eVemZvF8/s7Vr16wOmzs/d23vZrwvhVY2JB018xvoFsRsyETas7J5lWZOFGoYuKNUdynVb1RpX\nbhv/6fkzl2wL6rClM46hCfZ1JxjIhIkEfVTrNl95Y5RUyMcn7usl7DfYtEzdZ0W5mY6OF2jYLpOF\nGlOF+sJ1Mxow+YX7+y55vq6JJdXXAOIh77r9zz6wnTeGs2zvjBMP+Xhs84ULw289caHW/R///P5L\n3nciX6c/HaY/HebtsQLluo1P1zgxVeIfvmczxyeKHOxfOov7e09u4T+/MMSenjjbLxqwSjRnWKMB\nkw/s7qDhuET9BumIj2TYR6lm05UMEQmYCznz80J+L2U07DfoTAT59ce9AcJvH5nggcE0moDXR3IL\n+e4Rv8lHD3QvjCjPB7PzP8tU2IfrSs5Ml8lE/ZycKvGubW0La8ke3ZzB1DU6E0G+e2wSTQhmSg1c\nCb/4YH8zpVViOxJd09A1wWceGWA0V+WDezsJmAZdyUuvmyG/sfA7CPkNelKhZg+TpeZT4gxd0BYL\nYDuS4KI0OU0TfOxAN06zY3jI73USn0+tW05PKkpnvIypCfRVVEhbtyhACPE7wEeklA8LIf4QOAgc\nklL+g+bXV73tatrjAbqTQWbLDXZ2xYktU7mjJeKjL+0tSJwfAW2PB4gGDK8rZbNr5+Nb2xjL15ks\n1BjIhClWLc7MlMlWbOZKDToTQT5+oIfJYn3hwN3RGcdyXGZLFo9uvjSq29UdZ9cyo66Lm9zs7Ioz\nUaiTCJq8b2fHJakOLRE/f//dm5Zse2rnpVMrt5N40OTp3R2cm60sOendbra2xyjWbJIhk/gyJwpl\n/amc8+X94kMDPHtsduFxMqjz+NY2dnTG2dkVX5LiBvCzV7i5VpT1sLMzzki2SirsW3PjprDf4KGN\nq7sWxUMmflOjbrns60nw3aOTTBUbPLihhUc3Z5aNDfb3pfgPK1ikPF9NqFCz8Js6dculKxnip3a0\nU6zZl+Q0/9T2NuJBk63t0YVBSYC2mJ+j4wK/qTHYEuHcbAVNCDoSAfZflO6ZuCgG0TTB3p4E74wX\n2HvRAGBbLMCH9nkDd7lKg7dHC4T93uzZfBfsmuVwfKLkVS3pipO8QrnK5Wxpi1KoWkQDxiULw+cN\ntETY1Z2gbjnLFn6YL326rSPGtquUMt7Xm+T4ZBGfoa2qM6+Qq8x7XQshhB/4HLAB+PvAr0spPyuE\n+I/An+FV01nVNinlK5f73IMHD8pXX311TfueLTfQdbEkgLccl7lyg5aIH8eVZCsNMhFvZbTjSJLN\nhQtVy1lVYv/lvDOWpzMRvOSPQLm1ua7LO+NF+tKhJXXUDx48yOLjc60BoXL7Wmswf71vJhYfm+O5\nKt87OkksaNCXjrC5PaoWXyrr5uLz5u1kcVxQsxwKVYtM1L9sWd61fEal4SykulyrmVKdoKkT9htk\nyw00TSwpvHA9LP6M62mqUCMWNG/a+enEZJF40FxykyeEeE1KefBqr12vYPy3gKPAHwD/A5iWUv6l\nEOKjQCdeffZVbZNS/rvLfW5LS4vs7++/od+boqzW2bNnUcencitSx6Zyq1LHpnIre+2116SU8qp5\ntTd9jlwIYQKPSSn/WAjxB0ACON38ch7YgTfivdptF3/eZ4HPAvT29t62d9DgTdu8di5LImQuu8BR\nub3dziM8F5sp1XlnrMBgJnxJfqJy+7mTjk3lzrKSYzNftTg8nKM7GWTwMt2bFeVGEEIcWsnz1mMV\n3KeALyx6nAPmk3Fizcdr2baElPJzUsqDUsqDmcztm2cM8MOTM7w8NMffvj3JeL663rujKJf1zTfH\nee1clq++MYZ7vXofK4qirMLfvTPJa+eyfP3wOOX6CvrOK8pNth7B+BbgN4QQ38YbyW4B3t382nuA\nnwAvrmHbHctver+u+RI/inKr8jer3fh0r/WzoijKepk/Hxm6WFiUpyi3kpuepiKl/L35fwshfiil\n/D+EEH8khHgBOCylfLn5tdpqt92pHtrQQkvETyJkXteFoIpyvX1wbydnpsv0pELXdTGSoijKtXpy\nRzuDmSLtsYBabKzckta1rpqU8uHm/y8pSbiWbXcqTRNXLa9zNzo5WeS549N0JYM8taMdTY18rLuQ\nz1i2VNSN8srZOV4/n2VnZ5wHN7Zc/QWKotw1fIa2sM5qeK7Cd96eIB3x8YHdnWqWWbklqCLHym3v\n0PkspbrN8Yki9w2kSKtZg7vOy0NzNGyXV85meWBDWo3G32CqDrtyuzo8kqNYsynWbCbytSXN8hRl\nvahbQuW2t7U9hhDQmQhc9/qnyu1he3PGaEt7VAXiiqJc1pa2KLomSEd8q669rSjXmxoZV257e3oS\n7OyKq4U5d7Entrby6OaMOgYURbmiTW1RBjMRda5QbilqZFy5I6gTq6KOAUVRVkKdK5RbjQrGFUVR\nFEVRFGWdqGBcURRFURRFUdaJCsYVRVEURVEUZZ2oYFxRFEVRFEVR1okKxhVFURRFURRlnahgXFEU\nRVEURVHWiQrGFUVRFEVRFGWdqGBcURRFURRFUdaJCsYVRVEURVEUZZ2oYFxRFEVRFEVR1okKxpVr\nYjkub43kGc9X13tXlDvIZKHGmyM56raz3ruiKIqyhDo/KTeasd47oNxenjs+zZHRPLom+MUH+4kH\nzfXeJeU2V67b/OUrw9iuZCRb5eldHeu9S4qiKIA6Pyk3hxoZV66J5bgAuFLiuHKd90a5EzhSMn8o\nzR9fiqIotwJ1flJuBjUyrlyTJ7a0kgiZtEYDpMK+9d4d5Q4QC5h8cG8n47kqe3oS6707iqIoCxbO\nT/kqe7rV+Um5MVQwfodwXclMuU4y5MPUVzbh4bgSV8oVPx8g6NN5cEPLandTuUNJKRnJVWiLBvEZ\n1z7hNtASZqAlfAP2TFGUu5HjSmbLdVIhH8ZF17iG7WJoAk0TK3ovdX5SbrSbHowLIXYCnwMc4BTw\n94B/AxwEDkkp/0HzeX+42m13o++8PcGxiSKtMT+fvLcXIa58ksmWG/zlq8NYjssze7voSYVu0p4q\nd6L/+29P8OrZOfpbQvyLD+9GX+FFTlEU5Ub45lvjnJ4q0ZkI8LP39C5sPzZR4DtHJokFDT5xby8B\nU1/HvVQUz3rkjB+XUj4opXyk+fheINx87BNC3COE2L/abevw/dwSxvI1AKaLdewV5HKP5qpUGg6W\nIzk7W77Ru6fc4Y5PFAA4N1OhbqmKA4qirK/xnFfxayJfx110TTw1VcKVklzFYrpYX6/dU5QlbvrI\nuJTSWvSwDrwHeLb5+FngfsBdw7ZXFn+eEOKzwGcBent7uVM9sSXDofM5NrVGVpR2siET4Z1kgYbt\nsqMzfhP2ULmTfWRfN99+e4KD/UlCfpX9pijK+nr3tlbeGM6ztT26JB1lX2+SmWKdVMRPRzywjnuo\nKBdcl6umECIJ9Egp31zh8z8I/AvgBDAOFJpfygM78FJYTq9y2xJSys/hpcVw8ODBO7b8x2AmwmAm\nsuLnB306Hz/YcwP3SLmbPL27g6d3q5JfiqLcGja2RtnYGr1ke1ciyC89NLAOe6Qol7fqNBUhxHNC\niJgQIgUcBv5cCPFvVvJaKeXXpJQ7gVHABmLNL8WAXPO/1W5TFEVRFEVRlNvCWnLG41LKAvAR4M+l\nlAfwUk6uSAjhX/SwAEjg3c3H7wF+Ary4hm2KckOV6zaHh3Nky4313hXlGhVrFoeHc+Qr1tWfrCjK\nXWt4rsKR0bzqp6HcFGtJUzGEEB3Ax4F/eg2ve0oI8TvNf5/Ey+f+QyHEC8BhKeXLAEKI2mq3KcqN\n9LXDY0zka4R8Op95ZHDF5bGU9feV10eZLTWIBgx+9ZHB9d4dRVFuQVOFGl86NIKUkKtYPLxJlfNV\nbqy1BON/AHwH+KGU8hUhxCBecH1FUsqvAl+9aPMlJQmXK1O40m3KnWOmVOerb4xh6oIP7esiFjDX\ne5ewm13YbFeixkxurFylwVdeHwXgQ3u7SK6x0ZTleL8x25VIKa9aAlRRlLtPpeHw1mieuuXSlQyu\n9+4od4FVB+NSyi8CX1z0+Azw0euxU4oy78REkULVSykYmi7fEh0aP7C7k6PjBQYyYVVP+wY7NVUi\n10wpOTVd4p5wak3v98zeTk5MFNnQGlGBuKIoy3KlpD0WoG45BM31qACt3G1WHYwLIQaA/xXoX/w+\nUsoPrn23FMWzsTXCW6N5dE3Qn741OqAlwz4e3KimLW+GgZYwr5/31mUPXocOeC0RPy0b/Vd/oqIo\nd63ORJCtHTEKVYtdXes/AKTc+daSpvLXwOeBr+PV+1aU6641FuDXHtuw3ruhrJN0xM9nHlW53Yqi\n3DwBU+dT9/et924od5G1BOM1KeX/c932RFEURVEURVHuMmsJxv9ICPH7wN/iddIEQEp5aM17pSiK\noiiKoih3gbUE47uATwHv4kKaimw+VtbAdlzmKg3SYb9aIKhcV5bjkq00aAn7VUlGRVGUm6xYs3Bd\niIfWvzKYcutYSzD+YWBQSqk6n1xnXz40ymiuymAmzDN7u9Z7d5Q7hJSSv3hlmOlinW0dUZ7aqdrX\nK4qi3CwT+RpffHUYR0o+uKeTwUxkvXdJuUWspWbPYUAtM77OpJRMFGoAjOdr67w3yp3EciQzJS+j\nbCynji1FUZSbabpYb/Y4YOE6ryiwtpHxNuCYEOIVluaMq9KGayCE4N3bWjk6XmRPd3y9d0e5g/gM\njSe2tHJyqsTBvuR6746iKMpdZUt7lNFcFctx2XsL9MxQbh1rCcZ//7rthbLEjs44OzpvnUD89HSJ\nbx+ZIBX28ZH9XfgN/bq+f7Fm8a23JkDA+3d1EPav5bBUrmRPT+KGNE4q1iy+9NoINdvlmb2ddMQv\n7Vp3eDjH6+ez7OyKc7B/bc17FEVRVuPMdIlvXeV6Zjsu3zoyQb5q8d7tbbTGAtfls32GxlM726/L\neyl3llWnqUgpnweOAdHmf0eb25Q7zDtjBRq2y0S+xlShfvUXrOL9R3NVRrNVjk0Ur/v7Kzfe+bkK\n2YpFteFwYrK07HN+dHqGbMXiR6dmkVLe5D1UFEWBd8avfj0bzlY5NVViuljnULPpmKLcSKsOxoUQ\nHwdeBn4G+DjwkhDiY9drx5Rbx86uOAFTpysRpO06jRAs1psO4TM0fIZGT/LSEVXl1teXDtMS8RHx\nG2xtjy77nA3NxUoDmbBqRa8oyrrY0Xn161lr1E80YKAJwcB16PyrKFezlnyAfwrcI6WcAhBCZIBn\ngb+6Hjum3DoGWsL8xuM3rgtmRzzIZx7xuiz6jLWsKVbWS8Rv8KkH+q/4nCd3tPPIphaC5vVNc1IU\nRVmplVzPwn6DX3qwH9uVBNT5SrkJ1hL5aPOBeNPsGt9PuQPVbYdzs2UatnvF582PjCt3tpDPuOyo\n+PyxUredm7xXiqLcTUayFfJV64rPMXRNBeLKTbOWkfFvCyG+A/yP5uOfBf5m7bukLMdyXH54agYp\nJQ9vzKwocK1ZDl99Y5Rqw+Hp3R20Rq9/isnV/NVrI0wV6nQlgnz8np6b/vnK9VOu23zt8BiW4/KB\n3Z2kwj4AHFfyo1MzNGyXhze1rPoC9pVDo4zna7THA3zi3t7rueuKotxlhucqvDmSZ0t7lI2tF+p5\nf+3wKH/16giRgMEfPLOTloh/HfdSUTxrWcD5u8CfALuBPcDnpJS/d712TFnq7bECb5zPcXg4z5sj\nK1tQMjRTZixXI1uxeHuscIP3cHm5ijf6MFe5sb2hDg/n+Oobo4znqzf0c+5mp6dLTORrzJYaHB2/\ncDwdnyjy2rksb43mOXQ+u+r3nz9G5spXPlaOTRT46hujnJ0pr/qzFEW5s337yAQnJot8661xXPfC\ngvE3R/LUbZfZUoOh63gOmSzU+Oobo2s6Byp3r7XWkPsRYAESbzGnskaFmkWpZtOZWLqQMRkyEQKk\nhETIt6L36koGiQYMzs1WmC7UmS3VSV80ClCzHBqOSyywuta8Y7kqQzNltnXEFkZKF3vfznaOjhfZ\n2RVb1fuvRLlu871jU81/O3zyPjWqeiP0pkKE/TqWI7Edl2ffmaAnFSZbbqAJgSslyRUem/NmS3WO\nTRQZzIR5emcHb48V2N55+WPFcSXfOTKJKyXTxTq/2lxroCiKslgy7KNUt0mETDTtQmrc07s6ODtT\npj0WYGtblO8fnyRoGNw3mLpsCt3QTJnxXJXdPQkilym9+9zxKc5Mlzk5WWJDJkI8qNrdKyu36mC8\nWU3lXwPPAQL4d0KI35VSqgWcq1SsWfzXF8/RsF0e2JDm/sH0wtf60mF+/r4+pJQrrnkaC5g8s7eT\n/+/Fc7xwaprvH5/i/bs7+MDuTgBylQZfePk8DdvlfTs72HKZKhiX47iSr7w+SsN2OTNdWnYB32Am\ncsNb/voNjVjQpFC1yETVlOONkgj5+Mwjg3z/+BT/4bnT6EIwU6qTDPt4ckcbT+/qpD1+balQXz88\nRrZicXgkx68/uoH+q1Qu0DVBOuJjulhXv2tFUS7rg3s6Gc9XL6mYYjuSbR0x/IbG3xwZ569fH0PX\nBLq+iXuW6X9QqFl87Y0xbwCgVOeZvV3Lft5Usc4bwzkSIRNDU9WilGtz06upCCHuA/4QcIBXpZS/\nLYT4XeAZ4BzwS1JKay3b1vA9ratizV5Y6Hh2pky23KA7GWJXsxPn5YKPmVIdQxPLjpgHTB2/oTFX\natAS8XNqqoSUEiEEU8U6dcv7vNFc5ZqDcQEYmqABmPr6Lb40dI2fv6+XuXKD9htQevFuMjRT5uh4\nge0dsWUDYyEE52Yr6Jo3Leu63vEzVaxfcyAOYDbXPpiaxkqrHX78YA8zpTqtKhhXFOUyfIZGX9o7\nh0kpGc/XSIV9zJbqaEJgOZKJfA1XSlxHkq9cCB2klLw0NEe+arGvJ4Gugetc+TrXEvGzsytGwNCx\nHdVHQbk2awnGV1tN5RzwLillTQjx34UQjwBPSCkfFkL8HvAhIcRzq90GfHEN39O66kwEeXBDmtly\ng6lijfGJGscmivSmQ5ed8jo5WeSbb42jCcHPHOy+pPNhNGDyyfv66E2FmCrW2dEZX5iKG2wJs60j\nSrnucKD32jsiaprg4wd7GM5WFmpIr5eAqV+S2qNcu28dGaduuZydLfObj29c9jkPbmjh0LksPl1D\naIKueJCfu2d1qUHP7O3izHSJ3lRoxbXHfYamfteKoqzY945N8eZInmjA4EN7u5BAKuxjc5s3ABXy\n6zy0sWXh+cNzVV48PQuAJrzr3GShfsUBq4c3tqAJ6EmGiIdUiopybW56NRUp5cSihzbeAtDnmo+f\nBT4JVNaw7bYNxgHua6am/N07k2TLeUI+nYB5+Xuc6VIdKcGRktlSY9k25Kmwjw8uM7Vm6BpP7exY\n0/4mwz6Sy+SKK7enZMjHRL52xdzvLe1R9vclyVUshIDfemLjqmdGIn6D3d2J1e6uoijKVU0XvU6b\nxZqNz9R4eteF694/eM/mS54fDRgYmsB2JcmQSWsscNX00J5UiJ9NqfVKyuqsOhiXUv6uEOIjwMN4\nGQufk1J+ZaWvF0LsBlqAHF7KCkAeSAIJoLDKbRd/zmeBzwL09t4+fyjv3trKlrYoqYgPv3H5UnH7\nepIUqhamrl228+GNZDsuc5UG6bAfXeXJ3fY+sr+LiWZ5wSt599Y2Xh/OsrE1cs2BeLluYznuihci\nK4qirMXjW1p5aWiW3lRoRcUKkmEfn3qgj1LdpjsZugl76PVZKFRttRbmLrWqYFwIoQPfkVK+B/jy\nKl6fAv498HHgADA/bBvDC85za9i2hJTyc8DnAA4ePHjLJ3JN5Gt8861xIn6dZ/Z2XbZm85npEnXb\nZWt7dM2j22vx5UOjjOaqDGbCl13YcjX5iuVV4ljhCHvNcvAbmmqpfgP4DX0hz/L0dOn/Z++9gyS5\nzzPNJzOrsrzrru6u9tMzPd5ibF8/VgAAIABJREFUDAbeESRIAnSQaEWKpEKGkm6N4kKn2Ljd2Li9\n29VJK+3KrII6eVEUSYkECToYwhN2gPHetLflvUmf90fW1EzP9ADjAHDAeiImZqa6Kju7uzrz+32/\n93tfnj2Rpjvs4aEtfUsWW0OdfoY6l96kCjWN6Xyd0e7gJR0HclWVb74+g2HZbzk0nC4rBDwuApc4\n1nKoholLFNsLwzZt2rRIRLyt+5NhWpxMVoj63QzE/CRLDdwukc7A0iI46peXbRg8dyrN6WSFXSMd\nbB+6qP93VWiGxddfm6Hc0Nm5Isadq7uuy3Hb3Dhc1d6ybdsmUBcEIXKlrxUEwQV8HfjdpmTlDeDu\n5ofvB167xsduaI4tlCg3dBaKCtO5+rLPmcrW+P7BBZ44muTA7OV5judrGmPpCqZ1/dYjZ4diwFlE\nXA1zhTr/8MoU//jq1GV5vj53Ks1Xnx/n+wcXrurztbl8Ds0WqaoGE5ka2ar6ps+1LJt/3TvLcyfT\n/PDQpX822aqGbtpUFYMDMwVse/n34xtTef55zwxfe3Waqmpc1vmeTJb5y+cn+MdXpmho7RTPNm3a\nOBimxZlUhVJd56WxLE8dT/HIvnl+dGie3/mXQ/zOtw5yOll5y+PopsXBmSJ1zWT/9PXzE6+pBuVm\nIuhi8erupW1ubK5FM64ARwRBeApoVVG2bf/bt3jdJ4FdwB80O5v/AfipIAgvATPAn9i2rQmCcFWP\nXcPX8zPB6u4QJxbL+GQX/bHlh9QM61y0/OVMbddUg282LQy3DER43/qeJR+3bZvJbI2Ax3WRDdSb\nIQgC92/o5sRiha0DV7wuA5zizGoWZD89neHQbJFbV3Ve8jzGUlXAcf0wTAvXu+ji8l5nbSLEbL5B\nV8izrIf8+diA0VzoGaa15GMzuTqSJNAf9bGqK8BAzMezJ9O4JYF90wV2XmAnphomPzmWZKGosKLT\nT6mhX7LTfj7j6RqWbVNq6GQq6kWd+zZt2vz8oOgm07k6AzEfPz2d4WSygtctEQ/KnEpW8LpFVN3A\nsm1Uw+ZEssyat5B6uiWR1T1BzqSqrO+9ftkZsYDMras6mS80uG20861f0OY9x7UU4z9u/rkibNv+\nJueGPs/yKvAHFzzvD672sathJldn/4yjgd3Uf3WF5fVgqNPPb90ziiBwSRnGaHeI92+wUA2TbYMX\nb5OlKwqmZbeGOVXDalkmLtdl3D9T4KenswgCfPbmoUsWwmctEc///8a+CCPxAFfTcH/2ZIoTixV8\nbpF40MNkrka+pqGbFp/cOXjR8w3TQnaJpLMKD2xM3LCFuGE6biXdYe9Vhy1dK6+MZcnWNO4cjV9S\nHrSxL8L6RHhJYMalkESBh7f3M5mpLblJHZot8t39cwQ8Lj61c5AV8QA7h2PMFZyk1OXej/sm84yl\nq8wXG/RFvfRdpmXiTUNRcjWVqF+mJ+zhxTMZDNPmttFOPC6JbFWl3NAZiQfaEqc2bd7jPHpgnoVi\ng6hfJuh1ATaqYWJaFmAju0Tet76HQkPH55Z437ruyzruQ1v6MC0bSRR4YyrPvukC63vD3L3m8qQl\ndc3AsrmowXB+rshYusqZVIUtg1H6r8I5KllS0E2LwY7r15BQdJPnT6VxiSJ3r+16V+2M34tcywDn\nP77ZxwVBeMS27V+42uO/0zxzMkWxrjOVq7GmJ4TsevfeaJdT/FxqwTCbr/PI/jls20kaW5sI0RGQ\neWBjgmS5cVEXEqCqOlv6qZLCE0cWeXBrH/HzkjpNy+bRA442/N613Qx1+Pn/fjrOZLbGfeu6SJVV\nTAs+tq3vLUNbzqIZFodmS4Azuf7Q1j6+/to0FcW45GLgZLJCvqbRHfLil681PPbd44ljSc6kqvhl\niS/fPvKOv9cWig32TOYBEAVaIVBH50scXyyzdSDa0nJfznvxLL0R30VuPk8dT7U6UpmKwgunM1RV\ng3WJEH6Pi90jHczm6xyZL7GmJ8R0rsafPXOGmXydwQ4/QY/rsgvnvqiPX24GTx2dL7F3ytlG9skS\na3tCfHOPo1XfvbKD21bF3+RIbdq0udE5NFdkIlOjN+Ll4e39vDKWZU0iREO3KNR1appJIuLj9x/e\ncsXHPjuTsn+6QKMpWVmXCLF/urAkG+RC0mWFf907+6b3S9OyeezIIqblyEB/5Y6RZY+Vr2k8fypN\nzC9z95qu1rX6/BrgAxt72Nh3fZqLB2aKnFh0pDyJiPddbVq+F3k7q4AbKqf67ARzR0DGLb17XbP5\nYoN90/mr1ryWGjpnZbjFutZ6fENfmPvW9SzpxB6aLfIPL0/iEgXW9YYwbZt8Xee5k+klxyw3dGby\ndUzL5thCiel8jeOLZfI1jR8fTtLQTCzbZqHYuOzzlF0ia3pCCIJzbl63xOdvGeZzu4e46xIdhojP\n3QqGid7APq5VxekGK7q1RHL0ThH2uVuDwd0hZ+Fj2zbPnkwzX2jw7AU//wsZS1c5NFu8rPmDsM9F\nf9RHT9hDwOMiV1U5vlDmxTNZVsYDeN0STx5LcipZ4fEji+ydyuNxiUR8bnojXu64ykGmC98rdd1s\nyWjOfv/btGnz3qUj4KEn7EjsZvINhjsDqLqFZVmIooDPJaJbFkfmSpxOvbVefDk29IURBFjfG+KF\nphTm6RMpysry2YPJsoJu2m96vxQFCHudZtOb3eden8wxnatzcLbY2mkEx77xbA1QuY7Xuq6QjCA4\nC5G3ki22uXLezvbiz7xzyfl8aFMv24cUOoPyO76FPV9sMJmpsSLu53v755nM1TBMm8/ePMStq65M\nP7a+N0y+pmFaNtuGHP9mRTdJl1X6ot4l0o5XxnMouskbU3l+466VzOTq1DXzIo/piM/NaHeQuUKD\nrYNRBjv89Ed9zObr7ByOMtQZxLJttgxemV/0g1t6saxEa0XvdUsXucfYts3LYzkqis6da7r43O4h\nTMtGMyz+4rkx/B6Je9d0M9jhv2EcNN6/oYf9M0WGO/3vSoc/6HHxy03brrO7EIIg0BvxMldwpCFn\nKTV0fnBwHhv40KYEr07keHU8R3fIS00z3rLD/OHNvQzG/PRFfciSiFeWKDd0esIe9k7nGezwE/XL\nVBSDiN/Nhl5nZmK4M8BX7l5JzC/zF8+NEfG5+cUdA5d0F7qQwQ5/671ytlt/z9ouCnWN3SNtTWab\nNu917l7Txb5pFxv6wvjcIofnSqxPhKhpBvmqiuZxcWi2wETGMUoQtsDxhTKqYfHRbX2ta41l2Tx2\ndJH5QoN713W3goLACUBb2RWgK+jlhdMZ5gsNAh4n9Xo51iZCzOTrGOal75eCIPDpXUMky8qbSlR6\nIz5H5ilLxALnivZ1iRClho5uWtfN7QUceewXbpFxiWI71Oht4Mbd67/OSKLwtqX6LZYaTDS1tOev\nKE8my82tnzIxv8zJZAkbWCw2iPhk9k7lL1mM27ZNoa4T9rqWFNiSKCzpLNu2zbden6FQ1y+yH1zZ\nFeD4QpmVXUF8sotfumWYfFVj4ILBUVEU+MjWviWP/T8f30SuphHxuS/Sju2dyvPtvbPNgmrVslKH\nqWyNA7MF1vaE2dB38SBMuqzgcUnkaipvTDmSirMaP4AnjibRDIt9UwUmMzV2DMeu2lrxnaYz6OHW\nVZ34LrOwvFJs2+bIfAnNsLhpKLbsImU5y8CHtw9QqGt0NBdjL5xK83cvT6IaFhsSYb69d45MRWUi\nU3NuNpex3B6IOcX2116dQtUtbhqKEpBdZKsqQdnF65M5PC6R92/optww2DOZx7RhY1+Ix44k0U0L\n3XQWX4slhZHLlEHVVOMi7/ubruONqU2bNj/b3DzSwc0jjizzkX1z9Ea8lBWDsqKh6BaCYKAb5y5i\nr4xl+efXZ7BtG920+IUdA6iG1XRicYwDDs4UlxTjPzq8wESmRnfYw2d3DbWyQaqKwY9OLdIRkLlz\ndZyDs0Vkl8jGvghhrxvDsnBLAmVFp66aF+U6+GTpkte6mmrgdUtsHYwy1OHHJy9tYomicMVNvMul\nM9j2QH+7eDuL8RujTfk2Y1k2390/j2ZYjGeqLU0rwDMn0qi6yVS2RmxIJuR188FNcWRJoKwYyxap\nZ3n6RJqj86XWRaChmywUGwx2+Jf8YhqWTanhbFXla9qSYzywMcGdq+OtotAlCsgukQs3BgzT4rWJ\nPJZtc+uqTtyS4/Edv8Qv5qMHF5jK1ZnK1bl9dZytA1EM06Kmmq0V9dMnUlQUg5lcg7WJ0JKi6dhC\niZ8cSyGJAh/clMAtCeimveRCsLEvzGS2iig6mvN0+c2t936WeHksy56JHImIj0/vGrzuHf2xdJVn\nTjhSExvYtcycwHJI4rmfaU01+PGRRSqKQbaqUlNNVnYFiAc8rO4OcvtovHWjezNUwyRdVlB1R46T\nqaj0RrzMFursmcwznqmyujuIjfP+001n2LimGOTrGl0hLzO5Gpv6I0s69m/G3qk8L57J0hmU+cyu\noTfV5F84lNymTZv3HpIokK9pRP1uesJeOgJuwj4324airO4J4XGLvHwmS605UD6eqfIPTYvU+9Z1\n0R/1sVhSWNe71G3l7H0nW3HurWcdnH56OsNMvs5Mvk5dMzjdLOZnc3WeOZnGtG103WIsW0MzLO5a\n08WO4bduFuyZyPHcyTSJqI/P7x5qp1+/h3g7i/HfexuPfUPhEgU0uKiDPBDzMZGpcdNgjI6AzF2r\nuzAsm4e3DxAPet50eG6+4Gytpcsqmmnxr3tnKdZ1+qM+PrXrnBOJWxL54KYEY+kqWwcvHrjwyy50\n08KyrdYA5U1DUWeLb6pAtqoSDcit7nTAI7FjePkirFDT8Lol1idCnElV6AjIdIc8mJbNt96YJVNR\n2T4c447RON1hLxWlSmdQvqgYzVadC5tp2dg2fOHWFTS0pd2DwQ4/v3nPKCcWy5xKVth6hRKZd5Pn\nT2c4PFsk6nfz4OYEkeucRHn+TsmVTrwvlhqcTlVZ0x1kRTzAfKHBcIe/OdAp0B2S+eCmXoY637pD\nXVZ0vrFnBkU3GezwEZBdNHSTYwtljs2XSIS9TGZr1DWTka4gW/oj/OveWWJ+NxY2O4c7KDZ0PrS5\nl8/efPnpuWf96nNVjVJDXzbRTjVMvrNvjnxV44FNiSXdrjZt2ry3EEXHEti2QdUtMhWNhm7hc0tY\nNs7u3EZHPqibFretinNk3jEYWCypPLAxQaaiMNIVXHLc+9Z18/J4lu1D0SX3676ojxOLZfyytKRg\nLqsGY+kKlm0zmQi1XM4uzHGYK9QZz9TY2Bde0vR65kSKQ3MlfMkKH96UoPsKrIjb/GxzxcW4IAhH\nWH6DWgBs27a34PzjJ9d4bu8JRFHgUzsHmWkmE57PQ1v6WCw2+M7+OfI1jW++PoMgCAgCfHLn4Jvq\nxe5c08XeqTyj3UFkSWyt6CuqgWnZnGomjPVFfaxNhC5KOkxXFI7MlZjJ1clWVXqjPsoNHUEQSJdV\nDswU+ZNnTqObNpv6wgSbg5+XsuJ7/mSal8aydAY9fG73ELtXdqAZFj0hL3XdJFNxLjY/OZZk/3SB\njX1hPnPz4EWpZwC7VsRoaM5W3OruIKIoEPEt/3nX94avq9/rO4HPLeGXnT9X4lZyuYzEA3xsWx+a\nabH2TYrMsqJTqusMxHyt7vCjBxZQdJMzqQq/esdKfnH7AIpu8K03Zjk4W+TwnE2qovF/fHAtHteb\ny2wyFcdKMFlSsG349btWcmS+xHSujksSmcxW6Y/6WN0TQjNM/vDJU0xla3hlkapq0hP28bFtfVcc\nR33Lyk6eP52hP+olHlx+oZOpqK2u1onFcrsYb9PmPYyiW3SHvAgCzBfrSKKAZdu8cCpDqnlvenh7\nP//tE5sxbZuoz42NMzOzpT/CP78+japbbOqP8P4N53I6ji+WyVU1js6X2dR/riEUkCUM08Ytidw0\nGKUjICNLIqdSZdIVJ1vD4xLZMhClUNe5ZWUn2arKbK7Oxr4w3z+4gGZYTGVrfPG2Fa3jRvwyflki\nvIw8tM2NzdV0xh+67mfxHicWkJfdTpJEga6wB49LQtEdRxJJELBtqCg6sLQYL9V1ji6UGO70s6or\nyKrzVukf2drHmVSVjf1hXh7Lsm+6gCgIfP6WoWV1Xj86tMgbU3lOJssMxpzhx90rO8hWNW5Z2clk\nptbyDvd5XHzm5kFsm2V19WPpCt/Z7+iJ1/eGyVZUXh7Lka9pzBYaPLAxwe6VHUxl660p89OpCh/Y\nmFj2++WXXXxwU2/r/0fnS8zk6+wcjrU6AamywvGFMqPdwevqpfpOcN+6Lhqawbre8GWF2VwOhZrG\n8cUyI/EAfVEfKy/o4FxITTX4+mvODWbXig7uWO0MYnpcIopu4nFLyC7H//1vXpqnrpmUGgZBj4tM\nRSFb1d7S/7Y76GE65zjvqIbJ86cyfHhzAt2weGU8i+xytI67VsQwLBvTsptdcUhEPExkqiDQkpkY\npsVLY1lMy+aO1fFLLgYGO/x84ZbhJY9N52p43VJrYDUR9jLc6SdbVdk6cOPsqrRp0+bKef/6HvZN\nFxjs8PPXL46Tr6t4XBKGaTGRqSKJAg3NZLjzXNPnbNFdqustmV3lApeUxZLjYpIqq1iW3WquHFso\nk64olBWdTEVjXcJpGP30dBqwEYBUReXLdzjX3XJD5/e+c5iqanDLyg6CHjeaYV00CPrRrX10BGQG\nYr6fWYlKqa6TqSqs6AzcsFkg7wZXXAnYtj39dpzIzysel8Sndw2yWGogSyJ/89IEAdlFwC3x9PEU\nfTEvx+bLpCsquulssx2YKfBrd61cUowMdwYY7gygnNeFtmwb/RIJnT5ZoqGZRP0yIOBxS8zmG+xY\nEaMn7CXidbFrOEZFNfjSrcPEQ5feDjsrj3FCBnwkwt6WPj1ddqJ9b1sV57ZV8Op4jiPzxcsugKqq\nwdMnUti206U4K1f44aEFKorB8cUyv3XPqhtK9ztXaOCXXWQrKrppI7uu/dx/dHiBbFXj4GyRr9y9\n6i116DXNaN1g8udZYH5y5wDTuToj8YCTiDpXZDZfpzfiY0NfGJcosGM4RiLsJVd1dlD6Y16OLVRI\nlRXev6Gn1WVuGCaJsJfFUgPDtDmxWGbfdJ6esJfhjgDJssJda7p4cEsfhZpGoa5RUXQeWJ/gr1+a\nJOJz8eLpLCvjzsLixGKFAzNFwHGE2b3y8oaUDs0WefZkGkGAT+0cpC/qwyWJPLx94Iq/z23atLnx\niAVk7m8W14vFBrphY1kmM8UaR+dLuCWRiqIt+9qI380HNvawUFTYtWKprvu+dd0cmCmy7oJwNEU3\nSVdUfG4J8bx6dENvhMEOP6Zlc9NglFfHs6TKCusTkVYA2mJJ4f98cCWz+fqShhs4jYYrkey90yi6\nyTded6SJ63tDS5pqbd6cq27LCYJwC/DnwHpABiSgZtv2jaUZeIdwXCGsZa3sOgIytm3z5LEkibAX\nEHjkwDy2bfPSmE5DMwl73cwVGgx1+vG6ZcRlik/VMPn6a9MUahoRv5s7V3ddNKV9lo9t66Mv4iVT\n0VidCPDsiQz7pgs8cTTJR7f1OY4qgkDI6yZZVpctxjXDQhBobrVp2DgDq4WGxr3rupnMVtl5gb78\n1lWdVzTpLUsiAdlFVTWWWC4GPC4qioHPLd0QhfhYusJPjqfoDnlRdcdD/qzPuHwd7P7Pblm6ROGy\nJqe7Q1429oWYyTe447z45aDH1Qpz2DtVwLAson6Z7UNR7vTEWdkVbDkCPXU8xctjWZIlhf6Yj+HO\nAEeb4T3gaLZfmchRUwxuXxVnIlslW9WYzdd5YFOCeNDD7aNOZ0gUBVyiSMzvoTvsZW0iRKGu4XWf\n+95E/Y53uG1zRT63Z29ytk1LztWmTZufH47Nl/j+wQXW9YbwuiU8bhGXKDCZqaOZFpppcSpVZdfI\nOatWw7QwLBuvW2JjX2RJeM7Zwe/R7hCj3aHW848vlhiIBuiN+tg+FEMUhCWGCjtWdPBv7luNYVmE\nvS5+518OoRkWH9vWx8e39XMyVeYzu4aI+NxErjJUp6LofO+AYxrx0W19rSyJdwLddJLBnfNoX2uv\nhGvZI/9fwGeAbwM7gV8GRq/HSb3XqKkG33x9hqpq8P4NFydiFesa39gzQ76uUa7ruF0iVdUgU1Gp\nawZdIQ+H50tsG4iiGia/sL1/Wb1YVTGoNF0oCnWdXcMmJxbLjKWrdAZkbl3V2Spc/bKLu9c68b+W\nZXN0vsyhuSIhr4vpXJ2h83S6F1rggTNg8uiB+ZYmfk1PiKPzZaqqyeG5Eh/e3Mu2txiqTJcVXpvM\nMxjzXdJ2TnaJfG73ELkLLBc/vq2f6XztivXE7xZH58uouuUUos0uy/X0Gf/I1j7GM1UGY/7L0qFn\nqyonFqtYts3JxQq3jXpIlxW+e2Ae07KJ+FwcnC2gGRYPbe3Dxim+F4pTfOKmfu5b34PXLZGuqMgu\nEd2wkJra/qrqyFleOpOh3DCwbYsj82VM28awbGIBmfvW9SwpqE+nKq0dnbFMlZ0rOvj6a9PM5hr0\nhL3cs9bxkv/8LcNYln1Fg0s7mzIYn1u6aG6jTZs2732+vmeGiUyVYwslHtySIFfT6AjIfHxbP197\nbRqXKCxpHJ29Z9dUkw9tXjrg/fiRRU6lKtw8sjTJ9y+eG+OV8RwRn5v//otb6AzIRP3uJQOYlu3Y\ntBqWxcnFCsWGDrbN4bkSd67poqbpxPwyjx1Z5LWJHB/a2Muto1dmUziZrZFrmiCcTlbf0WI85HXz\noU29zObrl+UO0+Yc11QJ2LY9JgiCZNu2Cfy9IAivXKfzek+RraqtFMvv7p9nqMNP6LxByEYzHTDs\ndVNRdKayNQp1jZhfptRwJCB9ER/dYS8uUbikVqwz6GHncIyv75nG55b4379zCFkS2dgXZiDmZ6jT\nv2zxKooCn945yMrOAD8+4oQbqIbJw9v7kURh2dfM5OpMZGpkqyrdQQ8Pbe0j5ndTVgxWNwueYl3j\nVLLCloEIvmWKzudPZZgvNhhPV1nZFbzkkOaFntiqYbJvuoBPlq6b5vrtZkNfmLlCne6Ql9U9ITZc\np4jiswQ8LrZcgfZZNSysZkxbo9mpH0tXqTR0Hju6iKKbiIJAxC9TUXSqqrMzk62qvDqRY00ixNqe\nIBv7w8iiyN1ruynUNQ7PlRjPVPny7SNsGYgSCyyQr2pM5WqMdgUZ7PHhkgSOzhe5a01363yGO/3s\nnXI6SMWGzpNHk0xlq0iiyDMnUmzoC9Md8l7STvPN8Lgk7r5EqmubNm3e+3QEZCYy4Pe4eHBLPw9u\n7sfjFnFLIvm6TsTnZt15RgDJsmNwoBgmAzFfqxjXTYu/f3mSZFlxmhjnFeOzecfhrNTQqSgG/VEf\nPnnpXMvJxUrLpWUw6iPidVPXDTb0BvkvPzhGQ7fYN11gvqhQUw0mMtUrLsaHO/2UGjqqYTISf+eb\nVcsZRrR5a66lkqkLgiADBwVB+ENgEbi8RI73KKblxNy6RIFjC2VcksC6hFMIxwIyRxfKxIMeXp/M\nt8JrwEnSum9dN7maSkXRsWmgGha5moYoCBTrOl0RL5Zt8ZGtgywUG9RUk3WJEPPFhiMNSIRY1eX4\nP0/majx/Mk1NNVAEgVRZYVV3kPAlil1w7PBuHY1zYK6Iqlu8cCbD+9b1LLlAnc+63jClhtPFf+F0\nhoZh8cFNCbpCXiRRwLZt/tP3j5Iuq4x2B/mvn9h80THiIZn5YoOQ14XXLWLbNo8dSTKRqXLbaLy1\nsjZMi+dPZdBMi3vWdrFvusDeqQLgSBcu1NX9LLKmJ/SOOHaoholbFN+yO94f9fH+DT3M5uv43BLF\nusaaRIgfH1lA0R2v77pmYlk2r03kuH99F88cF+jwy0T9MmfSFb763DhV1fHhvXmkg2+9MUOypOB2\nOX7hu1d28m/vW80fPXmSbE3jVKrCYqmBYlicXKxiWs5w7uaBCPes7eY37loJwF+9OEHU78awoDPg\nIhHx3TCLrjZt2vxscHyhzMHZIut7Q2zuD7F3KsdQh5+w19XaIf7WGzM8dmQRgHhQxgYM06Yn7EFt\nZh6Y1rm5K920KDZ0bBuyVWXJ5/vCrSv41uszbOgLk61pfHvfHD5Z4vO3DLeuX51BmXxNw7Astg1G\nuHNNHEW36In4UA0LG5tiXaOmGpQbTqhfqaFzJlVhRTxwyWbEWKrC/3j6NLIk8sldA83GltNA6b9B\ndo9/3rmWO9wXABH434DfAQaBh6/HSd2IlOo633pjBs2wWN3jRHqDo+Ed6ggwEPPRH/US8LiW+B4/\ncyLFsYUy24di3Leuh5pqciZdZXN/hI6AzKlkBbck0hWQsSybVydynFwsNyPEdZ49mebIfImw182f\nfWYbstsZCPXLEtmqigU8tKWXh7b2L1vQWJbN8UUnZKehW6zpCTCbb5Aua7wynuN0unqRM4Wimzxx\nNEnI58YlgG7aZCvOMN+HNjsDG6Zlk2sGIaTKykWfF+Detd2sTYSJ+d14XFIzHKECwJG5YqsYP5k8\n102I+Nw0NJPFUoOukAe//PakWN6IHJ5zBhU7AzKbByJYNmwdiLaGOXXTYv90gUBTFz7c6efPnjlD\nTTO4uall9Egihmnhk533aUUxaGgm3963wFBngKqq88kdAzx2ZJF8TaOhm5xOVfmbFyc4laqQr2r0\nx7ykyyor4o6veEfAQ00zGe70M5OvU6hpaIbNwZk8CE5M9T1ruxFFAdVwXIWqqsGv3TnCTUMxIj73\nm8p5LMvm6EIJn1tidduisE2bNsDjRxeZzdcZz1TIV3VA4Oh8iflig/6oY+eq6Caq4ewCnk5VKTUc\nt5SN/SHckoCiQ2fAzSP75lgoNrhvfTf3rOnm6EKJ963rXvL5qoqB2bx2zTe75A3NpFDTWvfeVFlh\nIlPFsGwU3WJ1d4iKYnDP2m4auiNd+cKtQ/zfPz6BZlj4ZIkfHlogU1HZO13gAxt6eHk8x0DMx71r\nz33+p0+kW9KU4/Pl1uM6MkoMAAAgAElEQVTLSUzfirpmcHiuRF/E1woxavP2cy3F+Mdt2/5TQAH+\nLwBBEP4d8KfX48RuNOaKdeqas92/UGy0HrdseOF0msNzJfyyix3DUTY3BzPOxpbbNhyeL3LH6jiT\n2RqmZZOvaTx8Ux+fuGmAqqrztVenWSw2GOiok69pbBuMNtM1dUzLRtFN8nWdRETC45K4Y7SLZElh\nPFPl+dMZ6prJ53YPLxkmAXjhTIbvH5hn/0yBjoDMsfkSd6+J0xPyOEMqy3ytM/k6qbLCYMxHvqZS\nqKsU6hohr5tyQ+fgbJF40MOXbl/BK+M5HtjYs8xRQBCEJfZ4PrfEukSI8UyVLefpzbtCnpYvbMTn\n5keHFlgoNuiN+OiNvLm93s8TY+kqtg1n0lWmcnWCHheGabeSMl8bz/HSWBaPSyTocYZiG5qJYdoc\nmCnwX398nMePJXFLIv1RL//mvtV8/9ACibC3NTAcDzo/i22DUV48kyFX07BtmxfPZABHE7l/usjv\nLB7kK3etZLDDz6b+CH6PxEhngPliw1lchmTWJMJMZmtsPk9e8+p4DlW3CMgSp5IV8jWNj9/U/6Zf\n997pAi+PZQF4eLvI8GUEErVp0+a9zXSuzplUhb6oj5tHYiw0Gzilusb39s8TDcgMd/go1DU8LpEN\niSCvTRWwbXAJEl1BDwHZRb6uM1dw7unH5stsH44iSwKbB6KOYUFdI+qX+ebr0xxbLHN0vsQffXIr\nqmkR88tLZp0cCajjYpWuqOwcjpGraQx3Bvj3968BoK4a1BQDryyRr+mtUBfbhu8fnGPvdJGw182W\n/kjLtviWVR28OpHDLQm8f2OimWZsMxK/8mvhU8dTTGRqSKLA/eu7eeF0lqjfzSdu6r+ofmhz/biW\nYvyLXFx4f2mZx34uWNUVZLCjgqKbPLCxh8WSgksUqSg6TxxNNiUnNOO+be7f0IMgOEXNsYUyW/oi\nvHA6w+lUhflCnYpq8LcvTzHU4ccwnRCCumZQVnRGu4LcMtLJzSMdRHxuvrd/jpXdwSUBJ4mIl0/t\nHOQrX99Hqqwwlqoy1OHn/g1Lvb2LdY2oz42Ak0wW9grsmynicTlFjewSeGU8u0Qb1x/1EfO7WSwr\nyJLEht4wi+UGb0zleeZEqiWH+aVbhi7pJb4cgiC0Ouvn0xP28sXbVmBaNoZpMZVzPNAXSo2Lnnt0\nvsSBmQLresNsGYjw3EmnSLxnbddlX0hMy77uEfUXUmroBGTpuvqw7mhe2GfzNUoNndHuIOcffs9k\njoOzRToCMm6XyIpQgNtGO1ksKSiayeH5EuWGQdAj0R3ycsfqLqJ+mYZusrkvzHimxqMH5/m9Rw6T\nqap4XRIbekOYls1Pz5TpCLjpDnnJVqvUdZP/8qPj/PUv7+TztwzzjT0z7JnMoRs2PWEvNw1F+cDG\nxEWDyGc9xQt1p5OVrWpMZGqthNVCTeMvXxjHJQn89j2j+D0ubPvcNrK1vJPnex7ddGRFl5q7aNPm\n5w3TsvDLEpZt82t3ruTBzX10BmWeOJbkTLpC0OPmxVMKhZrTDX9jpsDndg85zbCqxg8OOcE7IY+L\nTQMR5osN1veF+G8/PkG6ojKZq3F8ocRrEznW94WxbLAs5/4R9buXtU5d3xdGEJzndIdknjmZxrYd\neetZ6arXLbGpP8xk1hmCvH99Ny+cyrBrRQf/sncW3bAc68SywhPHksT8Mg9sTPBXv7yj1TR5/lQG\n3bToCXuu2CTg7L1PAE4lnZomWTJZLClXVdy3uTyuJoHzs8DngBFBEH5w3ofCQO56ndiNhtct8Ys7\nzv3ydTUnmL+9d5b+qA+3JGLbzrTxTHMLC+Cetd0MxHz802szzObr9Dc9kMNeN6mySrKs0hlwO6t1\nSSTic/PF21e09Mdet8jWoRib+yMXFXYBj4uOgEyqrOKXXXiWKUZXd4cYT1f59/evoTMo89jhRfZN\nFxiOBziVrCCJAvMFheHOQKuLHfC4+NLtI6i6ySP758lWnePbtk1F1Qn73EiigEe6fqvos0WGZjgh\nNQslhfvWdrcKsfFMlZfHchxfLJEI+1qd0rNyoXhQZueKjuUPfh4/OrzAmVSVnSti3Ln67Rn6+4PH\nT/DogXlG4kH+6Vd3X7fCf7gzwO6RDqqKQX6uyFi6xm2rztr62bhEkVVdQUJeV+tn+Zv3OAZIX3t1\nipl8nXWJEP0xH79+1yoANvVHWjZeQa+LsXSVTEVlodhgRTzAgdkSVcXAsmw03SLmc2NZNobpeNx/\n8/UZPr1zkNlCDVU36Y152T4Y4751XaTKykXDwbeMdNIRkFF1i1fGnU7PUIefV8dzKIbJ6WSFg7OO\n1/jjxxb5xLYBdgzH8LglfG6JkXgA07J54miSfF3j/et7SES8rffJtdhgKrrJDw4u0NBNPry5d4nc\n7Hoyma2xf7rA6p7gZQ3laobFN/ZMU6jr3Lqqk1su03+9TZv3MjcNxxhPVelrSlIGmuFw4ynn98sn\nu9g6EMElCYgI9IS8LeeRl85koDn/NZ6tEQ97mMzU2DYQYbGkUFGcbrmiZ6mqBq+N5/nybcMEPC4G\nYr7W/f9CaqrRamzpps3huSIN3VwSXCeKAr//8BZmcnVWdQf5QXMnuHIyzcq4n5fOZOiJeBlLVUmX\nnSThmN+R0sguiY9s7eXofAlwXLF006ZY17l7TddF5g9nr+3nc//6HvqjPhIRL6pusVhWiPpkei9h\nk9zm+nA1nfFXcIY148Afn/d4BTh8PU7qRqPU0Nk3nac34mtFs0/nas4wmyRwfLHMmp4g967tZixT\nuyg44OBskflCncVSg6GYj9++dxU/OZ4mV1URBQGXKLBlIAICuASR7pCTbJgpK7w4lgUEFooNvnL3\nqiXHDXhc/OePbOTJY0k29IbZvbKTZ0+mODLnbLXdvirOC6czSKJIoa5z3/oeXp8sYAEHZoqs7g46\nwUABN2Gvi1fHcxxfLHPTUJTtQzFSZZWesIf71nUxV2jwT69OEwvKjMT95Os6h+aK3Lk6ftUFUFU1\ncIlLfVpll8hv3TtKsa7jdYn87UuT6KaNbduohkVNdTSAa3pCS+QVb2XvlCwp/OR4kj0TOVZ1BTm5\nWHnbivF/eWOGkmKQr2kcnS+ydfD6WUD1RX3ILgFVt1jTE+Tb++Z4ZTxH2OdCN010y+T+9X0Xve7j\n2/oJeVwohsUDGxMt28HJbI0fH17AtG1Gu4L4ZYm5Qh0Q8LhERjoDzBXrqLqFKAh0BGVuG40zm2/Q\n0JxBp+8fmkdAwO9xsXUgyrpEiFfG84hCgS/eNtwMnnJuDIpu8si+OQ7OFFnTE6Q77OPxo4vM5Ot4\nXBKyJCLgFNUhj4uvvjCOxyXyyZ2DrQXbfKHRmj3YP1PgtlWdfHvvHKZt8/BN/Vdki3g+xxfKnEpW\nCHpdHF0oLdFsXk+eO5mm1NCZLdRZlwi3dgsAzqQqqIbFht5zISMVRW/uJDgSsnYx3qYNDHX4GUtV\nGYj5ltyDsjUV2wbNMPnAxp6WW9eDW85dF7cNRvHLEg3dZCjm41uvz7T03wGPy8n+8LlZlwjx8liO\nDX1hVnUH2TOVZ0VXYMmOn6KbvHQmi+wS2TEcYzpXRzctVnUFCXqdEsx1QUPmdKrKqWQZSRJ46liS\nI/MlBjr8rO0JEfI6gXFhv5uaZhDzudk7VWAqV0cADsz4ODhbwLBgZTzIRLYGOI2780N4Hj+yyLGF\nMres7GwlMJ/Fsh1ZzIp4gN+6p+1Y/U5wtQmc08CtgiD0ALuaHzph2/ZburwLgtAH/AjYAARt2zYE\nQfifOF7l+23b/nfN5131Y+8U+WZq4KHZItO5OofnSvRGvAiCwKMHFrBsm/liveUrvqk/yq4R50ap\nGibpZjF7fKHMXKFBV1Dmg5sS3DQcY66gMJercXSxzENbehmI+fnTZ84Q87sZ7Qnyrddn8bpFPC6J\nqqrTF/GhGdaSGzfAsYUSFcXgyHyJwZiP50+myVQ1aprBHaNxvG6pNSjilyU8LhFJEIgHZSJ+Nx/d\n1sdQh5+gx8WeyRyGafP4kUVeG89xYLbAmu4Q07k6u1d2sCIeYCJb5S+eG8cvS3SFPHiaF6ALu/Y1\n1eC5U2lkSeTedd0XyRXOpCr8+Mii4zN+81CrYANnFyIRkTg0W3R81Wsqim4R9bu5fTTOhzf3EvK4\nEEWBL97mDJ+e//rzqaoGM7k6JxZL5KoabknEsGx2rHj7PFI108a0wMYmKF/fuOB40MOv3rmSNT0h\nDs6WqCg6z5xIUVZ0dNNmVVeAN6YKrfdhuqLwvf3zTGarrO4O8bndw+iWRa6qUlEMvrd/nnSlwavj\neSI+F+WGjmXZ2Nh0BGS2DkYZ7PQT9rpJlhUsy+auNXFWxoP88NA8z53OohkmHQGZoMfNnaPxVvBO\nWdH5waEF+qM+4kEPB2YLTKRrPHMyhW3bTGSrfHRrH8+eTFFRDNYlQvzmPaM8sKkHWZKYztfQDMfx\nYDZfJ9IfQTMsZvI1VMPE2+yUT2ZrreCfF89kiPhktgxGrsh/t6GZ/PRMhpfGMrhEsRWM9HaQiHgp\nNXTiQQ9u6dxNeiJT5UeHHecH1TDZ0fRF7gx62D4cY6HY4NZ2Id6mDQATmRo9YS/T+To1xeBkqkJ/\n1EdnUMYWQHZJdIc8hH1uQh4XJUXjPz16BN20eXhHH5Io4hIBwSZX1dAMi0xVISBL1GWJoEfC7RLp\nCXvwySJ/8vQZji2UeW0iz4ZEmPFMlZhfxmzOhoFzfd42GEUzLUQBSnWNqmLS0AwePTDPfLHBnaNx\nXh7LYlk2r4zlmMzVsWybxWKDe9Z0MZuvO/czwQnFs3CcyVIVBUkQiPrdrE84shmf7AQcqbpFT9jr\n7GCaFm5J5Lv758hWNZKlxpJi/KnjKcbSVVyiwK/cMXJFQ6CWZfP3L09yKlXhF3cMcPNI+3p0uVxL\nAucngT8CnseRF/25IAi/a9v2d97ipXngfcD3msfZDgRs275TEISvCoKwCzCv9jHbtt+42q/pSqgo\nOt/YM70kbt4ticgup5gTBCd217KcobZ1iTBet8hUtsY/vjrJsYUya7pDaIbFnok8JjbrEiF6wl6e\nPJrkVLLMi83Byz9OVfE3C++aavD9g3PMFxp43SKbByJ0hZxEzqlclTU956wI5wt1prM1chWVN3KO\nJ/hTJ9KouolqWAiCwKd2DjBXaDAQ9fH9gwvYwAObEpQaOrIk8P8+foINvWF+/e5VhL1ufnI8iSgI\nbOgNMZmtka/qPLCxh5F4gO6wh58cT2LbNlO5GrYNX31+nNtGO7ljNE485GkVQAdmipxJVQHoDnvo\ni/roCnoQBAHLsjm2UMYwbWzbIlVWly2mV3YF2Dft5tBskajfjaqbfGxrH36Pi1xV5bEjiwgIjMQD\njHQF6GtKMyzLJlVR6AjIfGfvLIW6jmZYeNxOkfVLu4cv8oc9n0zFObbPLfHRbX1XPNRyNlRSEKA5\ny3Nd8bgk7l/fw2DMz58/e5qZfB2bsxrAMoWaxlCHjwc29fLk0SQ/PLTAXKHByc4Ka3tC7J8pohhm\nywN+rlDHMC0yVcB2rCZNG/ZPF6goBn/1hR0U6jpH5ov80ZOneGT/HGsTISQBqoozYLyoKwzERL76\n/Dh13WA45mdVT5BUSeGJo0lWxgMU6s4gk8fl3Dx8sosDs0WKDY0OvwfdstjYF2bfdJ7+qJ91iTBj\n6Soel9TSMv7kWJKnjqcIeV18etcg2arGnokcVVWnN+LjTPP5i6UGX7h1Ret7Np2rYVj2JW0yzw67\nRnxuoj6ZbFUlX9M4uVim1NBZ3RO6boFCH9yYYOdwjKhfXtLRO18Of6E2vu2j3qbNUtYnQjx3Ks3N\nI508fdIZSnRLAi4BTNMxJ/i7lyZ55mQGUYB903lenyxgY1NWdOaLDSzb5uB0kYAsIQiOla5uQLBp\njzierlJs6GhZG8MwqKoGhmnx2OEkz5xMEfZKfOmOERTdRBIFyg2Nv3t5Esuy2TEUZd90EcOyiZ+S\nCXhcZKoqbknglfEM4+kqt66Ks6EvxIHpIsNxP7965wibByKs7Azw4liWl8eyhLwu7l3bTcAtIYki\nvREvlu3I17YPx7hjdZy6ZhL2uPgP3z3MbKHBx7b1k64417CAx7keHpkrMdodbOVP2IBh2RydLxHx\nuZdIaS7FYqnBUydS2DZ8Z9/cz3wxbts2B2aLKLrJrhUdy4YpvlNcywDnfwR22badBhAEoQt4GnjT\nYty2bQVQzrvJ3Np8Hc2/bwGsa3jsHSnGFd1qFeKruoKs6QmimRYCAmGvq7k1Xqcv6mXbYJT3re/B\ntGy+9cYMPz2VYaGkMJ11ongN08IGxtMV/vDJU3SHPJxOVWkYFoYN2DY11URvrmgn0jUEAYoNZ1U7\nk28QD8oMnvYz2hVCFAX+ec80Pzi4QLaqohkmNdUE20bVTXyyRL6msncqz/ahGOsSIRaKDWbzdWzb\nmcC+a3UXX/6HN8jXVIp1nUTEx1i6QjwgU1WdTntP2MtQh5/heAC/7OJzNw8xm6/z0pksYa+brpCM\nxyXx8liOxw4v4nFLfGRrH5/ZNYjHJVDXDNyiwHf3zeF1S6zrDeOXXeydymNjU2pKZ1Z2OYVWoabh\ndUutQjnkdfOFW4fJVJRmASmzZyrPvWu7ObZQJlt1iqWjCyXiQQ+/fe8oPlniiWNJTiUrdAZl6pqJ\nZljkaiqfuKmfXSs63nKo8uhCiXzNsZGayNTY0Le8F/ulaGbsNAvka9OLL5Ycd5Lz/Wdt2+ZvX5rk\nqeMpMhUVb3OB6JZEdNNisaTwx0+dpq5bTOfqraTXiWyN//HUKeq6SUCWmM43aGgmmmFi2uCShKYL\ni4VpQKqiUtMM/uOjR9k7U6ChmVQaOoIgMJGu4nWLVBQD07IJeCTmi3V00252eRQKDR2/WyJXVYn5\nXQS9bjoCMn/5+R2cSJb5+mvTVFUTEWcBMNIZ4G9emuCZE2lEEf7zQxv48u0jgGPHpRkWB2aLJMsK\nqQpIgsCeiRy6aRP1yXz59hH+7qVJJyHUe+7SN5au8NXnxzEtmy/etmLZNNiukId713ajGI7Ty+ru\nIN98fYY3JvMEPC7W9FS4d203Qa+Lldfoey+KwrJSmlVdQT64KYFqWC1HpjZt2izPQkkh4pNJlhQC\nHolkSSHqc/PsyRTpikqmomLbJmrzgjyTd4wTbGChea2ycUL7usJe6qpBf9RPsa5TbOjNxpLNqVSF\n3oiXsM/LWKZGzC/z0njGkZmIAh8oNcjXnIH3Ewtl9k7lsWybQs1JHJZEgemc87lrqoEkwIkFR462\nZyLPb9+3ioV8g22DUb53YIEfHJynP+rHsi1m8nXcLhFJsBnPVBGA08kyv3HP6tb3YTZfp1jXKbhF\npnJ1wOa18SyruoJ43XVGu0M8cTRJsa5zKlnhS7evoDfifE2HZovsmy4gCPC53UNvuZsY9cl0+t1k\na/oN4Wo1nqnywinH5EFA4NZV797i4VqKcfFsId4kh+M7fqVEgfHmv0vARpyO99U+tgRBEH4d+HWA\noaGhqzi95XE0yibJksKKDj8HZgskSyp7pwp86bYVrIgH6I/5MS2boMeFZlj802tTvDSWbTmrqIaJ\nohuAiFtytNHFukamolKsa0S8jq2SZYNbEgh7ZXweCZcooDUXAscXKvg9jitHVTXQLQuPKHFsoYyq\nm8wWalgW2Jbj190T9iKJzrb7f3/yFDePdCC7RKaburLTqSqx2SIxvxu9GXjgdYkky42WK4vHLXHX\nmji6aZOI+FibCLUGQT65Y4BSQyfsdRPxuZgrNDg0W6SqGkT8bo4vlPhfz6m8PpmnOyRTVU32Tuex\nLFgZD7BpIMJ0rk4i7GWgw88HNvTgkkQOzxV55kQaj1vkl3YPEfHJ1FSDRw/OIwgCgx2OzaGv2aVe\n2RXg8FwR2SWyWGowmanxbG+KB7f0kW76nudrGh/f1s8j++cIed28NpFnuPNcB/1SjHYFOTZfwuOS\n6I9d/NyyouMWxUt2183z3D906+pb48cWSjxxJMnpVJWRLj+fuGmAtYkQDd1kvmnFFfS4CMgBPLLE\nYNTHU8dTNHSTUl3nh4fmiQc99ES85OsaDc1gJl9HEARmNBOvy3mPGpbzi+1zSUiCgNVcTFg2qLrJ\nT44nqasmCHB2Dn9Fp59kqYGI80uq6BZ+2YVfFsnVVCTRmXPwuJwFwrGFCtsGo8gukSPzZcI+F6Ig\nkq81UDSDUsPxvu0Jy2iGRbqi8LVXpvmVO0doaBbPnEjhlSVGu4JUFJ1UWeHxo0niQQ+LpQare8JI\nosAvbO/nZLJMoe7IpO4cjXMqWW1Zlx2eKy5bjAPcsqqTW5oX61JDd2wi3c75n0pWmM3X6Y36+OSO\nwbfNn3f9JUK42rRps5SzVsMN3SRfUzi6UKI75CFVUbFxmiEu0bloiYJAb8TLRNbZ0ZXscztRdcPk\nF9Z2U2ro3LyigyPzJToCMomwh0cPzLNQdJoWN6+Ikgj7cEsCVVV3rvMW7BnLc2yxjCgIeGUJRx4u\ncPNwBwtlJ537Q5t7+PtXpp1GRUlFMUxMC+q6wf986jQVxeREssLWwQgnkxWmc3W2DkYQBefaPFNQ\n0C3n+nt4rtL6HmQqKo/sn8O2YXN/GI9LZDZf5761PaSrCoslka6gh5DXTbGuE/C4cDVthMWm6ws4\n+nHzwu248zixWKZQ19jSH2HTQJSpXP2ihkFVNTiTqjDU4W9ZMr7beFzn7tFe97vXFYdrK8YfFwTh\nSeCbzf9/GnjsKo5TxHFiofl3Eef+fbWPLcG27b8C/gpg586dV2x8VlcNnji2iGULPLCxpxVjf3C2\niGXZLJYU9s8WaWgm/TEfFcVwtp2CHrYMRDg8W+R0qsLRhRJPHk0iAiPxAF63SFUxmS3UsWyIeCVS\nFZUOv4woOMMlgiiwtjtIpal3jQXcFGrOwEZHQObVCUfDHfa58bkkXjidQTMsfveBtTy8vZ9Ds0U8\nkkjddH5LVcNiqMPPR7f28rXXZgDHm7qqGMwXG+imSaGu45cl/uTpM2wfjnEmXWFNT4hkWUUzLEZ7\nQszkHa/zL942wstjWX7/sROsTYT44m0rODBbxDCdKfSdKzpZEVcZz9RYLDWI+mXW9oSYyFYxLafb\nP5lxFguaYeFzS1RVg5XxIImIh9tH460u9ULRKaAXCg3+5OkzrO4Osb43RLqsOpaHzWMomsF39s1R\nUXRWdQX57M2D/NY/70c1LV44neHBLX3ct66H/TMFRruDrIgH2DUS44VTWUQB/LKEopvUNbM1xHgh\ngx1+vnL3KkRBuCjpcixd4UeHF3FLIp/ZNbjsRcfjEmnoThF+Lb6txbpOXTcpNjQqisyR+SJrEyH8\nsovdKzuYytUYifv57M1D9EZ8TP7/7L15lFzXfd/5eVvtS+97N5YGQBLcN5GiSO2yrMiW40W27CiT\nxHbsOI6dczKZODM+ySQnM3Fmjs/YTmxH9pyxZceyJNuSLWu1RIoUdxLEQgAEQDS60Xvte9Xb37vz\nx62u7iYAEiApkRTr+w8atb569ere7/3d7+/7LXd4eqmCQDZKbtZtxtMxbp7OkG9YtCyfjht0m14F\npiu17SAnpkxcZzQdo2550N3m1VQFPxT4AhQBERUSUY1iy8byQ7xQsLX2ODSW5p75QU6vN7lQ6qCr\nUt+4Ubdp2x7fOlPg2EqNdx8a5d2HRjg8laHakWl0vi+7+v/Ju/byjRcKZBMGI+koj54vc3ytRscJ\nuHEqwwMHRxhORXjiQpli02Gx1GZmMMF1EykePlfgoW4yrYLC7FCCdFRn30iCvcNy4Xzb7Cu7l4B0\n9/nITZMcnszQsj0ePV9irWahqSpeGHJqvUHdcrl779Ab7s17NtfkbK7JLTMDr5uUpo8+3uz46M2T\nnMk1ODiW5r9+e4FUVIaQ7RuO8/xGCxXIxIyeFMzv7mwLRe4CbkFB4ZP37GGl1uH22UESUY3zhRZ3\n7x3i9x6+gOUGeIHDWCbOMxdrTA3EmRtKslKxMDQFQ5NuJpqqENNVhlNRglCwbzzFB70xii2Hd86P\n8JWTeeqWx+HuTrXtBaQiOuW2iwBsP+zudIcIAQdHkxSaDqmohq6qrHQbOCcHovyPp5ex3ID3XT/W\nG387jk+mKzcxPZ+jKzXqpsfTSxV++xO38cSFCnfsGeAPH13iycUKqZjOb/zoTSQiGgOJCNm4wVdP\n5tA1hffv6PPKd6WGAMWm7N+ayMTYqO+2Hv7y85vkGzbxiMYHrhvjq6dz7BtJ8sO3TL1iYvR3C7ND\nCX7izhkcP3jDk7xfCxkXwB8A9yMXZH+IlIlcK54CfhH4C+CDwKcB/zXc9rqh0LT53W8vsFwxmR1M\nIITgx++YQVUV9o+mOLneIB7RSEV1bp8boNJ2uFBs8/XTOW6ZznJ8tc5Ti2WGkhFyDZuYoVHpuLz3\n0Cj/8J17+aPHL5JrWMQjOoEQZCM6lY5LKqoB0hFD1RRumxsg37BZqVpkojqzg3Gatoem0m0yUahZ\nLnFD4+hKjYblEdM19g4n8INQDhZhSMzQWKuZnFhvcN/8MHXL40dvn+Y3/+5FwjBEUxT8QOB4ITFD\nJRXTaZgep9brZOMGM0NxjizXqHUcjq4EZGI6jy9WaNu+tHlyZdNczXQRQmqi33/9GAqySvHBw+PE\ndJWvncohUBjPxPBCQaXjEDNk5/rWuXxp0Ms9+4awPJ+m5ZKrW5RaDrfOyJV+sWkzlDDwQ8GXT+bI\nNWwqbYdD42lumMwwN5Sk3HZId6UJc8OJXZXLXN3GD0KGklJW8z+eWqHt+LzrwEgvMOeluJKU5Vy+\nxWKxTSZuUGw5lyXjuqaiKZLIesGrr4zvHU4wlY2hAKoKL2w2qZtLfPwuuQi4aSrDUqnD7z9ygZnB\nJJmYznAqih8KLE/KnhYKbX7gRvm9NBCkI9JRRVNUfBGyVR8SQMvxMTSP/SNJSi0bgYKqyPholRBN\nBS+EmuWjsF1pCIg2Rh8AACAASURBVJGPqXQcnliokmta6KrK1ECcBw6O4Pohn35yGdsPyDdtHlso\n8cHD4/zvP3wjTy+W+a1vnadp+wwnDV7Mt/jxO6fp2D6BkJWfyUycxbJ0TTg0nsYPBCsVk4blcmg8\nTd10+f2HF1EVWK6YDHavFbtb1U9EdP7+7dPMDCauShe5hesm0lw3kWah0GK5YhI1NN51YJiorvK3\nJzYBuUDc8g9+IyCE4FtnCgShoNRy+mS8j7cNJrIxJrp2fD911yx/dXSd6yfSfOo7cjNdAIW2SxDK\nwkK5LWPqhQBV09AUCAQcGEvy6acukmvYNEyPD9wwznu7TkqDyQh+6JCK6ryw2cANBMWWw6GxFAMJ\ng7ih4QVSRqcqCn4Qct/8CELI3+MTi2X8QPDl51WKLYeO45NvSRJveXIMNXQFx5eV6hsns7QdOffe\nPDOIrstKdq3j8vTFCpoi55SvPC8bvdNRg4/eMkmt4zI7FOdzR9YotRwOjksJiSy7CP7uhQKFps1m\nwyLXze/oOD6OL7h5JouhqRxZrvZcqqaycW6ekZVvQ1NQFVlNH0pGGEgYrF3G1ckPQhw/wNAUPndk\nldObTY6u1Lh77yBTA29c0ue1jPnfTbwWMv4hIcSvAV/cukFRlP8I/NrLPUlRFAP4OnAr8HfA/4bU\nkD8GPC+EeLb7uFd922uB6fo8tyzTKJuWR1TXsNyAUxsNoobK7HKVe/cPc2Asxa9+4CAt26Nheewd\nTvJvvnCStarJen2NZETjTK5Jpe2yXrNIRnUalsdAIkKx5fDg2QLPLFcB6DgeEV3rab60bIwtSX2h\nYbNnKImmqkxkoiQjGmcLbRqmgxcINBWihkK57ZCJGdw4nZURwMU2+0dSDMQN7pkf4ssnciwU28QM\njYblsVm3ec+hUYJQcN1EmmzcYDAZkRVyP+RfvG+eb58rUrdc7KYMT5jIxtmsWVheSMsO+PoLhV4A\nwZY+7Fyhyfl8i6mBGF88uo6hKgghGyYfebHIyfU6y2WTDx0e5775EVqWR75hoSgKmipt67ZSSHf6\nbw8mI/zo7TMs5NsslTuMpqJ8/XQeyw2ZGYxj6GrPTeZiuYOiKNRNj3RM5yfunOFsrskdey6VHwgh\neg2iHTegaXs9542NmglXIOM7cXK9TqXtcve+ISptF8cPqZse45nLb8VND8SpdVziEY2ZVzkIma7P\n35yQoRR37hkkHTM4slylZUt3mHO5Jl87nafcckhGdZZKHYa77hw3TmUotOT14voBnzuySr5hoypQ\nt6SdZCKidh1fJBTA80PSUY1806btBNJmUJENuH4oujsUcnGx1TBqaAqhL0CB9ZrZbZSU28OHxpOo\nCnziHbMcW63y7XMl/ECQb9j8n189y56hOGt1i793yyQzg3GeW66xUbc4/lid+w+MkI4bHF+toSgK\nP3HHNB+5eYpC0+ZvTmyQievcMJkmomu8sNlgIG6wWreZzMY4MJbi3YdGMZ2Ap5YqCCE9f69lUPaD\nkIfOFWnbPh+4YYwfvX2aIAxZr9s8dLaA7QW7+htAWpxZbnCJ1+93E4qiMJ6Jyl2QV2np2Ecfb3XM\nDiW4d/8we0eSuP72GJU0pPROUSERUVEUpTvWyT4ZgM26w7fOFHC8EM8PuW4izVKpw41TGT584wQP\nnyty2+wATduXshFF4dBEGk/IVOmFgsy6CIXAF4LZTBTHD7l+MsVG3cb1A7IxlaYt551jK3UCoRAI\nKDSd7jwo0BS4Y26AlarJvpEk980Ps1qzmB9J8rXTORRFQSCb5kstuWOsKILlckfOhXGd1apFx/FY\nLpuYjix+jKVjFFs2Z3NNJrMxPnnvXr54bJ1D42malscXjq2TjOjcOz+M0v18I+ntMWw4FeXjd81Q\nNz2um0jz9GKFIBSXOLuFAp5fkzLARNehJaKpVx18d3pD9mrdvXfoZQ0W3qp4NaE/vwT8c2C/oig7\nfcXTwBOv9HwhhIesYu/EM5d53CU2hVd722vBYwtlzmzKH89HbppgejBOMqphugGJiN6LsgXpeZ2N\nG6Ri0kZvJBXhYqlNPGLwuSNrPLdcI2moMu1wOEal43f1ZFLrXO+4PU1u3ICIJr2YHT8gYWg0uxVG\n2/UYTkY4OJZkbjjB7z+8RNvx5I9+LEW57ZKKGgwlpHzlX//l89QtF8sNSUY1Tm/KZEUvCHGDkFzd\nZn4sxXKlw4m1GkeWa2RiOjFD68adw4PnSpSaDn4o0/0GEzFObdQJkVUEIQSiW2HVVbkYkCRYaqJX\nqiaWF/IbXzvHaq1DOqozP5ZipWqRjuo88mKRBw4M88RimZrpEoSQjga07TjvOTR22SCcWsel5fgM\nJiI0bY/Tm10ni9EU//JDB5keSFDruFw/keZcrsmh8XSvC/zW2YHLygUUReFDh8e72/hZxjMx7to7\nyPHVOmfzLdwjq/zYHTO9LbmNuoWmKL2KS75h89BZ2Trh+AHjmSg3TGa6VpE6F8sdFottbpnJ9pry\n8nUTIcB2fTYbFodeRWqiH4peVd3xQ+6eTLNQbOF4Ad86k+fBc0VMx5dNxV6AogisaogbBEwNxJkE\n8i2HWtee0wvp6g8Fri9dbIJg+/1URcpU8g2bUtslBNwgIKLJ/oNkRAUEtU6Ij7yWVVXF9wMiukIY\nSn1eue12JVPyt7ZSMXnsQlmGMwkhq+ihIN+w+A9fPoMXSJL/j+/by+GpLN84nWc8E+P59TpnNpuY\nbsDsUByjGzD19FJFurH4IXtHkvz4HTN84dg653It9hsav/Te+V7QkBeE1C0Pxw+4fe7K8pRSyyFq\nyCCuLSxXOpxYlYuDuuXyc/fvZ61qcmJVKuX2DCe4e+8QgwkD2wsQAv7kyWWOLFcZS0f5uQf2f8+q\n1D92xwzVjrurybePPr7fsVhq8ci5EvfuH+YrpzZ5arHKUMJgOGXQsDxUVSET19FUucM3N5jg5GYb\ngUBTtwliy3JJx5L4qpRf/smTyxRbDqc20jRMF01V6Dg+t89kOV9sMjcY55aZLE8tVUlFNG6byXJ0\npSYzQxSVP3t6hVDAem0Yy/UJAtGze4Wu9M+XK4FQCLZmLQF86cQGi6UOazWLf/c3p3hkoUxUV7lh\nIo3X5SZtx6dquoSh4EKhjaJ2ugUim2rbxg0EF0tt8l3Cfr7Y4v6DI6RjOoaucnAsxSfv3cNwKspT\ni2WEkK+Zjuo8cHCEiKYymd3dKzU1EGdqIE657fCHjy1ieyFrNZN/90PbbXxPXigTCji+WuO//NjN\n7BlOMDMQvyqL2XzD5ltnCoDsAbh77xCFps38aOoS0v9WxaupjP85srL9G8C/3XF7SwhRfV2O6g3E\nVgOgpkoZxZZbw+mNBk3b484d1dVq2+Wzz8of1sdum+L22QEuFFvEdY3HLpSx3ADbg6FUlKWyxT95\n117KbZdvnM5RNz0sPwAhiU5EV7htdgQUQaFps1Q0CZEVu6eWKiiqhgpcP5nuRZxHNAXbF8QiGkEo\nWCp3eH69geOHvVX9VjVuy01jekDj8HQGhNyGemapQs10sVwDL5C6bdsPiOoahqYwlY1R6TiEQp6T\n0VSMpu2hKuAF0olE0VU26xYdxycR0VAVhWRENq2u1Uxatk/D9JkeiDM3GMd0A26bG+C/PXyBUkv6\nWeuqQjITQ9NUaqbLf31ogdtnBziba/CtswVmh5L82g9ez57hBImIhusHWF7IhWKbpKGxUjaZHkiw\nXOlQ7bi8+9AoiqLwuw9fwPVDqm2Hj906BYpC3fKk3ZMjZQrZuMEP3zrVI9wPHByl2HRYqXR49mIV\nIeBdB0ZoWC7fOlNEUeBHb59mz3CSuCEbav1QkIzqvHP/MAfG0ri+zyPnCpxcb2LoKht1i390314A\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uzbknHUjCbu/ESxEEcqIxXZ+hRARNVUlHNWKGRtTQGIgbvFhosVQ22ahbskGUbqOtqnJ8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ASZmE7dDZS3WKiBwFgLN1dzAuKWzqPnSnSnLLb3pDiyvYszyw1WGy67BtIslJvYfsSh0Rw/e+c2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\nNvDHYpnelPs9PhXm4nI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WOiIl0d01fRQ3z4cRokoEN5rwgpsbOXVjQlFlZ4m5jjuuF+uV6/H5MZ93RzoX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N68cP8oeGA93HibISPJhscEbwatPIlZkyH2dS7v1Xug72NwGGsockmZCFY4Qh8zkqed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\n0mG9E7PUjllc7eK6LrZlUQ0c4iwn0pTuAZSpjblwejKk7rtFS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xIns+vm7N/s69HuEuSVK3zebsbF8Fnt+k/B6qs6tNL/8RcFqLfV0AXNB5mJKk\nEfWbwL2Z+R2AiPg08EI6nzItSZIkqcdmdXY2SZJ65JvAcRHxpIgIqlM038FjU6ah+ZRpaJgy3cd4\nJUmSpHnLJJIkaWAy8zqqBbJvBm6l6pfWA28C/qxMjT6Ex0+ZPqSU/xmwtu9BS5IkSfNUR2dnkySp\n2zLzPOC8acUdT5nW8FjSYo2dretO6XMkkiRJ6iZHIkmSJEmSJKmteTUSqdWRUUmSJEkaVf4OktQt\njkSSJEmSJElSW/NqJFI3uM6DJEmSJEmajxyJJEmSJEmSpLZMIkmSJEmSJKktk0iSJEmSJElqyySS\nJEmSJEmS2jKJJEmSJEmSpLZMIkmSJEmSJKktk0iSJEmSJElqa99BByBJkuaHJWuvbFq+dd0pfY5E\nkiRJc2ESSZIkaR5olcSTJEmaLaezSZIkSZIkqS2TSJIkSZIkSWrL6WySJEmSJNVQs6nKrjWoXnIk\nkiRJkiRJktoyiSRJkiRp6EXEhoh4ICJuayh7S0R8KyJuKZeTG7adGxFbIuKuiDixoXxFKdsSEWv7\n3Q5JqjOTSJIkSZLq4CPAiiblF2bm0eVyFUBEHAWcDjynPOb9EbEgIhYA7wNOAo4CXlnqSpJmwTWR\nJEmSJA29zPxiRCyZZfWVwKWZ+WPg3ojYAhxTtm3JzHsAIuLSUveOLocrSSPJJJIkSZKkOjsnIl4N\n3AisycxdwCLg2oY620oZwH3Tyo9tttOIWA2sBhgbG2NiYqLLYffPmmW7Z1Vv7IDWdevc/lYmJydr\n365mr1erNo1Cezthe3vDJJIkSZKkuroIOB/Icv0O4LVANKmbNF/OI5vtODPXA+sBli9fnuPj410I\ndzDObHIGr2bWLNvNO25t/hNx6xnjXYxoOExMTFDn1xWav7atXqtRaG8nbG9vmESSJEmSVEuZef/U\n7Yj4IPDZcncbcERD1cXA9nK7VbkkqQ0X1pYkSZJUSxFxeMPd3wGmzty2CTg9IvaPiCOBpcD1wA3A\n0og4MiL2o1p8e1M/Y5akOnMkkiRpoCJiIfAh4LlUUwpeC9wFXAYsAbYCL8/MXRERwLuBk4FHgDMz\n8+YBhK15bkmz6QPrThlAJHtqFps0CiLiE8A4cGhEbAPOA8Yj4miq/mMr8F8AMvP2iLicasHs3cDZ\nmfnTsp9zgKuBBcCGzLy9z02RpNoyiSRJGrR3A/+cmS8rR4WfBLwZuCYz10XEWmAt8CaqUzIvLZdj\nqdbCaLogqiRptGTmK5sUXzxD/QuAC5qUXwVc1cXQJGnecDqbJGlgIuLngF+n/AjIzJ9k5oNUp1ve\nWKptBE4tt1cCl2TlWmDhtKmL1Wh2AAAgAElEQVQMkiRJknrEkUiSpEF6JvAd4MMR8TzgJuD1wFhm\n7gDIzB0RcVipv4g9T828CNjRuNNOT8s8yqeAHUTbZnsq6Sl7E9+gXrtOTqk8V3NtW6d//050q43z\n8X+uH+8ZSZJ6zSSSJGmQ9gVeAPxxZl4XEe+mmrrWSqtTNj++oMPTMo/yKWAH0bbZnkp6yt6cNnpQ\nr10np1Seq7m2rdO/fye61cb5+D/Xj/eMJEm95nQ2SdIgbQO2ZeZ15f4nqZJK909NUyvXDzTU99TM\nkiRJ0gCYRJIkDUxmfhu4LyJ+qRQdT3UmnU3AqlK2Crii3N4EvDoqxwEPTU17kyRJktRbTmeTJA3a\nHwMfK2dmuwd4DdVBjssj4izgm8Bppe5VwMnAFuCRUleSJElSH5hEkiQNVGbeAixvsun4JnUTOLvn\nQamvljRbK2bdKQOIZE/NYpMkSZqv2iaRIuII4BLg6cDPgPWZ+e6IOBi4DFgCbAVenpm7IiKAd1Md\nKX4EODMzby77WgX8Rdn12zJzI5IkSZoTk1ySJKmfZrMm0m5gTWY+GzgOODsijqI6e841mbkUuIbH\nzqZzErC0XFYDFwGUpNN5wLHAMcB5EXFQF9siSZIkSZKkHmmbRMrMHVMjiTLzB8CdwCJgJTA1kmgj\ncGq5vRK4JCvXAgvLmXVOBDZn5s7M3AVsBlZ0tTWSJEmSJEnqiY7WRIqIJcDzgeuAsakz4mTmjog4\nrFRbBNzX8LBtpaxV+fTnWE01gomxsTEmJiY6CRGAycnJpo9bs2x3x/uarbnE2Uyr2IddXeOG+sZu\n3P1X59glSZIkaW/NOokUEU8BPgW8ITO/Xy191Lxqk7KcofzxBZnrgfUAy5cvz/Hx8dmG+KiJiQma\nPe7MHq4bsPWMPZ9vLlrFPuzqGjfUN3bj7r86xy5J3TDMi6BLkqTem82aSETEE6gSSB/LzE+X4vvL\nNDXK9QOlfBtwRMPDFwPbZyiXJEmSJEnSkGubRCpnW7sYuDMz39mwaROwqtxeBVzRUP7qqBwHPFSm\nvV0NnBARB5UFtU8oZZIkSZIkSRpys5nO9iLgVcCtEXFLKXszsA64PCLOAr4JnFa2XQWcDGwBHgFe\nA5CZOyPifOCGUu+tmbmzK62QJEmSJElST7VNImXml2i+nhHA8U3qJ3B2i31tADZ0EqAkSRpezdbI\nkSRJ0mia1ZpIkiRJkiRJmt9mfXY2SZKkfmk1wskzgUmSJA2OI5EkSZIkSZLUliORJEmSusDRU5Ik\nadQ5EkmSJEmSJEltORJJkiSJ4TjTXGMMa5bt5sxy39FMkiRpGJhE6pJmXzz9widJkpzmJkmSRoVJ\nJEmSVBvTEzJTo3VMyEiSJPWeSSRJkqQB6GT63DBMtZMkSTKJJEmSJEnSiGh14OEjK57c50g0ikwi\nSZKk2utkbUJH9Uj1FBEbgJcCD2Tmc0vZwcBlwBJgK/DyzNwVEQG8GzgZeAQ4MzNvLo9ZBfxF2e3b\nMnNjP9shSXW2z6ADkCRJkqRZ+AiwYlrZWuCazFwKXFPuA5wELC2X1cBF8GjS6TzgWOAY4LyIOKjn\nkUvSiDCJJEmSJGnoZeYXgZ3TilcCUyOJNgKnNpRfkpVrgYURcThwIrA5M3dm5i5gM3smpiRJLTid\nTZIkSVJdjWXmDoDM3BERh5XyRcB9DfW2lbJW5XuIiNVUo5gYGxtjYmKiu5H30Zplu2dVb+yA1nXr\n3P5WJicnh65dt37roablyxY9tWn5bF9bGM729pLt7Q2TSJKkgYuIBcCNwLcy86URcSRwKXAwcDPw\nqsz8SUTsD1wC/F/A94BXZObWAYUtSRpe0aQsZyjfszBzPbAeYPny5Tk+Pt614PrtzFmuBbdm2W7e\ncWvzn4hbzxjvYkTDYWJigmF7XVu9Vq3+/rN9baFaWHvY2ttLw/j69lK/2ut0NknSMHg9cGfD/bcD\nF5Y1LnYBZ5Xys4Bdmfks4MJST5I0f91fpqlRrh8o5duAIxrqLQa2z1AuSZoFRyJJkgYqIhYDpwAX\nAH9WzqjzYuB3S5WNwFuoFkVdWW4DfBJ4b0REZjY9iqzu8YxmkobUJmAVsK5cX9FQfk5EXEq1iPZD\nZbrb1cBfNSymfQJwbp9jlqTaMokkSRq0dwFvBA4s9w8BHszMqUn+jetVPLqWRWbujoiHSv3v9i9c\nSdIgRMQngHHg0IjYRnWWtXXA5RFxFvBN4LRS/SrgZGAL8AjwGoDM3BkR5wM3lHpvzczpi3VLklow\niSRJGpiIeCnwQGbeFBHjU8VNquYstjXut6PFUEd54cVuta2ThTv7aaZFYP/uY1c0LV+zrJcRdc9M\nbRsmc3l/zcf/uWav5aj+DXolM1/ZYtPxTeomcHaL/WwANnQxNEmaN0wiSZIG6UXAb0fEycATgZ+j\nGpm0MCL2LaORGtermFrLYltE7As8lT1P99zxYqijvPBit9rWycKd/TTTIrB1V5u23fpw0+Kt605p\n+ZD5+D/X7H9oFBcqliSNNhfWliQNTGaem5mLM3MJcDrw+cw8A/gC8LJSbfoaF6vK7ZeV+q6HJEmS\nJPWBSSRJ0jB6E9Ui21uo1jy6uJRfDBxSyv8MWDug+CRJkqR5pwZjpCVJ80FmTgAT5fY9wDFN6vyI\nxxZNlSRJktRHJpEkSZLUdUtarKM101pJvdiHJEnqHqezSZIkSZIkqS1HIkmSJKlWWo1QasZRS5Ik\ndY9JJEmSJEnqI6dqSqorp7NJkiRJkiSpLZNIkiRJkiRJasskkiRJkiRJktoyiSRJkiRJkqS2TCJJ\nkiRJkiSpLZNIkiRJkiRJamvfQQcgSZKk+WPJ2itZs2w3Zzac4tzTmkuSVA8mkSRJ0uMsafhxL0mS\nJE1pm0SKiA3AS4EHMvO5pexg4DJgCbAVeHlm7oqIAN4NnAw8ApyZmTeXx6wC/qLs9m2ZubG7TZEk\nSVId9TJx2Wrfjn6SJKlzsxmJ9BHgvcAlDWVrgWsyc11ErC333wScBCwtl2OBi4BjS9LpPGA5kMBN\nEbEpM3d1qyHDyC8tkiRJkiRpVLRdWDszvwjsnFa8EpgaSbQROLWh/JKsXAssjIjDgROBzZm5sySO\nNgMrutEASZIkSZIk9d5c10Qay8wdAJm5IyIOK+WLgPsa6m0rZa3K9xARq4HVAGNjY0xMTHQc3OTk\nJH/3sSv2KF+zrONd9cRMbZqcnJxTmwetrnFDfWM37v6rc+ySJEmStLe6vbB2NCnLGcr3LMxcD6wH\nWL58eY6Pj3ccxMTEBO/40sMdP65ftp4x3nLbxMQEc2nzoNU1bqhv7Mbdf3WOXZIkSfXlSS80LOaa\nRLo/Ig4vo5AOBx4o5duAIxrqLQa2l/LxaeUTc3xuSZLUwvQvmWuW7X5cByxJ0ly43qskmHsSaROw\nClhXrq9oKD8nIi6lWlj7oZJouhr4q4g4qNQ7ATh37mFLkqTZ8ou/JEmSuqFtEikiPkE1iujQiNhG\ndZa1dcDlEXEW8E3gtFL9KuBkYAvwCPAagMzcGRHnAzeUem/NzOmLdUuSJEmSpCHlgSm1TSJl5itb\nbDq+Sd0Ezm6xnw3Aho6ikySpxvyiJQ2vZv+f/m9KkjSzbi+sLUmSasJFOiVJktSJfQYdgCRJkiTt\njYjYGhG3RsQtEXFjKTs4IjZHxN3l+qBSHhHxnojYEhFfjYgXDDZ6SaoPk0iSJEmSRsFvZObRmbm8\n3F8LXJOZS4Fryn2Ak4Cl5bIauKjvkUpSTZlEkiQNTEQcERFfiIg7I+L2iHh9KffosSRpb60ENpbb\nG4FTG8ovycq1wMKIOHwQAUpS3bgmkiRpkHYDazLz5og4ELgpIjYDZ1IdPV4XEWupjh6/iccfPT6W\n6ujxsQOJXJI0TBL4XEQk8PeZuR4Yy8wdAJm5IyIOK3UXAfc1PHZbKdvRuMOIWE01UomxsTEmJia6\nFuyaZbublnfzOWbzfNONHTD7ulN6FXM/TE5ODl38nf79O9FJe2/91kNNy9csa15/2P6OMJyvby/1\nq70mkSRJA1O+3E99wf9BRNxJ9UV+JTBeqm0EJqiSSI8ePQaujYiFEXH41I+EUeTi15I0Ky/KzO0l\nUbQ5Ir42Q91oUpZ7FFSJqPUAy5cvz/Hx8a4ECnBmq7N3ntG955jN8023Ztlu3nFrZz8RexVzP0xM\nTNDN17UbZvtazcVHVjx51u3tNI5hfB8M4+vbS/1qr0kkSdJQiIglwPOB6+jz0eNeHbnpxpHmvT0i\nOZejynUyyu2zbf3Xjc+BVp8nzdo7n46Q91pmbi/XD0TEZ4BjgPunDjSU6WoPlOrbgCMaHr4Y2N7X\ngCWppkwiSZIGLiKeAnwKeENmfj+i2UHiqmqTsr0+etyrIzfdONK8t0ck53JUuU5GuX22bQBufbhp\n8dZ1p8x6F60+T5r9Lw/jkfs6iognA/uUEa1PBk4A3gpsAlYB68r1FeUhm4BzIuJSqinRD43yiFb1\nV7MRxJ18hvTSrd96qPln0ZDEp3oYwt5bkjSfRMQTqBJIH8vMT5fi2h09dtqZJA3MGPCZcgBiX+Dj\nmfnPEXEDcHlEnAV8Ezit1L8KOBnYAjwCvKb/IfeO/ZGkXjKJJEkamKi+8V8M3JmZ72zY5NFjSdKs\nZOY9wPOalH8POL5JeQJn9yE0SRo5JpEkSYP0IuBVwK0RcUspezNV8sijx5KGwjBPT5EkqZ9MIkmS\nBiYzv0TzdY7Ao8eSpBHgAQJJo8Qk0gC06kg8oiVJkiRJkoaVSSRJkvrMo9KSJEmqo30GHYAkSZIk\nSZKGnyORJEmSJEmapxwhrU44EkmSJEmSJEltORJJkiRJ6lCrI/drlu3mTI/qS5JGlCORJEmSJEmS\n1JYjkYbIkrVX7nH0auu6UwYYkSRJkiRJUsWRSJIkSZIkSWrLkUiSJEmSNKRarb81LDMWhj2+YeDf\nSKPEJJIkSZIkSR1olRiSRp1JJEmSJEkaAiYmJA0710SSJEmSJElSW45EkiRJkiRJfdFsxJ3rQ9WH\nSaQh5yJskiRJklTx95E0WCaRJEmSJElDZT6sDzXqbRz19s1XJpEkSZIkSWrCRIj0eCaRasphnJLU\ne35xlCRJas/vTPOHSSRJkiRJUld1klQYlgPhJkKk9kwiSZIkSVLNmPDQfNarM7w546c9k0iSJEmS\nJGlgTN7Uh0mkEVPHYaOSJEmSJA0rk1yPMYkkSZIkSRqYfk/Nm3q+Nct2c6bTAqWOmESax3o1j1SS\nJEmS+snfNqPJtb+GT9+TSBGxAng3sAD4UGau63cMas1hepLqwL5EkrS37Euk+aGXiaj5mLzsaxIp\nIhYA7wNeAmwDboiITZl5Rz/jUOdMLkkaFvYlkqS9ZV8yPziKZX6Z/no7XbE3+j0S6RhgS2beAxAR\nlwIrAT+sa6qO84lNfEm1Z18iSdpb9iWSeqLfyct+/76NzOzfk0W8DFiRma8r918FHJuZ5zTUWQ2s\nLnd/CbhrDk91KPDdvQx3UOoae13jhvrGbtz9143Yfz4zn9aNYOarHvUldX5ftjPKbYPRbp9tq6d+\ntM2+ZC/18XdJ3Yzy/2Yztne02d6Zzakv6fdIpGhS9rgsVmauB9bv1ZNE3JiZy/dmH4NS19jrGjfU\nN3bj7r86xz5iut6XjPJrO8ptg9Fun22rp1Fu24jpy++Suplv71/bO9psb2/s0+snmGYbcETD/cXA\n9j7HIEmqN/sSSdLesi+RpDnodxLpBmBpRBwZEfsBpwOb+hyDJKne7EskSXvLvkSS5qCv09kyc3dE\nnANcTXUqzQ2ZeXsPnqrOw07rGntd44b6xm7c/Vfn2EdGj/qSUX5tR7ltMNrts231NMptGxl9/F1S\nN/Pt/Wt7R5vt7YG+LqwtSZIkSZKkeur3dDZJkiRJkiTVkEkkSZIkSZIktTVySaSIWBERd0XElohY\nOwTxbIiIByLitoaygyNic0TcXa4PKuUREe8psX81Il7Q8JhVpf7dEbGqD3EfERFfiIg7I+L2iHh9\njWJ/YkRcHxFfKbH/ZSk/MiKuK3FcVhZRJCL2L/e3lO1LGvZ1bim/KyJO7HXs5TkXRMSXI+KzdYk7\nIrZGxK0RcUtE3FjKhv69Up5zYUR8MiK+Vt7vv1aX2NUdw9Zv7I1O+py66bRfqpNO+606mm3fVked\n9IHSMGn12dOw/e8iYnJQ8XXbDJ+1EREXRMTXSx/zJ4OOtRtmaO/xEXFz+cz6UkQ8a9Cxdsso9zXN\nNGnvx8p32tvKd8In9OSJM3NkLlSL4n0DeCawH/AV4KgBx/TrwAuA2xrK/gZYW26vBd5ebp8M/BMQ\nwHHAdaX8YOCecn1QuX1Qj+M+HHhBuX0g8HXgqJrEHsBTyu0nANeVmC4HTi/lHwD+sNz+I+AD5fbp\nwGXl9lHlPbQ/cGR5by3ow3vmz4CPA58t94c+bmArcOi0sqF/r5Tn3Qi8rtzeD1hYl9i9dOX1H7p+\nYy/bM+s+p24XOuyX6nTptN+q42W2fVsdL530gV68DNOl1WdPub8c+CgwOeg4e91e4DXAJcA+Zdth\ng461x+39OvDsUv5HwEcGHWsX2zyyfc0s23tyed0D+ESv2jtqI5GOAbZk5j2Z+RPgUmDlIAPKzC8C\nO6cVr6T64Uq5PrWh/JKsXAssjIjDgROBzZm5MzN3AZuBFT2Oe0dm3lxu/wC4E1hUk9gzM6eOmjyh\nXBJ4MfDJFrFPtemTwPEREaX80sz8cWbeC2yheo/1TEQsBk4BPlTuRx3ibmHo3ysR8XNUP7ovBsjM\nn2Tmg3WIXV0zdP3G3uiwz6mVOfRLtTGHfqtWOuzbRkXt35cafa0+eyJiAfA/gTcOLLgemOGz9g+B\nt2bmz0q9BwYUYlfN0N4Efq6UPxXYPoDwum6+9TXT2wuQmVeV1z2B64HFvXjuUUsiLQLua7i/rZQN\nm7HM3AHVl2LgsFLeKv6BtiuqaVLPp8pe1yL2MrTvFuABqh/03wAezMzdTeJ4NMay/SHgkAHF/i6q\nDvtn5f4h1CPuBD4XETdFxOpSVof3yjOB7wAfLkNBPxQRT65J7OqO+fDatXo/19Ys+6Va6bDfqptO\n+rY66qQPlIbK9M+ezLwOOAfYNPUeHiUt2vsLwCsi4saI+KeIWDrYKLunRXtfB1wVEduAVwHrBhlj\nF416XzPd9PY+qkxjexXwz7144lFLIkWTsux7FHPXKv6BtSsingJ8CnhDZn5/pqpNygYWe2b+NDOP\npsq+HgM8e4Y4hiL2iHgp8EBm3tRYPEMMQxF38aLMfAFwEnB2RPz6DHWHKe59qab+XJSZzwceppp2\n0Mowxa7u8LWrmQ76pVrpsN+qjTn0bXXUSR8oDZXpnz3l/Xsa8HeDjaw3mrT3uVRLQPwoM5cDHwQ2\nDDLGbmrR3j8FTs7MxcCHgXcOMsZumCd9zaNatLfR+4EvZub/6cXzj1oSaRtwRMP9xQzn8Lz7yxQY\nyvXUkMlW8Q+kXSWD+SngY5n56VJci9inlKlJE1TzfxdGxL5N4ng0xrL9qVTTQfod+4uA346IrVRT\nal5MlWEe9rjJzO3l+gHgM1Q/gOrwXtkGbCtHZaAa7voC6hG7umM+vHat3s+102G/VEuz7LfqpNO+\nrXY67AOlodTw2fMbwLOALeX/9kkRsWWAofVEQ3tXUH0X+FTZ9BngVwYUVs80tPck4HkN330vA144\nqLi6aOT7mmn2aG9E/D8AEXEe8DSq9ZJ6YtSSSDcAS8sq7PtRLTa8acAxNbMJmDp70yrgiobyV5cz\nBBwHPFSGkV4NnBARB0V1do8TSlnPlDmkFwN3ZmZjdroOsT8tIhaW2wcAv0m1dsYXgJe1iH2qTS8D\nPl/mkW4CTo/qLGhHAkup5pb2RGaem5mLM3MJ1Xv385l5xrDHHRFPjogDp25Tvca3UYP3SmZ+G7gv\nIn6pFB0P3FGH2NU1dek39kar93OtzKFfqo059Fu1MYe+rVbm0AdKQ6PFZ89Nmfn0zFxS/m8fycyR\nOHtXi/Z+DfhfVEkHgP9MtfB07c3Qtzw1In6xVHtJKau1Ue9rpmvR3t+LiNdRrdX6yqk1vnoVwEhd\nqFYk/zrVWgL/bQji+QSwA/h3qiz3WVTzM68B7i7XB5e6AbyvxH4rsLxhP6+lWiB5C/CaPsT9H6mG\n+30VuKVcTq5J7L8CfLnEfhvwP0r5M6mSKVuAfwD2L+VPLPe3lO3PbNjXfyttugs4qY/vm3EeW2V/\nqOMu8X2lXG6f+r+rw3ulPOfRwI3l/fK/qM6uVovYvXTtPTBU/cZetmXWfU7dLp32S3W6dNpv1fUy\nm76tbpdO+0AvXobp0uqzZ1qdUTo7W6vP2oXAleW73b9SjdQZeLw9bO/vlLZ+hWp00jMHGWcP2j1y\nfU0H7d1dvs9OfU/a43+6G5coTyZJkiRJkiS1NGrT2SRJkiRJktQDJpEkSZIkSZLUlkkkSZIkSZIk\ntWUSSZIkSZIkSW2ZRJIkSZIkSVJbJpEkSZIkSZLUlkkkSZIkSZIktWUSSZIkSZIkSW2ZRJIkSZIk\nSVJbJpEkSZIkSZLUlkkkSZIkSZL+f/buPU6ysjz0/e+BEQQUh4u0MIMZjOgJOidqJkB0b09HFLmo\n4z5RgxKZUbInF4gax8hgzEYFc8ZsETB48ExkAkTCJYhhIkQdLx23OwERRAckhgmO0DBhQC4yEC8t\nz/ljvS01PVVd3dV179/386lPV73rXauet6p6rapnve+7JDVlEkmSJEmSJElNmUSSJEmSJElSUyaR\nJEmSJEmS1JRJJEmSJEmSJDVlEkmSJEmSJElNmUSSJEmSJElSUyaRJEmSJEmS1JRJJEmSJEmSJDVl\nEkmSJEmSJElNmUSSJEmSJElSUyaRJEmSJEmS1JRJJEmSJEmSJDVlEkmSJEmSJElNmUSSJEmSJElS\nUyaRJEmSJEmS1JRJJEmSJEmSJDVlEkmSJEmSJElNmUSSJEmSJElSUyaRJEmSJEmS1JRJJEmSJEmS\nJDVlEkmSJEmSJElNmUSSJEmSJElSUyaRJEmSJEmS1JRJJEmSJEmSJDVlEkmSJEmSJElNmURS34qI\nLRHxyg4/x/aIeE4bt5cR8dx2bU+SJEmSpH5hEknzWmY+LTPvBIiIiyLirF7HJEmqLyI+EBGfLvef\nXU4E7NrB5xv640JEjEXE7/Y6DkkaFD04Fn0yIv6sU9uXZmtBrwOQJEmarcy8C3har+OQJM1f3TgW\nZebvd3L70mzZE0l9LyJ2j4hzI+Lecjs3InYvy0YjYjwiVkfEtojYGhFvq1l3v4j4h4j4UUTcGBFn\nRcTXa5ZnRDw3IlYBJwLvLWcT/qF2eU39Hc5KR8SflOe8NyLeXifuj0bEXRFxXzmLsEfnXilJkiRJ\nkjrHJJIGwZ8CRwIvAn4VOBx4f83yZwHPABYBJwOfiIh9yrJPAI+VOivKbSeZuQ64FPiLMsTttc2C\niohjgPcArwIOBabO3/QR4Hkl7ueW+P5Hs+1K0qArc9r9SUR8JyIei4gLI2IkIv4xIh6NiC9N7qcj\n4siI+OeIeDgivh0RozXbOSQi/qmssxHYv2bZkpLoX1Aevy0ibi9174yI36upO+0Jhyb2iYhry3Zv\niIhfrtnuS8sJikfK35dOeQ1eWfO4dvjDUyPi0xHxw9LuGyNipCx7Rnm9tkbEPeXkR8NhEuWExcMR\n8cKasmdGxH9GxAERsU9EfC4i7o+Ih8r9xQ229YsYG7zGs4pNknppWI5FUXMSu9k2ImKPiDg7In5Q\njk1fj3ISOyJeFxG3lTaORcSvtPJaNXu9NPxMImkQnAh8KDO3Zeb9wAeBt9Ys/1lZ/rPMvA7YDjy/\nfLH9LeCMzHw8M78LXNzGuN4E/HVm3pqZjwEfmFwQEQH8d+CPM/PBzHwU+HPghDY+vyT1s9+iSrI/\nD3gt8I/A+6i+fO8CvCMiFgHXAmcB+1Il5j8TEc8s2/hb4Kayzpk0OBFQbANeA+wNvA04JyJeUrN8\nuhMO03kz1XFnH2Az8GGAiNi3xP5xYD/gY8C1EbHfDLa5osRycFn394H/LMsuBiaoTj68GDgaaDhn\nUWb+BLi6xDnpTcA/ZeY2qtf6r4FfAp5dnuf8GcRYz6xik6Q+MCzHolrTbeOjwK8BLy1teS/wREQ8\nD7gMeBfwTOA64B8iYrea7TZ9rQBm8HppyJlE0iA4CPhBzeMflLJJP8zMiZrHj1ONTX4m1bxfd9cs\nq73fjrhqt1cb4zOBPYGbSob+YeDzpVyS5oO/zMz7MvMe4H8BN2Tmt0rS47NUSYjfAa7LzOsy84nM\n3Ah8EzguIp4N/DrwZ5n5k8z8GvAPjZ4sM6/NzH/Pyj8BXwT+a02VuiccZtCOqzPzG+U4cylV71KA\n44E7MvNvMnMiMy8D/pXqi3czP6NKHj03M3+emTdl5o9Kb6RjgXdl5mMlCXQOzU9A/C07JpHeUsrI\nzB9m5mfKyZRHqZJg/9cMYtzBHGKTpF4almNRrUYn0HcB3g68MzPvKceXfy5t/W3g2szcmJk/o0o2\n7UGVbJrNa8V0r9cs26EB5cTaGgT3Up1Bva08fnYpa+Z+qjOmi4F/K2UHT1M/65Q9TpUMmvQsYLzc\n3zple8+uuf8A1dneF5QdsSTNN/fV3P/POo+fRrVvf2NE1CZengJ8lSpR/1Dp6TnpBzTYj0fEscAZ\nVGdQd6Had2+qqdLohEMz/9FgnaknOCbjWzSDbf4NVTsuj4iFwKephm7/ElX7t1YdWoGqLc1OgHwF\n2CMijijxvojqCz8RsSdVsucYqt5UAE+PiF0z8+cziHVSq7FJUi8Ny7GoVqNt7A88Ffj3OuvscMzK\nzCci4m52PGbN5LWC6V8vzQP2RNIguAx4f5njYX+qeYU+3WQdypfjq4EPRMSeEfF/ACdNs8p9wHOm\nlN0CvCUido1qDqTas7dXAisj4rDyJf2Mmud+Avgrqi6sB0DV9TMiXt0sbkmaR+4G/iYzF9bc9srM\ntVSJ+n0iYq+a+s+ut9tkJ3QAACAASURBVJGoLrbwGaozqyOZuZCqq37Uq98mkyc4aj0bmDxx8Bg7\nn4QAoJw9/mBmHkZ1Fvg1VMenu4GfAPvXvB57Z+YLpgukHHOupOqN9Bbgc6XXEcBqqrPcR2Tm3sDL\nS3m916ZhzK3GJkkDYJCPRbUeAH4M/HKdZTscs8rUGwfz5DFrNqZ7vTQPmETSIDiLqovkd6gy+TeX\nspk4lWrM8H9Qnfm9jOpLcD0XAoeV4Wd/X8reSTU04WGquZkmy8nMfwTOpToDvLn8rXVaKb8+In4E\nfInZd1eVpGH2aeC1EfHqkqx/apk0dHFm/oBq3//BiNgtIv4LjYeK7QbsTumBWs4EH93h2K8DnhcR\nb4mIBRHx28BhwOfK8luAEyLiKRGxDHjD5IoR8ZsRsbTM3fcjqqEJP8/MrVRDH86OiL0jYpeI+OWI\nmMnws7+lGq5wYrk/6elUZ5AfLvM4nVFn3Um3AC+PiGdHxDOA0ycXzDE2Sepng3ws+oVyQmE98LGI\nOKi05TdKcutK4PiIOCoinkJ1guEnwD+38FQNX6+2NUZ9zSSS+lZmLsnML2XmjzPzHZl5YLm9IzN/\nXOqMZebieuuV+/dn5vHlbOmvlyrjNXUjMzeX+3dk5otKNv31peybmfmCzHx6Zr41M9+cme+vWX9t\nZj4rMw/KzPVTtvfjzHxfZj6nPP+vZObHO/qiSdIAycy7geVUE3feT3V280948vvJW4AjgAepkh+X\nNNjOo1QTfl4JPFTW29Dh2H9I1YNoNfBDqslLX5OZD5Qqf0Z1Nvghqom5axM7zwKuokog3Q78E0/2\nsD2J6ofId8u6VwEHziCeG6h6Eh1ENRnqpHOp5r14ALiean6+RtvYCFxBddLmJp5MiE1qKTZJ6meD\nfCyq4z1UJ91vpIr3I8Aumfk9qrmM/pLqePBa4LWZ+dPZPsEMXi8NucisNw2MNBzKELbdqHamv051\n5vh3M/Pvp11RkiRJkiTtwIm1NeyeTjWE7SCqS26eDVzT04gkSZIkSRpA9kSSJEnzVkTcxs4TZAP8\nXmZe2u14GomIT1INRZjq05n5+92OR5LUPoNyLJLAJJIkSZIkSZJmoK+Hs+2///65ZMmSjm3/scce\nY6+99mpecYANextt32Cbj+276aabHsjMZ/YopHmp0bFk2D9/k2zncLGdw6XVdnos6b56x5J+/pwa\n2+z1a1xgbK0ytum1eizp6yTSkiVL+OY3v9mx7Y+NjTE6Otqx7feDYW+j7Rts87F9EfGD3kQzfzU6\nlgz752+S7RwutnO4tNpOjyXdV+9Y0s+fU2ObvX6NC4ytVcY2vVaPJV6GT5IkSZIkSU2ZRJIkSZIk\nSVJTJpEkSZIkSZLUlEkkSZIkSZIkNWUSSZIkSZIkSU2ZRJIkSZIkSVJTTZNIEXFwRHw1Im6PiNsi\n4p2l/AMRcU9E3FJux9Wsc3pEbI6I70XEq2vKjyllmyNiTWeaJEmSJEmSpHZbMIM6E8DqzLw5Ip4O\n3BQRG8uyczLzo7WVI+Iw4ATgBcBBwJci4nll8SeAVwHjwI0RsSEzv9uOhkiSJEmSJKlzmvZEysyt\nmXlzuf8ocDuwaJpVlgOXZ+ZPMvP7wGbg8HLbnJl3ZuZPgctLXUmSJEmaVkSsj4htEXHrlPI/KqMd\nbouIv6gpd3SEJLXZTHoi/UJELAFeDNwAvAw4NSJOAr5J1VvpIaoE0/U1q43zZNLp7inlR9R5jlXA\nKoCRkRHGxsZmE+KsbN++vaPb7wfD3sZBbt+mex7ZqWzpomfs8HiQ2zcTtk+SNF8sWXPtTmUXHbNX\nDyIZaBcB5wOXTBZExG9SnZj+PzPzJxFxQCl3dESb1fsMA2xZe3yXI5HUSzNOIkXE04DPAO/KzB9F\nxAXAmUCWv2cDbweizupJ/V5PuVNB5jpgHcCyZctydHR0piHO2tjYGJ3cfj8Y9jYOcvtW1jkQbzlx\ndIfHg9y+mbB9kiRppjLza+Wkdq0/ANZm5k9KnW2l/BejI4DvR8Tk6AgooyMAImJydIRJJEmagRkl\nkSLiKVQJpEsz82qAzLyvZvlfAZ8rD8eBg2tWXwzcW+43KpckSZKk2Xoe8F8j4sPAj4H3ZOaNzHF0\nBDQfIdHPPY47EdvqpRN1y2f7PP36uvVrXGBsrTK2zmiaRIqIAC4Ebs/Mj9WUH5iZW8vD/wZMjk3e\nAPxtRHyMquvoocA3qHooHRoRhwD3UHUvfUu7GiJJ6l8RsR54DbAtM19YyvYFrgCWAFuAN2XmQ+W4\ncx5wHPA4sHJybr6IWAG8v2z2rMy8uJvtkCT1nQXAPsCRwK8DV0bEc5jj6AhoPkKin3sczzS22QxR\nq9eLHnbuSd9Mv75u/RoXGFurjK0zmk6sTTX30VuBV0TELeV2HPAXEbEpIr4D/CbwxwCZeRtwJVWX\n0M8Dp2TmzzNzAjgV+ALV5NxXlrqSpOF3EXDMlLI1wJcz81Dgy+UxwLFUJyAOpToDfAH8Iul0BtUZ\n48OBMyJin45HLknqZ+PA1Vn5BvAEsD+NR0dMN2pCktRE055Imfl16mfyr5tmnQ8DH65Tft1060mS\nhlODeSyWA6Pl/sXAGHBaKb8kMxO4PiIWRsSBpe7GzHwQICI2UiWmLutw+JKk/vX3wCuAsTJx9m7A\nAzg6QpI6YlZXZ5MkqY1GJodFZ+bWySvqUM1ZMXW+ikXTlO9kJlf6HOSx6LNhO4eL7Rxc9eaTGcZ2\ndlJEXEZ1QmH/iBin6p26HlgfEbcCPwVWlJMQt0XE5OiICcroiLKdydERuwLrHR0hSTNnEkmS1G8a\nzWPRqHznwhlc6XOQx6LPhu0cLrZzcNWbT+aiY/YaunZ2Uma+ucGi32lQ39ERktRmM5kTSZKkTriv\nDFOj/J28LLPzWEiSJEl9yCSSJKlXNgAryv0VwDU15SdF5UjgkTLs7QvA0RGxT5lQ++hSJkmSJKkL\nHM4mSeq4BvNYrKW6FPPJwF3AG0v164DjgM3A48DbADLzwYg4E7ix1PvQ5CTbkiRJkjrPJJIkqeOm\nmcfiqDp1EzilwXbWU02iKkmSJKnLTCJJkiRJkn5hSZ2J4CUJTCJJkiRJklrUKOG0Ze3xXY5EUjeY\nRJIkSV3hDw1JkqTB5tXZJEmSJEmS1JRJJEmSJEmSJDVlEkmSJEmSJElNmUSSJEmSJElSUyaRJEmS\nJEmS1JRJJEmSJEmSJDVlEkmSJEmSJElNLeh1AJIkabgsWXNtr0OQJElSB9gTSZIkSZIkSU2ZRJIk\nSZIkSVJTJpEkSZIk9b2IWB8R2yLi1jrL3hMRGRH7l8cRER+PiM0R8Z2IeElN3RURcUe5rehmGyRp\n0JlEkiRJkjQILgKOmVoYEQcDrwLuqik+Fji03FYBF5S6+wJnAEcAhwNnRMQ+HY1akoaISSRJkiRJ\nfS8zvwY8WGfROcB7gawpWw5ckpXrgYURcSDwamBjZj6YmQ8BG6mTmJIk1efV2SRJkiQNpIh4HXBP\nZn47ImoXLQLurnk8Xsoaldfb9iqqXkyMjIwwNja2w/Lt27fvVNYvZhrb6qUTHYuh3vNvuucRRvaA\nv7z0mh3Kly56RsfimKlheD97wdha08+xNWMSSZIkSdLAiYg9gT8Fjq63uE5ZTlO+c2HmOmAdwLJl\ny3J0dHSH5WNjY0wt6xczjW3lmms7FsOWE3d+/pVrrmX10gnO3rSgad1uG4b3sxeMrTX9HFszDmeT\nJEmSNIh+GTgE+HZEbAEWAzdHxLOoehgdXFN3MXDvNOWSpBmwJ5IkSUNkyZSzyquXTjDam1AkqaMy\ncxNwwOTjkkhalpkPRMQG4NSIuJxqEu1HMnNrRHwB+POaybSPBk7vcuiSNLDsiSRJkiSp70XEZcC/\nAM+PiPGIOHma6tcBdwKbgb8C/hAgMx8EzgRuLLcPlTJJ0gzYE0mSJElS38vMNzdZvqTmfgKnNKi3\nHljf1uD63NReqpLUKnsiSZIkSZIkqSmTSJIkSZIkSWrK4WySJEmSNCSWrLmW1UsnWOkQNkkdYE8k\nSZIkSZIkNWUSSZIkSZIkSU2ZRJIkSZIkSVJTTedEioiDgUuAZwFPAOsy87yI2Be4AlgCbAHelJkP\nRUQA5wHHAY8DKzPz5rKtFcD7y6bPysyL29scSZLUCY0uD71l7fFdjkSSJEm9MpOeSBPA6sz8FeBI\n4JSIOAxYA3w5Mw8FvlweAxwLHFpuq4ALAErS6QzgCOBw4IyI2KeNbZEkSZIkSVKHNE0iZebWyZ5E\nmfkocDuwCFgOTPYkuhh4fbm/HLgkK9cDCyPiQODVwMbMfDAzHwI2Ase0tTWSJEmSJEnqiKbD2WpF\nxBLgxcANwEhmboUq0RQRB5Rqi4C7a1YbL2WNyqc+xyqqHkyMjIwwNjY2mxBnZfv27R3dfj8Y9jYO\ncvtWL53YqWxqWwa5fTNh+yRJkiRpcMw4iRQRTwM+A7wrM39UTX1Uv2qdspymfMeCzHXAOoBly5bl\n6OjoTEOctbGxMTq5/X4w7G0c5PatrDO/yJYTR3d4PMjtmwnbJ6kR52CSJEnqPzNKIkXEU6gSSJdm\n5tWl+L6IOLD0QjoQ2FbKx4GDa1ZfDNxbykenlI+1HrokaRhExB8Dv0t1YmET8DbgQOByYF/gZuCt\nmfnTiNid6mIPvwb8EPjtzNzSi7iHQTsSNY22IUmSpOHTdE6kcrW1C4HbM/NjNYs2ACvK/RXANTXl\nJ0XlSOCRMuztC8DREbFPmVD76FImSZqnImIR8A5gWWa+ENgVOAH4CHBOuXjDQ8DJZZWTgYcy87nA\nOaWeJEmSpC6YSU+klwFvBTZFxC2l7H3AWuDKiDgZuAt4Y1l2HXAcsBl4nOqMMpn5YEScCdxY6n0o\nMx9sSyskSYNsAbBHRPwM2BPYCrwCeEtZfjHwAaqrfS4v9wGuAs6PiMjMnYZHDzt7AEmS+pnHKWk4\nNU0iZebXqT+fEcBRdeoncEqDba0H1s8mQEnS8MrMeyLio1QnI/4T+CJwE/BwZk7OPl97IYZfXKQh\nMyci4hFgP+CB2u3O5CINgz7xeb3J+esZ2WPnSfubbaNe/Zk+Xytm83yN2jLo7+dM2c7BVe8zPYzt\nlCQNt1ldnU2SpHYqw5uXA4cADwN/Bxxbp+pkT6O2XaRh0Cc+rzc5fz2rl07wpgbtbLSNqZP8z+b5\nWjGb56tXFwb//Zwp2zm46n2mLzpmr6FrpyRpuDWdE0mSpA56JfD9zLw/M38GXA28FFgYEZMnOiYv\n0AA1F28oy58BODRakiRJ6gJ7IkmSeuku4MiI2JNqONtRwDeBrwJvoLpC29SLN6wA/qUs/8p8nA9p\n2DhvhiRJ0mCwJ5IkqWcy8waqCbJvBjZRHZfWAacB746IzVRzHl1YVrkQ2K+UvxtY0/WgJUk9ERHr\nI2JbRNxaU/Y/I+JfI+I7EfHZiFhYs+z0iNgcEd+LiFfXlB9TyjZHhMcRSZoFeyJJknoqM88AzphS\nfCdweJ26P+bJq4FKkuaXi4DzgUtqyjYCp5eLLXwEOB04LSIOA04AXgAcBHwpIp5X1vkE8CqqIdI3\nRsSGzPxul9ogSQPNnkiSJEmS+l5mfo0p8+Bl5hdrruZ5PdU8elBdtOHyzPxJZn4f2Ex1cuJwYHNm\n3pmZP6UaNr28Kw2QpCFgTyRJkiRJw+DtwBXl/iKqpNKk8VIGcPeU8iPqbSwiVgGrAEZGRhgbG9th\n+fbt23cq6werl04wskf1tx/Vi60fXsd+fT/B2FplbJ1hEkmSJEnSQIuIPwUmgEsni+pUS+qPxKh7\ngYbMXEc1Tx/Lli3L0dHRHZaPjY0xtawfrFxzLauXTnD2pv78qVcvti0njvYmmBr9+n6CsbXK2Dqj\nP/cskiRJkjQDEbECeA1wVM0VO8eBg2uqLQbuLfcblUuSmnBOJEmSJEkDKSKOobqi5+sy8/GaRRuA\nEyJi94g4BDgU+AZwI3BoRBwSEbtRTb69odtxS9KgsieSJEmSpL4XEZcBo8D+ETFOdWXP04HdgY0R\nAXB9Zv5+Zt4WEVcC36Ua5nZKZv68bOdU4AvArsD6zLyt642RpAFlEkmSJElS38vMN9cpvnCa+h8G\nPlyn/DrgujaGJknzhsPZJEmSJEmS1JRJJEmSJEmSJDVlEkmSJEmSJElNmUSSJEmSJElSU06sLXXY\nkjXX9joESZIkSZLmzCSSJEnagclvSZIk1WMSSZKkIWdSSJIkSe1gEknqI1N/6K1eOsHKNdeyZe3x\nPYpIkvpLo4TYRcfs1eVIJEmS5h8n1pYkSZIkSVJTJpEkSZIkSZLUlEkkSZIkSZIkNWUSSZIkSZIk\nSU2ZRJIkSZIkSVJTXp1NkqQ+Ue/KY16dUZIkSf3CnkiSJEmSJElqyiSSJEmSJEmSmnI4myRJmlfq\nDRsEhw5KkiQ1Y08kSZIkSZIkNWUSSZIkSVLfi4j1EbEtIm6tKds3IjZGxB3l7z6lPCLi4xGxOSK+\nExEvqVlnRal/R0Ss6EVbJGlQOZxNkiRJ0iC4CDgfuKSmbA3w5cxcGxFryuPTgGOBQ8vtCOAC4IiI\n2Bc4A1gGJHBTRGzIzIe61oo2aTQ0V5I6yZ5IkiRJkvpeZn4NeHBK8XLg4nL/YuD1NeWXZOV6YGFE\nHAi8GtiYmQ+WxNFG4JjORy9Jw8GeSJIkSZIG1UhmbgXIzK0RcUApXwTcXVNvvJQ1Kt9JRKwCVgGM\njIwwNja2w/Lt27fvVNZNq5dONFw2ssf0y3upXmy9fB0n9fr9nI6xtcbYOqNpEiki1gOvAbZl5gtL\n2QeA/w7cX6q9LzOvK8tOB04Gfg68IzO/UMqPAc4DdgU+lZlr29sUSZIkSQIg6pTlNOU7F2auA9YB\nLFu2LEdHR3dYPjY2xtSyblo5zXC21UsnOHtTf/YXqBvbpsd2qtftK2b2+v2cjrG1xtg6YybD2S6i\nfhfPczLzReU2mUA6DDgBeEFZ5/+NiF0jYlfgE1Rjkw8D3lzqSpIkSVKr7ivD1Ch/t5XyceDgmnqL\ngXunKZckzUDTJFKDsceNLAcuz8yfZOb3gc3A4eW2OTPvzMyfApeXupIkSZLUqg3A5BXWVgDX1JSf\nVK7SdiTwSBn29gXg6IjYp1zJ7ehSJkmagbn0cTw1Ik4CvgmsLhPTLQKur6lTO8Z46tjjI+pttNnY\n43Ya5HGIMzXsbRyE9s1lPPrkmPF+b2OrBuH9m4thb1+7RMRC4FPAC6mGFLwd+B5wBbAE2AK8KTMf\nioigGhp9HPA4sDIzb+5B2BoAXrlIGi4RcRkwCuwfEeNUV1lbC1wZEScDdwFvLNWvozpWbKY6XrwN\nIDMfjIgzgRtLvQ9l5kxPmEvSvNdqEukC4EyqL/tnAmdTfelvNMa4Xo+nlsYet9Mgj0OcqWFv4yC0\nb7rx6s1MjhnfcuJo+wLqI4Pw/s3FsLevjc4DPp+Zb4iI3YA9gfcxi0s29yZsSVI3ZeabGyw6qk7d\nBE5psJ31wPo2hiZJ88ZM5kTaSWbel5k/z8wngL+iGq4Gjj2WJM1CROwNvBy4ECAzf5qZDzP7SzZL\nkiRJ6rCWkkhTvrD/N+DWcn8DcEJE7B4Rh1CdKf4GVXfRQyPikHKW+YRSV5I0vz2H6kqffx0R34qI\nT0XEXky5ZDPQ7JLNkiRJkjqs6XC2BmOPRyPiRVRD0rYAvweQmbdFxJXAd4EJ4JTM/HnZzqlUk9bt\nCqzPzNva3hpJ0qBZALwE+KPMvCEizqMautbIjC7NPJP59fpxzqp6c6g1inGm861Nzq027Oq9n7Nt\nd799Hurpx89tJwxjO+t9HoexnZKk4dY0idRg7PGF09T/MPDhOuXXUU1wJ0nSpHFgPDNvKI+vokoi\n3RcRB2bm1hlesnkHM5lfrx/nrKo3h1qjOdFmOt/a5Nxqw+6iY/ba6f2c7Zx0gzD/XD9+bjthGNtZ\n7/NY73MrqdLo4ghb1h7f5Ugk1WppOJskSe2Qmf8B3B0Rzy9FR1H1Zp3tJZslSZIkddjwn5qUJPW7\nPwIuLXPm3Ul1GeZdmMUlmyVJkiR1nkkkSVJPZeYtwLI6i2Z1yWZpruoNnXDYhCRJ0pMcziZJkiRJ\nkqSmTCJJkiRJkiSpKZNIkiRJkiRJasokkiRJkiRJkpoyiSRJkiRJkqSmTCJJkiRJkiSpqQW9DkCS\nJDVW77LzkiRJUi+YRBoyU39srF46wWhvQpEkSZIkSUPEJJIkSV1m7yJJkiQNIpNIA8ofIJIkSZIk\nqZucWFuSJEnSQIuIP46I2yLi1oi4LCKeGhGHRMQNEXFHRFwREbuVuruXx5vL8iW9jV6SBodJJEmS\nJEkDKyIWAe8AlmXmC4FdgROAjwDnZOahwEPAyWWVk4GHMvO5wDmlniRpBhzOJkmSJGnQLQD2iIif\nAXsCW4FXAG8pyy8GPgBcACwv9wGuAs6PiMjM7GbAak2jaT22rD2+y5FI85M9kSRJkiQNrMy8B/go\ncBdV8ugR4Cbg4cycKNXGgUXl/iLg7rLuRKm/XzdjlqRBZU8kSZKkBjzjLfW/iNiHqnfRIcDDwN8B\nx9apOtnTKKZZVrvdVcAqgJGREcbGxnZYvn379p3Kumn10omGy0b2mH55L3Uqtrm+F71+P6djbK0x\nts4wiSRJkgbepnseYaVXLpXmq1cC38/M+wEi4mrgpcDCiFhQehstBu4t9ceBg4HxiFgAPAN4cOpG\nM3MdsA5g2bJlOTo6usPysbExppZ103T7vNVLJzh7U3/+1OtUbFtOHJ3T+r1+P6djbK0xts5wOJsk\nSZKkQXYXcGRE7BkRARwFfBf4KvCGUmcFcE25v6E8piz/ivMhSdLMmESSJEmSNLAy8waqCbJvBjZR\n/cZZB5wGvDsiNlPNeXRhWeVCYL9S/m5gTdeDlqQB1Z99HCVJkiRphjLzDOCMKcV3AofXqftj4I3d\niEuSho09kSRJkiRJktSUSSRJkiRJkiQ1ZRJJkiRJkiRJTZlEkiRJkiRJUlNOrC1JktRBS9ZcW7d8\ny9rjuxyJJEnS3NgTSZIkSZIkSU3ZE0mSJEmSNNDq9fq0x6fUfvZEkiRJkiRJUlP2RJLmCc/OSJIk\nSZLmwp5IkiRJkiRJasqeSJIkSbPU6IprkiRJw8wkkiRJkiT1KZPWkvpJ0yRSRKwHXgNsy8wXlrJ9\ngSuAJcAW4E2Z+VBEBHAecBzwOLAyM28u66wA3l82e1ZmXtzepkjDq9GXB+c0kiRJkiR1y0x6Il0E\nnA9cUlO2BvhyZq6NiDXl8WnAscCh5XYEcAFwREk6nQEsAxK4KSI2ZOZD7WrIsPLMgyRJkiRJ6gdN\nJ9bOzK8BD04pXg5M9iS6GHh9TfklWbkeWBgRBwKvBjZm5oMlcbQROKYdDZAkDb6I2DUivhURnyuP\nD4mIGyLijoi4IiJ2K+W7l8eby/IlvYxbkiRJmk9anRNpJDO3AmTm1og4oJQvAu6uqTdeyhqV7yQi\nVgGrAEZGRhgbG2sxxOa2b9/e0e23w+qlE3Naf2QP+r6NczHs7+HIHtOvP5u219tOr1+7QXj/5mLY\n29dm7wRuB/Yujz8CnJOZl0fEJ4GTqXq3ngw8lJnPjYgTSr3f7kXAkiRJ0nzT7om1o05ZTlO+c2Hm\nOmAdwLJly3J0dLRtwU01NjZGJ7ffDivnOJxt9dIJ3tTnbZyLYX8PVy+d4OxNjf9Nt5w4Oqc4ZrN+\nJwzC+zcXw96+domIxcDxwIeBd5f59V4BvKVUuRj4AFUSaXm5D3AVcH5ERGbWPaZIkiRJap9Wk0j3\nRcSBpRfSgcC2Uj4OHFxTbzFwbykfnVI+1uJza5aclFlSnzsXeC/w9PJ4P+DhzJzsPlfbe/UXPVsz\ncyIiHin1H+heuJIkSdL81GoSaQOwAlhb/l5TU35qRFxONbH2IyXR9AXgzyNin1LvaOD01sOWJA2D\niJi8+udNETE6WVynas5gWe12mw6N7uVww7kOVZ6NZsNih8UgtrOVz998GSY7jO2s9/kcxnb2SkQs\nBD4FvJDquPB24HvM8orSkqTpNU0iRcRlVL2I9o+IcaqrrK0FroyIk4G7gDeW6tdR7Yw3U+2Q3waQ\nmQ9GxJnAjaXehzJz6mTdkqT552XA6yLiOOCpVHMinUt1YYYFpTfSZK9WeLLH63hELACewc4Xf5jR\n0OheDjec61Dl2Wg2LHZYDGI7WxlSPF+GyQ5jO+v93190zF5D184eOg/4fGa+oVyMYU/gfcziitK9\nCVuSBkvTb1uZ+eYGi46qUzeBUxpsZz2wflbRSZKGWmaeTumZWnoivSczT4yIvwPeAFzOzj1eVwD/\nUpZ/xfmQJGl+i4i9gZcDKwEy86fATyNiOU9OqXEx1XQap1FzRWng+ohYODlVR5dDl6SBM1in7CRJ\n88VpwOURcRbwLeDCUn4h8DcRsZmqB9IJPYpPktQ/ngPcD/x1RPwqcBPVVT9ne0XpHZJIzYZGd2s4\nYitDdft5iG83Y5vN+9PPw0uNrTXG1hkmkaR5zEnX1U8yc4xy0YXMvBM4vE6dH/PkEGpJkqD6TfMS\n4I8y84aIOI9q6FojM5pfr9nQ6G4Nu2xlCHQ/D/HtZmyzGTbcz8Noja01xtYZu/Q6AEmSJEmag3Fg\nPDNvKI+vokoq3VeuJM0MrygtSWqiP9PTkiRJkjQDmfkfEXF3RDw/M79HNXfrd8ttxleU7kHo6jB7\n3UvtZxJJkiRJ0qD7I+DScmW2O6muEr0Ls7iitCSpOZNIkiRJkgZaZt4CLKuzaFZXlJYkTc85kSRJ\nkiRJktSUSSRJkiRJkiQ1ZRJJkiRJkiRJTZlEkiRJkiRJUlMmkSRJkiRJktSUV2eTJEnqgSVrrt2p\nbMva43sQiSRJ0szYE0mSJEmSJElN2RNJkiSpT9TrnQT2UJIkSf3BnkiSJEmSJElqyiSSJEmSJEmS\nmnI4myRJkiRp3vOCB1Jz9kSSJEmSJElSUyaRJEmSJEmS1JRJJEmSJEmSJDXlnEiSJEnaQb15QcC5\nQSRJmu/siSRJ1UhNZgAAIABJREFUkiRJkqSmTCJJkiRJkiSpKZNIkiRJkiRJasokkiRJkqSBFxG7\nRsS3IuJz5fEhEXFDRNwREVdExG6lfPfyeHNZvqSXcUvSIHFibe3AiTQlSZI0oN4J3A7sXR5/BDgn\nMy+PiE8CJwMXlL8PZeZzI+KEUu+3exGwJA0ak0iaEZNLkiRJ6lcRsRg4Hvgw8O6ICOAVwFtKlYuB\nD1AlkZaX+wBXAedHRGRmdjNmSRpEJpEkSeqQRgl4SVLbnQu8F3h6ebwf8HBmTpTH48Cicn8RcDdA\nZk5ExCOl/gO1G4yIVcAqgJGREcbGxnZ4wu3bt+9U1gmrl040rzTFyB6trdcN/RDbX156zU5lVVw7\n1+3Ge9xMtz5rrTC21vRzbM2YRJIkSZrHTHZq0EXEa4BtmXlTRIxOFtepmjNY9mRB5jpgHcCyZcty\ndHR0h+VjY2NMLeuElS38j65eOsHZm/rzp16/xtYori0njnY/mCm69VlrhbG1pp9ja6b//nslSZLU\ndiaLNMReBrwuIo4Dnko1J9K5wMKIWFB6Iy0G7i31x4GDgfGIWAA8A3iw+2FL0uDx6mySJEmSBlZm\nnp6ZizNzCXAC8JXMPBH4KvCGUm0FMDmGaUN5TFn+FedDkqSZMYkkSZIkaRidRjXJ9maqOY8uLOUX\nAvuV8ncDa3oUnyQNHIezSZIkDRGHrWk+y8wxYKzcvxM4vE6dHwNv7GpgkjQkTCJJA6zeD4Uta4/v\nQSSSpF4wYSRJkrppTkmkiNgCPAr8HJjIzGURsS9wBbAE2AK8KTMfiogAzgOOAx4HVmbmzXN5fkmS\nJEkaFiaGJfW7dvRE+s3MfKDm8Rrgy5m5NiLWlMenAccCh5bbEcAF5a8kaZ6KiIOBS4BnAU8A6zLz\nPE9ISDua/GG5eulES5f7liRJaodOTKy9HLi43L8YeH1N+SVZuZ7qkpsHduD5JUmDYwJYnZm/AhwJ\nnBIRh/HkCYlDgS/z5KSntSckVlGdkJAkSZLUBXPtiZTAFyMigf8vM9cBI5m5FSAzt0bEAaXuIuDu\nmnXHS9nW2g1GxCqqHwaMjIwwNjY2xxAb2759e0e33w6rl07Maf2RPRpvo17bZ/t8vX79hv09nO79\na6TR6zGb7XTrNR2E928uhr197VCOF5PHjEcj4naqY8NyYLRUu5hqktTTqDkhAVwfEQsj4sDJ444k\nSZKkzplrEullmXlvSRRtjIh/naZu1CnLnQqqRNQ6gGXLluXo6OgcQ2xsbGyMTm6/HebaZX310gnO\n3lT/bd5y4uicn6/eNrpp2N/D6d6/Rhq9J7OJo1vv6yC8f3Mx7O1rt4hYArwYuIEunJDoRpJvricC\n2qGVZPQgsp3d4UmG1tV734axnZKk4TanJFJm3lv+bouIz1JdQvO+ybPCZbjatlJ9HDi4ZvXFwL1z\neX5J0nCIiKcBnwHelZk/qqY+ql+1TllLJyS6keTrh7lrWklGDyLb2R2eZGhdvf3BRcfsNXTtlIZN\no8nOvSKy5quWv4VExF7ALmX4wV7A0cCHgA3ACmBt+XtNWWUDcGpEXE41ofYjDj+QJEXEU6gSSJdm\n5tWl2BMSUh+q92PKH1KSJM0fc5lYewT4ekR8G/gGcG1mfp4qefSqiLgDeFV5DHAdcCewGfgr4A/n\n8NySpCFQrrZ2IXB7Zn6sZtHkCQnY+YTESVE5Ek9ISJIkSV3Tck+kzLwT+NU65T8EjqpTnsAprT6f\nJGkovQx4K7ApIm4pZe+jOgFxZUScDNwFvLEsuw44juqExOPA27obriRJkjR/Df/kAZKkvpWZX6f+\nPEfgCQlJktSnnCtJ89VchrNJkiRJkiRpnjCJJEmSJEmSpKYcziYNmUZdayVJkiRJmguTSJIkSWqZ\n84JIkjR/mETSUKj3BdYvr5IkSZIktY9JJM3JsCdvPLsqSVJrPIZKkjR8nFhbkiRJ0sCKiIMj4qsR\ncXtE3BYR7yzl+0bExoi4o/zdp5RHRHw8IjZHxHci4iW9bYEkDQ57Is1jTsAsSZKkITABrM7MmyPi\n6cBNEbERWAl8OTPXRsQaYA1wGnAscGi5HQFcUP5KkpowiSRhQk2SpF6aehxevXSClWuudeibZiQz\ntwJby/1HI+J2YBGwHBgt1S4GxqiSSMuBSzIzgesjYmFEHFi2I0mahkkkDS3nYpAkSZpfImIJ8GLg\nBmBkMjGUmVsj4oBSbRFwd81q46XMJJIkNWESqY/YG0aSJElqTUQ8DfgM8K7M/FFENKxapyzrbG8V\nsApgZGSEsbGxHZZv3759p7K5Wr10oi3bGdmjfdtqt36NrV1xtfszAZ35rLWLsbWmn2NrxiSSJEmS\npIEWEU+hSiBdmplXl+L7JoepRcSBwLZSPg4cXLP6YuDeqdvMzHXAOoBly5bl6OjoDsvHxsaYWjZX\nK9t0Unn10gnO3tSfP/X6NbZ2xbXlxNG5BzNFJz5r7WJsrenn2Jrpv/9eSZIkDS17XqvdoupydCFw\ne2Z+rGbRBmAFsLb8vaam/NSIuJxqQu1HnA9JkmbGJJLUJn4pliRJ6omXAW8FNkXELaXsfVTJoysj\n4mTgLuCNZdl1wHHAZuBx4G3dDVeSBpdJJEmSJM079U7+ePGNwZSZX6f+PEcAR9Wpn8ApHQ1K85b7\nFg07k0jqOXe0kiSpHq+0qmFlD3ZJg8okkiRJkgaKJ6AkDQP3ZRpEJpHUdp41lCRJkqSKPc80TEwi\nqWvceUqSpG7z+4ekQVJvn7V66QSj3Q9FqmuXXgcgSZIkSZKk/mdPJEmSJA08exxJktR59kSSJEmS\nJElSU/ZEkiRJkiSpj3nxIvULk0gaKFN3nquXTrCyB93X7TIvSdLw8UeaJEnTM4kkSVIbmFyWJEnS\nsDOJ1AP+0OgtX39JkiRJw6Debxt7T6qTTCJJ2ond+SVJetJsTkB5rJQkDTOTSOpL9haSJEmDyO8w\nkqRhZhJJkiRJkqQh4agCdZJJJEmSJEmS1DLnZuqOfnidTSJJmpNOnunwLIokSRp0DnGUNEyGNok0\nk5316qUTrFxzrT9IJUmSJEmSmhjaJFK39UO3Mqmf2ItIkiRJ6h/t+H4+dRuTHTNm83xzjUG91fUk\nUkQcA5wH7Ap8KjPXdjuGbrHrqoaNn2n1i14eS/w/kKThMJ9+l0jT6YfvNp6AHhxdTSJFxK7AJ4BX\nAePAjRGxITO/2804pppNL6J++AeT5rtO9fzz4DUYunkscZ8vScOpX3+XSJoZRwL1Trd7Ih0ObM7M\nOwEi4nJgOdB3O2t/OEidUfu/NV33V2kaA3MskST1LY8l0gCYze/y2Qy166RhT2ZFZnbvySLeAByT\nmb9bHr8VOCIzT62pswpYVR4+H/heB0PaH3igg9vvB8PeRts32OZj+34pM5/Zi2CGRRuPJcP++Ztk\nO4eL7RwurbbTY8kctelY0s+fU2ObvX6NC4ytVcY2vZaOJd3uiRR1ynbIYmXmOmBdV4KJ+GZmLuvG\nc/XKsLfR9g0226cWteVYMl/eH9s5XGzncJkv7exTcz6W9PP7Z2yz169xgbG1ytg6Y5cuP984cHDN\n48XAvV2OQZI02DyWSJLmymOJJLWg20mkG4FDI+KQiNgNOAHY0OUYJEmDzWOJJGmuPJZIUgu6Opwt\nMyci4lTgC1SX0lyfmbd1M4YpujJsrseGvY22b7DZPs1aG48l8+X9sZ3DxXYOl/nSzr7TpmNJP79/\nxjZ7/RoXGFurjK0DujqxtiRJkiRJkgZTt4ezSZIkSZIkaQCZRJIkSZIkSVJT8yaJFBFvjIjbIuKJ\niFhWU/6qiLgpIjaVv6+os+6GiLi1uxHPzmzbFxF7RsS1EfGvZb21vYu+uVbev4j4tVK+OSI+HhH1\nLuXaF6Zp334R8dWI2B4R509Z582lfd+JiM9HxP7dj3xmWmzfbhGxLiL+rXxOf6v7kc9MK+2rqdP3\n+5dhExHHRMT3yr5hTa/jaSQi1kfEttrPR0TsGxEbI+KO8nefUh5lP7e57BNeUrPOilL/johYUVNe\ndx/Z6Dk62M6Dy//J7eX/6J3D2NaIeGpEfCMivl3a+cFSfkhE3FBiuCKqCX6JiN3L481l+ZKabZ1e\nyr8XEa+uKa/72W70HJ0UEbtGxLci4nPD2s6I2FI+V7dExDdL2VB9blVfo89grzXan/aTqfuGfhER\nCyPiqqi+c94eEb/R65gmRcQfl/fz1oi4LCKe2sNYZvzdpE9i+5/lPf1ORHw2Ihb2S2w1y94TERl9\n/FtuJ5k5L27ArwDPB8aAZTXlLwYOKvdfCNwzZb3/G/hb4NZet6Gd7QP2BH6z3N8N+F/Asb1uRzvf\nP+AbwG8AAfzjgLZvL+C/AL8PnF9TvgDYBuxfHv8F8IFet6Nd7SvLPgicVe7vMtnWfry10r6yfCD2\nL8N0o5o89d+B55R937eBw3odV4NYXw68pPbzUf7X15T7a4CPlPvHlf1cAEcCN5TyfYE7y999yv19\nyrK6+8hGz9HBdh4IvKTcfzrwb8Bhw9bW8txPK/efAtxQ4r8SOKGUfxL4g3L/D4FPlvsnAFeU+4eV\nz+3uwCHl87zrdJ/tRs/R4ff13WX/9rnpYhjkdgJbmHJsGrbPrbe673vfHkdosD/tdVxTYtxh39Av\nN+Bi4HfL/d2Ahb2OqcSyCPg+sEd5fCWwsofxzPi7SZ/EdjSwoNz/SD/FVsoPpprc/wdTjyf9fJs3\nPZEy8/bM/F6d8m9l5r3l4W3AUyNid4CIeBrVju6s7kXamtm2LzMfz8yvljo/BW4GFncv4tmZbfsi\n4kBg78z8l6z+Qy8BXt/FkGdlmvY9lplfB348ZVGU217lzOTewL1T1+8XLbQP4O3A/1PqPZGZD3Q4\nzJa10r5B2r8MmcOBzZl5Z9n3XQ4s73FMdWXm14AHpxQvp/qiS/n7+pryS7JyPbCw7AdfDWzMzAcz\n8yFgI3BMk31ko+foiMzcmpk3l/uPArdTfWkeqraWeLeXh08ptwReAVzVoJ2TsV0FHFX298uByzPz\nJ5n5fWAz1ee67me7rNPoOToiIhYDxwOfKo+ni2Fg29nAUH1uVVffHkem2Z/2han7hn4REXtT/ci/\nEKrfRpn5cG+j2sECYI+IWEDVEaBn3/ln+d2kq+rFlplfzMyJ8vB6evR7t8HrBnAO8F6q7wMDY94k\nkWbot4BvZeZPyuMzgbOBx3sXUltNbR9Qdd8EXgt8uSdRtU9t+xYB4zXLxumjg+hcZebPgD8ANlEd\nSA6jHPiGQU1X0zMj4uaI+LuIGOlpUO03bPuXQbEIuLvm8aDtG0YycytUPxaAA0p5o3ZNV95oH9no\nOTquDGV6MVUvnaFraxnGcQtVT9KNVL0ZHq75glsb2y/aU5Y/AuzH7Nu/3zTP0SnnUn0pfqI8ni6G\nQW5nAl+Majj9qlI2dJ9b7WQgjiNT9qf9Yuq+oV88B7gf+Osy1O5TEbFXr4MCyMx7gI8CdwFbgUcy\n84u9jWong7JPejtVr86+EBGvoxpF8+1exzJbQ5VEiogvlbGiU29Nzw5ExAuourj9Xnn8IuC5mfnZ\nDoc9Y+1sX035AuAy4OOZeWdnIp+ZNrev3vxHPc3wzqV9dbb1FKok0ouBg4DvAKe3OeTZxtS29lGd\ncVkM/O/MfAnwL1QH0J5p8/vXd/uXeaTv9g1t0qhdsy3vmdI77zPAuzLzR9NVrVM2EG3NzJ9n5ouo\n9m+HUw2F3ala+duudna1/RHxGmBbZt5UWzxNDAPZzuJl5Rh1LHBKRLx8mrqD0B7NTN+/N7PYn3ZN\ng31Dv1hANdTogsx8MfAY1bCsnivzCy2nGtZ7ENUohN/pbVSDJyL+FJgALu11LFDNTwz8KfA/eh1L\nKxb0OoB2ysxXtrJe6Vr5WeCkzPz3UvwbwK9FxBaq1+mAiBjLzNF2xNqKNrdv0jrgjsw8d67xzVWb\n2zfOjt0VF9Pj4V6ttq+BF5Vt/jtARFxJjw92bW7fD6l66EwmWf4OOLmN25+1Nrev7/Yv88g41fjz\nST3fN8zSfRFxYGZuLcNdtpXyRu0aB0anlI8x/T6y0XN0TEmMfwa4NDOvbhLHQLcVIDMfjogxqrlx\nFkbEgtKDpja2yXaOlxM+z6DqCj/dZ7he+QPTPEcnvAx4XUQcBzyVarj1udPEMKjtJMtw+szcFhGf\npUoMDu3nVr/Q18eRBvvTfrDTviEiPp2Z/ZAQGQfGM3Oy19ZV9EkSCXgl8P3MvB8gIq4GXgp8uqdR\n7aiv90lRXbDgNcBRZXhwP/hlqsTgt6vR2CwGbo6IwzPzP3oa2QwMVU+kVpRhM9cCp2fm/54sz8wL\nMvOgzFxCNTHuvw3iD7xG7SvLzqL6svauXsTWDtO8f1uBRyPiyDJPwknANT0KsxPuAQ6LiGeWx6+i\nGvc+FMoO/h948ov1UcB3exZQmw3L/mVA3QgcGtVVnHajmsh3Q49jmo0NwOTVm1bw5H5tA3BSVI6k\n6u6+lWqyxqMjYp9yNvNo4AtN9pGNnqMjyvNfCNyemR+rWTRUbY2IZ5ZjFhGxB9UPg9uBrwJvaNDO\nydjeAHyl7Bv///buP0ySsjz0/vcOCBhEdhdlDu5iFmVjhBARJ0Bi3rwTSADBuJzrkmRziC5kk33z\nhiQmkshicg5GJYGcKMb462wEXYwKSDTsEfyxAeYY34QfIshPCStsYFkEdRd0NJKs3u8f9Qz0Dj1d\nM73T3dUz38919TVVTz1VdVdPd1XXXfXUsxFYFdXz/w4BVlA9gLntZ7vMM9065lxmnpuZy8r+bVWJ\n+/T5tp0RsW9E7Dc5TPV5u5N59rlVW409jnTYnw7cNPuGJiSQKCftD0XES0pRk353PggcG1XP2kEV\nW9N+8zd2nxQRJwHnAK/JzMY8QiIz78jMAzNzeflObKV6KH7jE0jAguqd7b9S/XOeBB6lOkAD/CnV\nLYu3tbwOnDLvchree9Jst48q25lUO6HJ8t8c9HbM5f8PGKX6Qfc14D1ADHo7Zrt9ZdoWqquyE6XO\nZC80v13+f7dTJVwOGPR2zPH2/RjwhbJ91wIvHPR2zOX2tUxv/P5lvr2oekn617Jv+JNBx9Mhzo9T\nPf/gP8tnZw3Vc1+uBe4rf5eUugG8t2zTHezaS+BvUD2UeDNwZkt5233kdOvo4Xb+XDke3d6yHz95\nvm0r8FPArWU77wT+Ryl/EVVyZDPVXZd7l/J9yvjmMv1FLcv6k7It99LS8+h0n+3p1tGHz/AYT/fO\nNq+2s6zrK+V112Qc8+1z62va/38jjyNMsz8ddFxt4nxq39CUF9Vd/l8q790/UHpJbMKLqsfir5b9\nwUf6tQ+fJpYZ/zZpSGybqZ5hNvl9+EBTYpsyfQtD1Dvb5MFIkiRJkiRJmtaCb84mSZIkSZKkeiaR\nJEmSJEmSVMskkiRJkiRJkmqZRJIkSZIkSVItk0iSJEmSJEmqZRJJkiRJkiRJtUwiSZIkSZIkqZZJ\nJEmSJEmSJNUyiSRJkiRJkqRaJpEkSZIkSZJUyySSJEmSJEmSaplEkiRJkiRJUi2TSJIkSZIkSapl\nEkmSJEmSJEm1TCJJkiRJkiSplkkkSZIkSZIk1TKJJEmSJEmSpFomkSRJkiRJklTLJJIkSZIkSZJq\nmUSSJEmSJElSLZNIkiRJkiRJqmUSSZIkSZIkSbVMIkmSJEmSJKmWSSRJkiRJkiTVMokkSZIkSZKk\nWiaRJEmSJEmSVMskkiRJkiRJkmqZRJIkSZIkSVItk0iSJEmSJEmqZRJJkiRJkiRJtUwiSZIkSZIk\nqZZJJEmSJEmSJNUyiSRJkiRJkqRaJpEkSZIkSZJUyySSJEmSJEmSaplEkiRJkiRJUi2TSFrwImI8\nIn6zy3lfGBETEbHHXMclSZIkSVKTmESSZiEitkTEL06OZ+aDmfmczPzBIOOSJM1cRHw4It5eU2cs\nIrbO4TozIg6dq+VJkobHTI470rAwiSRJkhpnatJ+rupKktSOxx1pZkwiqVHKDvnciLg7InZExIci\nYp8y7bciYnNEbI+IjRHxgpb5MiJ+PyLuj4hvRsT/jIgfKdPeEhF/11J3eam/Z5v1vzgirouIb5Xl\nfDQiFpVpHwFeCPzv0oTtTVOXFREvKLFtL7H+Vsuy3xIRV0TEpRHxnYi4KyJGe/VeSpKGg02iJUlT\ntTtXkZrAJJKa6HTgRODFwI8DfxoRxwF/AfwKcBDwb8BlU+b7r8AocBSwEviNLtYdZT0vAF4KHAy8\nBSAzXwc8CPxyacL2l23m/ziwtcz/WuDPI+L4lumvKXEvAjYC7+kiRkma16ZJ2r+mJN8fL8+ye+l0\ndUv5JyLi6xHxRER8ISIO7zKWN5eLClsi4vSW8r0j4q8i4sGIeDQiPhARz26Z/scR8UhEbIuI35iy\nzA9HxPsj4pqI+C7wCxGxf7nI8I2I+LeI+NOWiyE/Usb/LSIeK/X2L9MmL2acGREPlQswvx0RPx0R\nt5f36z0t6z40Iv5PeV++GRGXd/O+SNJ80oTjTpRm1BFxTkR8HfhQKe90If1nI+Lmss6bI+JnW6aN\nR8TbI+KfS5z/OyIOKBfJv13qLy91IyIuKseYJ8rx4yd3603VvGUSSU30nsx8KDO3A+cDv0aVWLok\nM7+cmU8C5wI/M7njKy7MzO2Z+SDwrjLfrGTm5szclJlPZuY3gHcC//dM5o2Ig4GfA87JzO9n5m3A\nB4HXtVT7YmZeU56h9BHgZbONUZLmu6lJe+AfqJL0fwA8H7iG6sf7Xh0S/J8BVgAHAl8GPtpFKP8F\neB6wFFgNrI+Il5RpF1Jd6DgSOLTU+R8AEXES8EfAL5UY2jV5+G9Ux7j9gC8CfwPsD7yI6rjzeuDM\nUveM8vqFMv05PPMixDFlXb9KdQz8k7Lew4FfiYjJY9nbgM8Di4FlZb2StKA17LizBPgxYG2nC+kR\nsQS4Gng3cADVecvVEXFAy/JWUZ2LLKW6QP8vVMmpJcA9wHml3gnAz1Md1xZRHUu+1UX8WgBMIqmJ\nHmoZ/jequ3peUIYByMwJqh3b0pr5ZiUiDoyIyyLi4Yj4NvB3VCcQM/ECYHtmfmdKHK0xfr1l+HvA\nPuGtqpJU51eBq0uS/z+BvwKeDfzsdDNk5iWZ+Z1y4eEtwMsm796Zpf9eLiz8H6of678SEQH8FvCH\n5eLFd4A/p/qxDtWP/Q9l5p2Z+d2y/qmuysz/LzN/CPxn2cZzS8xbgHfw9EWI04F3Zub95fh3LrBq\nyvHjbeUCxueB7wIfz8zHMvNh4J+Al5d6/0l1cvKCUv+LXbwnkjTfDeq480PgvHLc+Xc6X0g/Bbgv\nMz+SmTsz8+PAV4FfblnehzLza5n5BFWS62uZ+Y+ZuRP4BLseG/YDfgKIzLwnMx+ZZexaIEwiqYkO\nbhl+IbCtvH5ssjAi9qXKuD9cMx9UP6Z/tGXaf+mw7r8AEvipzHwu8OtUTdwmZYd5twFLImK/KXE8\nPE19SdLMTL2Q8EOqCwdL21WOiD0i4oKI+Fq5ILClTJrpRYFJO0oSaNLkBYrnUx1XbinNHB4HPlvK\nJ+OdemFjqtbpzwP2mlKv9SLEC9pM2xMYaSl7tGX439uMP6cMv4nquHZTaabRTdNvSZrvBnXc+UZm\nfr9DHK0X0qceG+CZF7BndGzIzOuo7nB9L/BoRKyPiOfOMnYtECaR1ERnRcSycovmm4HLgY8BZ0bE\nkRGxN9UV3xvL1dpJfxwRi0uzsjeU+QBuA34+Il5Yrgac22Hd+wETwOMRsRT44ynTH6VqSvAMmfkQ\n8M/AX0TEPhHxU8AauruVVZIWutak/dQLCUF14eDhNnWhaiq2kqo51/7A8slZZxnD4nLRYtLkBYpv\nUv34PjwzF5XX/qUJBMAjPPPCxlStMX+Tp+8Qap1ncvu2tZm2k11PBmYkM7+emb+VmS8A/h/gfRFx\n6GyXI0nzUBOOO1OX2+lC+tRjA+zGBezMfHdmvoKqGfSP88zzIAkwiaRm+hjV8xruL6+3Z+a1wH8H\n/p7qx/mLebrZwKSrgFuokkZXAxcDZOYmqoTS7WX6pzus+8+oHsz9RFnGJ6dM/wuqB30/HhF/1Gb+\nX6M6aGwDPkV1O+qm2i2WJE3VmrS/AjglIo6PiGcBZwNPUiXup9aF6oLAk1RXa3+U6sJDt/4sIvaK\niP8LeDXwiXJF+m+BiyLiQICIWBoRJ7bEe0ZEHBYRP8rTz5xoqzwn7wrg/IjYLyJ+DHgjVZNqqJ7L\n8YcRcUhEPKdsz+WlOcKsRMRpEbGsjO6gOmH5wWyXI0nzUFOOO606XUi/BvjxiPhvEbFnRPwqcBid\nz3XaiqozhmPKtn4X+D4eGzQNk0hqopsz87ByZXd1Zn4PIDM/kJkvzswlmfnqzNw6Zb5rMvNFmXlA\nZp5dfpRT5j2rLO/QzPzbzIzJH9+ZOZaZHyzDd2XmK8pD8o7MzHdk5rKW5VyVmS8sy/qrzNwyZVlb\nS2xLSqwfaJn3LZn56y3ju8wrSdrFU0l7quc7/DrVQ6C/WcZ/OTP/Y2rdkuC/lOqW/oeBu4Ebuozh\n61SJlm1Ud5X+dmZ+tUw7B9gM3FCaLvwj8BKAzPwM1cOtryt1rpvBun6P6of7/VQP2v4YcEmZdglV\nZwxfAB6g+nH/e11u008DN0bEBFUvoW/IzAe6XJYkzSdNOO7sotOF9Mz8FtXFjbOpkldvAl6dmd/s\nYlXPpbo4soNqO75F9Rwo6Rkis9MjXqT+iogtwG9m5j/Ocr4EVmTm5p4EJkmSJEnSAuedSJIkSZIk\nSaplEkmNkpnLZ3sXUpkvvAtJkjQbEfHmiJho8/rMoGOTJM0/Hnc0H9icTZIkSZIkSbX2HHQAnTzv\nec/L5cuXdzXvd7/7Xfbdd9/6igPQ5Nig2fEZW/eaHF+TY4O5je+WW275ZmY+f04WNmTKM8++Q9Xb\nx87MHI2IJVS9Jy4HtgC/kpk7Sle6fw2cDHwPOCMzv1yWsxr407LYt2fmhk7r7fZY0vTP5VTG21vD\nFO8wxQrfh5/oAAAgAElEQVTG242FfCwZlPlyXtKkWMB46hhPZ02Kp0mxwMzi6fpYkpmNfb3iFa/I\nbl1//fVdz9trTY4ts9nxGVv3mhxfk2PLnNv4gC9lA/avg3hRJYmeN6XsL4F1ZXgdcGEZPhn4DBDA\nsVTd2QIsoeq9agmwuAwv7rTebo8lTf9cTmW8vTVM8Q5TrJnG242FfCwZ1Gu+nJc0KZZM46ljPJ01\nKZ4mxZI5s3i6PZb4TCRJ0iCtBCbvJNoAnNpSfmk5xt0ALIqIg4ATgU2ZuT0zdwCbgJP6HbQkSZK0\nEDW6OZskaV5J4PMRkcD/ysz1wEhmPgKQmY9ExIGl7lLgoZZ5t5ay6cp3ERFrgbUAIyMjjI+PzzrY\niYmJruYbFOPtrWGKd5hiBeOVJGmYmESSJPXLKzNzW0kUbYqIr3aoG23KskP5rgVVgmo9wOjoaI6N\njc062PHxcbqZb1CMt7eGKd5hihWMV5KkYWJzNklSX2TmtvL3MeBTwNHAo6WZGuXvY6X6VuDgltmX\nAds6lEuSJEnqMZNIkqSei4h9I2K/yWHgBOBOYCOwulRbDVxVhjcCr4/KscATpdnb54ATImJxRCwu\ny/lcHzdFkiRJWrBsziZJ6ocR4FMRAdWx52OZ+dmIuBm4IiLWAA8Cp5X611D10LYZ+B5wJkBmbo+I\ntwE3l3pvzczt/dsMSZIkaeEyiSRJ6rnMvB94WZvybwHHtylP4KxplnUJcMlcxyhJkiSpM5uzSZIk\nSZIkqZZJJEmSJEmSJNVaUM3Zlq+7um35lgtO6XMkkqT5pt0xxuOLJGk2PJZIajrvRJIkSZIkSVIt\nk0iSJEmSJEmqZRJJkiRJkiRJtUwiSZIkSZIkqZZJJEmSJEmSJNUyiSRJkiRJkqRaJpEkSZIkSZJU\nyySSJEmSJEmSaplEkiRJkiRJUi2TSJIkSZIkSaplEkmSJEmSJEm1TCJJkiRJkiSplkkkSZIkSZIk\n1TKJJEmSJEmSpFomkSRJkiRJklTLJJIkSZIkSZJqmUSSJEmSJElSLZNIkiRJkiRJqmUSSZIkSZIk\nSbVmlESKiD+MiLsi4s6I+HhE7BMRh0TEjRFxX0RcHhF7lbp7l/HNZfryluWcW8rvjYgTe7NJkiRJ\nkiRJmmu1SaSIWAr8PjCamT8J7AGsAi4ELsrMFcAOYE2ZZQ2wIzMPBS4q9YiIw8p8hwMnAe+LiD3m\ndnMkSZIkSZLUCzNtzrYn8OyI2BP4UeAR4DjgyjJ9A3BqGV5ZxinTj4+IKOWXZeaTmfkAsBk4evc3\nQZIkSdJCEBFbIuKOiLgtIr5UypZExKbSQmJTRCwu5RER7y4tIW6PiKNalrO61L8vIlYPanskadjs\nWVchMx+OiL8CHgT+Hfg8cAvweGbuLNW2AkvL8FLgoTLvzoh4AjiglN/QsujWeZ4SEWuBtQAjIyOM\nj4/PfquAiYmJZ8x79hE729btdh3dahdbkzQ5PmPrXpPja3Js0Pz4JElaYH4hM7/ZMr4OuDYzL4iI\ndWX8HOBVwIryOgZ4P3BMRCwBzgNGgQRuiYiNmbmjnxshScOoNolUMvkrgUOAx4FPUO2Qp8rJWaaZ\nNl35rgWZ64H1AKOjozk2NlYXYlvj4+NMnfeMdVe3rbvl9O7W0a12sTVJk+Mztu41Ob4mxwbNj0+S\npAVuJTBWhjcA41RJpJXApZmZwA0RsSgiDip1N2XmdoCI2ET1uI2P9zdsSRo+tUkk4BeBBzLzGwAR\n8UngZ4FFEbFnuRtpGbCt1N8KHAxsLc3f9ge2t5RPap1HkiRJkuok8PmISOB/lQvQI5n5CEBmPhIR\nB5a6T7WQKCZbQkxXvotetpCYTruWE3N5N3TT7q42ns6Mp7MmxdOkWKC38cwkifQgcGxE/ChVc7bj\ngS8B1wOvBS4DVgNXlfoby/i/lOnXZWZGxEbgYxHxTuAFVLeV3jSH2yJJkiRpfntlZm4riaJNEfHV\nDnUb20JiOu1aTsxlq4mm3V1tPJ0ZT2dNiqdJsUBv46l9sHZm3kj1gOwvA3eUedZT3SL6xojYTPXM\no4vLLBcDB5TyN1K1SSYz7wKuAO4GPguclZk/mNOtkSRJkjRvZea28vcx4FNUHfU8WpqpUf4+VqpP\n1xLCFhKS1KUZ9c6Wmedl5k9k5k9m5utKD2v3Z+bRmXloZp6WmU+Wut8v44eW6fe3LOf8zHxxZr4k\nMz/Tq42SJEmSNL9ExL4Rsd/kMHACcCdPt4SAZ7aQeH3ppe1Y4InS7O1zwAkRsbg8//WEUiZJqjGT\n5mySJEmSNGgjwKciAqrzmI9l5mcj4mbgiohYQ/UojtNK/WuAk4HNwPeAMwEyc3tEvA24udR76+RD\ntiVJnZlEkiRJktR4pYXDy9qUf4vqua1TyxM4a5plXQJcMtcxStJ8ZxJJkqQeWd7mAakAWy44pc+R\nSJIkSbtvRs9EkiRJkiRJ0sJmEkmS1DcRsUdE3BoRny7jh0TEjRFxX0RcHhF7lfK9y/jmMn15yzLO\nLeX3RsSJg9kSSZIkaeExiSRJ6qc3APe0jF8IXJSZK4AdwJpSvgbYkZmHAheVekTEYcAq4HDgJOB9\nEbFHn2KXJEmSFjSTSJKkvoiIZcApwAfLeADHAVeWKhuAU8vwyjJOmX58qb8SuCwzn8zMB6h63Dm6\nP1sgSZIkLWwmkSRJ/fIu4E3AD8v4AcDjmbmzjG8FlpbhpcBDAGX6E6X+U+Vt5pEkSZLUQ/bOJknq\nuYh4NfBYZt4SEWOTxW2qZs20TvO0rm8tsBZgZGSE8fHx2YbMxMTErOY7+4id9ZWKbuKpM9t4B814\ne2eYYgXjlSRpmJhEkiT1wyuB10TEycA+wHOp7kxaFBF7lruNlgHbSv2twMHA1ojYE9gf2N5SPql1\nnqdk5npgPcDo6GiOjY3NOuDx8XFmM98Z666ecd0tp88+njqzjXfQjLd3hilWMF4tTMtnccyQpCax\nOZskqecy89zMXJaZy6kejH1dZp4OXA+8tlRbDVxVhjeWccr06zIzS/mq0nvbIcAK4KY+bYYkSZK0\noHknkiRpkM4BLouItwO3AheX8ouBj0TEZqo7kFYBZOZdEXEFcDewEzgrM3/Q/7AlSZKkhcckkiSp\nrzJzHBgvw/fTpne1zPw+cNo0858PnN+7CCVJkiS1Y3M2SZIkSZIk1TKJJEmSJEmSpFomkSRJkiRJ\nklTLJJIkSZIkSZJqmUSSJEmSJElSLZNIkiRJkiRJqmUSSZIkSZIkSbVMIkmSJEmSJKmWSSRJkiRJ\nkiTVMokkSZIkSZKkWiaRJEmSJEmSVMskkiRJkiRJkmqZRJIkSZIkSVItk0iSJEmSJEmqZRJJkiRJ\nkiRJtUwiSZIkSZIkqZZJJEmSJEmSJNUyiSRJkiRJkqRaJpEkSZIkDY2I2CMibo2IT5fxQyLixoi4\nLyIuj4i9SvneZXxzmb68ZRnnlvJ7I+LEwWyJJA0fk0iSJEmShskbgHtaxi8ELsrMFcAOYE0pXwPs\nyMxDgYtKPSLiMGAVcDhwEvC+iNijT7FL0lAziSRJkiRpKETEMuAU4INlPIDjgCtLlQ3AqWV4ZRmn\nTD++1F8JXJaZT2bmA8Bm4Oj+bIEkDbc9Bx2AJEmSJM3Qu4A3AfuV8QOAxzNzZxnfCiwtw0uBhwAy\nc2dEPFHqLwVuaFlm6zxPiYi1wFqAkZERxsfHuwp4YmLiGfOefcTO9pXb6Ha9M41lkIynM+PprEnx\nNCkW6G08JpEkSZIkNV5EvBp4LDNviYixyeI2VbNmWqd5ni7IXA+sBxgdHc2xsbGpVWZkfHycqfOe\nse7qGc+/5fTu1jvTWAbJeDozns6aFE+TYoHexmMSSZIkSdIweCXwmog4GdgHeC7VnUmLImLPcjfS\nMmBbqb8VOBjYGhF7AvsD21vKJ7XOI0nqwGciSZIkSWq8zDw3M5dl5nKqB2Nfl5mnA9cDry3VVgNX\nleGNZZwy/brMzFK+qvTedgiwAripT5shSUPNO5EkSZIkDbNzgMsi4u3ArcDFpfxi4CMRsZnqDqRV\nAJl5V0RcAdwN7ATOyswf9D9sSRo+M7oTKSIWRcSVEfHViLgnIn4mIpZExKaIuK/8XVzqRkS8OyI2\nR8TtEXFUy3JWl/r3RcTq6dcoSZIkSe1l5nhmvroM35+ZR2fmoZl5WmY+Wcq/X8YPLdPvb5n//Mx8\ncWa+JDM/M6jtkKRhM9PmbH8NfDYzfwJ4GXAPsA64NjNXANeWcYBXUd0SuoKqN4P3A0TEEuA84Biq\nLjTPm0w8SZIkSZIkqdlqk0gR8Vzg5ym3hWbmf2Tm48BKYEOptgE4tQyvBC7Nyg1UD7o7CDgR2JSZ\n2zNzB7AJOGlOt0aSJEmSJEk9MZM7kV4EfAP4UETcGhEfjIh9gZHMfASg/D2w1F8KPNQy/9ZSNl25\nJEmSJEmSGm4mD9beEzgK+L3MvDEi/pqnm661E23KskP5rjNHrKVqBsfIyAjj4+MzCPGZJiYmnjHv\n2UfsbFu323V0q11sTdLk+Iyte02Or8mxQfPjkyRJkqR+mEkSaSuwNTNvLONXUiWRHo2IgzLzkdJc\n7bGW+ge3zL8M2FbKx6aUj09dWWauB9YDjI6O5tjY2NQqMzI+Ps7Uec9Yd3XbultO724d3WoXW5M0\nOT5j616T42tybND8+CRJkiSpH2qbs2Xm14GHIuIlpeh4qu4wNwKTPaytBq4qwxuB15de2o4FnijN\n3T4HnBARi8sDtU8oZZIkSZIkSWq4mdyJBPB7wEcjYi/gfuBMqgTUFRGxBngQOK3UvQY4GdgMfK/U\nJTO3R8TbgJtLvbdm5vY52QpJkiRJkiT11IySSJl5GzDaZtLxbeomcNY0y7kEuGQ2AUqSJEnSQrV8\nukdyXHBKnyORpJn1ziZJkiRJkqQFziSSJKnnImKfiLgpIr4SEXdFxJ+V8kMi4saIuC8iLi/NpomI\nvcv45jJ9ecuyzi3l90bEiYPZIkmSJGnhMYkkSeqHJ4HjMvNlwJHASaXzhQuBizJzBbADWFPqrwF2\nZOahwEWlHhFxGLAKOBw4CXhfROzR1y2RJEmSFiiTSJKknsvKRBl9VnklcBxwZSnfAJxahleWccr0\n4yMiSvllmflkZj5A1YnD0X3YBEmSJGnBm2nvbJIk7ZZyx9AtwKHAe4GvAY9n5s5SZSuwtAwvBR4C\nyMydEfEEcEApv6Flsa3ztK5rLbAWYGRkhPHx8VnHOzExMav5zj5iZ32lopt46sw23kEz3t4ZpljB\neCVJGiYmkSRJfZGZPwCOjIhFwKeAl7arVv7GNNOmK5+6rvXAeoDR0dEcGxubdbzj4+PMZr4zpuk9\np50tp88+njqzjXfQjLd3hilWMF5JkoaJzdkkSX2VmY8D48CxwKKImLygsQzYVoa3AgcDlOn7A9tb\ny9vMI0mSJKmHTCJJknouIp5f7kAiIp4N/CJwD3A98NpSbTVwVRneWMYp06/LzCzlq0rvbYcAK4Cb\n+rMVkiRJ0sJmczZJUj8cBGwoz0X6EeCKzPx0RNwNXBYRbwduBS4u9S8GPhIRm6nuQFoFkJl3RcQV\nwN3ATuCs0kxOkiRJUo+ZRJIk9Vxm3g68vE35/bTpXS0zvw+cNs2yzgfOn+sYJUmSJHVmczZJkiRJ\nkiTVMokkSZIkSZKkWiaRJEmSJEmSVMskkiRJkiRJkmr5YG1JkmZh+bqrBx2CJEmSNBDeiSRJkiRJ\nkqRaJpEkSZIkSZJUyySSJEmSJEmSaplEkiRJkiRJUi0frC1JUp9N93DuLRec0udIJEmSpJnzTiRJ\nkiRJkiTVMokkSZIkqfEiYp+IuCkivhIRd0XEn5XyQyLixoi4LyIuj4i9SvneZXxzmb68ZVnnlvJ7\nI+LEwWyRJA0fk0iSJEmShsGTwHGZ+TLgSOCkiDgWuBC4KDNXADuANaX+GmBHZh4KXFTqERGHAauA\nw4GTgPdFxB593RJJGlImkSRJkiQ1XlYmyuizyiuB44ArS/kG4NQyvLKMU6YfHxFRyi/LzCcz8wFg\nM3B0HzZBkoaeD9aWJEmSNBTKHUO3AIcC7wW+BjyemTtLla3A0jK8FHgIIDN3RsQTwAGl/IaWxbbO\n07qutcBagJGREcbHx7uKeWJi4hnznn3EzvaVZ6GbeNrFMkjG05nxdNakeJoUC/Q2HpNIkiRJkoZC\nZv4AODIiFgGfAl7arlr5G9NMm6586rrWA+sBRkdHc2xsrJuQGR8fZ+q8Z0zTS+dsbDl99vG0i2WQ\njKcz4+msSfE0KRbobTw2Z5MkSZI0VDLzcWAcOBZYFBGTF8eXAdvK8FbgYIAyfX9ge2t5m3kkSR2Y\nRJIkSZLUeBHx/HIHEhHxbOAXgXuA64HXlmqrgavK8MYyTpl+XWZmKV9Vem87BFgB3NSfrZCk4WZz\nNkmSJEnD4CBgQ3ku0o8AV2TmpyPibuCyiHg7cCtwcal/MfCRiNhMdQfSKoDMvCsirgDuBnYCZ5Vm\ncpKkGiaRJEmSJDVeZt4OvLxN+f206V0tM78PnDbNss4Hzp/rGCVpvrM5myRJkiRJkmqZRJIkSZIk\nSVItk0iSJEmSJEmqZRJJkiRJkiRJtXywNrB83dXPKNtywSkDiESSJEmSJKmZvBNJkiRJkiRJtUwi\nSZIkSZIkqZZJJEmSJEmSJNWat89EuuPhJzijzbOOJEmSJEmSNHszvhMpIvaIiFsj4tNl/JCIuDEi\n7ouIyyNir1K+dxnfXKYvb1nGuaX83og4ca43RpIkSZIkSb0xm+ZsbwDuaRm/ELgoM1cAO4A1pXwN\nsCMzDwUuKvWIiMOAVcDhwEnA+yJij90LX5IkSZIkSf0woyRSRCwDTgE+WMYDOA64slTZAJxahleW\nccr040v9lcBlmflkZj4AbAaOnouNkCRJkiRJUm/N9E6kdwFvAn5Yxg8AHs/MnWV8K7C0DC8FHgIo\n058o9Z8qbzOPJEmSJEmSGqz2wdoR8Wrgscy8JSLGJovbVM2aaZ3maV3fWmAtwMjICOPj43UhtjXy\nbDj7iJ31FafR7XpnYmJioqfL311Njs/Yutfk+JocGzQ/PkmSJEnqh5n0zvZK4DURcTKwD/BcqjuT\nFkXEnuVuo2XAtlJ/K3AwsDUi9gT2B7a3lE9qnecpmbkeWA8wOjqaY2NjXWwW/M1Hr+Idd3Tf+dyW\n07tb70yMj4/T7Xb1Q5PjM7buNTm+JscGzY9PkiRJkvqhtjlbZp6bmcsycznVg7Gvy8zTgeuB15Zq\nq4GryvDGMk6Zfl1mZilfVXpvOwRYAdw0Z1siSZIkSZKknplN72xTnQO8MSI2Uz3z6OJSfjFwQCl/\nI7AOIDPvAq4A7gY+C5yVmT/YjfVLkoZERBwcEddHxD0RcVdEvKGUL4mITRFxX/m7uJRHRLw7IjZH\nxO0RcVTLslaX+vdFxOrp1ilJkiRpbs2qvVdmjgPjZfh+2vSulpnfB06bZv7zgfNnG6QkaejtBM7O\nzC9HxH7ALRGxCTgDuDYzL4iIdVQXHs4BXkV1x+oK4Bjg/cAxEbEEOA8YpXqu3i0RsTEzd/R9iyRJ\nkqQFZnfuRJIkaUYy85HM/HIZ/g5wD1UPnSuBDaXaBuDUMrwSuDQrN1A9h+8g4ERgU2ZuL4mjTcBJ\nfdwUSZIkacHq/snTkiR1ISKWAy8HbgRGMvMRqBJNEXFgqbYUeKhltq2lbLryqevY7Z4+p+uVb3d6\n/qyzO70ADlsvgsbbO8MUKxivJEnDxCSSJKlvIuI5wN8Df5CZ346Iaau2KcsO5bsWzEFPn9P1ynfG\nuqtnvayZ2p2eQYetF0Hj7Z1hihWMV5KkYWJzNklSX0TEs6gSSB/NzE+W4kdLMzXK38dK+Vbg4JbZ\nlwHbOpRLkiRJ6jGTSJKknovqlqOLgXsy850tkzYCkz2srQauail/feml7VjgidLs7XPACRGxuPTk\ndkIpkyRJktRjNmeTJPXDK4HXAXdExG2l7M3ABcAVEbEGeJCne/e8BjgZ2Ax8DzgTIDO3R8TbgJtL\nvbdm5vb+bIIkSZK0sJlEkiT1XGZ+kfbPMwI4vk39BM6aZlmXAJfMXXSSJEmSZsLmbJIkSZIkSapl\nEkmSJEmSJEm1TCJJkiRJkiSplkkkSZIkSZIk1TKJJEmSJKnxIuLgiLg+Iu6JiLsi4g2lfElEbIqI\n+8rfxaU8IuLdEbE5Im6PiKNalrW61L8vIlYPapskadiYRJIkSZI0DHYCZ2fmS4FjgbMi4jBgHXBt\nZq4Ari3jAK8CVpTXWuD9UCWdgPOAY4CjgfMmE0+SpM72HHQAkiRJklQnMx8BHinD34mIe4ClwEpg\nrFTbAIwD55TySzMzgRsiYlFEHFTqbsrM7QARsQk4Cfh43zZmDixfd3Xb8i0XnNLnSCQtJCaRJElq\niHYnBJ4MSNIzRcRy4OXAjcBISTCRmY9ExIGl2lLgoZbZtpay6cqnrmMt1R1MjIyMMD4+3lWsExMT\nz5j37CN2drWsmegUZ7tYBsl4OjOezpoUT5Nigd7GYxJJkiRJ0tCIiOcAfw/8QWZ+OyKmrdqmLDuU\n71qQuR5YDzA6OppjY2NdxTs+Ps7Uec+Y5i6iubDl9LFpp7WLZZCMpzPj6axJ8TQpFuhtPD4TSZIk\nSdJQiIhnUSWQPpqZnyzFj5ZmapS/j5XyrcDBLbMvA7Z1KJck1TCJJEmSJKnxorrl6GLgnsx8Z8uk\njcBkD2urgatayl9femk7FniiNHv7HHBCRCwuD9Q+oZRJkmrYnE2SJEnSMHgl8Drgjoi4rZS9GbgA\nuCIi1gAPAqeVadcAJwObge8BZwJk5vaIeBtwc6n31smHbEuSOjOJJEmSJKnxMvOLtH+eEcDxbeon\ncNY0y7oEuGTuopOkhcHmbJIkSZIkSaplEkmSJEmSJEm1TCJJkiRJkiSplkkkSZIkSZIk1TKJJEmS\nJEmSpFomkSRJkiRJklTLJJIkSZIkSZJqmUSSJEmSJElSLZNIkiRJkiRJqmUSSZIkSZIkSbVMIkmS\nJEmSJKmWSSRJkiRJkiTVMokkSZIkSZKkWiaRJEmSJEmSVGvPQQcgSZIkSfPVHQ8/wRnrrh50GJI0\nJ7wTSZIkSZIkSbVMIkmSJEmSJKmWSSRJkiRJkiTVMokkSZIkSZKkWiaRJEmSJEmSVKs2iRQRB0fE\n9RFxT0TcFRFvKOVLImJTRNxX/i4u5RER746IzRFxe0Qc1bKs1aX+fRGxunebJUmSJEmSpLk0kzuR\ndgJnZ+ZLgWOBsyLiMGAdcG1mrgCuLeMArwJWlNda4P1QJZ2A84BjgKOB8yYTT5IkSZIkSWq22iRS\nZj6SmV8uw98B7gGWAiuBDaXaBuDUMrwSuDQrNwCLIuIg4ERgU2Zuz8wdwCbgpDndGkmSJEmSJPXE\nnrOpHBHLgZcDNwIjmfkIVImmiDiwVFsKPNQy29ZSNl351HWspbqDiZGREcbHx2cT4lNGng1nH7Gz\nq3mBrtc7ExMTEz1d/u5qcnzG1r0mx9fk2KD58Q2DiLgEeDXwWGb+ZClbAlwOLAe2AL+SmTsiIoC/\nBk4GvgecMXkxozSF/tOy2Ldn5gbmueXrrm5bvuWCU/ociSRJkha6GSeRIuI5wN8Df5CZ365+47ev\n2qYsO5TvWpC5HlgPMDo6mmNjYzMNcRd/89GreMcds8qR7WLL6d2tdybGx8fpdrv6ocnxGVv3mhxf\nk2OD5sc3JD4MvAe4tKVssln0BRGxroyfw67Noo+hahZ9TEuz6FGq48ctEbGx3N0qSZIkqcdm1Dtb\nRDyLKoH00cz8ZCl+tDRTo/x9rJRvBQ5umX0ZsK1DuSRpnsvMLwDbpxTbLFqSJEkaIrW36pRmBRcD\n92TmO1smbQRWAxeUv1e1lP9uRFxGdQX5idLc7XPAn7c8TPsE4Ny52QxJ0hDqSbNomJum0dM1Y9yd\nptJzaWpsw9bs0nh7Z5hiBeOVJGmYzKS91yuB1wF3RMRtpezNVMmjKyJiDfAgcFqZdg3Vcyw2Uz3L\n4kyAzNweEW8Dbi713pqZU69KS5K0W82iYW6aRk/XjPGMaZ5R1G9Tm10PW7NL4+2dYYoVjFeSpGFS\nm0TKzC/S/oc7wPFt6idw1jTLugS4ZDYBSpLmrUcj4qByF9JMm0WPTSkf70OckiQNjXYdMtgZg6S5\n0v2TpyVJ2j2NbxY9Xc9okqT+s6dPSRq8GT1YW5Kk3RERHwf+BXhJRGwtTaEvAH4pIu4DfqmMQ9Us\n+n6qZtF/C/wOVM2igclm0Tdjs2hJWmg+zDM7VJjs6XMFcG0Zh117+lxL1dMnLT19HgMcDZzXcnFC\nklTDO5EkST2Xmb82zSSbRUuSZiQzvxARy6cUr+Tpps4bqJo5n0NLT5/ADREx2dPnGKWnT4CImOzp\n8+M9Dl+S5gXvRJIkSZI0rHbp6ROYs54+JUnP5J1I05juORg+lE6SJElqvN3u6TMi1lI1hWNkZITx\n8fGuAhl5Npx9xM6u5p0rk7FPTEx0vR29YDydGU9nTYqnSbFAb+MxiSRJkiRpWPWsp8/MXA+sBxgd\nHc2xsbF21Wr9zUev4h13DPa0a8vpY0CVTOp2O3rBeDozns6aFE+TYoHexmNzNkmSJEnDarKnT3hm\nT5+vj8qxlJ4+gc8BJ0TE4vJA7RNKmSRpBrwTSZIkSVLjlZ4+x4DnRcRWql7WLgCuKL1+PgicVqpf\nA5xM1dPn94AzoerpMyIme/oEe/qUpFkxiSRJkiSp8ezpU5IGz+ZskiRJkiRJqmUSSZIkSZIkSbVM\nIkmSJEmSJKmWSSRJkiRJkiTVMokkSZIkSZKkWvbOJknSEFq+7updxs8+YidnrLuaLRecMqCIJEmS\nNN95J5IkSZIkSZJqmUSSJEmSJElSLZNIkiRJkiRJqmUSSZIkSZIkSbV8sLYkSZIkzWOTnTFMdsIw\nyc4YJM2WdyJJkiRJkiSplkkkSZIkSZIk1bI5myRJ88jylmYKk2yuIEmSpLngnUiSJEmSJEmqZRJJ\nkmCtwwQAAAsWSURBVCRJkiRJtWzONkvtmgmATQUkSZIkSdL8ZhJJkiRJkhYgL5BLmi2TSJIkzXOe\nJEiSJGku+EwkSZIkSZIk1TKJJEmSJEmSpFomkSRJkiRJklTLZyJJkrRA+awkSVI77Y4PHhskgXci\nSZIkSZIkaQZMIkmSJEmSJKmWzdnmiLd8SpIkSZKk+cwkkiRJ2oUXRiRJktSOSSRJklTLh3BL0sLm\ncUASmETqqel2tB8+ad8+RyJJkiRJc8/kkrSwmESSJElds+mbJEnSwtH3JFJEnAT8NbAH8MHMvKDf\nMUiShpvHkmab7qp0q7OP2MkZpZ5JJ0mD4LGkt2ZzLPA4IA2PviaRImIP4L3ALwFbgZsjYmNm3t3P\nOAbtjoefeOqHcx13qJK0K48l889MTjQmTXdc9I4oSbPhsaRZ3IdLw6PfdyIdDWzOzPsBIuIyYCXg\nznoas/lhPRfcWUsaAh5LFrDZHBfn8hjaeucUtD9e+lwQaah4LGm4fp8HwTP39b3m8UHDqN9JpKXA\nQy3jW4FjWitExFpgbRmdiIh7u1zX84BvdjlvT/1+g2OLC4EGx4ex7Y4mx9fk2GBu4/uxOVrOQtav\nY0nTP5e7aPKxpZ1hj7ccL2dkNnXnyFC9txhvNzyW7L4FeV7StH3vQo9nBseHRr0/GE8nTYoFZhZP\nV8eSfieRok1Z7jKSuR5Yv9srivhSZo7u7nJ6ocmxQbPjM7buNTm+JscGzY9vAerLsWTY/u/G21vD\nFO8wxQrGq4FZkOclTYoFjKeO8XTWpHiaFAv0Np4f6cVCO9gKHNwyvgzY1ucYJEnDzWOJJGl3eSyR\npC70O4l0M7AiIg6JiL2AVcDGPscgSRpuHkskSbvLY4kkdaGvzdkyc2dE/C7wOaquNC/JzLt6tLrd\nvvW0h5ocGzQ7PmPrXpPja3Js0Pz4FpQ+HkuG7f9uvL01TPEOU6xgvBqABXxe0qRYwHjqGE9nTYqn\nSbFAD+OJzKyvJUmSJEmSpAWt383ZJEmSJEmSNIRMIkmSJEmSJKnWvEsiRcRJEXFvRGyOiHV9XO+W\niLgjIm6LiC+VsiURsSki7it/F5fyiIh3lxhvj4ijWpazutS/LyJW70Y8l0TEYxFxZ0vZnMUTEa8o\n27u5zNuum9TZxPaWiHi4vH+3RcTJLdPOLeu5NyJObClv+78uD0i8scR8eXlY4mzeu4Mj4vqIuCci\n7oqINzTl/esQWyPev4jYJyJuioivlPj+rNMyI2LvMr65TF/ebdy7EduHI+KBlvfuyFLe1++FmqXb\nz1kP4ujpvnyOY+35vnOO4+35/qoHMe8REbdGxKeHINZG/S6aQbyLIuLKiPhq+Qz/TJPj1XDo57Fk\n0N+5aNC5xzSxDOy3cjTs3KJDPAN5j6JB5w8dYhno+UL08Pg/0/dmF5k5b15UD8X7GvAiYC/gK8Bh\nfVr3FuB5U8r+ElhXhtcBF5bhk4HPAAEcC9xYypcA95e/i8vw4i7j+XngKODOXsQD3AT8TJnnM8Cr\ndjO2twB/1KbuYeX/uDdwSPn/7tHpfw1cAawqwx8A/t9ZvncHAUeV4f2Afy1xDPz96xBbI96/sj3P\nKcPPAm4s70nbZQK/A3ygDK8CLu827t2I7cPAa9vU7+v3wldzXrvzOetBLD3dl89xrD3fd85xvD3d\nX/Xo8/BG4GPAp8t4k2PdQoN+F80g3g3Ab5bhvYBFTY7XV/Nf9PlYMujvHA0695gmlrcwoN/KNOzc\nokM8A3mPaND5Q4dYPswAzxfo0fF/Nu9N62u+3Yl0NLA5M+/PzP8ALgNWDjCelVQ/Sih/T20pvzQr\nNwCLIuIg4ERgU2Zuz8wdwCbgpG5WnJlfALb3Ip4y7bmZ+S9ZfSovbVlWt7FNZyVwWWY+mZkPAJup\n/s9t/9clk3sccGWb7ZxpfI9k5pfL8HeAe4ClNOD96xDbdPr6/pX3YKKMPqu8ssMyW9/TK4HjSwyz\nins3Y5tOX78XapTGHEt6uS/vQaw93Xf2IN5e76/mVEQsA04BPljGO+2vBxprB438LETEc6lOOi8G\nyMz/yMzHmxqvhkYTjiV9+ww36dyjaecaTTu3aNr5RJPOH5p4vtDj439X+6n5lkRaCjzUMr6Vzl+I\nuZTA5yPilohYW8pGMvMRqL6swIE1cfY6/rmKZ2kZnus4f7fcBnhJlNs5u4jtAODxzNw5F7GVWwBf\nTpWFbtT7NyU2aMj7V263vA14jGqH+bUOy3wqjjL9iRJDT74jU2PLzMn37vzy3l0UEXtPjW2GMfTq\ne6H+G+SxZCaadmx5hh7tO3sRZy/3V3PtXcCbgB+W8U7760HHCsPxu2jSi4BvAB8qzQU+GBH7Njhe\nDYd+fx6a+J1r1G9nGvBbuWnnFk05n2jS+UMDzxd6efzv6js/35JI7doTdsoczqVXZuZRwKuAsyLi\n5zvUnS7OQcU/23h6Eef7gRcDRwKPAO8YdGwR8Rzg74E/yMxvd6o6y1h2O8Y2sTXm/cvMH2TmkcAy\nquz2Szsss6/xTY0tIn4SOBf4CeCnqW45PWcQsalRhvV/2YjPZg/3nXOux/urORMRrwYey8xbWos7\nrHfg7y3D9btoT6qmL+/PzJcD36VqWjKdQcer4dDvz8MwfecG8Rtr4L+Vm3Zu0aTziSadPzTpfKEP\nx/+uPjvzLYm0FTi4ZXwZsK0fK87MbeXvY8CnqD78j5Zb1ih/H6uJs9fxz1U8W8vwnMWZmY+WL+wP\ngb/l6dvrZxvbN6luI9xzd2KLiGdR7VQ/mpmfLMWNeP/axda096/E9DgwTtU+eLplPhVHmb4/1e3H\nPf2OtMR2UrmlNzPzSeBDdP/ezfn3QgMzsGPJDDXt2PKUHu87e6ZH+6u59ErgNRGxhepW8+Oorkw2\nMVZgaH4XTdoKbG252nwlVVKpqfFqOPT189DQ71wjfjvD4H8rN+3coqnnE006f2jI+UKvj//dfedz\njh7m1oQX1ZWk+6keFjX5YKjD+7DefYH9Wob/mar98P9k14el/WUZPoVdH8B1Uz79AK4HqB6+tbgM\nL9mNuJaz6wPl5iwe4OZSd/KBYCfvZmwHtQz/IVWbTYDD2fUhYPdTPQBs2v818Al2fdDY78wytqBq\nn/quKeUDf/86xNaI9w94PrCoDD8b+Cfg1dMtEziLXR/+dkW3ce9GbAe1vLfvAi4Y1PfCVzNeu/M5\n61E8y+nRvnyO4+z5vnOO4+3p/qqHn4cxnn6wZiNjpaG/i2pi/ifgJWX4LSXWxsbrq/kv+ngsacp3\njgade7SJZWC/lWnYuUWHeAbyHtGg84cOsQz8fIEeHP9n897sEksvdmSDfFE9If1fqdpR/kmf1vmi\n8oZ/Bbhrcr1U7Q+vBe4rfyc/OAG8t8R4BzDasqzfoHrQ1WbgzN2I6eNUtyH+J1WGcc1cxgOMAneW\ned4DxG7G9pGy7tuBjey6E/uTsp57aXl6/XT/6/L/uKnE/Alg71m+dz9HdRvf7cBt5XVyE96/DrE1\n4v0Dfgq4tcRxJ/A/Oi0T2KeMby7TX9Rt3LsR23XlvbsT+Due7pGhr98LX816dfs560EcPd2Xz3Gs\nPd93znG8Pd9f9SjuM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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:110: FutureWarning: 'pandas.tools.plotting.scatter_matrix' is deprecated, import 'pandas.plotting.scatter_matrix' instead.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0 0 4 ..., 1 0 3]\n", + "['<1H OCEAN' 'INLAND' 'ISLAND' 'NEAR BAY' 'NEAR OCEAN']\n", + "[[1 0 0 0 0]\n", + " [1 0 0 0 0]\n", + " [0 0 0 0 1]\n", + " ..., \n", + " [0 1 0 0 0]\n", + " [1 0 0 0 0]\n", + " [0 0 0 1 0]]\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'self' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 181\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mc_\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrooms_per_household\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpopulation_per_household\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 182\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 183\u001b[0;31m \u001b[0mattr_adder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mCombinedAttributesAdder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madd_bedrooms_per_room\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 184\u001b[0m \u001b[0mhousing_extra_attribs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mattr_adder\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mhousing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'self' is not defined" + ] + } + ], + "source": [ + "import os\n", + "import tarfile\n", + "from six.moves import urllib\n", + "import csv\n", + "\n", + "DOWNLOAD_ROOT=\"https://raw.githubusercontent.com/ageron/handson-ml/master/\"\n", + "HOUSING_PATH=\"datasets/housing\"\n", + "HOUSING_URL=DOWNLOAD_ROOT+HOUSING_PATH+\"/housing.csv\"\n", + "\n", + "def fetch_housing_data(housing_url=HOUSING_URL,housing_path=HOUSING_PATH):\n", + " if not os.path.isdir(housing_path):\n", + " os.makedirs(housing_path)\n", + " tgz_path=os.path.join(housing_path, \"housing.tgz\")\n", + " urllib.request.urlretrieve(housing_url, tgz_path)\n", + " housing_tgz = tarfile.open(tgz_path)\n", + " housing_tgz.extractall(path=housing_path)\n", + " housing_tgz.close\n", + " \n", + "import pandas as pd\n", + "def load_housing_data(housing_path=HOUSING_PATH):\n", + " csv_path=os.path.join(\"https://raw.githubusercontent.com/ageron/handson-ml/master/datasets/housing\", \"housing.csv\")\n", + " return pd.read_csv(csv_path)\n", + "\n", + "housing=load_housing_data()\n", + "#print (housing.head())\n", + "\n", + "#print (housing.info())\n", + "\n", + "#housing[\"ocean_proximity\"].value_counts()\n", + "\n", + "#print (housing.describe())\n", + "\n", + "import matplotlib.pyplot as plt\n", + "housing.hist(bins=50, figsize=(20,15))\n", + "plt.show()\n", + "\n", + "import hashlib\n", + "import numpy as np\n", + "\"\"\"def split_train_test(data, test_ratio):\n", + " shuffled_indices=np.random.permutation(len(data))\n", + " test_set_size=int(len(data))*test_ratio\n", + " test_indices=shuffled_indices[:test_set_size]\n", + " train_indices=shuffled_indices[test_set_size:]\n", + " return data.iloc[train_indices], data.iloc[test_indices]\n", + "\n", + "train_set, test_set=split_train_test(housing, 0.2)\n", + "print(len(train_set), \"train +\", len(test_set), \"test\")\"\"\"\n", + "\n", + "def test_set_check(identifier, test_ratio, hash):\n", + " return hash(np.int64(identifier)).digest()[-1]<256*test_ratio\n", + "\n", + "def split_train_test_by_id(data, test_ratio, id_column, hash=hashlib.md5):\n", + " ids=data[id_column]\n", + " in_test_set=ids.apply(lambda id_:test_set_check(id_, test_ratio, hash))\n", + " return data.loc[~in_test_set], data.loc[in_test_set]\n", + "\n", + "housing_with_id=housing.reset_index() #adds an index column\n", + "train_set,test_set=split_train_test_by_id(housing_with_id, 0.2, \"index\")\n", + "\n", + "housing_with_id[\"id\"]=housing[\"longitude\"]*1000+housing[\"latitude\"]\n", + "train_set,test_set=split_train_test_by_id(housing_with_id, 0.2, \"id\")\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "train_set, test_set=train_test_split(housing, test_size=0.2, random_state=42)\n", + "\n", + "\"\"\"stratified sampling: sampling to represent a population at large for how\n", + "it is, as opposed to random sampling\"\"\"\n", + "\n", + "housing[\"income_cat\"]=np.ceil(housing[\"median_income\"]/1.5)\n", + "housing[\"income_cat\"].where(housing[\"income_cat\"]<5, 5.0, inplace=True)\n", + "\n", + "#use Stratified Split to do this\n", + "from sklearn.model_selection import StratifiedShuffleSplit\n", + "\n", + "split=StratifiedShuffleSplit(n_splits=1, test_size=0.2, random_state=42)\n", + "for train_index, test_index in split.split(housing, housing[\"income_cat\"]):\n", + " strat_train_set=housing.loc[train_index]\n", + " strat_test_set=housing.loc[test_index]\n", + " \n", + "housing[\"income_cat\"].value_counts()/len(housing)\n", + "\n", + "for set in (strat_train_set, strat_test_set):\n", + " set.drop([\"income_cat\"], axis=1, inplace=True)\n", + " \n", + "#make a copy of the train set to not harm the original\n", + "housing=strat_train_set.copy()\n", + "\n", + "import matplotlib.pyplot as plt\n", + "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\")\n", + "####plt.show()\n", + "\n", + "#set alpha option to make high-density areas clearer\n", + "\n", + "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.1)\n", + "#######plt.show()\n", + "\n", + "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", alpha=0.4, \n", + " s=housing[\"population\"]/100, label=\"population\",\n", + " c=\"median_house_value\", cmap=plt.get_cmap(\"jet\"), colorbar=True)\n", + "plt.legend()\n", + "###########plt.show()\n", + "\n", + "corr_matrix=housing.corr()\n", + "\n", + "corr_matrix[\"median_house_value\"].sort_values(ascending=False)\n", + "\n", + "from pandas.tools.plotting import scatter_matrix\n", + "attributes=[\"median_house_value\", \"median_income\", \"total_rooms\",\n", + " \"housing_median_age\"]\n", + "scatter_matrix(housing[attributes], figsize=(12,8))\n", + "\n", + "#zoom in on median housing value\n", + "housing.plot(kind=\"scatter\", x=\"median_income\", y=\"median_house_value\",\n", + " alpha=0.1)\n", + "\n", + "#comparing other attributes of each house\n", + "housing[\"rooms_per_household\"]=housing[\"total_rooms\"]/housing[\"households\"]\n", + "housing[\"bedrooms_per_room\"]=housing[\"total_bedrooms\"]/housing[\"total_rooms\"]\n", + "housing[\"population_per_household\"]=housing[\"population\"]/housing[\"households\"]\n", + "\n", + "corr_matrix=housing.corr()\n", + "corr_matrix[\"median_house_value\"].sort_values(ascending=False)\n", + "\n", + "#Using Machine Learning algorithms; revert to clean train set\n", + "housing=strat_train_set.drop(\"median_house_value\", axis=1)\n", + "housing_labels=strat_train_set[\"median_house_value\"].copy()\n", + "\n", + "#Get rid of corresponding districts\n", + "housing.dropna(subset=[\"total_bedrooms\"])\n", + "from sklearn.preprocessing import Imputer\n", + "imputer=Imputer(strategy=\"median\")\n", + "\n", + "#get rid of text attribute, since median can only be computed on numbers\n", + "housing_num=housing.drop(\"ocean_proximity\", axis=1)\n", + "#fit imputer instance to training data\n", + "imputer.fit(housing_num)\n", + "\n", + "imputer.statistics_\n", + "housing_num.median().values\n", + "X=imputer.transform(housing_num)\n", + "#the result is in numpy, convert to pd DataFrame:\n", + "housing_tr=pd.DataFrame(X, columns=housing_num.columns)\n", + "\n", + "#converting text labels to numbers\n", + "from sklearn.preprocessing import LabelEncoder\n", + "encoder=LabelEncoder()\n", + "housing_cat=housing[\"ocean_proximity\"]\n", + "housing_cat_encoded=encoder.fit_transform(housing_cat)\n", + "print (housing_cat_encoded)\n", + "\n", + "print (encoder.classes_)\n", + "\n", + "#making the text scales a binary option\n", + "from sklearn.preprocessing import OneHotEncoder\n", + "encoder=OneHotEncoder()\n", + "housing_cat_1hot=encoder.fit_transform(housing_cat_encoded.reshape(-1,1))\n", + "#storing 1's as a sparse matrix, ignoring 0's\n", + "housing_cat_1hot.toarray()\n", + "from sklearn.preprocessing import LabelBinarizer\n", + "encoder=LabelBinarizer()\n", + "housing_cat_1hot=encoder.fit_transform(housing_cat)\n", + "print(housing_cat_1hot)\n", + "\n", + "#creating custom transformers\n", + "from sklearn.base import BaseEstimator, TransformerMixin\n", + "rooms_ix, bedrooms_ix, population_ix, household_ix=3,4,5,6\n", + "\n", + "class CombinedAttributesAdder(BaseEstimator, TransformerMixin):\n", + " def _init_(self,add_bedrooms_per_room=True):\n", + " self.add_bedrooms_per_room=add_bedrooms_per_room\n", + " def fit(self, X, y=None):\n", + " return self\n", + " def transform(self, X, y=None):\n", + " rooms_per_household=X[:, rooms_ix]/X[:, household_ix]\n", + " population_per_household=X[:, population_ix]/x[:, household_ix]\n", + " if self.add_bedrooms_per_room:\n", + " bedrooms_per_room=X[:, bedrooms_ix]/ X[:, household_ix]\n", + " return np.c_[X, rooms_per_household, population_per_household,\n", + " bedrooms_per_room]\n", + " else:\n", + " return np.c_[X, rooms_per_household, population_per_household]\n", + " \n", + "attr_adder=CombinedAttributesAdder(add_bedrooms_per_room=False)\n", + "housing_extra_attribs=attr_adder.transform(housing.values)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "\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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Blobs.ipynb b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Blobs.ipynb new file mode 100644 index 000000000..06d90e22e --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Blobs.ipynb @@ -0,0 +1,259 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3, 2)\n", + "(3,)\n" + ] + }, + { + "data": { + "image/png": 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ZtbnV23rsLizLRo01tMKjzgxSSv7JaeeezVuwgLjNhicW42+l5Dunz3G1trAG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\nejTTw1u3rMdA97JpsftIVczRBC44ilZ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------Uncertainty Estimates-------\n", + "(25, 2)\n", + "(25,)\n", + "[ True False False False True True False True True True False True\n", + " True False True False False False True True True True True False\n", + " False]\n", + "['red' 'blue' 'blue' 'blue' 'red' 'red' 'blue' 'red' 'red' 'red' 'blue'\n", + " 'red' 'red' 'blue' 'red' 'blue' 'blue' 'blue' 'red' 'red' 'red' 'red'\n", + " 'red' 'blue' 'blue']\n" + ] + }, + { + "data": { + "image/png": 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7W/sEEpHDxo0F+OijwwB4rrVWq8KSJUfxm99ciauvjpxhFaEkNVWPzz+fgRMn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\neFGDUM7FTjxqLcoY+AI9bWRmAu+84/r7ffuA5593zY7abCK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OJwWdwVJVBTz/vFiVWVoK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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------Predicting Probabilities---------\n" + ] + }, + { + "data": { + "image/png": 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Uq/nrdruKt966iCNHGmAwCGCMJ3Tffffg9vMajSJmzAjejHfCNwkJBjz88DA8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\nu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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mglearn\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.datasets import make_blobs\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.svm import LinearSVC\n", + "X,y= make_blobs(random_state=42)\n", + "\n", + "linear_svm=LinearSVC().fit(X,y)\n", + "print(linear_svm.coef_.shape)\n", + "print(linear_svm.intercept_.shape)\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, s=60, cmap=mglearn.cm3)\n", + "line = np.linspace(-15, 15)\n", + "for coef, intercept in zip(linear_svm.coef_, linear_svm.intercept_):\n", + " plt.plot(line, -(line * coef[0] + intercept) / coef[1])\n", + " plt.ylim(-10, 15)\n", + " plt.xlim(-10, 8)\n", + " \n", + "mglearn.plots.plot_2d_classification(linear_svm, X, fill=True, alpha=.7)\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, s=60)\n", + "line = np.linspace(-15, 15)\n", + "for coef, intercept in zip(linear_svm.coef_, linear_svm.intercept_):\n", + " plt.plot(line, -(line * coef[0] + intercept) / coef[1])\n", + "plt.show()\n", + "\n", + "\n", + "print (\"----------Uncertainty Estimates-------\")\n", + "# create and split a synthetic dataset\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.datasets import make_blobs, make_circles\n", + "# X, y = make_blobs(centers=2, random_state=59)\n", + "X, y = make_circles(noise=0.25, factor=0.5, random_state=1)\n", + "# we rename the classes \"blue\" and \"red\" for illustration purposes:\n", + "y_named = np.array([\"blue\", \"red\"])[y]\n", + "# we can call train test split with arbitrary many arrays\n", + "# all will be split in a consistent manner\n", + "X_train, X_test, y_train_named, y_test_named, y_train, y_test = \\\n", + " train_test_split(X, y_named, y, random_state=0)\n", + "# build the gradient boosting model model\n", + "gbrt = GradientBoostingClassifier(random_state=0)\n", + "gbrt.fit(X_train, y_train_named)\n", + "\n", + "print(X_test.shape)\n", + "print(gbrt.decision_function(X_test).shape)\n", + "# show the first few entries of decision_function\n", + "gbrt.decision_function(X_test)[:6]\n", + "print(gbrt.decision_function(X_test) > 0)\n", + "print(gbrt.predict(X_test))\n", + "# make the boolean True/False into 0 and 1\n", + "greater_zero = (gbrt.decision_function(X_test) > 0).astype(int)\n", + "# use 0 and 1 as indices into classes_\n", + "pred = gbrt.classes_[greater_zero]\n", + "#pred is the same as the output of gbrt.predict\n", + "np.all(pred == gbrt.predict(X_test))\n", + "decision_function = gbrt.decision_function(X_test)\n", + "np.min(decision_function), np.max(decision_function)\n", + "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n", + "mglearn.tools.plot_2d_separator(gbrt, X, ax=axes[0], alpha=.4, fill=True, cm=mglearn.cm2)\n", + "scores_image = mglearn.tools.plot_2d_scores(gbrt, X, ax=axes[1], alpha=.4, cm='bwr')\n", + "for ax in axes:\n", + " # plot training and test points\n", + " ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=mglearn.cm2, s=60, marker='^')\n", + " ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=mglearn.cm2, s=60)\n", + "plt.colorbar(scores_image, ax=axes.tolist())\n", + "plt.show()\n", + "\n", + "print (\"-------Predicting Probabilities---------\")\n", + "gbrt.predict_proba(X_test).shape\n", + "np.set_printoptions(suppress=True, precision=3)\n", + "# show the first few entries of predict_proba\n", + "gbrt.predict_proba(X_test[:6])\n", + "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n", + "mglearn.tools.plot_2d_separator(gbrt, X, ax=axes[0], alpha=.4,\n", + " fill=True, cm=mglearn.cm2)\n", + "scores_image = mglearn.tools.plot_2d_scores(gbrt, X, ax=axes[1], alpha=.4,\n", + " cm='bwr', function='predict_proba')\n", + "for ax in axes:\n", + " # plot training and test points\n", + " ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=mglearn.cm2, s=60, marker='^')\n", + " ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=mglearn.cm2, s=60)\n", + "plt.colorbar(scores_image, ax=axes.tolist())\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---------Scaling training and test data same------\n" + ] + }, + { + "data": { + "image/png": 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pwSAiIiIiIhWpwSAiIiIiIhWpwSAiIiIiIhWpwSAiIiIiIhXF1mAws3Yzu9vM\nHjOzDWb26TLHnGpmL5vZQ+H2+bjiEZHGM7PZZvaEmW00s8vK7D80LCceNLNfm9mZScQpIvWn/BfJ\njjjvw7AbuNjdHzCzNmCdmd3p7o+WHPef7n5WjHGISALMbAxwDXA60AP8ysxuLSkDPgfc6O7/bmZH\nArcB0xserIjUlfJfJFtiG2Fw9+fd/YHw++3AY8Ahcb2fiKTOicBGd3/a3f8AXA+cU3KMA/uH3x8A\nbG5gfCISH+W/SIY05BoGM5sOHA/8d5nd7zSzh83sdjM7qso5LjSzbjPr7u3tjSlSyZOBAVi5Ejo7\nYerU4OvKlcHzUheHAJuKHvcwtNPgi8BHzKyHoHfxb8qdSPkv0nSU/yIZEnuDwcz+BLgZ+F/u/krJ\n7geAN7v7ccC/AT+sdB53X+7une7eOXny5PgCllwYGIBzz4WFC2HdOtiyJfi6cCHMndsEjYa+Ppg1\nK/iaXlbmOS95PB/4rrtPA84ErjOzIeWS8l+k6Sj/RTIk1gaDme1D0FhY6e63lO5391fc/dXw+9uA\nfcxsUpwxiQCsWgVr18KOHYOf37ED7rwTrr8+mbgi6+qCu+6CJUuSjqSaHqC96PE0hk45uAC4EcDd\nfwmMB1QGSKyacnSxOToJiin/JZWaMv9TIM5Vkgz4NvCYu5et1ZjZG8PjMLMTw3hejCsmkYKlS4c2\nFgp27Eh5PbyvD5YtA/cg0PRWIH4FHG5mM8xsX2AecGvJMb8D3gtgZm8jqDBozoHEpmlHF5ujk6CY\n8l9Sp2nzPwXiHGF4F/BR4D1Fy6aeaWYXmdlF4THnAY+Y2cPA1cA8dy8dshSpu02bqu/v6WlMHDXp\n6tpbqg0MpLYC4e67gU8BPyVY9OBGd99gZleZ2dnhYRcDfx2WAauA81UGSJyacnSxeToJ9lD+Sxo1\nZf6nhDVjbnZ2dnp3d3fSYUgT6+wMehUq6eiAVP6L9fXBtGmDS7vW1qCFM3EiELQhVq0KRlE2bYL2\ndli0CObPh5YKXQRmts7dOxvwE4ya8l9Goylz/3OfCxoKu3bBfvvBJZfAVVfV7fTKf8mLpsz/mEXN\nf93pWTJpuDmKixYF9exyWlth8eL6v+doDQzA+vO7eG3n4BN60SiDhltFqmu60cXC6MKuXcHjXbuG\njDJoTrZINE2X/xE0Kv/VYJDMiVJpnj8/uH6wtNHQ2gqnnw7z5tX/PUf7M330g30c9qNljPddg/bZ\nrl14WIHQcKvk3XAfnu3t1V8/bVp932/UiqcgFr+pOglEBomSi/XO/6Q1NP/dvem2jo4OF6lkxQr3\n1lb3YMLv4K211X3lyuC4/v4PTgUTAAAgAElEQVTg+44O96lTg68rVwbPx/Weo/mZvrLPFb6LcWXf\nZPfYce5XXukdHeVjKGyVUgfo9hTkdpRN+S+V9Pe7n3PO0FxsbXWfMyfYX89cjfJ+o/p5XtzmfxhX\nJdht2+ry8yj/pdlFzcV6f1YXypSODvcpU4KvK1aMPvejnruR+Z948teyqcCQamqtNKf5PTs63G9h\njm9hUtntpbGT3OfM8SlTqscxdWr586vCIFkQ5cOznpX8ODsK+vvdbziicifBwLjRdRIUU/5LsxtJ\nR2G98j/ODoOo525k/mtKkmROEnMU437PTZvgXNYwhd6y29sO6oU1azI33CoyElGWS25pgVtugeXL\ngwscp04Nvi5fDjffXHlhgFrfr1arVsH4pzawnTZ6mTRo28okXt+3Ddavz+ScbJGRipqL9cz/OKcA\nRz13I/N/bP1OJZIO7e3BPL5K4qg0x/2eUc+/aFEwd7FcwVnrxdwizSLqh2dLCyxYEGyNeL9aLF0K\n6/rXVNzfcQR0r4H2zsaXdyJpM5JcrFf+R2mk1PoeUc/dyPqORhgkc6qtgATw0kv1X0Gg2ntOmADv\neMfoLoqMuqpTvS/mFmkmjR5hi/P9olaA4ljxTaTZJDG6HmeHQRrzXw0GyZxKleaCZ56p/woCld5z\nwgTYf3/43vdGt4JB1IZAPYdbRZpNoyvPcb5f1AqQOglEkmk4x9lISWP+q/ogmVNcaZ4+HcyGHlPv\nZUYrVdTPPx+2bx/9HMeRNAQKw63d3fDCC8HXBQvUWJDsq/Th2dICu3cHw/j1HF2s9mE9axb099c+\nshi1AqROApHKuThuHOyzT5BP9V7yuFqOjhsXzGaIe1ZBQ/M/ypXRadu0SoJElcSKSWl6/6jQKimS\nEYXlkk84wX3cOPeWlvqvYFLu/YqXZ77uutGvnhL3kq3FlP+SBcW5OGWK+wEHBGVAXPlTKUfHjAm2\n0bxvGvNffQ+SaUmvILJpExxAH3cyiwPoG7JfK5iI1FdhhG3xYhg7dmivXhyji6UjemajXz1FIwci\nI1Oci0uWBKOKr78++Jh65n+5HJ0+PSh3+vtH975pzH8VOZJpSS8z2t4OF9PFe7iLxQxdY1ErmIjE\nI84lT6O899gd5TsKRvLeml4oUkVfXzAPqW9oZ1yj8r80Rw86aGgjpdb3TVv+q9iRTEt6BZHPXNjH\nYpbRgrOYJYMqD1rBRCQ+SY4ubtpUvaNAI4siddDVBXfdVbYWnlT+Jz2rIU5qMEimJb2CyHm/7WJs\nSzAnooWBPZUHrWAiEq8kRxffdnAfiyp0FMT93iK50NcHy5YFU/uXLBkyypBU/ic9qyFOajBIpiU6\nD7Cvj5Z/Xca4gV0ATGAXF9sS3n1cn+Yhi8QsydHFf5veRQtDOwoa8d4iudDVtfcCpYGBIaMMSeV/\n0rMa4qTqimReYvMAiwu0UOv4Ae45e4nmIYvELLHRxb4+jl67jAns7SgojDJoZFGkDgqjC7uCHGPX\nriGjDEnlf9KzGuKkKotIHEoLtIIyBZuI1F9io4tdXVhJR8EYBvjqG5doZFGkHsp0xpWOMiSV/2lc\n3aheLFiCtbl0dnZ6d3d30mGIVPa5zwWFWrnlEsaNg898Bq66qvFxVWBm69y9M+k4olD+S2r19QWT\nlMstz9LaGlzxOHFi4+MahvJfmkaT5liaRc3/Jm7rpM/AQHA3v1rv7CkZsmEDtLXBpElDt7Y2WL8+\n6QhFpN66uoLF38sp3GpaRGqnHEvM2LjfwMxmA/8KjAG+5e5fKdk/Dvg+0AG8CPyFuz8bd1z1NjAA\n5547+GY9W7bAwoWwenXzD0XJCK1Zk3QEkpCBAVi1KlgHfNOmYNWMRYuCua0qAzKu0FHQ1lZ+vzoK\nckFlQIyUY4mJtcFgZmOAa4DTgR7gV2Z2q7s/WnTYBcA2d3+rmc0D/gn4izjjisOqVcPf2XPBgmRi\nE5HGUMdBzqmjIPdUBsRMOZaYuP9tTwQ2uvvT7v4H4HrgnJJjzgG+F36/GnivmVnMcdXdcHcV/NjH\nNEVJJOuidByISHapDJCsirvBcAhQfN+7nvC5sse4+27gZeCg0hOZ2YVm1m1m3b29vTGFW7vh7u63\nezesWxf0Msydq0aDSBap40Ak31QGSFbF3WAoN1JQuixTlGNw9+Xu3ununZMnT65LcPU03N39CtTL\n0Px0cbtUoo4DkXxTGSBZFXeDoQcorkpPAzZXOsbMxgIHAC/FHFfdVbu7X6kdO3Qhf7MqzE9duDAo\n9LdsUeEve6njINvUWSDDURmQTcr9+BsMvwION7MZZrYvMA+4teSYW4GPhd+fB9zlTXhziEp396uk\npyfeeCQemp8q1ajjILvUWSBRqAzIHuV+INYGQ3hNwqeAnwKPATe6+wYzu8rMzg4P+zZwkJltBBYD\nl8UZU1xK7+43dpj1p6ZNa0xcUl/DzU9V4Z9v6jjILnUWSBQqA7JHuR+IfXEvd7/N3Y9w97e4+5fD\n5z7v7reG37/m7h9y97e6+4nu/vRo3i/JYaOWlmDp1O5u+O53KxcYra2weHH88Uj9DTc/VYV/eiRR\nFqjjILvUWSBRqAzIHuV+IFOrAadp2KhSL0NrK5x+Osyb17hYpH6Gm5+qwj8dkiwL1HGQTeosaC7q\nPJR6Ue4HMtVgqOew0WgLm9JehqlTg6/Ll+vGLc2s2vxUFf6DmdlsM3vCzDaaWdmphmb2YTN71Mw2\nmNkP6vXeaSkL1HGQHeosGJkk81+dh1JPyv2Quzfd1tHR4eV0dLhD5a3Cy4bo73c/5xz31tbBr29t\ndZ8zJ9gv+ZTV/w2g2+uYo8AY4CngMGBf4GHgyJJjDgceBA4MH0+Jcu5K+V8sTWVBf7/7ypXBe06d\nGnxdubJ5/1fyasWKof8Hxf8PK1cmHWHtspb/9fxb9fcH5+vocJ8yJfi6YsXI8ldlQHPLcu67R8//\nhlXy67lVKjCmTKleSZg6NdovL+v/HDI6WSz8Y6gwvBP4adHjy4HLS475Z+DjIz13lAqDygKpt6x2\nFrhnL//T1GEgzS/r/wdR8z9TE2PqNWykC1ykmuL5qS+8EHxdsEDTzEpEucv7EcARZvYLM7vPzGZX\nOtlI7/SuskDqTdNMRyTR/K/XnHOtjiOg3C/I1I9Zr/nlusBFZNSi3MF9LMG0hFOB+cC3zGxiuZP5\nCO/0rrJA4qDOgsgSzX91GEi9Kfcz1mCo18VFusBFRkp3gRwi6l3ef+Tuf3T3Z4AnCCoQo6ayQBpB\neV9RovmvDgOJWx5zP1MNhnoNG2klHImsrw+fNYuPfrAvFStypEiUu7z/EDgNwMwmEUxRGNV9WApU\nFkjc0rQSTwolmv/qMJA45TX3M9VggPoMG420sMljS1NCXV3ws7s4+s4lmudaxKPd5f2nwItm9ihw\nN3Cpu79YrxgaXRaoHMiX1d/q49P/ZxZjd/QNej7PeV+QdP4n0WGg/M+P3F7bEuXK6LRtUVZJqCTq\nEmlRV8KpdvV8R4f7CSfUvhSbpNy2bXv+8Ntp9QPYNqoVOZJEnVdJiXMbTf4Xq2dZkPVVNGSob77x\nCu/H/O+5smnzvkD5Xz7/o+a18j9f6rUKV1pEzf/Ek7+WrdYCI46krrbsYrllGKu9Tz3We5YGuuIK\n9/32cwffwX4VKw5Rl/BMUt4qDPUuC6qVA+PGuc+YET2nVQ40gW3b/FWqdxY0Q94XKP8r53+UDgPl\nf77Ua9nutFCDoYw41lQfrqUZ9X3UQ9FkikYXClulikMz9DbkrcJQ77JgJOVAtZxWOdAkrrjCd1n1\nzoJmyPsC5b/yX6LL6whD5q5hqCaOJdKGW0Uh6vvkdk5cs+rqGjI5tYUBFjP4j6sLY9Op3mXBSMqB\najmtcqAJ9PXBsmWM910ATGAXi1nCAey9lkF5n27KfxmNvC6GkasGQxxLpA23ikLU99F6z00krDCw\na9egp0srDiNdkUMap95lwUjLgUo5rXKgCQzTWaC8Tz/lv4xGvVbhaja5ajDUukRatdUPqrU0R/I+\nWu+5iXR1we7dZXftY7u5snVJLu8C2UzqXRZ8+tMjLwfK5bTKgZSr0llwsS3h3cf1Ke+bgPJfRiOv\nd34em3QAjbRoUbBObrkWfKVhpMJ6u8XDhFu2BOdZvRpuuinYyg0jllPpfdrbg/NWovWeU2TDBmhr\nC7YS44CLT17PxWsaH5ZEV++yYNasYItaDkD5nFY5kHJVOgta993NPWcvgQVXNTgoGSnlv4xWYdnu\nBQuSjqRxMtoOKq+WYaTh5hTeeGP5lmZHB0yYEP198jonrimtWQO9vZW3NWotpF29y4K1a+G88waX\nAzNmwLhx5d+/Uk6rHEi5QmfBpElDt7Y2WL8+6QglAuW/SA2iXBmdtm2092GIcn+Fglqvhh/p+2h1\nBEkSOVslxT3+sqCWnFY5IElQ/iv/Jb+i5r8FxzaXzs5O7+7ubsh7TZ1afYhw6tTgLrL1MDAQrIKw\nZEkwV3HatKBHYd687M6Jk3Qws3Xu3pl0HFE0Mv+L1VIW1JLTKgek0ZT/w1P+S1ZFzf9cXcNQi0bO\nKczjnDiRZlFLWVBLTqscEEkf5b/kXSztVTP7qpk9bma/NrM1ZjaxwnHPmtl6M3vIzBrfZRCB5hSK\nCKgsEMkz5b/kXVwDXHcCR7v7scBvgMurHHuau89M63BoXtfbFZHBVBaI5JfyX/IulgaDu9/h7oW1\n5+4DmnYxsLyutysig6ksEMkv5b/kXSOuYfgr4IYK+xy4w8wc+Ia7L690EjO7ELgQ4NBDD617kNVo\nTqGIgMoCkTxT/kue1dxgMLO1wBvL7LrC3X8UHnMFsBtYWeE073L3zWY2BbjTzB5395+XOzBsTCyH\nYJWEWuMWEREREZHoam4wuPusavvN7GPAWcB7vcLare6+Ofy6xczWACcCZRsMIiIiIiLSeHGtkjQb\n+CxwtrvvrHBMq5m1Fb4HzgAeiSMeERERERGpTVyX6XwNaCOYZvSQmV0LYGZvMrPbwmOmAv9lZg8D\n9wM/dvefxBSPiIjEaGAAVq6Ezs7ggtDOzuDxwEDSkYlI3JT/2RfLRc/u/tYKz28Gzgy/fxo4Lo73\nl2QMDMCqVbB0KWzaFNzoZtGiYDk6rSAhkl0DA3DuubB2LezYETy3ZQssXAirV2sVGZEsU/7ng/6E\nUheFAmPhQli3Ligs1q0LHs+dq14GkSxbtWpwZaFgxw648064/vpk4hKR+Cn/80ENBqkLFRgi+bV0\n6dDcL9ixA5YsaWw8ItI4yv98UINB6kIFhkh+bdpUfX9PT2PiEJHGU/7ngxoMUhcqMETyq729+v5p\n0xoTh4g0nvI/H9RgkLpQgSGSX4sWQWtr+X2trbB4cWPjEZHGUf7ngxoMUhcqMETya/58mDVraBnQ\n2gqnnw7z5iUTl4jET/mfD2owSF2owBDJr5YWuOUWWL4cTjgB9t8fJkyAMWOC6YqrVmmlNJGsUv7n\ngxoMUhcqMETyraUl6Bhob4f+fti5E155Rcsri+SB8j/71GCQulGBIZJvWl5ZJL+U/9mmBoPUlQoM\nkfzS8soi+aX8zzY1GKSuVGBIMTObbWZPmNlGM7usynHnmZmbWWcj45P60vLKUkz5ny/K/2zLVYNh\nYABWroTOTpg6Nfi6cqWmydSTCgwpMLMxwDXA+4EjgflmdmSZ49qAvwX+u1GxqSyIh5ZXlgLlf/4o\n/7MtNw2GgQE499xgLv26dbBli+bWx0EFhhQ5Edjo7k+7+x+A64Fzyhz3JeCfgdcaEZTKgvhoeWUp\novzPGeV/tuWmwaC59YPF1cOiAkOKHAIUjzn1hM/tYWbHA+3u/h/VTmRmF5pZt5l19/b2jioolQXx\n5b+WV5Yiyv+UUv5LTdy96baOjg4fqY4Od6i81XDKptXf737OOe6trYN/B62t7nPmBPvTeG6JD9Dt\ndc5T4EPAt4oefxT4t6LHLcA9wPTw8T1A53DnrSX/i+W9LIg7R/v73VeuDH6PU6cGX1euVO6nmfJf\n+a/8z6+o+Z+bEQbNrd8rzh6W4vsxdHQEvRcdHcHjm28O9ktu9ADFk9SmAZuLHrcBRwP3mNmzwEnA\nrXFf+Jj3siDuHtaWFliwALq74YUXgq8LFij3c0j5n0LKf6lVbv6Emlu/V9wrGanAkNCvgMPNbIaZ\n7QvMA24t7HT3l919krtPd/fpwH3A2e7eHWdQeS8LtJKZNIjyP4WU/1Kr3FThNLd+r7z3sEhjuPtu\n4FPAT4HHgBvdfYOZXWVmZycVV97LAuX/8LSKzugp/9NJ+V+dcr+y3DQYdDHOXnnvYYlKBcfouftt\n7n6Eu7/F3b8cPvd5d7+1zLGnxt27CCoL0pj/aco1raJTP8r/9FH+V49DuV9FlAsdatmALwLPAQ+F\n25kVjpsNPAFsBC6Lcu5aL3rSxTiBFSuGXvBUfOHTypWNj6m/P4iro8N9ypTg64oVyf1t8nbxNjFc\n9BjXNtqLHt3zXRakLf/Tlmtp+/00gvJf+a/8T9/vplGi5n9sSR02GC4Z5pgxwFPAYcC+wMPAkcOd\nux4FRp6lKUHTGI97/gqOvFUY8ixt+Za2XMvjKjrK//xQ/leWx9x3j57/SU9JinpjF6mjtK1klMZ1\nsXVhmGRVrfkf17SBtOWa5nhLlin/K1PuVzc25vN/ysz+EugGLnb3bSX7y93Y5R3lTmRmFwIXAhx6\n6KExhJovhZWMFiyIdvzAQFCxX7o0SKr29uDisfnzR9/AiFJgRI2zXlRwSJbVkv/nnju4Yb9lSzC3\nd/Xq0XU0pC3X2tuDn60SXePVZPr64Lzzgn/UiROTjiYVlP/lKferG1VVz8zWmtkjZbZzgH8H3gLM\nBJ4H/qXcKco85+Xey92Xu3unu3dOnjx5NGHLCMV9IVCaCoyCNF4YJpKUOEcB05ZreV9FJ3O6uuCu\nuzQsPAp5yX/lfnWjajC4+yx3P7rM9iN3/72797v7APBNgulHpYa7sYukQNxThtJUYBSo4BDZqy7T\nBvr6guVp+voGPZ22XMv7KjqZ0tcHy5YFU9CXLBnyvyfRxDltKE35r9yvLrbZ6mZ2cNHDPwceKXNY\n1Ru7SDrUtbAoU2lIU4FRoIJDZK+6jAJW6OlNW66l7RovGYWurr1D4AMDGmWoUZyzANKU/8r9YUS5\nMrqWDbgOWA/8mqARcHD4/JuA24qOOxP4DcFqSVdEObdWSWisKVOqrxwwdeoITnbFFe5m7ldeueep\ntK3aUBxXXpbeQ6ukSBWjXj1k27a9Cd7aGjwukqdcS6NM5n/x/1zxh0rJ/54ML+7Vg+LK/7Qt155W\nUfM/8eSvZVOFobHqVlhUqTSowpCsTFYYpG5GvfThFVe477df8IL99hvUYRCnuCoMWauIZDL/i//n\nClsD//eyJE1Ln0YVZ0dkXvM/8eSvZVOFobHqVlhkrNKQJZmsMEjdjOrDN6Ge3rgqDGkdER2NzOV/\nuf85jTLUrBn/5+Nq5DTj72I4UfM/7zOyJIK6zDEsXHy2a1fweNeuhlyEFvcKT2m5pb1InEY1t7d4\nHnlBA+aTx7VYQxrvGyMlurpg9+7y+3bv1rUMI9SMc/vjulA71/kfpVWRtk09jI036ilDCQ0PxzmU\nmqWeBrLWwyjpkGBPb1zzrrN4N9jM5f+cOe6TJlXe5syp9VclTaKu114WyXP+p7BdKGlUuNFLdze8\n8ELwdcGCiD0LpaMLBQ0YZYhzObhc9zSIRJFgT29cK7uk8b4xUmLNGujtrbytWZN0hBKzuJZrz3P+\nq8Eg8ctgpQHSdUt7kVTasAHa2mDSpKFbWxusXx/bW8dVYUjjfWNEZLC4lmvPc/6rwSDxy2ClAfLd\n0yASSYI9vXFVGNJ43xgRGSyu+zvkOf/VYJD4ZbDSAPnuaRBJu7gqDGm60ZSIlBfXhdp5zn81GCTT\n4kzuPPc0iKRdXBWGZlwxRiSPRnXtZZVz5jX/LbhAurl0dnZ6d3d30mFIkxgYCC5AXrIkmCY0bVpQ\nmZ83b3TJXViytfTC50JjpJkKDzNb5+6dSccRhfJfpL6U/yL5FTX/xzYiGJEkFXoZFiyo/3lvuSWe\nxoiIiIhIWqjBIDIKcTVGRERERNJCfaAiIiIiIlKRGgwiIiIiIlKRGgwiIhKrgQFYuRI6O4NVRTo7\ng8cDA0lHJiJxU/5ng65hEBGR2JRbTWzLFli4EFavbq7VxERkZJT/2aE/kzSEehhE8mnVqqFLD0Pw\n+M47g1XGRCSblP/ZoQaDxK7Qw7BwIaxbF/QurFsXPJ47V40GkSxbunRoZaFgx45gSWIRySblf3ao\nwSCxUw+DSH5t2lR9f09PY+IQkcZT/meHGgwSO/UwiORXe3v1/S++qCmKIlml/M8ONRgkduphEMmv\nRYugtbXy/t27NUVRJKuU/9kRS4PBzG4ws4fC7Vkze6jCcc+a2frwuO44YpHkqYchn8xstpk9YWYb\nzeyyMvsXm9mjZvZrM/uZmb05iTglXvPnw6xZ1SsNoCmKWaP8F1D+Z0ksDQZ3/wt3n+nuM4GbgVuq\nHH5aeGxnHLFI8tTDkD9mNga4Bng/cCQw38yOLDnsQaDT3Y8FVgP/3NgopRFaWuCWW2D5cujogLFV\nFvPWFMVsUP5LgfI/O2KdkmRmBnwYWBXn+0i6qYchl04ENrr70+7+B+B64JziA9z9bnffGT68D5jW\n4BilQVpaYMEC6O6GN7yh+rGaopgJyn/ZQ/mfDXFfw3AK8Ht3f7LCfgfuMLN1ZnZhtROZ2YVm1m1m\n3b29vXUPVOKjHoZcOgQovnqlJ3yukguA2yvtVP5nx3BTFKep2pgFyn8pS/nfvGpuMJjZWjN7pMxW\n3Iswn+qjC+9y9xMIhi0/aWZ/VulAd1/u7p3u3jl58uRaw5aEqIchd6zMc172QLOPAJ3AVyudTPmf\nHdWmKLa2wuLFjY1HYqH8l7KU/82r5gaDu89y96PLbD8CMLOxwLnADVXOsTn8ugVYQzCMKRmnHoZc\n6AGK/9LTgM2lB5nZLOAK4Gx3f71BsUmCKk1RbG2F00+HefOSiUvqSvkvZSn/m1ecU5JmAY+7e9n+\nYjNrNbO2wvfAGcAjMcYjKaEehlz4FXC4mc0ws32BecCtxQeY2fHANwgqC1sSiFESUDpFcerU4Ovy\n5XDzzcF+aXrKfylL+d+8qswmH7V5lExHMrM3Ad9y9zOBqcCa4LpoxgI/cPefxBiPpMT8+XDTTUPv\n/qwehuxw991m9ingp8AY4DvuvsHMrgK63f1WgikIfwLcFJYDv3P3sxMLWhqmMEVxwYKkI5E4KP+l\nGuV/c4qtweDu55d5bjNwZvj908Bxcb2/pFehh+H664MLnHt6gmlIixcHjQX1MGSDu98G3Fby3OeL\nvp/V8KBEpCGU/yLZEucIg0hF6mEQERERaQ7qyxURERERkYrUYBARERERkYrUYBARERERkYrUYBAR\nERGRzBoYgJUrobMzWMq1szN4PDCQdGTNQw0GERHJPFUYRPJpYADOPRcWLoR162DLluDrwoUwd67K\ngKjUYBARkUxThUEkv1atGnrfJwge33lnsMS7DE8NBskV9TKK5I8qDCL5tXTp0Nwv2LEjuB+UDE8N\nBskN9TKK5JMqDCLNpZ6de5s2Vd/f01NbjHmjBoPkhnoZRZpHrioMfX0wa1bwVSTn6t25195eff+0\nabXHmidqMEhuqJdRpDnkrsLQ1QV33aVCSIT6d+4tWgStreX3tbbC4sW1xZk3ajBIquWql7FAvY2S\nc7mqMPT1wbJl4B40GJT3knP17tybPz/4SC0tA1pb4fTTYd682uLMGzUYJLVy18tYoN5GyblcVRi6\nuvYWZgMDynvJvXp37rW0wC23wPLl0NERdD52dASPb7452C/D069JUitXvYwF6m0UyU+FoZDvu3YF\nj3ftUt5L7sXRudfSAgsWQHc3vPBC8HXBgvhzP0srM6rBIKmVq17GAvU2imSqwgBVKg1f7Rpac1De\nS841RedeBFlbmVENBkmt3PQyFqi3UQTIToUBKlcaPnNhH3/4p6J8L9i1i51fXsLhk/uaujdSpFZN\n0bkXwUhnSaR9NCLpKpJIRVnrZRxWl3obRSA7FQaoXGm4aGcX9O8u+5qWgd18dOuSpu6NFKlV6jv3\nIhrJLIlmGI1okl+75FGWehkLKvYgvFQyulCgUQbJoaxUGKBypeFoNrCdNraNnQSTJvFa2yS2Mole\nJrGdNo5hPaD7xEg+pbpzL6KRzJJohvtENdGvXvImS72MUL0H4eZ3duG7y/c2vr5zN/9yyJLUDU+K\nxCkLFQaoXGk4lzVMoZe3HdQLvb2cfEQvk+llSridy5o9x+o+MSLNZySzJJrhPlGjKnrN7ENmtsHM\nBsyss2Tf5Wa20cyeMLP3VXj9DDP7bzN70sxuMLN9RxOPZEuWehmheg/CuKc28Pq+bTAp6G30SZN4\ned+gx/EVb+OwnetTNzwpIsOLWmlomvvEiEgkI5kl0Qz5P9oq1yPAucDPi580syOBecBRwGzg62Y2\npszr/wlY6u6HA9uAC0YZj2RMVnoZoXoPwjn9azj5iKCnkd5efrCsl0P22dvjWOhtTNPwpIgML2ql\noWnuEyMikYxklkQz5P+oql3u/pi7P1Fm1znA9e7+urs/A2wETiw+wMwMeA+wOnzqe8Cc0cQjkmYj\n6UFohuFJERle1EpDFq/ZEsmz0lkSU6bA9OnB13vvhRNP3DvNuBnyP65+2kOA4upRT/hcsYOAPnff\nXeWYPczsQjPrNrPu3t7eugYr0ggj6UFohuFJERlecaXhhBNg//1hwgQYMybI81WrggpD1q7ZEpG9\nsyTuvx/e+c5gEsEzzwxdBekv/iL9+T9sg8HM1prZI2W2c6q9rMxzXsMxe3e4L3f3TnfvnDx58nBh\ni6TOSHoQmmF4UkSiaWkJPvDb26G/H3buhFdeGVxhgGxdsyUiew23CtKNN6Y//8cOd4C7z6rhvD1A\ncZVnGrC55JitwEQzGxwNMYAAAAqISURBVBuOMpQ7RiQz5s+Hm24aWmiU60FYtCioSJSblpSW4UkR\niS7KsokLFuzdRCQ7okwzTnv+x9VmuRWYZ2bjzGwGcDhwf/EB7u7A3cB54VMfA34UUzwiiRvJfEZN\nTxDJFl2XJNI4abtrchamGY92WdU/N7Me4J3Aj83spwDuvgG4EXgU+AnwSXfvD19zm5m9KTzFZ4HF\nZraR4JqGb48mHpG0izqfEdI/PCmSZqowiORTGu+anIVpxqNdJWmNu09z93HuPtXd31e078vu/hZ3\n/1N3v73o+TPdfXP4/dPufqK7v9XdP+Tur48mHpFmEWV6QpaWlBVpJFUYRNIvrkZ9Gu+a3AyrIA1H\nVQ+RBGh6gogqDAXNUmEQqZc4G/Vp/HwtnWZ8AH3cySzeNKGP008PFkNIy2hoJWowSOalbWoC5Gd6\ngpnNDu/2vtHMLiuzf1x4l/eN4V3fpzc+SklC3isMBYXrkpqhwjBSyn+pJM5GfRo/X0uvYfxCaxfv\n4S5uP30JAwPwiU+kZzS0EjUYJNPSODUB8jE9Iby7+zXA+4EjgfnhXeCLXQBsc/e3AksJ7v4uOZD3\nCkPhuqRrr6VpKgwjofyXauJs1Kf183XPNOO1fSxiGS04b/vJErrX9qVqNLQSNRgkUXH3/qdxagLk\nZnrCicDG8FqlPwDXE9wFvtg5BHd5h+Cu7+8N7wIvGZfrCkPRdUlm8LOfpa+MqgPlv1QUZ6M+9Z+v\nXV17Kjn9fxhg4c7yhV3apierwSCJaUTvfxqnJkBupidEueP7nmPC+7G8TLBimmRcrisMRdJaRtVB\n3fLfzC40s24z6+7t7Y0pXGmkOBv1qV6WvK8Pli2DXbsAGO+7WMwSDqCv7OFpmp6sBoMkphG9/2mc\nmgC5mZ5Qtzu+q8KQPbmtMJRIaxlVB3XLf3df7u6d7t45efLkugQnyYqzUV/p8zUVy5IXjS4UtDDA\nYsr3DKRperIaDJKYRvSspXVqAuRiekKUO77vOcbMxgIHAC+VnkgVhuzJbYWhRJrLqFGqW/5L9sTd\nqE/lsuQlowsFEyg/ypC20dAUFZuSN43oWWumqQmQuekJvwION7MZZrYvMI/gLvDFbiW4yzsEd32/\nK7wLvGRcLisMZTRbGTUCyn+pqJka9XXT1QW7d5fdNZbdg0YZ0jgaOjbpACS/2tuDKTeV1KNnbf58\nuOmmoVOf0piMkK3pCe6+28w+BfwUGAN8x903mNlVQLe730pwd/frwru9v0RQqZAcKFQYrr8+aAj3\n9AQ5v3hxkJeZrDCU0WxlVFTKfxlOoVG/YEHSkTTIhg3Q1hZsRRzgdTilZT1Tx6e3HLRmbMx3dnZ6\nd3d30mHIKK1cGczNL9ej3toa9DTUoyAZGGieSklnZ3DNQiUdHUFPab2Z2Tp376z/metP+S9Zk3QZ\npfwXya+o+a8RBklMo3rWmqkXY9Gi6o2oJp6eICIVNFMZJSL5lLL+VcmTXM5hHEYzre4iIiIi+aAR\nBkmUetYG07xuERERSRs1GERSRo0oERERSRP1V4qIiIiISEVqMIiIiIiISEVqMIiIiIiISEVqMIiI\niIiISEVNeeM2M+sFftugt5sEbG3Qe9WbYk9GM8b+ZnefnHQQUdSY/2n8m6QxJkhnXGmMCdIZVy0x\nKf+Tkca4FFM0aYwJYsz/pmwwNJKZdTfLHTBLKfZkNHPsWZXGv0kaY4J0xpXGmCCdcaUxpqSl9XeS\nxrgUUzRpjAnijUtTkkREREREpCI1GEREREREpCI1GIa3POkARkGxJ6OZY8+qNP5N0hgTpDOuNMYE\n6YwrjTElLa2/kzTGpZiiSWNMEGNcuoZBREREREQq0giDiIiIiIhUpAaDiIiIiIhUpAbDMMzsi2b2\nnJk9FG5nJh3TcMxstpk9YWYbzeyypOMZCTN71szWh7/r7qTjqcbMvmNmW8zskaLn3mBmd5rZk+HX\nA5OMMW+G+983s3FmdkO4/7/NbHoKYlpsZo+a2a/N7Gdm9uakYyo67jwzczNryPKBUeIysw+Hv68N\nZvaDpGMys0PN7G4zezD8G8b+GVGu7CnZb2Z2dRjzr83shLhjSgPlf/3iKjquYWWA8j9yTMnkv7tr\nq7IBXwQuSTqOEcQ7BngKOAzYF3gYODLpuEYQ/7PApKTjiBjrnwEnAI8UPffPwGXh95cB/5R0nHnZ\novzvA/8TuDb8fh5wQwpiOg2YEH7/iTTEFB7XBvwcuA/oTMnf73DgQeDA8PGUFMS0HPhE+P2RwLMN\n+F0NKXtK9p8J3A4YcBLw33HHlPSm/K9vXOFxDSs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pwSAiIiIiIhWpwSAiIiIiIhWpwSAiIiIiIhWpwSAiIiIiIhXF1mAws3Yzu9vM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\nRYugtbXy/t27NUVRJKuU/9kRS4PBzG4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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print (\"---------Scaling training and test data same------\")\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "# make synthetic data\n", + "X, _ = make_blobs(n_samples=50, centers=5, random_state=4, cluster_std=2)\n", + "# split it into training and test set\n", + "X_train, X_test = train_test_split(X, random_state=5, test_size=.1)\n", + "# plot the training and test set\n", + "fig, axes = plt.subplots(1, 3, figsize=(13, 4))\n", + "axes[0].scatter(X_train[:, 0], X_train[:, 1],\n", + " c='b', label=\"training set\", s=60)\n", + "axes[0].scatter(X_test[:, 0], X_test[:, 1], marker='^',\n", + " c='r', label=\"test set\", s=60)\n", + "axes[0].legend(loc='upper left')\n", + "axes[0].set_title(\"original data\")\n", + "# scale the data using MinMaxScaler\n", + "scaler = MinMaxScaler()\n", + "scaler.fit(X_train)\n", + "X_train_scaled = scaler.transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "# visualize the properly scaled data\n", + "axes[1].scatter(X_train_scaled[:, 0], X_train_scaled[:, 1],\n", + " c='b', label=\"training set\", s=60)\n", + "axes[1].scatter(X_test_scaled[:, 0], X_test_scaled[:, 1], marker='^',\n", + " c='r', label=\"test set\", s=60)\n", + "axes[1].set_title(\"scaled data\")\n", + "# rescale the test set separately, so that test set min is 0 and test set max is 1\n", + "# DO NOT DO THIS! For illustration purposes only\n", + "test_scaler = MinMaxScaler()\n", + "test_scaler.fit(X_test)\n", + "X_test_scaled_badly = test_scaler.transform(X_test)\n", + "# visualize wrongly scaled data\n", + "axes[2].scatter(X_train_scaled[:, 0], X_train_scaled[:, 1],\n", + " c='b', label=\"training set\", s=60)\n", + "axes[2].scatter(X_test_scaled_badly[:, 0], X_test_scaled_badly[:, 1], marker='^',\n", + " c='r', label=\"test set\", s=60)\n", + "axes[2].set_title(\"improperly scaled data\")\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Boston Housing.ipynb b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Boston Housing.ipynb new file mode 100644 index 000000000..241c4a0ae --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Boston Housing.ipynb @@ -0,0 +1,125 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(506, 104)\n" + ] + }, + { + "data": { + "image/png": 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EbiPyFxUe0taXG2umkDDnKW6smcKQtr4cjN3HgAEDrB2i1eTPKswvAGXrSuut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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "training set score: 0.771865\n", + "test set score: 0.725968\n", + "training set score: 0.771686\n", + "test set score: 0.722415\n", + "training set score: 0.771863\n", + "test set score: 0.725626\n", + "--------------------\n", + "training set score: 0.771865\n", + "test set score: 0.725916\n", + "number of features used: 2\n" + ] + } + ], + "source": [ + "#!pip install mglearn\n", + "import mglearn\n", + "import sklearn\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import IPython\n", + "\n", + "from sklearn.datasets import load_boston\n", + "boston = load_boston()\n", + "X, y = mglearn.datasets.load_extended_boston()\n", + "print(X.shape)\n", + "mglearn.plots.plot_knn_classification(n_neighbors=3)\n", + "plt.show()\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "X, y=mglearn.datasets.make_forge()\n", + "\n", + "X_train, X_test, y_train, y_test=train_test_split(X, y, random_state=0)\n", + "\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "clf=KNeighborsClassifier(n_neighbors=3)\n", + "clf.fit(X_train, y_train)\n", + "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski')\n", + "clf.predict(X_test)\n", + "clf.score(X_test, y_test)\n", + "\n", + "from sklearn.linear_model import LinearRegression\n", + "lr=LinearRegression().fit(X_train, y_train)\n", + "\n", + "print(\"training set score: %f\" % lr.score(X_train, y_train))\n", + "print(\"test set score: %f\" % lr.score(X_test, y_test))\n", + "\n", + "from sklearn.linear_model import Ridge\n", + "ridge = Ridge().fit(X_train, y_train)\n", + "print(\"training set score: %f\" % ridge.score(X_train, y_train))\n", + "print(\"test set score: %f\" % ridge.score(X_test, y_test))\n", + "\n", + "ridge01 = Ridge(alpha=0.1).fit(X_train, y_train)\n", + "print(\"training set score: %f\" % ridge01.score(X_train, y_train))\n", + "print(\"test set score: %f\" % ridge01.score(X_test, y_test))\n", + "\n", + "print (\"--------------------\")\n", + "\n", + "from sklearn.linear_model import Lasso\n", + "lasso00001 = Lasso(alpha=0.0001).fit(X_train, y_train)\n", + "print(\"training set score: %f\" % lasso00001.score(X_train, y_train))\n", + "print(\"test set score: %f\" % lasso00001.score(X_test, y_test))\n", + "print(\"number of features used: %d\" % np.sum(lasso00001.coef_ != 0))" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Cancer.ipynb b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Cancer.ipynb new file mode 100644 index 000000000..89cc7fb19 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Cancer.ipynb @@ -0,0 +1,792 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n", + "w[0]: 0.393906 b: -0.031804\n" + ] + }, + { + "data": { + "image/png": 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BRGSqvDwXnM582GwL4HTmIy/PpTskIqpH9zTlqwAu1RwDEZGR8vJcyMoqhMvl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\nw8AfF5GfoepRMQkAerTinPOAqpE2AKMBLKh6JCC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F+/xRQN5ORehP1tbrL4VlmvP8es187u/6S2G5vqluDHo7JGbzAvBR88mT2bzO4o8C8lYW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\n6yLzffv2tbC19hP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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "lr.coef_: [ 0.39390555]\n", + "lr.intercept_: -0.0318043430268\n", + "------------------RIDGE-----------------------------\n", + "training set score: 0.670060\n", + "test set score: 0.657795\n", + "alpha=10:\n", + "training set score: 0.667496\n", + "test set score: 0.643293\n", + "alpha=0.1:\n", + "training set score: 0.670089\n", + "test set score: 0.659183\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "training set score: 0.670089\n", + "test set score: 0.659335\n", + "number of features used: 1\n", + "--------------LOGISTIC REGRESSION--------\n", + "training set score: 0.955399\n", + "test set score: 0.958042\n", + " \n", + "Logistic Regression, C=0.01\n", + "training set score: 0.934272\n", + "test set score: 0.930070\n", + " \n", + "Logistic Regression, C=0.01\n", + "training set score: 0.934272\n", + "test set score: 0.930070\n" + ] + }, + { + "data": { + "image/png": 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cp5vhit1xHKeb4YrdcRynm+GK3XGcnkEXLxNQBneeOo7T/elh5X19xu44Tven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\nnl9vfHvX5NAAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "training accuracy of L1 logreg with C=0.001000: 0.913146\n", + "test accuracy of L1 logreg with C=0.001000: 0.923077\n", + "training accuracy of L1 logreg with C=1.000000: 0.960094\n", + "test accuracy of L1 logreg with C=1.000000: 0.958042\n", + "training accuracy of L1 logreg with C=100.000000: 0.985915\n", + "test accuracy of L1 logreg with C=100.000000: 0.979021\n" + ] + }, + { + "data": { + "image/png": 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oiAwQkRtF5AURObZA9lDgfuCv4fWOInJNVkZVVwG7iIgk7n8PEblXRF4VkTdF\nZJWIvNKVcQKnqupSEdkbOBC4FDg/IvdPETlLRLZNGOdvwv6HAI8Aj4vIyRHRY4Anw3jfUafPrUTk\nQhG5XkRuqmxZmfB9DheRgfXGqKqrgQfqXdChz9dFZFi9PgN3iciuCX2mjnMVcHiiXNK5lHpMqd9R\nmT6h1PmBiHwWuAr4RWgaSe7mWeb7DH0eJiJPAvOAW4Gngeu6OM5JQVZE5GIRmS0iB0RE7xaRK0Xk\n4Hq/lYjcEvrcAHgAuEREfhIR3RS4V0SmishBtfoVkXeJyA0i8oSIzBWReSIyt9Y4ukqvj4oRkftV\ndUcROQL4IPBV4GZV3SEiOwvYB7hFVXcKbXNUdXxO7sfAlsCVwGuVdlX9Y6TPmZgyvBKYAHwCGKeq\np3RhnPep6k4iMhl4UFV/U2nLya0b9v0p7Cb8S+B3qhq7sVT2/zFgF+AbwKz8sQfZocBHQ78KXAL8\nVlWX5uQeAH4OzAJWZb6nWTm5XwA7A9fQ8fusuiDCjWFX4J6c7GE5uanAHsANObkTI30+AmyFlal4\nDRATrfrdy4zzf4BhwO9zsrNzcmXOpaRjSv2OSvZZ5vy4H9gNuDtzHT2oqu/MyZX5Ph/Ars2/hXP/\n/cBHVfWELozzAVXdQUQOBL4InApcoqo75+QE2A84PhzX74FfqeoTkT4r1+ZngM1V9bSYDsn0ewB2\nHU0ApgIXq+pTObnHMH2Qv44W5/tsFP27q+MGMiD8PRhTPktq3BxXqurLCROoDYDF2IlWQYGqixFA\nVf8pIi1hlnKJiNzRxXEuCBfFfsAPRGQtIk9PQdFeCFwoIu8BfgucLSJXAd9X1X9m9y8iA7Cbyrmq\nuqJo/6r6ioj8ARgMfAU4AjhZRM5R1Z9lRFeqauxJIs+zYesHrFtH9vSE/gCmhy2FDyTKlRnnXuHv\n9zJtSsdzBsqdS6nHlPodlekzdn4UzereUNU3K+ePiPTHjilPme9zhaouFjOv9FPVm0XkB10cZ+UE\nPxhT6A/EZs7BXHcDcEO4oVwOfCHcbL6pqndmxPuLyAjgaOCUfF/5fkXkOeA5YCWwPnCViNygql/P\niL6sqlVPJ91Kd9cs6OoGnAk8BtyHKc/h2EwiJnsx8F/AHGwW9TPg513c/23AQODXwA+xO+8DXRzn\n2sCHgC3D6xHAARG5FuAw4OrQ70nAJsCRwBM52ROBBcBfsBN+C+DvkT4r/c0BTgY2zozpXznZVuAL\nYXwbVLYa39W6wDoJ3+kmwCFh27iG3EBg+7ANqNPnDsCXwrZDHdmkcXbT+Zx0TKnfUWqfqedHkP0h\n8O1wPu8fzpf/qbH/IQnH/Tf+cJG8AAAgAElEQVRgHeBcbIIyBbiji+O8BLgeeDKcv+tis/u83IbA\nJGAmdhP8EDapnQDMy8keGa6N88LrMcAfCsY5C5gBHFX53rGb3FM52TOBs4A9sSecnYGdu/U864mT\nuxMXw/pAS/h/bWDTArm1gf8B7g3bGcCgiNxWwI3AQ+H1eOA7BX1uAQwChgKnAT/BTDFdGedYYK3w\n//vCSbJeRG4udrPaK/LeObnXo3OvhXDjyLVfCrynYFz75l7Pi2xzI5/bHrvx/Ctss4DtCvZxdJC5\nFLtZzgOOjMi9L8jdit1c59UY9yTgIWx2/T3gQeDLXRznsPBbzwzbj4FhEbmRmOJ7HvgP8AdgZEGf\nSceU+h2V/Z4in+1f0N4P+CxmXroq/C8RuT0xO/i/w+sdCAoxIjsk9NsfOC6c8xs2YJw7V64dbOIx\nPiL3BGamqfpdgG/kXr8rIhNrOx2rtBgb1ztyr2+ObDelHHtnt27ruGEDNJt21RaRawHOSuzzVszW\ndl+m7aEa8oOBrev0eRSwbvj/O9ijePSujDl4+wPjgKeAs4G/ROT2TjnJQvvsSNus3OsWzMbZ6N/o\nDuD9mdfvIzIbC+89QGYGij3ZxJ6AZmW/c+xmXDUbC+/NITNrDEpkThfH+Ydw8Y4J22nAHyNyN2A2\n1v5h+yRwQ0GfSceU+h2V7PO7sS0i1wJcnvi73w1sXuI62gLYL/y/duV6yclMwiZRgk1qZhN5mq1c\nC5XfHTgWuxFvEZE7OtJ2VEGfsetodu51v1rH2Ru2Xh8VgzmRKtu7MfNAlRNJQ4RCYp9rq+o9ubaV\nMUFJiLQJpEa6AKxW1ZXYI+FPVfWrmLkjzzmRtqwNHBHZRkQ+DAwTkQ9ltk9iTxptaMloE7EInxNF\n5KqwfSnYP/MMUdWbM/u5BVOuMfqp6vOZ14uJR2cNUNXHM30+Qbsfo2qoZJxS4f+Yg6HMOMeq6mmq\nOjdsFSWfZ7iqXqKqK8P2K0wRx0g9ptTvqEyfr2W2VZhfYlReSEtGu6jqM7mmVTG5SKTNZsTDVI9X\nCw44APseP4WZMmKcj53POwBfx55cfh2R+2ak7Vu58e0pIv+NHftJma0Vu9m1oSUil0Lfw0TkJyIy\nM2w/Tr0GO0uvd56q6pezr8MXclmB+H1B6daLUHhBRMYSHEIiciSwsKDPVmx2f0vo634RGRWRq5zQ\nE4HzVXVaOClirBCRj2JPH4eGtraLUUT2xJx3w0XkpMznhpI7yYCtMTvsepm+AJZij9B5lgMPikjd\naBPswhkAnBdefzy0fSYnN1dETqX9dzkWMwnE+KuIzMDsrAAfweypeWaKyMWZPj+GzU5jXIKFtF0d\nXn8Qm+3lKTPOZSKyt6reDhayBiyLyFXCWivH81FMEcdIPabU7yi5T1X9cfa1iPwIi2aJ8TTwj3At\n1Yp2eUZE9gI03AhOBB4t6POLhEib0NeTIrJxRC7JIRpYqaoqIocDU1T1YhE5LnOMHwj9bCYi2UnS\nUKoncgMxH0B/OjqCX8Hs7nlGAA+LSN3IJSya7SHMxAZ2HV2CTey6hV6v2CO8jjlGY6RGKHwRq7C2\njYgswC7ujxX0mRppkxTpEvgU8HnMITVPREZjnvoKySeZqk4DponIntrRu19ELIpCC2R31Y7hmjeF\nSII8x2Nmi8r3fBt2jFWo6ski8iFgb+wivkBVr46I/j/sdzoxyN1G+w0m3+dPROSWTJ+fUtX7ujJO\n7Pf5dWZm9SJmG471eS5mTlPM3HN8QZ9Jx1TiO0ruM8LaxJ9AID3a5fOYE3QzYD7myPxCgWxqpM0s\nEbkeGA18Syzkd3VBn0tF5FuYony3WEJf9mnlWcw/chgdb3ZLsSCINlT1VuBWEfmVqqas7lYmcmms\nqn44+1mxkNLuo6dtQfU24M/YzOIa4FrMoXhmF/scHf4Ood0uPrpANinShsRIl4x8it1+ixLHNByL\nZLgAmyH8EvhlRG5SSlton42dlJXXY6i2N5bxbSTZ+Cln502yd5YcZz+CXRab3Q2t0edXSxx73WNK\n/Y468T09GM7hOcDDmLP3S6nnV0GfSY7G0J4UaUO1Q3RDIg7R8N6mWKTYu8PrtxP3v0WdrwV9bhWu\noeuBmypbRO4HKW2h/U4y/jLMN3BnV777eltfSFB6b+blSiwkb36B7CVEZgGqenxObrZWJzHMUtUq\nG72IrI3Fs1Yy2mYAZ6jq8ojs3phiv0REhmMhdVWP+sFu/yNgoKqOFpEdge9peIwTkZ+q6ldE5M8F\nxxNLVLkD+DvVSRB/SDj2quSo0L4v9sg4l/bQs09pxk4d5G5S1Xx8d5TweP9xVX25jtwM4FBVfTOh\nzyuAb6nqv+vIlRnnbar6ngS5W1T1fYl9Jh1T6ndUss8tMi9XAv9R8/PEZG8mft7tk5OLnUtVbaG9\nH/Bp7DoS7Dq6SHMKKJhdPgaMUdXvBTv2plrtE8se15aq+rdwrbZoSLQTkamqerSIPFhwPNGkJ9KS\n8mLHXpTItCPmcxsWjn0J8ElVjT39NoReb4pRe0RK5drM/4OwxJtnKw0isg2wHcHRmJEdSs7RGORb\ngNNV9WTqJCuIyGlYXOzWmDIcgJlX3hURb6Xabj86837FXvqjWvvMsbaqfqPG+D6KPXmMlo7O33Up\nsAmr6o0isiV2TAI8pqpvRERTfRuQbuN/mjQ7L6TbO8uM8wYR+RrVmadLcnL/EJFzI3KzqSb1mMr4\nQWr2KSJD1ZyRS3OfGyoiseMB+Frm/0HAh8nYpEv6gCrX0aWqeiyWcFeL8zDTyz5Y6OpSLEKpqmSE\nmEP2BMwEOxYzCf0c2DeITAp/D6mzzyw1k/JE5P9h5qYxIjIn89a6mBmuClW9H9hBQt0bjWSON5pe\nq9hF5HZV3VtEltLxbltJF68qDhSZnf4WS4yoUMrRqKqrRCQ10uYIYCfMfIGqPiu5wkkZYnb7tmPM\nzA42wMIgY8o0z7UicrCqFjnZ7sAcxBthMdkVlmKP522IyD6qelPu5gcwNiiDvCLsjuzL7shmLTPO\nylPeF3Oyebt0aoYqpB9Tmazben3+BjvnZ4VxZU+62PFUzU6xG0d2glXK0Riuo+EiMjDhCWx3Vd1Z\nRO4Ln31RiiN0ajpkVbUSEPEhYKqqLqizb4A/i8gXMFNR23WXuQH+BqtxM5mO0TZL8zdJETlWVS/P\n3fyoXPcFk5SG0GsVu6ruHf7Wu6hrsSVmd6v0WdbRCOmzvDdVVSWkP4sVMSriIRH5L6AlzIhPJH63\nPwz4qYjcBvwOmFH0+IzNTr4tIm8AK8jdANUcQv8C9sw9vg7G7P3ZGd17Mdti9ubXduhkFGGYjc1R\n1bNrHG9Wdv8wc6snt054Ukrp81RV3S9BLnWc/YBjVfUfCXLnq+rUxHHWPabU7yi1T1U9JPwdXSQT\n6TdbDbEfFka8aabPDo5GERmiqq/l+8nxNGlPKyvCcVWuo+EUO09THbJDgetFZAl2HV2lqv8p6LPi\nIM9+p203wGAeexn4aM70upGIjM6ZXis6oCs6rFP0WsUudUptxh4hI7P757AiQnkWi8iNwCaqur1Y\nac7DVPWMiGzqLG+qWFTMeuER8XiKHzu/jJl23sBC2mYA388LqeqnxOLGP4CZUc4Tq0ORDzdMvgFG\nHl9H0vHxFVU9rbL/ev2F2dhhWFRIimzdmVuQq7LT1pB9XUSG1bJJlxznarFwwD0T5L6EFX9KGWfd\nYyozu03ps977BSaj7Ox+JRY19umI3NtE5Dps9v52sXjyz6lqLDIm9WnlHGy2vLFYIbYjsYS/GLeK\nyLeBwSKyP2Yi+XNeSC0H4fRwnX8kfG5+bDKQegOMmF4HkjO9quovMvtfo/Ra56mIzKP95Ho7Fm4m\nmBnl32VmIJG+b8XuyL/Q9up1D6nq9l0c8/5knEOqekNX+sv0OwA4CAvNe7eqDs+8t42qPlZ0Aecv\nXEms3BfaJ2EnbaUY2c5Y0aTrc3JJlRCDbFJFQOmeqollxnk6ZqL6o9a4SMTi4pdF+oxNPJKOKfU7\nSulTzBEKZiufgGW1ClZG4+7Kk3Guz0GaCw4QkbXyJkERuRtTvNc0+DraBptoCHCjqkZj4yXRIZuR\n3xTLED8Gi4Ybn3mvyPwIRH+j+wmmV61RSTa0/xArb7IMS3TcAfiKqpauZ59Kr52xVxS3iPwcO3H+\nEl5/AIsVr0JEblTVfeu1ETJPczbuogiBQdjJsx0ZB6vmIm1C2w2YcqmJiGyFOahGkfkNtDrq4CDs\nJHw/5mi9iPYkhwonYTPwH1NNzNab+vgKlgU4Raws6sbYjeUSLBQsS3fYmbvDbl9mnCdhj9KrRGQZ\nxb6dVFs8pB9TGf9CzT5V9f0AIvI74ARVfTC83p6OTtIsd2A3lix3RtpQ1Wdy11FR5ulwLDs0fx3F\nvvsnMXt9//DZt2sk4kktA/RC6jhkxRyeH8FCgq8CPquqj+TEks2PgTKm1wNU9etiJb3nYzeXm+mY\nu9JYtBtjKRuxEa97MTP3ehB2gj+AFeKqVCIcBTwa+fx1mBlidnh9JHBdwf6vxMwkT2H2t+uxLLe8\n3IewE/Jl7KRcCrxS0OcDWGLJbpj9chdgl4jc77AsyrUa+H0mV+4j1FvBklCOCP/f16Bx1K0IWLK/\nunkBfW1r5HcE3F+vDbOj74Jlj+5EeyXC92ERUfnPX4XdLGdjpoivYesFxPZ/PTZBehRTor8kHgv+\nZeAFLNZ+DiH+vqDPd2ETqSewkNx5xIvUnQns2ODf5mtYeYS5WODFnUQKzwXZh8PfC4GDwv/R2j8N\nG19Pn7wJX+AMzMY2CoujPgUzc2RlJoUf9Y3MDzwvKNCqJAxsNvU3LIt1AXA7MKpg//eFvxUlN4B4\nwsI/yVV1q3FM0WJWXfyeBmBO2KvC9iUiJVxJrNwXZCuz83plUTfBErmuC6+3BT5d0GdSRUDKVeA8\nFHicUIIV2BF7yuvKOAUrOXBqeL05sFtEbu1wfl4QXm8JHFLQZ9IxpX5HJfv8LfbE9z5MsV6IrRuQ\nlTkOm0kuxWavN4dtGvChSJ8bAVdgVS2fx2ag0YqNlfOGjJIGbi24jlKrPj6G+Z82xhKZNqz12SD3\n9spWIJNU1TPI7o+V4/0R5vAu2m9ySe9Gbd3WccMGaDPvKeFLuS/8H60JTsEds0bfbZmnNWTuCX9v\nw8q+bkR8VvCPEvttJaHOOWY3vhd4FXgTe8wtegq4CEuC2Cdsl2D2xq5890lZgNgT0NGEWQj2CP1g\nQZ9JFQEpUYETc/YNy8lW7b/kOM8H/o/wxIc9Cd4bkfs9ZmKoKNbBRGbHZY4p9Tsq2ecgLI3+6rB9\nlUhJ6yD74a6cNwV93hX+zsDqKe1Erm55eP9mEjNFSVSO2I3/ScwHMQ+Lsnm4QDapqmdGfmitazgj\nl1TSu1Fbr7WxV1BzQk2qK2hsLO0rHSGWEDBFc9EdIrIeVoBrFLZiSmVfsQSQC8QWrf0O5sxaB6vt\nnGemiPweq1iXjX+N2YSPC3+jIVUZziWyLF+kP0is6yIih2CmpS0wxVYrL2C1iPwH2DbY4ovYSFWn\nitXtQFVXikjU1hreT7HLJvtBqJMX0MlxpsZTj1XVj4glgKGqy0QKCwslH1Pid5Tcp5oz9GwSooKA\nD4rI3zREGYmFx/5Sq/1XozHTySg6+opihbDOEKu7899YWY6h5Oq1BOYCt4jIdDpeR7GY75vFFhP/\nY0427ww/A5skdViWL3bgJNZ1EZHPYb6aZdiNQij2rQC8AxiVu45ilSgbQq9X7CWdLi3APSLyKcxe\n+DNyZW4DfwHuwux3RTGylf1cFP69jeIfDexEfZ320gNQ7Ox7h1ZHHVRlvob9pyzLB+bkG6thvUUR\nGUNcGfwU8wc8qGH6UITY0mUfwcwClb4U+y6yvCYiG9Iee7wH5muIkVoRsEwFztS8gDLjTI2nflMs\nF6AiN5aMkunkMZWpmpjUZ/heJmPmp+x1FDunb8eqZZ6EZXOejCnkPH/CTFt/pv51VMkKfxkLBiji\n32EbGLZa7B7+TsjuimpneOqyfJBe1fNr2CItL9QZIyJyGebTu5+O11G3KfZuexRo1Eai0yUjvx/2\nQzxL8UpHVcX01/Ax1S3mH9qSluULsvtiF8QttK8C//6I3M1Yve+UcT5OguMWM9f8A7to/4E5s4oK\nNyXZZYn7QbYo6DN15awy4/wY9oQ2P/T9OJHFGTA7663AonBcTwPvK+gz6ZhSv6OSfd4ezpE52NNa\nK1Yuo+g33RtLdFtI8Upg3WonTjjvxiS2VZbl+xk1luULsjtivrmnsYS++2LnCBa2uHbiOB+lwI/V\nXVuvjWOvIKE4VzZGVERuVdX3RmTfg9lGLwfeidm9jlfVZ3NyX8Xs1tcSTxvuzDiHY47IUXR8LD0+\nI7MpNgO6HEs4qjw/D8UqRm6T63ML7OIeiCn1YZgTLbuIdVZ+LerUdRGRXTFTzK3UedQVSz45SlVf\nrX30bWGTlX0/rqor6n0mhRBG1k9DYacG9Jc8zhLx1Btij/qC2ZJrzuIafUwpfWauo7acBRH5u6q+\nOyL7cczceBrmjD0QK/72QE7uvzBn8fXUNoWUOY6kUOAgm1TML3w3yzCf0cew6+gKVS2qm18x46IF\ndV1EZCfCOgB0PPYqc66IXAmcqO0lDrqdXm+KwWYNAAtFZCI2Ex9ZIPsjTBE9AhCSDW4CtsnJvYl5\ns0+h3RZbyz6WwjSsuuLfKLaHHogtnTYS87ZXFPsrWAhinheweNnlmK2vBVgr1nEw5XwBm2kp8HcR\n+blWV6H8H+ymNoj6j7qvA/eLZenWPHnVSh08XKe/0mj9VPWy/SWPU1Ufw6IZ6sktJr22S8OPKbHP\n5WIJPU+KZcsuwKJEYnwYKzP7PPBbsQVMLsVms1neidVC34d2U0zMFIJUp9tH2zB/0s+xYICimPhS\nxfyw41wYroVLg+lsEyLF78JN+jTCdSQit2OVV/Oyv8B0S11zLvYE9ohYkbrsdRTzRTSEvjBjPwRT\nmJvT7nQ5XVWrVn/JOk4zbRvmfxQReQpzjtW1jwX5vaieQfw6J3O/quZP/KL+Pqy5gmUFcndha0S+\nGl6vA1yvqntFZKdiYWqVpIePAuur6lE5uZmqOiH/+YL9HxdrV9VLUz7v9B7Ck9qjWOb297Hr6CxV\nvSvx81UlDkTkMcxMkVJaOXV2HS2fnZM5HMvvOIyOq0AtxeLo78jJz8QWhH+zcixYFFusYuQNmAm0\nch19DDOt7ZeTuyN2HRaMt8q6AG01d7qFXj1jDzPULdUcL/WcLgAbicj/Apup6kEisi0WE5xfJu1h\nbDaaMoZUx0e96opZdhHLiH0p7GN94L9VNV8TY1DWDKKqr4rVnI6xtXaMirlZ4qsd/U1EDtBcWYAY\nqlqZ3bxdM+tqdjdhZrlH/gJ9qxCboHS1P2zhkJOxp7WaNYCCOeR8crWUMN9FlgewG8XzFJA6u5b2\n2lD1qiui5Yv59c/efNQyr4ueVjdQ1WzdpjNE5IMRuZtF5ATMcVzTnKuqt0qkbnzCuDvPmjTod2YD\nbi4hmxSnjJ00T2CPU+dUtoI+azo+CBmm4e9qzJZXL/O0KnuTuPP0H8DOmde7ULDyCvArTBlWXu9O\nPPGnzDhTE3+SVosP7yclCRUdZ0Gfg7CU/vOovXpUmXFWbNZgSUCHEU/4+hEWHZEyzqNoX7HrO1jE\n1M4RuXmYqXDbxH73wnw2n6hsEZmbap3HOdnU2PhbsEUjZtC+ytk1OZnDMVv04vC3sp2DzaKzx5xN\nLsxuVXkj4TOXEnIswuv1C373G7Aif9kx3VjQ54+wEON+YTuaiJO55Dg/izn1nwqvtyzaf6O2buu4\nYQM0m/C5wLtpT3GuuhiC7L3hb/aEjKVSHxfbCvq8EhjR4GOaQybaBEtqqUqYwBYXeAozRf0dy8qr\nKj0QZB/FFPbTYVuNPZkUpmQnjDM18WcO5i/YIfw/iUhWYZBNvfmejtl66yoj0ss+lBnnLCzaZjPg\nGWwycEVE7jPYDfhubA3QaJZiZf/h797h9zycSGQJluH7WSxk8y6sFlDR8nyXBbnzaA/vrZqkYD6d\nazCb+IcqWxevo/fGtoI+90w852LRTEWJVLEJUqxtbPge/x1+yzsojpirTHxWhG11aCucACUc0/2Y\nP6vmddTIrVebYgJlCjclxSlrORtxkuND0guQgdnvbpT2pfyOx2Yf+XHeGx5ls5EuRVEcB6UeUHi0\nHkVHn0Es3j418afmavE5UpOEUotwgV2kR4nI4Wrmo99gs8iujFNU9XUR+TTwM1X9oYRkpSxqeQ4X\nicjWmIljjoj8A7hQc0sI0m7Km4jVcZ8mIq2RPivVNC8MkV6/Bc4WkauA72vHqKgJ2My+nrOsTFG1\npNh4LWcjPkJEHqZ+hcNYAbJYG0A/EVlfVV8M49yAiHlZLbdjj+CjEq0RjaTp5a9bsN9xFB2vo1gi\nVZnCew2h1yt2DdXpEjkJm5WMDRfXcOzxFzAHo5ZcAxGL9y0kRKMMwez769MxhPFtsc8EJfEg7aF0\n31fVmCICm7WPwn6rncRWMKpKbNC0ldURkV9iIWwP0zGSIXaBpyb+VFaLPxZ4j1SvFp8l9eZbZnGC\nys3uJbGqhc9h31lXxiliS8B9jPZa5NHrJfSzTdhewGzPJ4nI51T1mIzoArGSvPsBPxALT+1X0N9E\n7EYxCpttX4E9tf4FMw1VeAhLxqsZSqcJtfUzfBFb0HkbEVmAmRk+lhlf6dXNqFPhUNpDgQeLhRJm\nr6Miv9KPgTvCDY/Q5//khcL3/GGqM82/l5ctwZ8JSxhSPyrmVkmoG99QuvNxYE1vWChgf8xZsz12\n0WZNHiPC3y1iWyf3mS1AlrW3RQuQlew76TG7ZJ+PlJDNJv7MDP/HHpWTVosP7yUlCUFaEa7w3mcw\n++p7MTvt88DnuzjO92KThG+E12Ni3z1mp38S89fslnvv8cj3+SHMiQZWK+iASJ9zMT/EXpH3zsm9\nvhlbq6DQzt2Jc2R0+NtWS6nS1oU+a1Y4pGMBspsz2zUUmIzC57bDCt59mQKfBPaEUKnp89+VrYvH\nk2zepEThvUZt3dZxT2wkZHRi3ui/legzqRAXJQqQleiz4RlrQWEkOeW64ffph5nWOtx8C2STinCV\n3P8Q2gsxFTpEC8ZdZOM+noIMRHL2duCyiMxludctwHdLHFOynbtEn7HraFbudT8KCpMV9DmZhAqH\ndKIAGXWqNpYZZ4l9/oDITbm3bD0+gAZ9yWXrSF+Tv+hq9D0TK7x1X7joPgX8b0SuUtOjZtncGn1W\n1USnpOMWe/LYL/w/mEjlSuA92Gz5cerXu56AmWhmB9k5MVnaI4NewR5PVwEvF/SZFO1Ce638rMOp\nqJxCaqRNkkM0yP4GMwMMCQppIXByRK4quiHWlj2mzOsWIk9QlIgEyxz/IWHbuECmasadb8NMSR/G\nnNAfymyfJO7cv4KC8rc5ucoNPVvhcAiRUgVY+GRq2dzDSKjaiJmV3lni+9wby7QFuwHFvrsjwn5T\nossOwa71JfVkG7X1ehs7JCUIlc3oXA48GJIRCpdSy7SnFOI6D5uJnBdefxybdVatT1qiz+SMNUlY\nyzTwyzC2FNvgFVgBqJqymrOHh7jf3QrErxeRD1NnyTnKLWr8KyyE7pTw+gns0TufvxBziFZV7gts\nq6qviMjHMLv2N7Abw1lhPIOwm0Rd30qw61dsrJUUdcGe1i6I7PsOETmXtCX8jg5juiX0+TMROVlV\nr8qJ/oFqB+RV2ISowtaYElqPjisJLcXMB3lGAA+H8zM7zg7np1qV0B+r6p6Ztteyn8lwMeY3qKwU\n9nHst40tWfd90qo27g18Umy5zTdo9wXElrE7jY5rmQ4gt5Zp4MdYjkzdYnqUKLzXKHq9Yk9JEFKL\ncrlUEjM6SV9KDeD1kMxwv9jahQtpX308S1LZ3JJ9tiaOEczhtRsWdoeqPikisZTxf2ska7eARSVk\n21DVP4nINwverkS7rBSR5RQ73GKLGsfKJUN6pE3MIVqUKDJAbK3ZDwLnquoKCcugBT4HfAVT4lmF\n+wpmQmpDVScDk0Vksqp+q2B/WcpEgp2CnXvPQ9sN8G+Y0i6Vfq/lE3/KLNKcekNPKpsbSK3a+IES\n4zyCsJYpgKo+KyIxR/6TmIknRVE/U0K2IfR6xU56OBeJSh0tl1H5cexR8ktYIa7NscfVPKllc5P7\nVMtY2wSLjAFb9KMoyy81pOqxEA6Yz5iLRcWcJiIXYSv0FMrmFEY/7DeL/l752X0RqnqFiMyiPXLo\ng1pQhIv0crxfAb4FXK2qD4ff6OaCPn+B5QM8ANwmljnYVhBKVacAU0Tky6oaKw0dO6ZvichmtNfC\nr7TnyyB/WlXnZhvCWGP0y50Ti+kYaVN2Fk6iUq+cn1uQllGZGr6aWjYXLApqHSwn4AoReZ54Lfp/\nicgOWFQRwN81V9AsQ+papguxuvHXUb9u/NeBv4hI3cJ7jaIv1IppeGU0ETkUyzAbqKqjRWRHrNBP\ntChPyk1ARPbFHt3mYiftFpidLqo4wox9G0wZPa6RehuRx+x3Y3be/GM2Yeb/EpZ5+GUspOoRVT0l\nJ3dJZDiqkcW5ReTyMMYOoZF52VyfKzGFeGHsJiQWlx0bwG05uctU9eP12kL7zljE0PbYY/xw4EhV\nnRPbl4gM0U4U4hKR/mpFxJCSq9qHz5yJZTV2qG+fP+8ksa5KaD8LC1/9bWj6COYH+UZOLnUWnkzW\n/KeqY8VCYn+u8dyN1D53xHI6hmHn/BIsebDqtwxKt/LUV1i1UUQmYTexym9yBLaUYdUNWUS+hmWG\n7o85fI8HfpOXDSabKlS16ilGRK7HAiU6mDRjsg0jZnjvTRvdE86VlFEZ2pPS6sN7a2EX2Q7UqGOO\nxSg/Q3vt9H8DH4jIPUDGGYYprCIHYlJIFTWW74rINjw7DntSqGw3YDPr2BqyqY7GMpE2ZdYSremQ\nJaSZ0zFNvrJVpbUH2fDOOewAACAASURBVJr17SnpvMx87sOYw/FswqLjEZkfYuaXAdgT2AvAsQWy\ndR2toa1URiXm7PxR2KLrwmZkh1IQiZST2zT0eyjFdePnkFkYHHtyKAxXJGEtU2D7Euf8zK5eN2W3\nNbqzTg2wZDgXaXUz7g5/sydkUWRI7CYQiwxJWkw6yD5GJqUZ8yHEoncezL3uV3ThYLOQlEUxnsSU\n/8HUCaXEYo4LQyOBr4e/PyNTc4catXcifWxOZlFlzFSyFJv5VyIIlmImhskFfaRG2pRZSzS19EFL\niXP5OmCdGu8n1VXpzEYoCRDOk0sxJ3vRJKFuuGPl+wx/Kwu+969xHZ2J3VCOD9sNwJkRuTKLSX8G\nmxT9KhzT09j6C1XXEZn8C8y3UHQdfRUYmfB93g7cgz0Zr1dH9kzWcGhkr7exa4m05RRHayA1oxLi\nafUxzic9KuZ57ZgWXkmqyfNXEZlBx8fs6wr2fxjwUxG5DfgdMEOD2SDHVljm4/FYBMXvgV+p6hMR\n2b2B42pEE1Rs3jMLxpTCfGyWDXTK0Qjpjjk0fS3RVIfsPBGpJMDcVGf/NevbawnnpZTP/qxk2B6M\n3UiX5M/pMo7WwK2SnlF5MLCjqq4O+7oUCwHMO9l/SXpUzMnAThpML8HPckfoI8sl2FJ/V4fXH6Q6\nYqrCUGCGiCzBrqOrVPU/eaHw3W+FhSrPFIsM+pXGq6Z+Efi6iLyBZUnXytBtDGvyLtKZjcRkniCb\nlNBDYkZlkL0YewKYg9nefobZEfNyVbOfWFtoPx8LofsklnF3LTYzqSrMFNpqPmZnZAdgCv4KbFmv\ni+rIvx9bcOElzCS0Z+79LWJbF3/P7Oz+XGzmc3lErh/pmaeVwk1vUiNOGHuS2guLeBiIrdTzu4I+\nbwE2pD2efg8iBcOwfIGjMfvt0+GY9i7o87jYFpHbCpvdPhRejwe+08XvvW6CECWfGCiRURmunw0y\nrzcg/uQbKzZW1Rbab8T8ZJXXAylIPsRCPU/EMsV3Svi+xmN64bGiPoNcC2YKW4Dpn8eokSm7pra+\n4DydiTmcrsSiLT6BeeGr4tPLOlrFlr9SrVEUKHj6T8EWqRbM1v99rV6Meja2elM2KuYqzTnBwnuX\n1BiWanBOiq0CX1n5peLE3URVn64x3gFYQbBPYanzw3Pvb4gpzI9jy+5djPktdgSuVHMmD1WL4d6A\nCBpqTovIn6lRzEjj8fbHZV6uBJ5W1X9E5M7HlPU+qvoOsVjx6zWyOEIqIrIRtt7lfthveT0wSSNL\npJV1yIbPrB/6/5iqdrredoieOBn4haruFNoeUtXtI7Jjgfmq+oaIvA9TSL/WUOs/yPTDbkyPYje8\nVcHxuK6qPhfpM9nRmhIEEOQ+ipkkbsa++/cA31LV3+Xk7sQCBLJRMT/STAx8RvbX2CpO08L+D8fM\nI09Ae9RJiJJ6uHKdi4Uvbquqd9c4rk2x2jPHYN/T+Nz747FrbCJmVrpYVWeLyNsw0+AWIrKNqj4W\nzqUqtAtLCNalp+8sCXfOmeHvnExb0UK0N5PgaMXCBx+kvcTtAxSUwy0xzqTFpMseO9UzkmhaPabM\nf4XN1C/FHn37R+SewOLBq+yItNdFuTb8nUd1jey5Gfn3hm0KZoo4NGy/IZKdGz4zKbEtOfM0vLc+\nFsf/nsrWgHOvrkM28z2cF76fqeTS4oGp4e+DZDJ4Kc7kTSqbW2kP4xyHOV3PBv4SkStT3z7J0Upi\nEEBGfgT2RHk4xY7O2GLSOxTInlZry8jdR+ZJAnvSiC5oD/y/cDwPY3H6RfVnbsMmR4Mj7308/L0w\n/L05slUFDDRy67aOGzZA+wIHYnbyH2LOjSITx3tjW0RuDqEQVHi9d+wCC+8lpdUH2dSomNGYeeWP\n1L4BxR5Li479d5jtsKYDNXKC1408SPmNUtpCe8wxF6uhfTf2mFtR8MNjcuG9z2BK88Vw0SyLXTih\nj29j2Z6FC3Jk5FMc8fOwRKqPkom8yMmUKj6H+VHGZo79SEJ0TtH3ic3wv1zj+yxT3z7J0UpiEEB4\n7zLMVLNN4jmVFBWT2FfsOqrl5N2xZP/rEylk15Nbr3eekp4ghKY7Wpeq6t8zn7s9OKFiJKXVi6W/\nH0h76YN9xUrsxpIQ/oSZQP5cq09gkYgcpiH7U6yOeHSdVu1YHrYWV4jI5zFfxSzMUfYTVT0rcyzR\nR8fMvvKPkMNFZIyGpJpgQsqbgD6KKcnRIpLNZl2XyKLCxDNP80sHVpiEPYXdparvD07AWIxwyoLj\nlfGmOuJ30IKV7CtoMA2qJcqkJJzFyuYeW9D9ivDdHkd7AlKsFHGZ+vZ1Ha2B1CAAMFv93pjDfgz2\nvd6mlujVhoish91ER9GxxG5VuQ8RmYCZSbegY8JXvlTAXBE5EfNtgTl55xJBVb8Z+t6YjMNYVf+d\n2/ct2NNH/3Asi0TkVlU9KSMTzXHI9BlLCmwIvd7GDmkJQkFuD8wu+g5slt8CvJY/eUXkbMyB+lvs\nYv0INtv7A3RUXJXog4Qx/oVIfWaNJyzcraq7J/Q5FruxVGqPzMce856KyKYe+/2quqNYDZRdCDVQ\nsheDiNwc/h2EPbE8gCmC8ZjDbe9cnwdhiqhysYwCPqeZGvNiGYqjMSdeNhJiKTZ7qorgCQq6knl6\noxZknorIvaq6q1jq+e5q9uaqxcVjbUWIyKMkZDyL1Yz5NGayySqCWMJXcsJZkK8sz1fLB7QttnLT\nnar623BT/Yiqnln7CGse02Rstr4MM2+th5nnds/JnY8p1anYdXQUFqv/D4hmKLdgN7X3hzEvU9Vt\ncjKVVaPy11HVQjQi8jiRSZfm1iYISvocrCSDYualr8RuqmLJiz/Brrnnw/E9qqrb5eTuU6tP8xlg\nc1U9TUTm5K6jS8K/G2NPfzeF1+8HblHVmoq/K/R6xS4lskRTHa0ZxRVDVXWfjOy+2GN2vbT6Dj9q\nnWP6LyzC5vpcn1FniiSs/FJw7OO0OvP0YcyO+RusBsqtIvKAdqxzU5H9HVZ18sHwenvga6r6yYjs\nWpgTDexx/I28TJDbVlUfybW9T1Vviciujz2hZWdjsUJYV2OOrK9gF++LmE384JzcGZh/pu6C46mO\n+CD3GPY08j0sA/JRVZ0UkX0AS3jpUNcl/93nZ62V9tistQwichjmfwBTLNdGZJIdrZIYBBBkb8Se\nGO7EnppuL1CsVVm3NY4nadJVhvAb7UOusJiqnpCTexALqLgUOEVttbOoDhCRa4HPVs4lERkB/F93\nKva+YIppxWYNtwCo6v0iMqpIWBOqJmq5VZk+hSmsAdReceg6ETlA43Gsed6JmZj2yfUZK/KEqr6a\nMtCUY6dODZQc21SUeuj/oXBjjbElVpdkELCDFKz0BEwN0QxnBdkfYjeiDlEPIvJ9LBz0Kdojb6Lf\nkaoeEf5tDTftYdjiCnkmAd+WtHji1MqaqcvyQf26LhX+QmTWGkMsaqSVdnNE5ZjG5OTOxGbLV4Sm\nSWI1WTrEkWuJSoxablWmOdgT4vZYtvFLInKnqubrwFwmVqrgWjp+70sifSbVMipJamGx72G/8+1B\nqY/Bkv9ijMpNEP5Dx1WwGk5fUOypCUKQXjWxDDuo6jsT5O4Crg4znnpK4whgjBaEhnWSpGNX1UoM\nOQAi8m/s0TDGo+HCuRxTqsfSnpTUhljdjPdhafd/warp3U61PRpgd2yRgjsw+/oVVJdEBYsNH1v2\nO9IafhYtt9xea6Jc6rJ8EE84iz09DMraautwMeZ7mkVtv0FqghCUSPhKRVW/Gva7DjZZugQrB7BW\nTvRN7KZ/Ch1v6LEiaKmTrjJUCovdRu3CYldiT8eV13Mp8P1hxcIqv7tiT9a1rAZdR3uBB7fWRmKC\nUJDdApsFDsVCnn5CwWrkJfZfM60+IzcXs0GnRB38noIFEbowzu449kGY0rg6bF8lvjTeg9jMs5J+\nvwnw54I+B2IX7v3AP4FjCuT+0OjvKPS7GWbvrBkWCfwgsa2yLN97qLEsX0a+bsJZ+J4/i4UHblDZ\nCmSrViEqkEtKEArvVRK+VtCghSGw4Iffh9/8xnCO7hORewrL+k3pM6mWEYm1b0L7kHAu98cc0icC\nGzbgvDsi/OZ1Ew0bsfUFG3tSglBGPrUcb+r+H8WiI+ZRo0h/uCN/QMOMqE6ft2A3gXupv4BGvUVG\nKnJDMGdUZUbWgoU+vl73ILuIiNyjqruJldl9P6YIHtKcwynIPoBFp3wfy+z8Bfb4e2RObkKQe4g6\n31GJcf4AmyXXrK4YZGMVFpP9KDXGsCn21LIai1ePJQh9Ect6fInMrFVz5pUgeybmKP8jNfw1kpgg\nVPJYRqvqvHptof1kbBY8S+OlLipy12A3+7rnrYhcCJytOZ9NRK5MtczSSYG9kV6v2MtQ0tGaqjC3\niO1Lqz3vv8IeF+vWZxaR9xb0eWtOLhpyp/HQr7uwZfFeDa/XwTI198rLNhoROQ+LDz8GWyj4VSx2\nuMoGKyITVHVmru3jqnpZru1hTOnnIx6SawdF9v04Fm8cdewGmf+HhcONxWaXFdbFHK8fy8n/L/BD\nDZmeweH736paFZopFkHxXSw6QrA8i++p6i9zck9h0T3R0NacbOyRXjUTAJCRHYHZ2QWb6VfdVDKy\nKY7WZIWZSnCEb4fdgKrq6eRka066pL32zQ+x6JkKQ7FopNjEYyZWPuHN8Hog8A/NZTyXuan1BL3e\nxh5mbt+mWgnHZk6tJDhaixQmEZtwXoHXYF7YBoatEE1fQCN5kRHMRNLmZFXVV8PTThWpN7UUxJwf\nk4Ni+7lYQayhWpB6r6ozRWRvLFrpErE0/9sjoi+o+QMayVzMHluo2LFooeuIhGVq3IH3Ac1EXanq\niyJyMPGY+9SiVQ9jBcPqoomBAOGcvw1bZOKxOrI1Ha1SvlhYGf4UthQOqvN+6UVGsGztNr+O2uI1\nses5ZanBHqPXK3YSE4QCqY7WMgozCc3EqwcH6jpakLgi6etUPoQ5mFJq37wmIjtXHsFFZBciK8+U\nuamloKoqIn8inND1Hlmlek3JgcTXlJwlFk99DQkhoXX2+TPsGGtWVwz/vwy8LCJTgCWaqS8iIrtr\ndX2RFhFZq/IUEB7d8w7BCvMxpVJhKZaSn2dVGGfKrHUT4H+Bt6nqB8Ti2vdU1Xz1wqQEoUA9R2tn\nFGYSmolXD08/m9eYJPxLaqyMpOWX+oM6SYHdfFNrGH1BsZdZdzO1HG8ZhZmEWJhbzYzODDXXqcyQ\nvJg1FsN9pYg8G16PwOzJeere1KR8ca+7RGRXVb236DMZUteU3Cn83SO7awpCQutQMf3Mwm4UWYqO\n83w6zshei7SB3ZRuFIvpVqwcclUyTWABVj62Q9EqETkJOpjtysxaf0XCQt5qqz3dSscEoe2wOj8x\n1sNWLwILH8321RmFmYQkZHRmZPMrI10uIrGVkY4Ipr1lWBjsDliC0uWRIXwei4Y5F5t0PYPlFFRI\nvqmJxbrHzq/CxbQbRV9Q7GViVb+MneBvYKFFMzAnXZ4yCjOVmqva50iNZ25N3blaLO022IknWJLQ\niohoyk3tR6n7Dbwf+JyI/AtTgLVO3KQ1JVNNDClUZoEiMik/Qw3KIYZkb35q8d1V14uq/jBcwJUM\n2e9rJuM2x1NhqzAt/O1wY9NIlmUNkurGS3WC0K5avH7uZOC+8MTQ5miNyJVRmKkMC9fRZ4BLNGR0\nFsh+GvNFvAZtzvE7sci5LAeo6tdF5AjsqekozIZfNU61rO49pCApsORN7ZA673cbfUGxJ8eqqnnS\nT6F99lJEawPHV6HeqvZZkhbQ6ISjcFfabec7STxJqO5NrRP7LbMK/FQR+QWwnlgiyvHARZU3ReRY\nVb28MovNo11bAPg4qmeon4y0Qbn6ItdRvABKVi5pjUsROQSbkOSTjmI5EakLeacmCKFWmuAW2h2t\n3yhwtCYrzBL0D07eo6l/HQsdY/dXhbY8qbVvKhnUH6a6Vs33cqJ1b2ol/HMNpy8o9tQEoWRHaycU\nVwrJGZ2qenKwz+2NnYgXqOrVeTlJrP8SZFNt562pBxTMWZOxxKNsHZQOYXdlTmBV/ZHYajuvYE8X\n31XVGzIilRl8mWSimkhxAbKhxAuQgT2Sn4M5QSv1RU7IC4Xf8QdYPRChthJO5adYvPuDCX6gkzDz\n0tj/3975B91RlXf8+yVtJQKB2KqtpQLBKTQiYSCUoHHQQKkZQ7AiaSkwxlJrLRiQ1k5R28YiWmpS\nOoIggglBh+GHZCg4g8hgLIYQSkIgDASFmqYoWOtUNIWIAz794zmbd9+9Z3efc/ece/Peez4zO2/u\nvSdnd++Ps2ef83y/D8n74Hzjq43ELhAKWWg1D5gBhCg6V8NWGel2kk9AB+G/cKFPb7o09C7qJ9C7\n7aZFdvNFLeR3HA1JnCjfdYNRIOTafhsanzsEzbao5qpMHY6b8Pihu9cOweQajNOhsuNqu01Qn+0t\n7svwPtT7nJuqRwWew3poiGGrey+XwxVx7tBnq/DHneuHI57HQVBl7P2YbOl8dN1nFND3UwB+J/L7\nvg4arrO2txTyNgmEXNsF0LTMu6Gho1vh98xvrcqUekNLZSRMFDufCVefFjp5qPOD99bA9bR7zP29\nBsA73L/rLLV9v+NLkr4vg/wQ+vzgtrnB99tugHkU9Yq59cY+zQNmonMyFdBAWJGRW+B8v1v2HVJq\ncLP7+2jpuW91PHefH7uv2MS6RO/9a6Gxz0VoULZC71DOhRbQqPVuh+Y4xz7GY6G39xdBZ+QXAriw\npu006GRmWVNbaGbZcTBeyFy/89wx7EDFZz10wEz0Wc6DmpMVj/eDxtyr7UKKjHwBwJsM7cwXtZDf\ncaxtKoRi2nJVy5gXWsVmmJUKa65siPeNdUH4CngcMGv6/JlL3XyS5HnQrI7XtJ6dB04If2ZVFsP2\ng7N5rbDBZSbchJIBlXQoJ0bydOjC8DfRnGYKaGGIJ6Ae+7tdGz3tNlELgt+Glu8ctfjxVVAl4xHU\n8mqLReSTlaaXQC+8e6NFEwH19O+xi64i/uwsL5aFVgkwC0uINXMpxPtmPoClrC/gXqQz3wEVPhUO\nmC9As5x8pPCwamTUlKdfhi60PobSQqtUvLFJ3gute3kt1LTpWQBLxWNdm+g47wZwuUzOlV0mIidW\n2h0EdYL7Fah/yP4ArpTJxQ2KtlY16yYRmcuSPJ7kBvEoVEk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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accuracy on training set: 0.988263\n", + "accuracy on test set: 0.951049\n", + "---------------GradientBoostingClassifier-----\n", + "accuracy on training set: 0.988263\n", + "accuracy on test set: 0.958042\n" + ] + }, + { + "data": { + "image/png": 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aWg+AHFPM7BwzW5SWb+FKenGPB8rPUy9t/qOyPIn7QjaoClgPETmV7zxQ2/Rk\nXSYTEbQOzaG2h5sHKuyEn8fDcBNJna/i1/KWwIfxN55vN7T50cy24yr9e6Wk/8CP/ZjKcgL+IByG\n9RCJJmk1SV+QNJiWz5fcfyNhqXfkmtn7q+vphH0nIzorKeSOURSJP0vaiOSgkrQP8IeM3An4G8GV\nqa2bJG3Q0NXWxf5vwFfN7MfpoqnzhKQD8DeWt6Rtw25USa/EnYlTJB1T+WhVhl+Em+A239UrbQE8\nir+W5/gXcIukbhEfX039+p+0fnDa9s5Mm3Ml/SdDv8tBuKmhzv9Kmo7bdQH2w223OQYlfbPS5oH4\nyLbOOXhI3sVpfU98hJijtJ8LJW1vZteAh90BCxvabIXmto7pAFxJL+7xQPl5Km7TzD5fXZf0OTzq\nps59wLXpXmqMyEk8IOlVgKUHxVHAHRm595EiglJbd0laK9dPyh20i8zMJO0BnG5m35R0SO0Y35za\nWUdSdQC1KsMHeSviPoflGe6Q/htu58/xfOA2Sd0i0c7GzY9vS+sH49fs3g3tjpilXuln+CfuqK1T\nHJGDX4RnAptKmo/f+Adm5HqJCCqNyjkMeA/uHLtX0lQ8mqBK0UVoZj8GfizplTYUgdCNXMSHZeS2\nteHhppenaIcch+PmkNa5vho/zuE7MTtW0t7A9vjNfaaZXVyXS/w//Hc6KslezdADqNrmFyRdWWnz\nMDObNZJ+4r/Ptysjsr/ituimNs/AzXSGm5AOX9zjScdUep6K28zwDPJvL6UROeDn6XR85D4Pd6y+\nNyPXS0TQTEmXAlOB4+Rhy09l5B6VdByuRF8jT2Ssv+U8iPtkdmf4w/BRPCgDADO7CrhK0rfMrHRW\nv9IIq43M7K3V78nDYseO8bYvjXQBfoKPSKYBP8WdmyePsM2p6e8qDNnhp2bkiiOC6C0qp9RPsH7h\n8UzBIy7OxEcWZwNnN8geXbjtRvyCba1vSN6+WeRPoQd/AoW2ZXqwrfbQz+VINmB8RLhqlzY/OFrH\n08t56qXNJH9Luo5nA7fhjucjS7/f0GaR45MeIoJod9CuScZBiydHHQO8Jq2/gJqvryLb5ghukHtR\nuocuBS5vLQ2yny3cdj0V3xzui7h+JOe927IsJGe9rrK6CA8rnJeRO4fM6MHM2kZdkm60WhKHpJlm\ntk1t2zPweN1Wpt904NNm9q+Gvm6PK/1zJE3BwwLvrcm8BfgcsKKZTZX0MuBEq7wWSvqimX1A0k8a\njqmepHMd8GvaE0B+VHjsbclhknbAX0PnMhQ6d5hVbOIV2cvNLBfDXpebBhxsZo8UyE4H3mJmj3eR\n+y5wnJndX9BmaT+vNrPXdpOWZPXHAAAgAElEQVRLslea2esL5IqOJ8kWnace21y/sroI+D9z31Jd\n7gry11zbeWu4lnLblgPegd9Hwu+jsyyjnJIp50BgQzM7MdnNn2ftPrjWMW1sZr9M9+okG55geIGZ\nvU3SLQ3H1JbwRXlCYu442xK50v19Lh4RJuAh4FAza3prHjFLvXnH/NWrhJ9W/l8ZTzh6sCogaVPg\nJSTHZ+WjVak5PtPr4ifN7FgKEjUkHY/H/W6CK8sVcLPNq2uiJ9DuJ5hak2nZaD/Xbb+JZ5jZR7r0\n7wD8rWWqhjujn0XGBm1mv5K0MX48Au40s8cami/1p5T6E6DctlxqW+2ln5dJ+hDtGbkPZdq8VtIZ\nGdl69m7p8UD5eerapqRVzR2jj9a+u6qk3DF9qPL/ysBbqQU59OBzat1H55rZQXiiYTf+BzfnvBEP\nwX0Uj6YaVmpD7hw+AjfrboSbmL4G7FAROzr93a1gv1CQkCjp/+EmrA0lza589CzctDcMM7sJ2FKp\nhpDVsunHgqVW6Uu6xsy2l/Qow5/SrTT7YYWY6qNaSd/Hk0KqFDs+zexJSb1EBO0FbIWbRTCzB5Up\nVEXeTzBsFFIZWTwbD+dsUrYtfippVzNrcoqCX5B/AJ6Dx523eBR/5QdA0hvN7PLaQxFgo6Qkcj6S\nschKHYss39J+tt4O31eTy9nAS7N3e7GVl56nkja/h1/zM1O/qhde2zFlRrXXSqoPvIodn+k+miJp\nxZI3EuDlZra1pFnp+39VPpqoq3PYzFrBGXsDF5jZ/C77/omk9+Lmp6fvudqD8Xt43aCTGB4V9GhV\nTtJBZnZe7aFI675veNiPCkut0jez7dPfbjdIExvjdr5qm706PnuJCHrczEwpZVxeMCrHrZLeDkxK\nI+mjyIwQErsDX5R0NXA+MD33So6PaD4m6THgCTIPRnMH1e+BV9ZeiyfjPobWSPB1uC2z+lB8uhlq\nCjKN5Gab2WkNx1CV2zGN+DqSZJ+Z3rK6yf2nmb2psM2Sfi4HHGRm1xa0uRweqXVBwb67Hk9Ftut5\nKm3TzHZLf+tvk03tVitSLoeHQj+v1uYwx6ekVczsHzRzH+VvOU+kY2vdR1PIO3J7cQ6vClwq6SH8\nPrrQzP4vI9dy1lfP6bAHYzK5PQIcUDPnPkfS1Io5t3X/L67+WmyWWqWvLuVQ66+lmTeCP+LFmnL8\nRdKvgOea2ebyEqq7m9mna3K9RARdII/eWT29eh5O/nX2/bi56DE8JG868KlcJ83sMHls/Jtx08z/\nyOt6vLMmV3xhZV6L16XyWmxmx7f2XdJeGsntjkevdJMrGvEl2Wy56YzcPyWt1s3+3UM/n5KHM76y\nYP9PSToSL7TVbd9dj6ci2/U8lbbZTSZjhqq+ESzCI9ve0fD1tSX9Ah/1v0AeM/9uM6tH8PTylvMl\nfKS9lrzw3T54smOdqyR9DJgsaUfc5PKTXIPmeRafTPf5fum78+qDhdIHI2TNuStSMeea2dcr+16i\nLLWOXEn3MnTxvQAPmxNumrm/lx8o0/ZV+NP86zZUSfBWM9t8hH3ekYqzyswuG0l7lXZXAHbBwwtf\nY2ZT0vZNzezOphs7c0MXV1GUdDR+MbeKvm2NF6e6NNNmUVVKFVZlTLJjUb2ytJ+fxE1eF1mXG0ge\n978w02Z9UFJ0PEm2tHpl1zbljllw+/wAnu0rvPTIb1pv1BX5la0WqCBppZyJUdJvcKU8bZTvo03x\nQYiAX5lZW+y/enAOV77zPDxzfn88am+LtL3JpAk0/kY3kcy51qGqr6RT8JIwC/Ekzy2BD5hZT3MR\n9MJSO9JvKXVJX8Mvqp+n9TfjsfDDkPQrM9uh27bEM8zstzW7ei6SYWX8wnoJFUevZSKC0vbLcOXT\niKQX4c6yDaj8PpaPjtgFv0DfgDt+z2IoyQM8ZO0Ihtvon26SfFXI0tfiw83sdHnp2rXwB845eDhb\nnbGwa4+Fn6C0n8fgr+dPSlpIgx8pUWr/7+WtsfQ8dW3TzN4AIOl84AgzuyWtb85wp22L6/AHTpXr\nM9ta7T9Qu49yGblT8KzZ+n3UFEl1F+4fWD59/wVWi84yz4r9BgXOYbnzdT88tPlC4F1mdntFpCeT\nZqLUnLuTmX1YXnJ9Hv7QuYL23JzRw8YwHnRJLOTrrQxW/l8Zv/hvxguetSpCbgDc0dDmL3DTxo1p\nfR/gFxm5H+Kml3twe9+lePZfrs298Yv1EfyCfRT4W0buZjypZjvcXroNsE1Dm+fjGaYrjeL5LIqZ\nJtWvwZNv9kr/zxqlPnSsyrgY7RXlPSxty2ieJ+CmTttwu/02eEbtVgxVhHw9HrmVa/NC/EF6I27e\n+BA+30Nd7lJ88HQHrmDPJhPTnmTfD/wZzyWYTcovyMi9Gh9g/Q4PK76X5oKAJwMvG+Xf5kN4WYm5\neBDI9WQK/QG3pb/fAHZJ/2frTY1a38b7wh2Fkzsdt+ltgMeKfxw3nbQ+Pzr94I9Vfvx7k3LNJp/g\no7Bf4tm984FrgA0ycrPS35YCXIHmZI27qVTX63A82YJYIzxHK+AO4QvTciQNZXYprKJIb6Vrn4sn\nsv0irW8GvCMjV1SVMX1WWgn1LcAcUolc4GX4m+FI+im8RMN/pvX1gO0a2nxGuj7PTOsbA7st7vH0\ncp56bPP7+Jvi63HF+w183ofW54fgI9BH8VHvFWn5MbB3Q5vPAb6LVxf9Ez56baue2bpuqChv4KoO\n91HXCpz4oOXN+Fvomq2ly3fWwk3FLwBekPm8uLpqkt8RL5v8Odz5npMpKrk+msuYNbykFnzUfno6\nabPS/2113Wkop9ul7aczchs+/236ezVelvc5NI8mri3c5wkU1qnHbdUzgL8Dj+Ovzrm3h7PwBJA3\npuUc3L45kvNelBmZPvsFbna6Oa0vj88KVpfrpSpjUSVU3PG4Wk2ubd899vOrwFdIb4r4G+SMhjZ/\ngJsuWop3MvlRdS+VXYvOU49troyXHrg4LR8kU3oceOtIrpuGfd+Q/k7Ha1NtRaXmfE32CgoyaOlB\nceIDg7twv8e9eDTQbRm54uqqle+sWnAfdy25PprLUmvTb2HuEDu6q6B7+1szXCFPhjjdMlEoklbH\nC55tgM+W09pX3fl3pnzy40/gTrVn4nW5cwxK+gFePbAa41u3Bx6S/jaGhVU4g8x0jRm54jo5knbD\nTVbr40qvKe/hKUn/B2yW7P6deI6ZXSCvhYKZLZLUZttNn3W1ASeK/C4U5D0sRj9LY8XBS1XsJ09+\nw8wWStliTaXHQ2qn5DwVt2nunD2NLtFLwJ6SfmkpGkoe3nu2ZXxj8qTC99Pun6onxn1aXsfoP/BS\nJqtSqX1TYy5wpaSfMfw+qjv7r5BPSn9RTa4teAF3pL6C2nSNGbniOjmS3o37hhbiDxHRfB+/GNig\ndh81VQQdMUu90u/BCTQJ+K2kw3D75JeplCGu8XPgBtxemIsBbu3jrPTv1TSX1m2xKm4uqk7ObLQ7\ngV5s7dERbWWQK30oma7xSUkbWZqbU9KGNCvTL+L+h1ssDT1yyKez2w83M7TaMvxc1PmHpDUZiq1+\nBe7bqFNalRHKK6H2kvdQ2s/SWHGAx+W5Di3ZjagoocU4Hig/T8VtpnNzEm7Sqt5H9ev6Grxq6TF4\nluuxuLLOcQluLvsJne+jVrb8I3hQQifuT8uKaWni5envQHVX5IMXSqdr7KW66ofwCXj+3OlgJH0H\n9x/exPD7aMyU/pi9Qiyphd6cQG/Cf6QH6TzDVVvhsCV4PEUTNaTtRdM14uFt9+MRPlfhyTBvaGjz\nCrxee7d+zqHQgYybga7Fb+prcedarkhWkQ04yeb8Lutn5HqZMa20nwfib3bzUttzyEy6kWR3TOd8\nQTq2+4DXL+7x9HKeemzzmnSdzMbf8k7Ay4zkZLfHk/z+QAdTBGNsm+5yzW1Ysi1tb03X+GU6TNeI\n+4NuTr/h73FzcpNJ83/xN61u/byDjM9sLJelNk6/hVIhtGoMrKSrzOx1NbnX4rbY84CX4ja2w83s\nwUybH8Tt5D+lOd26135OwZ2iGzD8Vffw9Pnz8JHTeXiiVeudfFW8cuemmTbXx2/8FXGFvxru0Ls7\nI7sSBXVyJG2Lm3euosPrszzpZl8z+3v3o3869LO1/zlm9kTJ9wraXQV/SNVrxyxue0X9LIkVr8iu\niZsPhNuvG0d/o308pW1W7qOnczIk/drMXlOTOxg3YR6PO4Z3xgvttZkL0xvWxvjArJuJpfRYikKa\nVVg0MW1fBR8MLoc/0FcDvmtmuXkPWqZhrEOdHElbkeZyYPixH1WT+yFwlA2VhBhzlnrzDj7iAPiD\npH/DR/HrZuQ+hyup2wFSosXlQJsyxZ2ip+KRQK2nYpM9rpQf45Uuf0netLIzPpXeunhUQEvp/w0P\noczxZzwe+F+4fXESsFJdKJmH3ouP0Az4taSvWb4a6GfwB97KdH59/idwkzxzufGirmxfhIfZjSrW\nOb1/cdor6qeZ3YlHXZS0+RcKcwVG+3h6aPNf8oSmu+RZxPPxaJY6b8VLAf8J+L58cppz8VFwnZfi\n9ezfyJB5p83EouHlCRq3JX6IZ4ifRT7mv7hoYoW1gD+k++HcZI57LrVCg+nhfTzpPpJ0DV4BN/dw\n+DquXzqaiPG3ttvlBQGr91GuIOCosCyM9HfDlel6DDmBPmlm02pyTztxK9vWzP1gku7BnXUd7XFJ\n9lW0jzra7HGSbjKz3I1Rl3urZUoeN8jegM8r+ve0/kzgUjN7VU3uAjzUrpXwcQCwhpntm2lz0MwG\n6tszcofktpvZuSV9DyYW6Q3vDjyj/VP4fXSqmd1Q8N1sSQhJd+Lmj27lr3sZlWe3Vz7fA89d2Z3h\nM389iucItPlzJA0Cr2r1M/lJrjWzeuXOy3CTaus+OhA31eWSQa+r34cN/X1dbruVVw/umaV6pJ9G\nthubO4K6OYGeI+m/gXXMbBdJm+Hxzrmp827DR7Ld9t+LE6ak0iXANvJM4YfTPtYA/sPMcvVFVq6a\nV8zs7/K64XU2seHRO1eoeZarX0rayTLlFKqYWWtE9AKrzMO6JEgj0lfkbuB+IDeAGWl7+MQwx+Jv\neY11lZJ55avU6lLhvpI6N+MPkT9lPutpVK6hWlsdK13a4s0Wt3z1wWSekZ57y322mVXrYH1a0p4N\nbV4h6Qjcid1oIjazq5Sp+1/Y78VjSToQxmIBriiUK4rBTp9djDvxvo4XePoS8KWMXFcnDCnzNv19\nCrcddsrIbctqpdmRey2wdWV9GzKz7gDfwpVka/3lNCc9lfazl6SnV5OyR/Gkpi+Qd7oWJUelz4pm\nF8KVx/vwOuzdZg0r7WfLRg6eALU7zclun8OjOLr1c1+GZmn7BB7VtXWD7L24+XGzgnZfhfuI/r21\nNMhd3u1aTnK9xP5fiU8KMp2h2e2mVT7fA7d7/yX9bS1fwkfe9WOuJldWl7bcGNzktHplfY0Ov/tl\neEHFar9+1fBb7o/b/pfD9UmTs7u0n+/CAwzuSesb5/Y9msuYNbykFtwGfQbwGoZSw9tuFlLyTO1i\nbUuSSdsPyS0ZuR8Czx/l45lNJSoGT+ZpSxRJn22Ll4D4dVruJlOyAX84PYVHHdyX/r+NhhT2wn72\nkvQ0G/dRbJn+P5pMxiW9PZg/iduXuz10eymVUdrPmXhU0DrAA/gg4bsNbb4Tfzj/Bp8zNpvByVBW\n9/bpt9yDhugXPPv5XXjo6Q14faW2aRvxyXauwx94rRDltsFLkv08rpQPxkN29yaTadvjffS63JKR\ne2UP110uYSy3LTd4ypYJwd/Wb8Aj3B5I56wtuo+hAdETaXkqbcsOjAqP5ybcd9b1PhqtZak27yRK\ni2SVxmBj5XbpYieMygu+nQf8SkPTOx6Oj1py/ZyRXpGrUTm5aJNdCo+n1a8taPdT1PMJekl6WmRm\nluytp5vZNxt8AsVJXJQXPXuhme0raQ9zk9T38JHnSPopM/unpHcAXzazU5QSteqY53KcJWkT3Gwy\nW9K1wDds+NSSreP8N7wG/48lndDQZquy6TdSVNr3gdMkXQh8yoaitwbwt4ESx11pwbfi2H8rt0vv\nJek2yipN5gq+5bYtJ2kNM/tr6uezaTBnm+evvCL5xGQNUU7WW4nySfhvuQHD76N6Elkvdf9HhaVe\n6VuqEljAMfhIZqN0003BX6mfRj3OmYnHMnckRc6sgvsU1mB4KObamX2ckvbfCgf8lJk1KSnw0f4G\n+G+5lXz2qmE+BfMJUoqQdDYeincbwyMu6jd/L0lPjyZFfhDw2nRDrJCR6+XBXHoDth6CD8srR/4R\nP18j6afkUwIeyFAt+cZ7KbWzaVr+jNu6j5H0bjPbP4nNl5dMfhPwWXmI7XId2vs3/CGyAT5K/y7+\ntvtz3OQEcCueiNg1HNAK50fATWVnAptKmo+bLQ6s9a+nWe0oqDSpoZDmyfJwyOp9lPNjfR64Lj0I\nSW1+JndA6Vy/lfYM/BNz8oX8hDStJZ2jd65SYd3/UWMsXyMm0oKHMi6PO442x2/mlWoyz09/188t\ni7nfasG3qn2vseBbD20Xv7730ObthXLVpKfB9H9T0tPz8Ifua9L6C8jYlilMjkqyRUXPcPPKGrhp\nYS7uVHzPCPv5OnwA8ZG0vmHTecf9Anfh/qHtap/NqZ3PvXGHHnjtpZ0a2pyL+z5elfnsS5X/r8Dn\nmcja1Bfz+pia/j5dl6q1bQRtdq00yfCCb1dUlmk0F3x7CV5c8P108H/gbxetGkn/0VpGeExFZlMK\nCxyO5jJmDU+0hcJMV9xz/svCNosKniXZooJvPbY56tl8SZl0dRCOwe+zHG6qG/Zg7iBfXPSshz6s\nwlDhq44O2lq/2+zplc8PpyEzk4p9H/hO5vPctknAfxUeT5FNvcdzlLtncuXNl6PBwZuRPYnCSpP0\nWPCNLpUzk0xRP3vc72dpeGiP9zLuHRjzA1y8OuDT6FAytSI3iBc4m5VuxsOA/26QbdVI6VjeuKHN\ntnr2SbbYkYy/rbwp/T+ZhuqhwGvxkfYcOtcrH8BNPjcmudk5uSTbimD6G/7K+yTwSEauKCInybbm\nOqg6wHIlKHqJCCpy0OKTX6+KPyTuxM0nxza0mYsCyW27sbY+iYa3Lgoj1irHv1ta1uog1zZar27D\nTVNvxR3ie1eWQ2kONPguDYq2ItN62FcrTa5CQ3kHPAS0a3lj/IHdtXJmkj0TeGnh+dwez0AGfzhl\n33KAvdK+u0XB7Ybf6w91khvNZam36UPXBKnFyXT9F3BLSsboOMWelRU8AzfBrJD+gkdJfBU3Pyxu\nm0WOZHWZ97bG2alv3WyR38WLbXWTw2r29xTbvF1G9FJJb6VgGkLKi559Cw8D/Hha/x3+Kp/Lz8g5\naHNVFDczs79JOhC3oX8Ef2CcWjnGlfEHSEdfTvIhtGy6rbR+4W95ZzYc+3WSzqD7tI5vS326MrX5\nZUnHmtmFtPMj2p2hF+IDJvBggd1wpVudQepR3CSR4/nAben6rPZz98r/T0n6vJm9srLtH1X5Gt/E\nfRWtGeIOxn/f+lSGn6Kscia4Ij9UPgXrYwz5HupTGx7P8HlvV6Ay722Nz+N5QB0LF1JY4HA0WeqV\nfrcEKfNInHPVQ6Yr5VPs/TMlcdwkn+vyDwzNcl+ntLxxL22eUNBHcOfbdnjYIGZ2l6Rcij34xBzT\nGj6rsqBQrg0zu0TSRzMftSJyFkn6F82OP8hPkJ0ra91LRFDOQZtLlFlBPi/xnsAZZvaE0rR4Fd4N\nfABX8FVl/DfcLEXqz0nASZJOMrPjGvpVpzRi7eP4dfendHBT8DIgTyt9FSZI2eIlPZVO+t3Lw760\nvHFp5UzwyVZK2Is07y2AmT0oqSmg4C7cbNTteB4olBs1lnqlT2FYWg8KHyvPNj0Yfz09Ei94th7+\nCpyjtLxxcZvm2XzPxSN4wCd1yWU/9hIWdmcKa6xnEtajd46XdBY+M1MnOWrKZDn8N2vbf/2NoBNm\n9l1JMxmKctrT8kXPiiOCcCV9HHCxmd2WfqMrMnJfx/MdbgaulmdUDiu+ZWanA6dLer+ZNZXwrsof\nJ2kdhuYxaG3Plap+h5nNrW5Ifa2zXO16+AvtEUE9jeB7UPit63N9umeb9jLncGl544dTCOavge9K\n+hPNcwn8XtKWePQTwK8tU0CO8nlvwQdrV8oLE3aq+/9h4OeSOhY4HE2Whdo7o16lTtJb8Oy7Fc1s\nqqSX4YWVcvH3RaUIJO2AvxLOxS/q9XHbYJtSSSP9TXFFNccaapdkXt9fg9uWL6zJnQI8jGdkvh8P\nC7vdzD5ODXl+QB2z2mTvks5LfRwW2lmXy7S5CFeY36g/oOQx57mdtyk+Sd8xs4MLtm2NRzVtjpsF\npgD7mNns3L7Sd1axHgufSVrevFhba/2NZnZ57YFXPaZhD0dJJ+PZnsPmJ2i45opq1cgnEdkCj+MH\nn/9gtpl9JNNmLyP4IqpmRTPbSB7a+zXLTLjSQ5svw/NWVsOv+YfwxMnZNblVcDOt6FI5U9LR+AOu\n9ZvshU9v+eWa3IfwjNkdcefz4cD3cg/1ZApqw8w+WZO7FA/aGGYmrcuNKjlD/9K0MDZhaUXZpvRQ\niiB9vhJ+E25JQy16PP76AYZq398PvLlB9mYqzjlcoeWcmcVhYTRM6ZaRG/WsQfztorVcho/Im+Yc\n7ur4pPeIoNK5Z7s6h0np+QwvL9Ba2soBUDA/AYvnTH0r7vg8jTSBfYPcKbhJZwX87e3PwEEZuY4O\n39r24mxT3PH6ubS0zSGckV+VDlFTSeZ5qd230Lnu/2wqk8zjbx1NQQld571NcpsXXvODI71vel2W\n6M7G5AB6CEujvA7Jb9Lf6sWai2DJPRyaLpaiycnxaJAXVtY3ojnK6Jba+nK5mwofuZROeHIX/nDY\nlQ7hoHhMdcfQTuDD6e+XqdQwoqGWUeb761GZnDttOw43PSxiKNrhUdx0cVKmjV4igkrnnu2lXMSk\nwn3/AnhmF5niWjW9LqRSCulaORd3+ucGEEUhm63zmf7Oqpyn3H10Mv6gOTwtlwEnN7RZNDk5HiBx\nP+7IPxd/uzy8oc1bqOSY4L6M3H30QWDdwvN5DfBb/K169Q5yJ7OEQzuXepu+FaZ6d3P41ijNNs2V\nImjiq5RF7/zJhk+C0kooyvG/kqYz/PX9Fxm53YEvSroaOB+YbhVTRI0X4Vmhh+PRHj8AvmVmv6vJ\nbQ8c0iXioWVjH2zYVzfm4aPzp7HeHZ+9OAmxsrlne3EO3yuplfxzeYc+dJ2fwAqdqeo9IxaGMo93\nxR+0D1XPQ6nDt8ZVKss23RV4mZk9lfZ1Lh7GmHP2n01Z9M6xwFaWzDnJr3Nd+n6dc/ApIC9O63uS\nj+5aFZgu6SH8PrrQzP4vI0c6/y/CQ64H5RFM37L26rXvAz4s6TE8e7zTbzQ6LMknzFgsFCYz0UMi\nE4XZpviF8Xb89XBjfET7tYY2c6Om3Lav4mGAh+JZiD/FRzNNBbD2puz1fQVc+X8Xn+rtrILz8AZ8\nMo2HcVPTKyufrZ9bRvhbVt8IzsBHS+c1yC5HWUZuq0jW43SJg8bfwF6FR2esiM/QdH5G7kpgTYZy\nBV5BpjBb+mwyrqAuwkebZ+CTkNTlDsktDW2+CB8Z35rWtwA+McJz3zFBisV4y6DQrJjun2dX1p9N\n8xtzW3G3hm2/wn1yrfUV6ZB0iYerHoVn0G/V5VxtgeuEOzu1mWQn4Sa2+bgOupOGDOIltSwLjtxB\n3AH2Qzwq5N/xaIGP1eR6dvjKp0UzayjAlKIRPo5Pdi7cr/Apy8xIJelGfOauavTOhdbukDunQ5fM\nKo5SSVMZmvGn5VR+rpnd19DfFfDia4fhpQamZGTWxJXpwfhUjN/E/SQvw8/xluYx6s+ufzd18KFK\nWz+hQ/Eoa88nOKSyugi4z8yubTiWr+LK/I1m9mJ5LPylVpv4ohckPQefH/VN+O95KXC01Zx/i+Mc\nTt9bI7V/oJktds30FOlxLPB1M9sqbbvVzDavyW0EzDOzxyS9HldW37Y0V0NFbjn8wXUH/kB8MjlC\nn2Vmf6zJ9uTwLQlKkHQAbua4Aj/vrwWOM7PzM7LX48EK1eidz1klzj9t/zY+c9eP0773wM0tv4Ph\n0TEpouu21n0uD8PczMx+03BMz8Nr+eyPn6N6Ta5W0cLDcB/dZcA3zexGSWsD1wM7m9md6Vpqw0Yw\npWQ3lgmlb2YDGj5HbtusNZKuwBVXSUXMbfHXwFYI4SO4PXDmCPpZHL3TQ5ulM/7sgl+gb8BHqT/A\nFWSbiUfS7/CaPueY2bzaZx/BHxa7JbOOMZR0BP5Q2rAi/7r07964U606c9d9mQfz0eahjh23pe03\nmtnWkmZVFN/NNjwXoiW7Bv4mVo07z4VCFqMe5vxN52E/PB58BvADSyHE6r3IH5JmmNm2tWNvm5lN\nHr8+gCcutgIdNjGzXTNtXl9XnA3Hcgo+YUrXipjy6Uu/hjueBUwF3m1mbSZISc/HQ4+Fv2H8sS6T\n5HLRO4daLcSyKXqmhVWiY+QVUre2pAzTQ3AwMyD7f/jvOAV/c/mBpelXM/28Gvd7XWhmC2ufHQy8\n1szelfRSpnvD5/wdVcbzNWM0Fnz6shVx2/wpuLMlZzbpxeE7m1R0K61vzwhLEST5kuidqbi55iK6\nRCORf63NHfv5uJ2yqzOXyus3XerK9PIbFW7LOQmbaqD/Bn91bplYpuRkcZ/JLXiE1xW4smqKCJqC\nZ8eeSfcJV0qDAu7Fk8gOoBIhUvm85yJ/uN9mo8qx70OKJMqdT/yt4P1dzmfp/ARFDt8kUxSUgA8y\n3gVs2sM11TV6p4e2cvdRk8P5ZYvR/ho0FA4cj2Wpd+RSmMxkvc05+aiZ/bry3WuSU6xOcSkCecmA\nnRkqF7GDvAxyPQnjEtyk8pNubQILJO1uKTNWXge+bV5fGyrfW8J3Jb0H943MxB13XzCzU9M+sq+j\nlX3lXkunSNrQUkJRMswUC7EAACAASURBVEs9bVpKr/dvB6ZKqmb5Pova5NQVchm5uSklj8ZHkDeY\n2RuSQ7IpBrrb5PWt/vYSFLClmf0ts92/lMyN5glCJYl2kC9vfFBG7ol0bg9hKPEqVyoayhOkOjp8\na5QGJZyDD6y+nMyeN+GDgtwb3ur4Q3YDhpdBPqomN4CbXtdneLJb25sTMFfSUbg/DdzhPLcuZGYf\nTW2vxfC3xvsz/bwS96Etn45ngaSrzOyY9Hk2f6PSZluS42ix1Jt34GlbdscEqWS3+zLwYvzNYBLw\nj8xFjaTTcGfu9/GbeT98pPgjGFJsrSiJwj7+nEx9bWtP1viNmb28sM2N8AdPq5bLPOBgS36Dilwv\nx36Tmb1MXldmG1JdGRsynbVeR1fG33RuxhXEFvhredv5SOalMxm6kTbAX/Onp8/Xx99wTmJ4xMaj\n+IgrG2mUFHgrI/dXlsnIrZhCbsInu38sZwqpHntuXzW5OyicnEReg+cdeORLVVHUk92KEu1q32lN\n29jkc9oMn63rejP7fnrY7mdmJ3frd4d9noSP8hfipT1WB36au2aT32V94AL8PtoXz0e4FoYrtjQo\n2hY3Qb4HWGhmm2babM0WVr+Pzq3JzSEzILPM3BJJiX8JL2NhuBP4A/WHrjxp8wv4/fandGx3mNlL\nMm3OMq/5805gPTM7vmaCbvnu1sLfGi9P628ArjSzjg+FkbDUK30VZs+q0OGbZDvZ2c2SvS3Z6Q+g\nrBTB0z94l+N5O25/vrTWZqNjR11m/Gk49hdaPiP3Ntz38T28rsxVOVu5pPPx6p+3pPXNgQ+Z2aEN\nfVgJd+iBv+I/lpHZzGo2UkmvN7MrG9pcA3+zq47k6kXHLsYdah/Ab+q/4vkRObv2p4HrrMvk9eoh\nKCDJ3om/yZyIZ4feYWZH1+RuxpN9htXJqZ/39Nmw0W5re3202yuSdsedqOCK56e1z4sdvkm+KChB\nHqa6Cu7g/DVwTdNbjjLZyA1yxQOyUtJv9EZqRdzM7IiM7C14gMe5wMfNZ7lr0wGSfgq8q3UtJd/G\nV8ZS6S8L5p0T8BHHlQBmdpOkDXKCVli90spn4zoMV2Qr0HmWKYBfSNrJ2uN067wUN1m9sdZmo2PH\nzP7eraOlx05BXZnEpi2Fn9q/NT1wm9gYd3yuDGypzAxfwAXyqItTk9wp+EOqzcEo6VN4WOs9DDlA\n286Tme2V/j0hPcxXwx2QOY4GPqbuMdPF02RSPl1jSZ2cFj8nM9qtI49sOYEhE0freNrq9MjLQGyL\nvzkCHC2vcfP0m5f1WBHTymfjmo2/VW6OB008LHcs52rqfEde3uGnDD/3D9XkimtD9UAvRdxOxH/n\na5LC3xBPfKyzQW3w8H8MzXw2JiwLSr80QaqX6pWlbGlmLy2UvQG4OI2WOimUvYANraHezmJSfOxm\n1oqTB0DS/fgrZ5070k11Hq5sD2IoGWsY8kiK1+PlCn6OR7FcQ7sN/OX45BPX4fb875IvWwse+75R\nL+fJuvh1rLzg2wml+6R8usZcol3TG8fKLdtwF76J+7lm0sFHkShNkOop2a0EM/tg2ucz8YHUOXi0\n10oZ8cfxQcHHGf6wrz/IehmQldIq4nY13Yu4/RB/s26tzyVfOPHKyu9u+Bv5Ykf0FWETwJs8koXC\nBCl8tLMy7vU/HrfNtc143+O+u5YiqMjOxe3e3aIjfkCHyS4Ws59jcewr4wrl4rR8kObpEm/BR62t\nsgXPBX6SkVsRv6FvAu4G9u+w/x+N9nlK7a6D21hf21oyMp8t2Za2t6ZrfC3dp2ssTbT7IB7t8nw8\neubZZGom0TD7VEObRQlSDCW7PcEoTfqBB2H8IP3mv0rX6BsbZO/BM6K7tVlcGwrK6gnhA6Xl8MHy\nIXgy15qjcM3tlX7zjr/7aC3Lgk2/lwSpooqYPez7DjyK4146TL6QZKfjhdO6RflciT8cZtDddIA6\nTyDTklkFd4y1RnGT8PDNf3Y9yFFA0m/NbDt5KeQ34IriVqs5wJLN9Mf4BBhr4qamJ8xsn0ybA0n2\nVgrOU2E/P4uPsDtWuszZlUt9Nl32/zz8becpfOrHplj19+EZoQ9TGe1azWyTTDaT8NFtR/+QekiQ\n6uF4pprZvQXbjsVHzzOtuTxIS3YaPhjoeO1K+gZwmjXE0ddkS6uW9pQMOVFZ6pV+KaUO34p8iTJd\nP/ddy0cIfAt/Be1YX1tDCU31NttME2oIHbT28LUb8KkS/57Wn4knZw1LYBsrJP0PHv++Pz7p9N/x\n2OjDanIDZjZY23awmX0n0+Zt+EOhHp3RS2huvc0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UwVSbhG0q7XosPVy67N4i8i/3eEsA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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------------SVC-----------\n", + "accuracy on training set: 1.000000\n", + "accuracy on test set: 0.629371\n" + ] + }, + { + "data": { + "image/png": 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RsJXqbgGYmU1o2Er1nrUAJL0N+M/Ab4AfRsSf9ercZtZwWRMQNmyleq4WgKQdkk5JOjKl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\nWv3Kfw78WUQ80Sq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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------------SVC SCALING---------\n", + "Minimum for each feature\n", + "[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + "Maximum for each feature\n", + " [ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n", + " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n", + "accuracy on training set: 0.988263\n", + "accuracy on test set: 0.986014\n", + "-----------NEURAL NETWORK--------\n", + "accuracy on training set: 0.206573\n", + "accuracy on test set: 0.153846\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/sklearn/neural_network/multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " % self.max_iter, ConvergenceWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accuracy on training set: 0.992958\n", + "accuracy on test set: 0.965035\n", + "accuracy on training set: 0.988263\n", + "accuracy on test set: 0.986014\n" + ] + } + ], + "source": [ + "import mglearn\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import sklearn\n", + "\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.datasets import load_breast_cancer\n", + "cancer=load_breast_cancer()\n", + "X_train, X_test, y_train, y_test=train_test_split(cancer.data, cancer.target, stratify=cancer.target,random_state=66)\n", + "training_accuracy=[]\n", + "test_accuracy=[]\n", + "neighbors_settings=range(1,11)\n", + "\n", + "for n_neighbors in neighbors_settings:\n", + " clf=KNeighborsClassifier(n_neighbors=n_neighbors)\n", + " clf.fit(X_train, y_train)\n", + " training_accuracy.append(clf.score(X_train, y_train))\n", + " test_accuracy.append(clf.score(X_test, y_test))\n", + "\n", + "from sklearn.neighbors import KNeighborsRegressor\n", + "\n", + "X, y=mglearn.datasets.make_wave(n_samples=40)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0)\n", + "reg = KNeighborsRegressor(n_neighbors=3)\n", + "reg.fit(X_train, y_train)\n", + "\n", + "reg.predict(X_test)\n", + "reg.score(X_test, y_test)\n", + "\n", + "print (mglearn.plots.plot_knn_regression(n_neighbors=3))\n", + "\n", + "mglearn.plots.plot_linear_regression_wave()\n", + "plt.show()\n", + "\n", + "from sklearn.linear_model import LinearRegression\n", + "X, y = mglearn.datasets.make_wave(n_samples=60)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)\n", + "lr = LinearRegression().fit(X_train, y_train)\n", + "\n", + "print(\"lr.coef_: %s\" % lr.coef_)\n", + "print(\"lr.intercept_: %s\" % lr.intercept_)\n", + "print('------------------RIDGE-----------------------------')\n", + "from sklearn.linear_model import Ridge\n", + "ridge = Ridge().fit(X_train, y_train)\n", + "print(\"training set score: %f\" % ridge.score(X_train, y_train))\n", + "print(\"test set score: %f\" % ridge.score(X_test, y_test))\n", + "\n", + "ridge10 = Ridge(alpha=10).fit(X_train, y_train)\n", + "print (\"alpha=10:\")\n", + "print(\"training set score: %f\" % ridge10.score(X_train, y_train))\n", + "print(\"test set score: %f\" % ridge10.score(X_test, y_test))\n", + "\n", + "ridge01 = Ridge(alpha=0.1).fit(X_train, y_train)\n", + "print (\"alpha=0.1:\")\n", + "print(\"training set score: %f\" % ridge01.score(X_train, y_train))\n", + "print(\"test set score: %f\" % ridge01.score(X_test, y_test))\n", + "\n", + "plt.title(\"ridge_coefficients\")\n", + "plt.plot(ridge.coef_, 'o', label=\"Ridge alpha=1\")\n", + "plt.plot(ridge10.coef_, 'o', label=\"Ridge alpha=10\")\n", + "plt.plot(ridge01.coef_, 'o', label=\"Ridge alpha=0.1\")\n", + "plt.plot(lr.coef_, 'o', label=\"LinearRegression\")\n", + "plt.ylim(-25, 25)\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "from sklearn import linear_model\n", + "from sklearn.linear_model import Lasso\n", + "lasso =linear_model.Lasso(alpha=0.00001)\n", + "lasso.fit(X_train, y_train)\n", + "print(\"training set score: %f\" % lasso.score(X_train, y_train))\n", + "print(\"test set score: %f\" % lasso.score(X_test, y_test))\n", + "print(\"number of features used: %d\" % np.sum(lasso.coef_ != 0))\n", + "\n", + "\n", + "print(\"--------------LOGISTIC REGRESSION--------\")\n", + "from sklearn.linear_model import LogisticRegression\n", + "X_train, X_test, y_train, y_test=train_test_split(cancer.data, cancer.target, stratify=cancer.target, random_state=42)\n", + "logisticregression=LogisticRegression().fit(X_train,y_train)\n", + "print(\"training set score: %f\" % logisticregression.score(X_train, y_train))\n", + "print(\"test set score: %f\" % logisticregression.score(X_test, y_test))\n", + "print (\" \")\n", + "\n", + "logisticregression001 = LogisticRegression(C=0.01).fit(X_train, y_train)\n", + "print(\"Logistic Regression, C=0.01\")\n", + "print(\"training set score: %f\" % logisticregression001.score(X_train, y_train))\n", + "print(\"test set score: %f\" % logisticregression001.score(X_test, y_test))\n", + "print(\" \")\n", + "\n", + "logisticregression100 = LogisticRegression(C=100).fit(X_train, y_train)\n", + "print(\"Logistic Regression, C=0.01\")\n", + "print(\"training set score: %f\" % logisticregression001.score(X_train, y_train))\n", + "print(\"test set score: %f\" % logisticregression001.score(X_test, y_test))\n", + "\n", + "plt.plot(logisticregression.coef_.T, 'o', label=\"C=1\")\n", + "plt.plot(logisticregression100.coef_.T, 'o', label=\"C=100\")\n", + "plt.plot(logisticregression001.coef_.T, 'o', label=\"C=0.001\")\n", + "plt.xticks(range(cancer.data.shape[1]), cancer.feature_names, rotation=90)\n", + "plt.ylim(-5, 5)\n", + "plt.legend()\n", + "plt.show()\n", + "for C in [0.001, 1, 100]:\n", + " lr_l1 = LogisticRegression(C=C, penalty=\"l1\").fit(X_train, y_train)\n", + " print(\"training accuracy of L1 logreg with C=%f: %f\"\n", + " % (C, lr_l1.score(X_train, y_train)))\n", + " print(\"test accuracy of L1 logreg with C=%f: %f\"\n", + " % (C, lr_l1.score(X_test, y_test)))\n", + " plt.plot(lr_l1.coef_.T, 'o', label=\"C=%f\" % C)\n", + " plt.xticks(range(cancer.data.shape[1]), cancer.feature_names, rotation=90)\n", + " plt.ylim(-5, 5)\n", + "plt.legend(loc=2)\n", + "plt.show()\n", + "\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "\n", + "tree=DecisionTreeClassifier(max_depth=4, random_state=0) #only 4 questions can be asked\n", + "tree.fit(X_train,y_train)\n", + "print(\"accuracy on training set: %f\" % tree.score(X_train, y_train))\n", + "print(\"accuracy on test set: %f\" % tree.score(X_test, y_test))\n", + "\n", + "print(\"---------------GradientBoostingClassifier-----\")\n", + "\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "gbrt=GradientBoostingClassifier(random_state=0, max_depth=1)\n", + "gbrt.fit(X_train,y_train)\n", + "print(\"accuracy on training set: %f\" % gbrt.score(X_train, y_train))\n", + "print(\"accuracy on test set: %f\" % gbrt.score(X_test, y_test))\n", + "\n", + "plt.plot(gbrt.feature_importances_, 'o')\n", + "plt.xticks(range(cancer.data.shape[1]), cancer.feature_names, rotation=90)\n", + "plt.show()\n", + "\n", + "print (\"------------SVC-----------\")\n", + "\n", + "from sklearn.svm import SVC\n", + "svc=SVC()\n", + "svc.fit(X_train,y_train)\n", + "print(\"accuracy on training set: %f\" % svc.score(X_train, y_train))\n", + "print(\"accuracy on test set: %f\" % svc.score(X_test, y_test))\n", + "\n", + "plt.plot(X_train.min(axis=0), 'o', label=\"min\")\n", + "plt.plot(X_train.max(axis=0), 'o', label=\"max\")\n", + "plt.legend(loc=\"best\")\n", + "plt.yscale(\"log\")\n", + "plt.show()\n", + "\n", + "print (\"-------------SVC SCALING---------\")\n", + "# Compute the minimum value per feature on the training set\n", + "min_on_training = X_train.min(axis=0)\n", + "# Compute the range of each feature (max - min) on the training set\n", + "range_on_training = (X_train - min_on_training).max(axis=0)\n", + "# subtract the min, divide by range\n", + "# afterwards min=0 and max=1 for each feature\n", + "X_train_scaled = (X_train - min_on_training) / range_on_training\n", + "print(\"Minimum for each feature\\n%s\" % X_train_scaled.min(axis=0))\n", + "print(\"Maximum for each feature\\n %s\" % X_train_scaled.max(axis=0))\n", + "\n", + "# use THE SAME transformation on the test set,\n", + "# using min and range of the training set. See Chapter 3 (unsupervised learning) for details.\n", + "X_test_scaled = (X_test - min_on_training) / range_on_training\n", + "svc = SVC(C=1000)\n", + "svc.fit(X_train_scaled, y_train)\n", + "print(\"accuracy on training set: %f\" % svc.score(X_train_scaled, y_train))\n", + "print(\"accuracy on test set: %f\" % svc.score(X_test_scaled, y_test))\n", + "\n", + "print(\"-----------NEURAL NETWORK--------\")\n", + "from sklearn.neural_network import MLPClassifier\n", + "mlp = MLPClassifier()\n", + "mlp.fit(X_train, y_train)\n", + "print(\"accuracy on training set: %f\" % mlp.score(X_train, y_train))\n", + "print(\"accuracy on test set: %f\" % mlp.score(X_test, y_test))\n", + "\n", + "# compute the mean value per feature on the training set\n", + "mean_on_train = X_train.mean(axis=0)\n", + "# compute the standard deviation of each feature on the training set\n", + "std_on_train = X_train.std(axis=0)\n", + "# subtract the mean, scale by inverse standard deviation\n", + "# afterwards, mean=0 and std=1\n", + "X_train_scaled = (X_train - mean_on_train) / std_on_train\n", + "# use THE SAME transformation (using training mean and std) on the test set\n", + "X_test_scaled = (X_test - mean_on_train) / std_on_train\n", + "mlp = MLPClassifier(random_state=0)\n", + "mlp.fit(X_train_scaled, y_train)\n", + "print(\"accuracy on training set: %f\" % mlp.score(X_train_scaled, y_train))\n", + "print(\"accuracy on test set: %f\" % mlp.score(X_test_scaled, y_test))\n", + "\n", + "mlp = MLPClassifier(max_iter=200, alpha=1, random_state=0)\n", + "mlp.fit(X_train_scaled, y_train)\n", + "print(\"accuracy on training set: %f\" % mlp.score(X_train_scaled, y_train))\n", + "print(\"accuracy on test set: %f\" % mlp.score(X_test_scaled, y_test))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-------Data Scaling------\n", + "transformed shape: (426, 30)\n", + "per-feature minimum before scaling:\n", + " [ 6.98 9.71 43.79 143.5 0.05 0.02 0. 0. 0.11\n", + " 0.05 0.12 0.36 0.76 6.8 0. 0. 0. 0.\n", + " 0.01 0. 7.93 12.02 50.41 185.2 0.07 0.03 0.\n", + " 0. 0.16 0.06]\n", + "per-feature maximum before scaling:\n", + " [ 28.11 39.28 188.5 2501. 0.16 0.29 0.43 0.2\n", + " 0.3 0.1 2.87 4.88 21.98 542.2 0.03 0.14\n", + " 0.4 0.05 0.06 0.03 36.04 49.54 251.2 4254.\n", + " 0.22 0.94 1.17 0.29 0.58 0.15]\n", + "per-feature minimum after scaling:\n", + " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", + "per-feature maximum after scaling:\n", + " [ 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n", + " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n", + " \n", + "per-feature minimum after scaling: [ 0.03 0.02 0.03 0.01 0.14 0.04 0. 0. 0.15 -0.01 -0. 0.01\n", + " 0. 0. 0.04 0.01 0. 0. -0.03 0.01 0.03 0.06 0.02 0.01\n", + " 0.11 0.03 0. 0. -0. -0. ]\n", + "per-feature maximum after scaling: [ 0.96 0.82 0.96 0.89 0.81 1.22 0.88 0.93 0.93 1.04 0.43 0.5\n", + " 0.44 0.28 0.49 0.74 0.77 0.63 1.34 0.39 0.9 0.79 0.85 0.74\n", + " 0.92 1.13 1.07 0.92 1.21 1.63]\n" + ] + } + ], + "source": [ + "print (\"-------Data Scaling------\")\n", + "from sklearn.datasets import load_breast_cancer\n", + "from sklearn.model_selection import train_test_split\n", + "cancer = load_breast_cancer()\n", + "X_train, X_test, y_train, y_test = train_test_split(cancer.data, cancer.target,\n", + " random_state=1)\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "scaler=MinMaxScaler()\n", + "scaler.fit(X_train) #only the training data, not the target data, is fit\n", + "# don't print using scientific notation\n", + "np.set_printoptions(suppress=True, precision=2)\n", + "# transform data\n", + "X_train_scaled = scaler.transform(X_train)\n", + "# print data set properties before and after scaling\n", + "print(\"transformed shape: %s\" % (X_train_scaled.shape,))\n", + "print(\"per-feature minimum before scaling:\\n %s\" % X_train.min(axis=0))\n", + "print(\"per-feature maximum before scaling:\\n %s\" % X_train.max(axis=0))\n", + "print(\"per-feature minimum after scaling:\\n %s\" % X_train_scaled.min(axis=0))\n", + "print(\"per-feature maximum after scaling:\\n %s\" % X_train_scaled.max(axis=0))\n", + "print(\" \")\n", + "# transform test data\n", + "X_test_scaled = scaler.transform(X_test)\n", + "# print test data properties after scaling\n", + "print(\"per-feature minimum after scaling: %s\" % X_test_scaled.min(axis=0))\n", + "print(\"per-feature maximum after scaling: %s\" % X_test_scaled.max(axis=0))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------date scaling-----\n", + "0.629370629371\n", + "------Principal Component Analysis-----\n" + ] + }, + { + "data": { + "image/png": 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X46D0QmnybCsbtnEN768YW6/KO9vquV1KKZN/cHIzcO0YuywAbpn0CWbGIMQI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LJR4jstIk4bpaxGz5tfthzYTtJ6ucZ1e+C36yjDzAZLndrRkbavWQdCI9sBd+biX16o24IG69qx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\n0oWprrxP0mck7QV8BnhfWvf1ue1wS4p1gaS/6mAbvk3SrWm7fAdQbtpKr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X46D0QmnybCsbtnEN768YW6/KO9vquV1KKZN/cHIzcO0YuywAbpn0CWbGIMQI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LJR4jstIk4bpaxGz5tfthzYTtJ6ucZ1e+C36yjDzAZLndrRkbavWQdCI9sBd+biX16o24IG69qx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\n0oWprrxP0mck7QV8BnhfWvf1ue1wS4p1gaS/6mAbvk3SrWm7fAdQbtpKr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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print (\"------date scaling-----\")\n", + "from sklearn.datasets import load_breast_cancer\n", + "cancer=load_breast_cancer()\n", + "X_train, X_test, y_train, y_test=train_test_split(cancer.data, cancer.target, stratify=cancer.target,random_state=0)\n", + "from sklearn.svm import SVC\n", + "svm = SVC(C=100)\n", + "svm.fit(X_train, y_train)\n", + "print(svm.score(X_test, y_test))\n", + "# preprocessing using 0-1 scaling\n", + "scaler = MinMaxScaler()\n", + "scaler.fit(X_train)\n", + "X_train_scaled = scaler.transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "# learning an SVM on the scaled training data\n", + "svm.fit(X_train_scaled, y_train)\n", + "# scoring on the scaled test set\n", + "svm.score(X_test_scaled, y_test)\n", + "print (\"------Principal Component Analysis-----\")\n", + "fig, axes = plt.subplots(15, 2, figsize=(10, 20))\n", + "malignant = cancer.data[cancer.target == 0]\n", + "benign = cancer.data[cancer.target == 1]\n", + "ax = axes.ravel()\n", + "for i in range(30):\n", + " _, bins = np.histogram(cancer.data[:, i], bins=50)\n", + " ax[i].hist(malignant[:, i], bins=bins, color='b', alpha=.5)\n", + " ax[i].hist(benign[:, i], bins=bins, color='r', alpha=.5)\n", + " ax[i].set_title(cancer.feature_names[i])\n", + " ax[i].set_yticks(())\n", + "fig.tight_layout()\n", + "plt.suptitle(\"cancer_histograms\")\n", + "#plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------Scaling-------\n", + "Original shape: (569, 30)\n", + "Reduced shape: (569, 2)\n" + ] + }, + { + "data": { + "image/png": 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m8JyZsVX3gPS9qgVnGptOSHovWf8XSb9lg4jYpvi9dvDf4Gt94NSCMHubpKfS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WpofA00/DJZeAdJ4UQpRSKNX7pwZ5SMIvL8E629nt0KFD+GI5EbNnm2Y8LVrA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\nF23OPz9wtz1/XC546im4/vq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7I3AL0EUptTTv0V0pNVApNTDvnL7AX3lz+m8D1+vK0kIw\nlHa5qUUu2jp0MEl82jTTRrdLl5LXvc+eHdpdt8Nh1tXXr29GB7ZtM5nvlFNMVfvAgVCtWrF168XY\n7dC/v6kJaNvWXKBccYXp+R8fuEsdNhvs2AEzZwYclQj0rVrQrBqeNy///vtmtKNTJ3Px0r8/rPRT\nBmK1Bl3B4EXxd05NrnKsoN+i91jVoR911i2g6PD8eY4deP12qjZysXKeM3g9RkaGlzff/DvoOWD2\naR8xohWLF1+Gy2XFalV4PD6OHs1l5szghX52u4Xff99X4nsU1LChK2jS05oSewsIAbBs2WGczsC/\nO7xezeLFIez+KU5aKHP62cBKpdSvmN94XYE/lFJvA2itB5/IG2ut/8B/X/+C57wLvHsirx/1unWD\nCRMCJx673czDn6xQLi7AJPSRI03SzM01CbRWLbP5zWWXwdCh5gGm+O2zz/xXu1ssphK/fn3o0eP4\n8xMnBr9gcDjM38WGDYEbDwXgVF68m7dCv36m6VBB8+eb50ePLryJT9Om5iIkQGGjD+ifsBynysWi\n4Azbbi7ybaBb7bO4ZW9/8v/rpmsHviD/jTWQ7nOW+D2U5o550KAlHDmSe2xlQCjMMHXIpwNw0UW1\nSEy0BRzer1bNTseONUr3ogForZkz5wB//ZVGtWp2unevS0JC6MsJfT7N4cM5JCRYcTpPbAOhspab\naxo1JSXZYr5vf1KSPegMoc2mSEyU5aPhEMr/xHHA48BvwO/AE8AkYFHeQ5yIIUOKd7LLp5RZLlcW\ne8r36mWazQTjcJjmOu++a5ruZGaaav9t28z2t5MmFY+9ZcvCQ/imjN00s/G3YU67dsGXCnq9Zme/\nDaUfRMr02WjE/uIJP5/bbS5eCrJaTZGkn9GHLJ8FCxBvMQkfwKIg0eKhV9xfXJ+w9Ni5v7qbYyPw\nbzMLmv9l+a09LaRp08QSzwGzle/MmftKlfDBTC1cemntUn2NxaIYO/YCEhNt2GzHrxjsdvML+vvv\nLyiT4e8NG9I5/fTJdOs2kyFDlnLHHQupXXsCH320qcSvzcnxMXz4SmrWHE/duj+RnPwjvXv/yaZN\nkVtSePRoDg88sISqVX/Mi2kcd9yxIGj75squffvqQXsg5OZqevasF8aIYleJSV9r/VmwRziCrJQa\nNTKNb1q3NknZ6TSJ6KyzzBB3795l8z633GK2zA04Nm4xx9es8T+snpVlGugUvEyPi4PvvoMXXzRT\nEM2amYuLceNMjwF/atUyBYWB5varVTNz8P6aCpVAKTjHtzn4SatWmWY7BfXrB088Yb7/xERISiIb\nGwd9CVj8VNmDSfyP15hJUpJJhMoVz5NHe5BjK35hNS+rPhfsHESOxUFCgiXg8GZCgjXkPvZ79mQF\n/eXpj8tl5dZbG1G7dunXmHfoUIOlS7tyxx2nUq9eHCkp8dx5ZxOWLetK27Ynv1wvMzOXjh2ns25d\nOhkZXjIzvRw9mktmppfBg5fw88+7An6t1ppevWbz8strOXQoB4/Hh8fjY/z4HZx33q8R6SXgdnu5\n4ILpjBq1kYwMLx6Pj6wsHx9/vJkGDX5mwoSdUbX9crjYbBbee6818fH+G0U9/vjp0vgoTIJtrTtG\na32dUmoFftYZaa2jY/9QPypE9X5Bu3ebnu8pKVClSsnnl9b27ebufPlyk7xzc02yt1pNM6CzzjJD\n+4GG1W02k7RzcuDMM02hXbvSVYIDpqBw2DDTgtff/7ukJLNkb8yYkOoQcrUiW9sYa72AW6yzUcGW\nFzqdpjahcWP/cS1cCFlZXPHoYUbufp5T7YcCvpROSmLiC5NZtSqNmjWd9OmTQtXffjZ1DIcP4/Np\nHjpwNf89lEqOzyRoh8NCbq4Pm00VmntPSLBy440Nef/980K6az50yEPduj/5LYgC808F6lgXPo/H\nx4ABjXnnndZRuRb6o4828eCDSwK2vz3nnCosW9bN77Fp0/bQq1fxJYVg/nv379+Ar79uX6bxlmTk\nyPUMHbq8ULvkgux2xT33NOHtt1vHZJHgxIk7eeSRZWzdmolSiqpV7QwffiZ33hm1O7VXGCe9ta5S\nqq7WepdSqpG/41rrLScZY7mpcEn/RHi9JnkHG7rPyTF38Fqb4fh9+0yxXHKy+boaNczHI0eanvih\nLsuLjzcXEXfdVbqYMzLgjz/gwQcD1wNccMGxBByIT8MOX1VmZJ/GsnbX8UxvH4kvPRN8lYLTafoA\nlDDV8cEHG2g1/Hba2rcGPqlhQ9P7oCitYedOvpu4n388ssFvInM4LDRvnsihQzk0bZrA0KEt6NGj\nbqkSQO/es/npp13HmuUUFB9v5a+/urFs2RG01nTuXIsaNUquKYiUq66axc8/B165YLUqjh691u8d\n4vXXz2X06G1+vsqw2xVudx+s1vAl19atp7J0aeCdD8Fc6I0e3YEePeqGKaroorVm9+4scnM1KSnx\nxzpYipMTatIPWDmhtc4fV7MAuwr0348H/O/SIcrfli3mjnLqVJOka9c2lfE333x8CF9r09jn7bfN\nxUH+84MGmd3uiiaYc7gvbgwAACAASURBVM81w+6h9vd3u+H11+Hyy00CLMny5fD882ajHZ8v8MWF\nz2cuCqpXNxc0/u7cHQ7Sn3qR9PO60jMlnpuT7WZDn5KSZu/eJdc2ALfc0pinX7uUM7K/ItFS/CLC\n54zDcuut/r9YKUhJ4YWRKwPeuXq9mvPPr87HH59fYiyB/Pe/57F48TT27s0+tkTPalU4nZa8lruJ\nNGkSWo1ApIWSkAPVf+7fH3yO3OczIx3+LhjKy+HDJbe4zsjw8tpra2M26SulqFs3yEoeUa5CGe/7\nDgpVKnnznhPhtmmTmRefPPl4hf3u3aaa/rHHjp/33nsmKaelmbvr9HTzePtteOON4q/boYO5eAh1\nLT6Y9/7mG9NI5/33zRJCf3sELFli9hRYsOB4zCU5eND8mZ/ILRYzLD9oEMyZQ/LNfTj99GSSk/NW\nJjRrZirzA8VfrRr8+98hfVvx8VaenPNPttRoQYav8MoHn9OJpVlTc4EVxNq1gRv+eL2aefMOhhRL\nILVrx7FiRTdeeOEszjormSZNErjllobMn38pffs2OKnXDrf+/RsGrdo+//xqAavxO3SoEXQZWO3a\nTr8bI5WnNm2qhbRKYt26ID0khChHoXTkW6q1blXkuWVa63PLNbKTUGmH9wcMMEV+/v7N4uJMYWCj\nRqa4LtDwuNNplrElJxd+fscOs6Z9//7Ql8zFx5vE7PEca1WL3W7e48ILTeX/ww/D6tWl+jYLqVHD\nXFjYSljOc/Cg2UFw27bjIxZWq/n7+OGH0tdK5OTg+fhz1CcfYzuwD1W9mtkd8I47Smw0VLPmeA4c\nCDzV0KlTTWbNuqR08VRS2dleTj99Mtu2uYtNV8THW5k06UI6d67l92t37HDTvPkkv/PnLpeVl146\nm8GDS145UZbmzTtAly4zAs7p52vTpiqLFnU94fdZsuQQH3ywke3b3bRqVZV77mlC/frSMyGWlWVH\nvn1KqZ4FXvgaIGgbXFEO0tNh1qzA6/o9HlMAN3t28ARps5kLh6JSUsw8dZ8+ocfkdpsEm5tr3l/r\n41vTTp5sNg36u+SmM0FlZZkh/5JUr26WFn7wgWnhe+edptnQ//53YsWRdjuOe+7APnc2at3fMG+e\nGWkoqbMgcNttjQJW2CckWBk4UIqW8jmdVv7881Lat69BfLyV5GQbSUk2atZ08O237QMmfICUlHi+\n/bY9Lpf12B29xWISfq9eKdx/f2i7CJaldu1q8J//nI3dHvh2PyHBesIXI1pr7rtvEZ06/caoUZuY\nOHEXr766lubNJ/P110HqUITIE0o3hIHAV0qpdzEdSbYBASY1RbnIyTF3mMGGxn0+c5fu8QRf9mYm\nOv0fs1pN06Bvvw29qO9E3qc0cnLMtMbFF5d8rlLQsaMZ7t+2zUxZlFOF9PbtmezY4aZ+fRcpKYXn\nJx977HS++WYb+/ZlF7p7jYuzcPrpyfTr14Bdu9x8/PFmVq9O47TTErn99sY0alS4b8OmTRm8/fY6\nZszYR3KynTvvPJV+/epHTfOZslKnThyzZl3CunVHWbkyjWrVHHTqVDOk+f6rr67Hhg3dGTVqIwsW\nHOSUU+K4885Tadu2esSq4++/vxmXXXYKXbrMYM+erEI/Si6XlbZtq3PTTSe2KdgXX2zh88+3FBpJ\nyF/JceedC0lNrSYbA4mgShzeP3ai2Q1Paa1D2KEksqJyeH/XLnO3Xr9+8Ha0RWlt7lx//73kc6+6\nCvr2NdMAgVgsMH26Gfb2x+s1TYFCLeorbwkJpl5hzx4Tt90O115rRiQSixSr7dljugYuWGAaDuXk\nmAuA116D5qGtgy/Jpk0Z3HbbfBYsOIjTaSU720vbttX57LO2NG58PGnv3p3F0KHL+P5704LX4bBw\n991NGD78TEaP3sZ995lGQllZPhwO00f/+efP4pFHWgDw88+7uO66OeTk+MjJ0Xl/FVaaNElk9uxL\nSEoKsdOiiJjsbC9vv72Od95Zz9692dStG8dDDzXjvvuannCHvpYtJwesGbHbFXfd1YT33mtzMmGL\nCuqkl+wVeCEn0AdoTIGRAa318JOMsdxEVdJftAiefNLcrdps5g64f3+TyEKoJmf+fJPEQ9klr3Fj\nc6f71VeBz1HKFPrt328Sf8eOxQvgbrvN/xRAJDid5u8tN/d4rUF8vBmy//FHszcAmCmFbt3MssSC\na/yVMhcOkyb57xRYCnv3ZnHmmVM4eNBT6O7NalVUq2Zn1aorqFWr8L+px+MjPT2XKlXsWK2KxYsP\n0anTb343xnG5rEyY0JE2bapRv/5Ev/PCTqeFm25qyEcfnXj1v6i4bLbvg3ZjPO+8qixceOK1AqLi\nKss5/fHANUAukFHgIUqydKnpiLdmjUlYGRkmeX/7rZlzDmWUZezY0LvU7dgBW0uY19PaLPF7+mlz\nMdG6tYkz359/msK58uRwmEY8JV30KGUuSDIyChcXut0muT/44PHnxoyBw4eLN/XR2pz/3nsnHfYb\nb6zj6NHcYjMfXq/m6NFc3nlnXbGvcTgsVK/uODZU/cora8nO9l/klZnp5YUXVvPFF4FbYGRn+/jm\nm21kZARpRBSiJUsO0bPnHyQk/IDL9QNXXfUHixYFbkokIi+/6VIg0dyTQUSHUJJ+fa11f631K1rr\n1/Mf5R5ZZTB8eODWtosXmyY0JTlyJLSLAzB3tKedVnKlez6tzR1yv37/z955h0dRrX/8c7bvJoEA\ngdBrkKIgTXoV6agoiA30ioigXrGg+FOu5VqQq4hdxIqioIhIR6T3Lr330ENJSLKbref3xyGBJTtb\nUiiyn+fJAzszO3NmNtn3nLd8X+UaB/j664KJxWuh16sEv+XLldvdpCG9qdOpbHmtuKzXqyYrh893\nsPv9d+3JkdcLM2fme+g//3xIUwnP6fQFNdbZrFp1Omi6xIYNqWzZkhY0+1uvFxw7Frlc8cX89dcJ\nWrZcwPTpx7DbvTgcXmbOPEbr1guYNUtb+jbKlaVPn0qaSYKxsQYGDqx2mUcU5VojHKO/XAhRJ/Rh\nUfw4dw62bNHe73Ao93QoGjcOLwdAp1MG32gM3f72UjweVdcPKgwRKeFOMkBNNBo0UFnw3bsrb4PF\nciHEYDKpnxdeUIl4wcoHTaYLno1QZYbBJHq1yMhQrYzbt4cmTfhSjqapOfgqPBShOomZTDpKlTJj\nMmknobndvnzplHu9kgcfXIXd7vWbT0qpvA19+qzG48lnImeUQuHVV2tTrJgpV0TOatVRr148t99+\nfQr+RAmfcKxDS2CdEGKnEGKTEGKzEGJTYQ/smicrK7jYjZTKqISiV6/wjLjPp7wH33+v/h+p4Z8z\n58J5IqVUBN3bfD6lzte5M5w+Df/3f2ry06ePkuBNTFTP5uOP4cMPg5/L44GEBPX/Vq2CtxGuV097\nXyBSU9Wk5IMPYN8+OHmSjvotzE0cw6DY5bkO1+mgbVvt8rJsHnusalAX7enTTj74YLdm3FanU3X+\n+TH6ixalkJWl7Ulwu33MmxdAaKkAOHAgky+/3MsXX+wNKmIUJTClS1tYv74DvXtXwGTSYTLpKFLE\nwODBNzB3buursr9ClKuLcJZoXQp9FP9EEhJU61ktl7PNppTwLiU5GfbsUfX2f/+tXPaPPabc7j5f\n8Kx6KS+0r81ulyulynLfuTP4eL1eVVt/XFsHXZNgLXMDkZmpVuhPPaVU/WrUUPfYrZsKN/h84Z2z\nTJkLWfn9+sEvvwR+n9XqH/8Ph7fegqNH/c6nA2J0bkYWn850Ry2SvcVy9lksel56qWbI0z76aBU+\n/XQPBw/acblyT7CU+rAXvV6g08lLEgahSBEjo0c3jOxeLmL//kzGjj0Q8NrZSCk5cSJ/4YNLcbl8\nPPLIGn7//TA6nUBKdZ127UoxcWIzYmKivdTDpVw5Kz//3DRXkmiUKOGgOS0UQmRLtqVr/EQJhk4H\nAwdqu+aNRrjjjguvt2yBrl2VK7lfP/jmG7VyX7JECc6UKaO2h7uCd7lUYl/btvD556ElduvUUava\nSOP5Oh2ULRt5PbzbrSY1B8+7y0eNUp6PcDwNSoFFjTebChWUKz42Vk2UQD17s1nlVjRuHP7YnE6Y\nPl1z4iGEZFBxlY8RE6PHZtPz44+NqVs3HoBjxxx88cVe3n9/J4sXp/i1Uo2JMbBqVXvuv78CVqve\nr0/9xXi9EpNJR6VKVgwG1b/+4Ycrs2FDR5KSItfV93h89O27itq1ZzNhgnZuwvk7pHr1gq31fvLJ\n9UyefISsLF9ODkFWlo8FC05y772FnDj6D+XSJNEoUcIh2PT6Z6A7sA7VWvfi3ywJRGXFQvHoo8o1\nPHnyha54MTFqFT5unDJcoBrG3Huv9ireblex9s2b1fvTw5xzSakqBSZNUu7tdeu0jx02TLmzI8Vo\nhKefVmp14VYZXPzebdtU6eDMmcHb6cbGKg+BTgdVq8Kbb6pGQRfTooUqcfz0U/jzT5U30aBB8Br9\njRvhk0/U+wwG6NJFhVSCTGIswsu9t7hxNKxF5cox3HNPeeLijEgpefHFTXzyyR70eoHb7cNs1lG+\nvI05c1pToYL6vIsVM/H99435/PMGlCo1FY8n8H1nZfmoWjWWAwdCfy5er+Svv06wb18G5cpZ6dKl\njJ8q4JAhm/j9d2V0gyEEJCaaadq0eMhrhsupU07GjTsY8NpZWT7mzTvBnj0ZeZrMRIkSJTKCddnr\nLpSkVRspZVTf0W5XsedZs9Q3Y9euaqVuC6J3rdOpZjj9+8O0aSq57+abVTz74nK1998PXYfv8Sg5\n2kiS5kAZUq83uMH/z39U612dLqw+9jnodMpt3rKl8igsXBi54Y87v6IMlYiXmanu3e1WoYGHH1Yu\n+F69LhwjpbqXmTMvPM/jx5UU7xNPqF4AFzNzJjz/vLp29mr8119hypTg4QWjkartbuS/Q27y2zxq\n1G4+/3yv3yra7faye3cGbdosYPfurn6rMpvNEDL5L5yubStWnKZHj2U4HF48Hh8Ggw6dTjBhQlM6\ndy5NerqbMWP2BdQGuBirVcnZTp3askDV7FasOI3JpNOccOh0gkWLUqJGP0qUy0BQCyKllEKIyUDe\ng4j/BJKTlQJcZuaF1fi6dcolPWlSaNGXatXgmWcC75NSKc2FU5bn9UJSkor5R2Kcg1GkiOpC16FD\n5Oc0GtWq+qOPlPHW6fzb+4ZCp4MmTdT/q1ZV96XFxfkK2ROE//wHatdWP6AmZRcbfFDhgqws+OIL\nlUPR6Lx2hd2OHDIEcekkxeNBejwENXk6neoc6Pc2H++8sz1gqZ3XKzl50smMGce4446yfvtq1oxj\ny5ZzAS9jNApatCgRbCQcPJhJx46Lyci4uDpBGdeePZezfPmtpKW5MZlE0Hll2bIWnnwyiQEDqpKQ\nkL9ab6fTi8cjc+L0odzPSo4h6qK+3jhyxMGoUbv49ddkfD5Jp06lGTq0ZlRGuJAJJ0C8Ughxfct/\n9e+vMs0vdr/b7Wrb44/n//yRGNsaNZSrO1imeiQ4HDB0qApDRIrTqZ6D06kU/ux2zmdohff+c+eU\n8Tx5UoUIIpEnBjUJGDPmwusvv9T2mGRlqZg/YLd7ODNhGg6NlWdQ82O1qnLCSyZ6Bw7Yg2bEZ2Z6\neeed3N0Ghw2rrZnNbzTqQjZmGTVqNy6XVnhAif0YjbqgqRIWi46hQ2vy8su18mXw16w5Q7t2C4mJ\nmUx8/B9Urz6L8eMP0bp1yRwp4UC43ZJ5807QvPl87rlnBQsWnCRcefAo1yZbtqRx441/8sknu0lO\ndnDkSBZjxx6gfv2/WLCgcCpHoijCMfrtgBVCiL3XZcneli1qpR/oW9PrVbH2bdvyfn4hlCEPl+nT\nlatfSpWcF2lp3qW43ZFn3xck69ercrt69ZQYT7bsLoTuaOf1qmTAbIKpEUqJa+sO7rhjKcWKTeG9\nIYsx+MK/bynBXTwBvv1W5WpcgtEoQuYgrlt3hoUL/b/Qevcuz1NPJfkl9VksOqxWPT/80DhkQt2M\nGcdwuQIbSJ9PifA0alQs5Eq6e/f81XcvXpxC27YLWbgwBa9X4vFI9uzJoH//tXz00W5efLFGwMmN\n0Sjwen2MH3+IFStOM2nSYW6/fSl9+qzG54sa/n8qvXuvIC3N7fe76/UqnYiePZfjdkd1IgqLcCxG\nF6AacCtwOyq57/bCHNRVxc6dwQ2rTqcS8fLDoEHhH+vzqTCDx6P+SrKlaq9lXC4Vb3/pJZUz8dhj\nqqnO889fqMPXIu4ioxiihe66g/rzRtLHHmdxsmT43hIh4NRpN+6GgasAKla0Ubp08EmKxwPvvrvj\nkvMKRoyoy/r1t/Hsszdw//0VeP312hw40JWePUP3CghlzNPS3GzYkMrw4XUCGl2bTU+vXuWpWjW8\neLqUMpdwj5SSRx9dGzC0Ybd7eeutbQwaVJWhQ2sQE6Pa5xYtasBs1iGlzEk7UedSXpEpU47w/fcH\nwhpTlGuLTZtSOXRIu/TY45HMnp2H0uEoYRHS6EspDwIlUPr7dwAlzm+7PihePHg5mhAQH5+/a5Qu\nHV7znUBc/I2pxRVqMRoRmzcrN3+VKvDii6ocr39/JRGsJdVrtcIDD1x4/eCDms8xS2fm49RmOavx\nqfba+GRkz8Xp0zNt2lG/bVJKzp1z43ZLRo26WeOdF9i8OS3g9po1i/C//9Xl55+b0rJlSQYP3kDT\npvN4+OHVQfXwe/cuj9ms/WcsJXTsuJjmzUtQv348QqhfB6NRYDbr6N+/Ct99Fzp6l5rq4tlnN1C0\n6B8YjZNISJjCG29sxen0sn17OkePaicMCCH47bcjvPrqjZw8eQeTJjXnl1+a0aNHWaTGZ5CZ6WXE\niB0B90W5tjl0yK5ZqgpKHOrgwauky+c/kJBGXwjxKjAWZfgTgO+EEMMKe2BXDS1aBN+v0yklufxg\nNBZcjB78jXy5chf0Aq5mj4BeH1gYqH9/Nam6dOxGo7q3u+++sO2RR1S9/iWGX1osLHdUYGLGBTVp\nFwbuSnmIDJ8Rl7zwZ6AVSnb4DPxwrj6rV58BwOeTjBy5k9Klp5GQMIXY2N/59tsDlCgRXCmvWDHt\n/WrFvJq2bRcyYUIyq1ad4YcfDtKq1XxefTWwpPOTTyaFbMKi2v/OY+XK0zkpF16vRK8X9OhRLqSK\n27lzbm65ZR6ff76X9HSVMHj6tIsRI3Zy662LSEnJCtoq1un0cvas0n+w2QzcdlsinTqVZtu29KAd\n4/bvj/b1+idSsaINj0f7czcadVSsGKQqKkq+CMe9fz9wi5TyNSnla0BT4MHCHdZVhMkE774bOL5s\nsah9+TXYN92U/9h8Nnq90rOfNw/27lVlfi++qNzmgXrQXy243aoS4vPPVdlc2vkVcfHiKo+hc2f1\nWVgs6ufuu9XxF38uMTFKEyF7oqDTQWIiWYMG0/n4o3jxN44Ls5Koe/Q5xqQ3YY+7BDvdCdilgUvt\nkEcKMqSJL7NaUqSI+qz79l3Nq69u5eRJJ263xO2WTJt2lIwMj6Zuvs2m54kntBuijBy5i2+/PZjr\nC9Hh8PHeeztz5QMAJCZamDixWVBnjsPhw+n0+TmElLijl969VwQ1vAAffribw4dzKwg6HF42bkxl\n+/Z0zc6BoASJsoWLLiZUOCT7WUf5Z1G3bnyOZkUgDAZBly6lL+OIri9EqCxZIcQs4H4pZer51/HA\nOCllHpRcLg+NGjWSa8PpYBcJK1bAe+8pMZfspjFDhkDTpiomvWaNirXXrp23vu0//qgEZ/KbVGc0\nQqdO8PLLSsXvUvr0URK/VzM2mwpZvPSSmsBk43AoTfzixcMOh8yZc5yePVeQmekJq6ggyXiKsSUm\nUM90FJc0YBYe1rnK0ffU/Rw3JLB5cyfOnnXRtu3CgDFsIZRx93ikXw2+2ayjRo04Vq5sj9WqJh8n\nT2axYIFS7GvVqiSVK88IugLq0qU0M2e2yrU9JcVJhQrTw2r4cylxcQYmTmxGp07aX7Llyk3j6FFt\n/YWmTYtTvryNqVOPBpT3TUw0c/hw91wehT/+OELfvqvIyMj9HM1mHc88U513360bwd1cHezfn8ns\n2cfx+STt25eiZs0iod90nbFpUyqtWy/EbvfkVHbo9QKLRceUKS1o3z7xCo/w2kMIsU5K2SjUceEo\nvTiBrUKIv1BKfB2ApUKIjwGklE/na6TXAidPwowZsGuX+lavUkUZzyZN1GrzjTfUREAINQFo2lTV\nrodILPOjb1/V9Gbp0vyN1e1Wq/o5c5TC3sWeCKcTVl4DkqfZpZH/+59y4XfooF5brRGV9e3dm8Fd\ndy0P2qYWlEOgQgUbSUmx3HrrTbR/sxSl3KepYEjlkCeeZG8xbDY9D/WpSFJSLIMGrdMsz5NS6cwP\nGFCVsWMP4nB4sdn0PP54VV577UasVj0ej4+nnvqbsWMPYDTqcLl8YRnsDRtSA24vWdJMvXrxrFp1\nJvRDuQSvV3L4cHBhqLS04BPRU6dczJ7dmtatF7BvX2aOZkBMjB6TScecOYEbwdx+e1latEhgyZJT\nfp+RySQoW9bC0KGhexkAZGZ6mDz5CMeOZZGUFEv37mWChhsKC5fLx0MPrWbKlCPnxY2UkGmbNiX5\n7bdof4GLqVs3ns2bO/LBB7v47bfDeDySzp0TGTq0ZnSSVMiEs9J/ONh+KeXYAh1RAVCgK/1jx+D2\n25W7+eL2rFarMvorV+ZWoTMaoXp1pcIXidv+88+VN6GgsFhU7/p331Wv165ViXHXEjVrqklMHvj3\nv9fz5Zf7NGvEdTrVKOfXX5vRrdsFr8iiRSk888zfbN+efn71oefFF2vwwgs10OkEvXotZ9KkI5rX\ntVh0HDzYjZIlzTgcXqxWvZ/C3RNPrGfs2AMhJyOXkpQUw+7dXQPuW7v2DG3bLiQzM7JzxsYa+OOP\n5kFXVvXr/6U54RAC7r67HL/91hyPx8eMGccYN+4QDoeHzp1L89BDlYO66d1uHx9+uItRo3Zz7FgW\nRYoY6NevSk4L2VD88ssh+vVbi04ncDq9WCx6jEa1WmzZMkTlRwHz6KNrGD8+OZfyodms47bbEpk+\nveVlHU+U64twV/ohjf61SIEa/aeeUkYnUBG2ENqZXzYbjB6tatDDZdUquP/+8MVtwsFsVu78okWV\nB+L06YI79+VACFU2mYe8iVq1ZrNjh3afApNJcPjw7ZQsGThUcOJEFg6Hl/LlrX4r1ffe28Frr23T\nlLWNjzdy6tSdAcvpTp1SrvhQGviBeO21Wrz++k2a+9etO8vgwX+zevUZhBBBO+llU6aMhcOHu6PT\naScF/PprMv36rQk4obDZ9Myb14amTYMrB4aDzyeDjuNSVqw4zW23LQo4eYqNNbB1a6fLlhCWkuKk\nYkXtz9Vi0bF5c6eo1HCUQiNcox9tvhwMp1O5ybVUV4IZZ7tdNX2JhHCT7CIp73O5lHu8dWsVD7/W\nECLiJEcpJWPHHmDfvoyQp77U4EspmTPnOLffvpROnRbz0kubWbvWv2SuX78qmkOyWvUMHlxds35+\n0aIUv0Y44WI26/i//6sV9JiGDYuxdOmtnDx5B9WqxQQ9VqdThnHy5OYhDe0995TnoYcqY7Ppc+5b\nr1f3+vrrNxaIwVdjiqyE8o03tmp6S1wuHx9/nE/9jAjI7i+ghV6v+gtEiXKliRr9YGRk5K/GPVIt\n+x07tGvSszEYoHdv1YI3HKSEs2dVmKKg9PovJ82bR1RqKKXkscfWMmjQOk2lumy8XqVYl43PJ+nT\nZzV3372c6dOPsXFjGhMnJtO+/SK/krkSJcz88UcLYmL0OUl5QqgY9q23lmLYsFqkpDjZtu0c587l\nX+3QaBTMnt0Kszm85xAfb2LPnuATnmLFTGzZ0pEmTUrg9UrGjNlLzZqziY39napVZzBq1K6cjHwh\nBJ9/3oB589rw4IMVadkygf79q7JmTXteeCECNckCZunSU5r7XC4fs2ZdPoGX0P0FRNDa9ChRLhfR\nzJJgFC2qjHCkPeZBlY+1axfZe4oUCT3JEEI1p5k3L/IxXWtYLKrcMAJWrTpzPq4a2rXt8Ujef38n\nHTqoePa4cQeZMuWInxs7u7Rt5MhddOiQSKtWJQG47bZE9u/vxldf7WPZslOUKGGmf/8qlC5tpkOH\nxTkrP7fbx113leOzzxpQrJiJNm1Khp1lLwT07Fme11+vzY03RpAUiqqHD5aAd+ONRahUKQavV9Kj\nxzLmzz+Zs2rev9/OK69s4ddfk1m4sG3OZKNp0xIFtqovCFTIRXsiq1U6WRi0aROqv4AvaIVElCiX\nC82VvhBimhBiqtbP5RzkFcNgUIpvWu50gyFw/b5er+Rjw1mNe70qzu50Khd8KNxuOHCgYMV8rgay\n5YRjY1U+RIUK8N13UKdO6PeC8mjMmUOJxx9gSdGRmAlvhb1z54WY///+t1MzEc7hUIb/YkqWNPPy\ny7WYMaMVP/zQmMqVY2jadD6LFqXgdPpIT/eQleVj0qQjNGs2H4fDS0KCmX79qoQU1ImJ0TN2bGMm\nTmwWscEH6Nu3IkZjYKMXE6Nn4EClFzBp0mEWLDiZy03ucHjZtCmNMWPy0IjpMtGjR1lNJ5DVqufB\nBytdtrHExhpyZIYvxWbT88gjlUPqEkSJcjkI5t5/HxgJ7AccwFfnfzKAwPJg/0Seew5uvFEZomyy\njf3IkaplrtmsVvbZJWU1ayqBmWBuaadTlaTVq6dc2HXqqHM9+2zo1f6ECUoPIK/SvVcbRqPS3l+6\nVHXKmzgRFi1SiYfh8vrr8MwzVD+3ixRfLBbhCfkWUOI22QRTgJMStm3zb4G7atVp7rtvJfXqzeH2\n25fy+ONrSU/PrQfgcvk4fNjOhAmqIdDHH9fj4YcrY7HoAkroxsTo6d27An36VAzrHgLxyiu1iY83\n5foVNJt11KpVJEfX/6OPdmtOdOx272WNi0eK6lCY21mp1wuKFDHQv3+VyzqeV1+tzYsvXugvUKSI\nAatVTbA+/bTBTHoSuAAAIABJREFUZR1LlChahFOyt1hK2TrUtquJAhfn8XhUQt/PP6tkuPr1leRr\n1apq/7lzsHChEuepU0cp7AXD61U68Rs35i73A2XMs3vGa1G6tBpLoPdfaxiNKlxRoYJ6hpMm4fv1\nVzy79iLcLlxSz0ZDEmeeeIGuz7TNnfC1Zg08/HBOW931znK0Pj6QTBl8UhQTo+fLLxvmrAgrVJge\ntGa9desEFi1SIZtXX93CyJG7yMryhuyul03z5iVYtuzWnNcpKU4WLDjJoUN2Nm5MZf/+TMqXt/HE\nE9Vo1SrBr8wvLxw+bOfZZzcybdpRdDqBXi949NHKvPNOnRxjWaXKDA4c0NY5L1LEQFraXfkaR2Hy\n999nefDBVRw8aM/RPGjQIJ6ff256xaRc7XYPK1eeweuVNGlSPKosGOWyUGAle0KI7UA3KeW+86+r\nADOllMFTia8ghaLIV5D89Zda1duDNJUIVg4IKtfA7S7Y8r7CxGhU3pCMDH+9g+x95cqp1frgwcj0\ndITv0k5u4EEwuurjPDn3RX/D/9RTMHNmzrOQEqocfomD3uJBh9S4cTGWLbs1pxxv+PDt/Pe/2wKW\nXcXE6Pnuu1u4554KLFmSQufOSyKus69TpyibNnUE4OxZFx9+uItvvjlARoaHOnWK8sortejcueDj\nvg6Hl7Q0NyVKmHKJ1nTsuNgvmTHYmK9mtmxJY+rUoyxenILL5aNVqwQGDqxGmTLhizlFiXItU5Al\ne88CC4UQC4UQC4EFwDP5HN/1y6FDSsEvmMGH0MY8u3PKtYDBAD16KG9JowC/k263ei79+kFaWi6D\nD+c7wwnJgH1jmPPDBv+dBw/6PQsh4IeSv2ATLgSBl+FCwA03xPnV3z/9dHWSkmKxWPz/LGw2PS1a\nJHD33col/v77OzVr9LUwGgXt2qkkwJQUJzffPIcRI3Zy5IiDtDQ3S5eeomfP5bz11raIzhsOVque\n0qUtAVXqnn/+hoBxaFATnSFDbijw8RQ0WVlennhiPcOH7+DPP0+wYEEKI0bsoHr1WUEnNFGiXI+E\n01p3NlAdGHz+p4aUMsIC9MAIIToLIXYKIfYIIV4KsN8shPjl/P5VQojKBXHdK8ayZapxzBFtNbew\nKagGPXnBZIJq1cIvpYuLg1dfVZr5u3YFPsbn09ZDuAgDkuMffu+/sUqVXHkQrS37WVr6c7pad2AI\nkOEtZW5Z25gYAytXtmfo0JokJpoxGgUVK9oYPrwOM2a0zCnL2rYtPeL5ltGoY/Dg6gA8//xGjh/P\nypXFb7d7eeed7ezerS0oVNB07JjII49UzmX4Y2L0dO1ahj59Ll8yXF555ZXNrFlzJkf+F8DplGRm\neunefQlnz4YIlUWJch0RruVoCNwI3AzcK4R4KL8XFkLogc+ALkBt4H4hRO1LDnsUOCulTAJGASPy\ne90rhtOpWtw6guuch4XVCjdc4RXYgQNQsmR4k4+MDPjwQzh6NN/3rxeS6mk71QQqe/L0r38FrKKo\nbz7KryV/4vm4RQHPlZCQO+YfE2Pg9ddv5PjxO3C5enHwYDeefrq6n0egTJnQWdjZCXoxMXpsNj0T\nJzajatVYnE4vEycma5Z3eTwyYMa8lJJly04xfvwhli07RUEpaQoh+Pjj+kye3IIuXUqTlBRLu3Yl\n+emnJkyY0DRswRyXy8f27efYvz8z6NhSU1288MJGihX7A71+IhUrTueTT3aH7PQX7LpjxuzXVMJz\nuSR33708T+eOEuWfSMg6fSHEj0A1YAMXimIl8EM+r90Y2HNRrsAE4E7gYv/mncDr5///G/CpEELI\na1E7ePbsvLnjhbiQpa/Xq3j4oEHw9dcFO75IyNYtOH5cjSlU/oHbDePHK+McbtabBlJCY7FbPQOX\nS3U7/Ogj1QBp3Di/SYVTb2aTK5FR6blzTi8uW4uUp55KYv36swGz3i0W1R0uPt7E4cMOatcuwgMP\nVKRoUZXMFap5jdst2bvXv4pgzZoz9Oq1nDNn3DmPulgxI7/91pzGjYPnLYSDEIIOHRJz9ApANeJx\nOn1YLLqgCYU+n+TNN7fxwQe78PnU+8qWtfDxx/Xp2tW/y2NqqouGDedy+LAjRyI4OdnBSy9t5q+/\nTvDHHy0iVuU7fjwLny/439WSJafZuTOdGjXiIjp3lCj/RMIR52kE1C4EQ1sOSL7o9WGgidYxUkqP\nECINKAFoS3FdTXg8MH++anSzaZPKTI8EgwFatFAtfDdtUiv89u1V1v4HHxTOmCMlXJU/ux0+/VS1\n+z1wIM+XEwKM+CD9vAt81Sq46y6VHNmihSr527sXSpTA3fMBHnwjFmn0wEUra6tVR/368fTsWS5P\nY+jZszzffLOfpUv9u8NZLDqSkmIZNqy2Zke1YsVMQQ2byaSjdu0LxunAgUxuvXWRn+saICPDQ/v2\ni9i0qSNVqgSX3I2Egwcz+b//28ykSUfweiWlSpl58cUaPP109YDjHjBgLePHJ/s9h717M+nVawW/\n/tqU7t3L5mwfPnwHR444cvUEsNu9zJ9/klmzjvs1PgqHokWNuN3BJ5JSSr7/fj/Dh197bXqjRClo\nwnHvbwEKQ0oq0DffpROLcI5RBwoxQAixVgixNiXlKtC4PnRIie089xx89RWsXh35OQwGFQu/6SYl\nEnTXXUq1b/v2gh/v5eCPP1R835A3IciA006fT7n5f/4Z2rRR/65aBTNnEvtoH1au68K//lUZq1WP\nwSAoVszIkCE1mDu3TcB2r+Gg1wumTWtB376VsFrVOWw2PU8+mcTKle2DtlA1GnU89FAlTZ12nQ4G\nDLjggXj//Z05criX4nR6ef/9nXm6h0AcOJBJgwZz+eWXZFwuH16v5NixLF55ZQsPPLAql9t+794M\nfvrpUMAqBofDy5NP/u33nm++2a+pRpiZ6eWzz/ZEPOaiRY0hvR0+Hxw79g8obY0SpQAI51svAdgm\nhPizgBX5DgMVLnpdHjiqdYwQwgAUBQI2DZdSjpFSNpJSNipZsmQBDC8feL1w331w4sSF1X1eHCUe\nD/TtC4MHqxK/6dOVSzshIX89Aa4UTifs2aNW5BEiZYhbHjky4OaSJc2MGdOIjIy7SE3twenTd/Lf\n/94Uto59IJxOL507L+Gnnw7lyP36fJLRo/eyYoV/F0O73cPatWfYsiUtxwCOGFGXpKRYP1U+IZSn\n4L336vrVl0+ZclQz/u92S6ZMufRPJu+8+OImUlNduSIwdruX6dOP5rq3SZMOB43Fnz7tZPv2C0mJ\noUIbeTXMn38eXPjGZtPToEGxPJ07SpR/GuEY/deBHsA7KIW+7J/8sgaoLoSoIoQwAfcBl04mpgIP\nn/9/L2D+NRHPnz9fCfbkM36Nx6OS36ZOhSlT4KWX4NZboVSp0I15rlacTihRIuLxh5zjOBywYYPm\nbp1OEBNjyLfgDcCwYVtYufK0n8s9K8tHZqaXHj2WkZrqwuPx8cILGylVairt2y+iadN5VKgwg0mT\nDlOkiJG1a29j5MibqVUrDptNlxOrHzp0M089tT6XO1+LcP4cvF7J9OlHuf/+ldx55zK++GIP6en+\nBtjt9jFlylHNX1m73cvXX+/325aZ6QmqN6/XC+z2C/dRoYK2WI5eL6hbN3K5YYC6dePp27eiZk6p\nEPDQQ1d/FUKUKJeDcEr2FgE7gLjzP9vPb8sXUkoP8BTwJ7Ad+FVKuVUI8V8hxB3nD/sGKCGE2AM8\nB+Qq67sq+fvvyOP34ZCZqZLnnnhCxfkj6D531eDzqXF36hS4b4EGYU31hg9XUr6FOC90uXx8+eU+\nzYY+UsLYsQd46KHVfP75XjIzvZw75yEz08uRIw4eemg1kyYdxmrV06NHOU6dcuF0+vD5wOn05RjX\nVq0W4HL56N69jGZ3NoNBcPvtZQPuyyY93U3jxnO5//5VTJiQzNSpR3nhhU1UrjyTzZvTco6z271B\nJxBSwokT/ivxpk1LEBenHcpwuyU1axbJeT1kyA2aPQdMJh3PPpv3ipTRoxtyyy3FiY29cH6zWYfN\npue335oTH3+NTpKjRClgQhp9IURvYDVwD9AbWCWE6FUQF5dSzpRS3iClrCalfPv8tlellFPP/z9L\nSnmPlDJJStk4O9P/snDyJLz3nlpZt20Lb7+tVt3hcKniXEHi9SoXee3a0LHjla3XzwtmMzRpohIR\n77tPGf64ONXbIMi9hLVAX71alUV26QJnAkaB8s2JE1lBXdp2u5d5807yxx9HA8a67XYvgwdvQErJ\nO+9sJzXVlSsX0un0sXt3Or/+mswLL9TAYglsKC0WfcjWtgMGrGPr1nN+noPMTC9nzrjo0GERHo+a\nvMTFGYLKxVosOho18neRd+pUmhIlTAE/NqtVx6OPViE29sKkYODAanTtWtpPE0CvF9hset5++ybq\n1YsPei/BsNkMLF3ajh9/bEK3bmVo0aIEzz57Azt3di4UlcMoUa5VwpHh3Qh0kFKePP+6JDBXSnnz\nZRhfnsi3DO/OnapnfVbWhfI0o1G5pH/+GeqGyALu2BF2F2KjEqNRLb0MhiumvR8yxh6M3r3h3XfV\nCTIy1PM2mVTW/ZAhmhUB4V7TjZ7jZWoSN/P3Al/hpaW5KVVqaq4M9Gz0emjWLIGVK0/j8QT+24qJ\n0bNqVXtatlxAaqp2nLtlywSWLGnHypWn6dlz+flmPhIhBLGxBiZNak6zZtqtbk+fdlK+/HTNGva4\nOAM//tiYO+9UVQzvvLOdt9/eHnCyYrXq2bOnC2XL+sva7t+fSdu2Czl71kV6ugedTk1G2rcvxW+/\nNc+VsCilZM6cE3z++R6OHMmibt2iPPNMderWzbvBv9J4PMpTo5WcGSXK5SBcGd5w0qh12Qb/PKcJ\nX9Tn2kNKtVo8599RDbdb/QwYAMuXa69Kp00rXIOfPRYoXI9CGEgCl1eEZNo0uPNO1V0wNhYaNlTb\n69RR1QrpgRXphAjvmka8lDi6i243jeXnNX0KVH+9aFEjrVolMH/+yYBRBJNJz003xbF0qXZVqV4v\ncDi8IaV8U1PVhLNp0xIkJ3dn8eIUDh60U7GijTZtSoasad+1KwOzWa9p9DMyPGzalJZj9F98sQYr\nVpxmwYKTORoEZrMOvV7w009Nchl8gCpVYti7twszZhxj4cIUYmL09OpVQXPVLoSgU6fS/4je8mvX\nnmHo0M0sWpSClJIaNeJ4882bcjoYRolyNRKO0Z8thPgTGH/+9b3ArMIb0hVm82bl2tciPV2VhDVr\nlnufwwFDhxbe2K4SNFfcQkBSkorbB1Pfczjgu++U0b+UokU1jT6AMBjCmux4paBa+h7691/LjBmt\nQh4fCZ9+Wp8mTeaRkeHxS3yz2fT06VOJu+4qx7hxyZrJeF6vpHbtItSuXYS//04NeIzBIGje/MIq\nXqcTtG1bKqJxxscbc9z3gTCbdcTHX3DpGww6pk5twcKFKYwZs4+UFCdNmxZn4MBqlC+vnYRnMOi4\n885yOZOH64FATZe2b0/noYdWs2tXOqVKWdix4xzly9u4//4KlCoVfv5KlCiFSTiJfC8AXwJ1UTK8\nY6SULxb2wK4YycnB4+QOByxYEHjftGmhM/b1euWev8a4uL+PpovdZIKuXWHu3NCGOTk58Pbu3TWf\nf5Y08INszdhhf+F6fmjQRECJ4JzHyLx5J0lJKVjt9Zo1i7BmzW306FEOg0G1rC1f3sr779/M6NEN\nuO22REqXtuRo9V+MzaZn0KBq2GwGhg2rpdnsJr+JbWqccSG9HPfcU8HvtRCCdu1KMX58U+bObcNb\nb9UJavCvR6SUPPLIGs2cjZdf3sLTT6/n/fd38dJLm6hUaQaffFLI3r8oUcIknES+7Fa6z0kpn0Wt\n/CsX9sCuGKVLB8/+VunZKkP/UtauVSVpwTCblaqeOXiv96sNIcKIpzud6hmA0hIIdrJKGiVU3bpp\nTpwswsPd7qUMeWYdNYeXwie0f30N+JjtqIHZrOPw4RAdDfPADTfEMWlSc7KyepKRcRfJyd0ZNKga\nQgh0OsH8+W2oUiUmJ5HNYBBYLDruvLMsw4fXAeDuu8vz9NPVsVr1GI3q4VosOqxWPV9/3cgv8z0v\nCCH4+utGATPmbTY9Q4fWpHTpK7MC3bo1jcGD/6ZHj2UMG7aZQ4cK/jMqLLZuPcfx48Fzaex29Tuc\nleUjK8uXIzUcJcqVJhz3/kTgYj+s9/y2WwplRFeaBg1UNnmwkjuXC955ByZO9N8eH69WqcFW+3a7\n0uEPF71eTTTyW/MfAilVvDxQmDiipL2i52ut//UvGDUqcKKhxQKPPBL4QkuWKI9BdgLlJXiloK5n\nL4tO3MC7cXfwgmEyRo//RCvTZ+TNtPakSwtmp69Qe6rr9QJ9gNLJChVs7NzZmXnzTrJ0aQpWq4G7\n7iqXS//9nXfq8PDDlfnmm30cOmSnTp14Hn20SoEZ4zZtSjJ/fhuGDNnEypWnEQLKlbPyxhs38tBD\nlXOOO348i3HjDnLokJ0aNeJ48MGKhVbm9tJLm/j44z24XF68Xpg16zgffLCLzz5rwCOPVCmUaxYk\nZ864zqs5ht9e2W738sYbW/36G0SJciUIJ3t/g5Sy3iXbNv6js/fXrYN77w2uK6/Xw5Yt/i7mbdug\nZ88rllGfXxw+A/J8qpxVXHDPh23wbTb4/HMlh+tyqSY4W7b4x/atVpW9/9pr/ieeMUNl9B8/HjQ0\nkOq1cG/Kg8zJqqGy4F9Ko9iYDykiHIAgU5p49WwHxmQ0Q6fLNnptI3kM/1jsdiWmU6SIv0jRZ5/t\nYciQjYBamWZ7BsaNa8xddxVsUtrkyUfo23dVwGZFNpueFStuLbRMfp9PMmPGMb78ch+nTjm55Zbi\nDB5cnaSk2IjOc+JEFpUqzdCUFNbCYtHhcPSM6D1RooRLQWbvpwgh7siunRdC3Mm10vAmrzRsCI0b\nw4oV2scIkds41a4NHTqo2H5BEGTFWxhYdR6cPh064Yu8HM9iUaWMrc4nzZlM8NNPMHkyfP89nD4N\nlSvD449Du3Z+Bt/z03h44w0M7tCxd4tws9ql4tBCCNaUb4d8vTWjnpmLM8vLHncJfOgwmXTExRn4\n5pt/pkMqL9hsuf/c588/yYsvbvLL8M+OVffps5p164rkO8xwMW+/vS2gwQelTzBy5C7Gjm1cYNfL\nxuXy0a3bElauPJOTYLl+/Vm++WY/X33VkAcfDF+xLzHRQqdOpZk9+7hm6WYg8iP9HCVKQRFO6d1A\n4GUhRLIQ4hAwFHi8cId1FdC1q1q5alG2LMQE6G722GN5V8ozmdSP1arOEW4HuwLEJHwYRYSKdjab\n6hHw/ff+SXhGo1rVz5ypKh5++UWJHV1k8LPS7Dj/E57BlxIOeIqR6lOfi06nWsw+0q8ao2f3JKlD\nHWLiTFgsOooVM9K6dclcKnLXMmlpbmbMOMaMGcdyyvnyy5tvbguYkAbK+A8cuI6srIL7Pdy2Tbsy\nw+uVrF5dOKJKw4dvZ9kyf+lkt1vicHh57LF1EecUfPfdLVSrFuMnPhSsTt9gENxzT7SUL8qVJ5zs\n/b1SyqZALeBGKWVzKWXk7bCuNXr00NaHt1pV97xAy2GzOe+qNQ0aqJK/e+9VBvMKGP2Ih240qvh8\njRpKuGjFiohkcCc88yueMG9TCPBwYUIlJTn13s2alaB69bicPvAnTjiZMuUI7dsv4sUXN0Z0S5dy\n+rSTlStPs2uXtsEqTLxeyZAhGyldeioPPLCSBx5YSZky03juuQ251AH//vssTz65jm7dlvDccxuC\njnnjxlQWLQrekXLx4lPUrTuH06cLpgLiYiMZiGLFCj6PwOeTfPTRbk1dBK9XNUuKhOLFTWzY0JFv\nvmnE7beXoUOHRP773xupVMmWk5SZjRAQE6OqNaJEudKEE9NPRDXbKSul7CKEqA00k1J+czkGmBfy\nHdPPZtcutYLNzFRxepNJJdT9+9/w5JOB3+PzQf36ucV9wsFqVXkB//oXLMp3e4PLi82mwh1GIxQv\nrlb9VasGfYuUkkcS3+Aj6wSK6sIzKgscVbn1xECsVj2jRzfISUabNk01lAnkOo6J0TNpUvOIBWHS\n0twMGLCWqVOPYjbrcbt9VKhg49tvG9G8eZDqhAiQUrJ06SnGjNnH0aNZNGwYzxNPJFG58gUv0rPP\nbmDMmH25VuQ2m55+/arwySf1mTPnOA8/vMYvq1xVh+p4662beP55f7neAwcyufnmOZw7F1rzwGgU\ndO5cmqlTW0Z8b7NnH+ezz/Zy5IiDOnWKACKnde+lxMTo+eKLhvTtW7DNcc6dc5OQMCVoc6DOnUsz\na1b+9RxOnXIyYMBaZs06jsmkw+Xy0bBhMb755pZcSZxRohQk4cb0wzH6s4DvgFeklDefb3H7t5Sy\nTsEMteApMKMParW9aBHs2KEy0zt3Vl3igvH77/D885FfS69Xuvpt2sChQ3kb79WAEMrwL14cNESS\nkeGhYcLXbCw9EosIbXzSfSb6nerNzmotGTGiLl26lMnZ16rVfJYuPa353nbtIkvo83h8NGjwF9u3\np+eS07XZ9CxZ0i7f7Vp9PkmfPquYOvXo+YY3YDIJ9HodY8Y0pE+fSiGldC0WHaNG1eOZZzZoJpbZ\nbHrmzGlNixYXJiqDBq3j66/3a0oFX4rJpKNfv8rs2pVBuXIWBg6sRrNmJTS7Fnq9knvuWc6cOSdy\nJmJ6vcBkEhiNOux2r9+1LRYdtWsXYcWK9gUuZ+vx+IiNnaz5fHQ6+Ne/Khdo/seZMy4OHbJTqpQ5\noJJhlCgFTbhGP5y/rgQp5a+AD3K6411+v/OVQq9XcegnnoAHHwxt8EElAeal9W32yrhMmeDHXe1I\nqTL2p17aKdkfq1VP55jdGPGEjAhICetd5Zirr8uoUfX8DD7Ajh3BXe+h9l/KCy9sYvPmcwGNot3u\nZejQTRGdLxBffLGXKVOOkpnpzbl/l0vFmQcMWMfevRksWJCC0aj9Zyql5LnnNgbNJLfbvYwYscNv\n26RJR8I2+GpcPr76ah/z559k3LhDdOiwmH791mh25vvyy738+ecJP8+L1ytxOHy43T46dEjEYtFh\nNuuIjTUwcGA1Fi9uVyj69QaDjl69ymt2K7RY9AwYENwrFSnFi5uoVy8+avCjXHWEk72fKYQogSrj\nRgjRFEgL/pbrnC++iLyu3mKBFi3g5ZdVgqDFcs2W/gFKj2DePNVJLxA+H/ofxjKy6BT0YdieMz4r\nHY8/hrWoIeAEISHBzKlT2sltCQnhT8ImTz7MJ58ET1tZsCAFt9sX1CCHYsSIHZpJdB6Pj1df3UJy\nskNTzhfA6ZSYzaEf4Pr1/nK/weR5tchOMZFSTSQmTjxMy5YJPPpoboP5/vu7NO/N6fSRkGAiNbUH\n6eke4uON5+veC4///a8uf/11gjNnXH6THZtNT+/e5WncuHihXj9KlKuFcP7SngOmAtWEEMuAH4B/\nF+qornVmzAguQyvEhfp+g0F5BYRQYj/jxyuZX5fr2mubeykGg2pxu2yZUjDMthpHjypVwrfeQi9D\nO43sPgPvprXDhQGXS9KkSe4v6CefrKbZq91m0/Pkk0lhDVlKyfPPbwraPjcbtzvvgkleryQ5WaM3\nASqzfMKEZJYvPx3SCxLOWC/W2Ado3z4x379emZle3n13Z8B9ycna2fA+H2zalIbZrCchwVzoBh+g\nbFkrGzZ04NFHqxATo0cIqFo1ho8+qse3396iGaaIEuWfRsiVvpRyvRCiDVAD1eBsp5RSux9olAtd\n8LSoWFGtgLdtU7K/kyfDqYukD7KF7nU6FRO3XzsSpX4cOaKa6mQnQJrN8PrrMHIkHD4MPp9fx7xU\nrwWrcGPWXZgIOKWeI96ijE5vis2m56mnkoiLy927oH//qnz33QG2bTvnF/+2WnXceGMR/vWvymEN\nOTnZwZEjoZ931aoxAevew0WnU+GNYJ32lLMotEH3+YIfY7HoGDSomt+2V16pxcyZxzRX4+Gyf39g\n5cqiRY2cPq3tebkSbu8yZayMHt2Q0aMb5rQojhLlekNzii2EuEUIURpy4vgNgbeBkUKIqC8sGPXq\nae8zGqF1a9W+9+OPoVo1JVwTCJ/v2jX4AFu3Kj3+9HRVAXHmjCp1PHo0VzniJ+eac+PR5/khswF2\nnxGHz4DdZ+THjAY0Pf5vXEYbjz5aJUe3/lIsFpVcN3RoTRISTAgBJUua+b//q8WiRe3CFkZxu324\nXMGNqE4H//3vjeE9Aw2EEPTpU1EzzhwJFos+YHMfdR2oVi2WRx6p7Le9Xr14fvmlKXFxBuLiDDli\nRrGxepKSYtHpVNZ+fHzwiY3NFvgr5LHHqmI2B94XG3vB8+L1Sr76ah+1as0mLm4y1avP4tNPd0ck\nepMXogY/yvWKZva+EGI9cJuU8owQojUwAeXWrwfUklL2unzDjIwCzd7PC6tXq7K7QK1lrVaYNUs1\nnDl1Sk0AtFrQFgQNGsCmTWG1o71SuKSekode45xUIQ8jHuJ1WaT6LLjPO6PMZsG4cU3o1atCsFPl\nkNeV3PLlp2jZckFQl3qzZsVZvrx9xOe+lGPHHNSr91euOHOo9g2XUqSIgbg4I6mpLr/EOSFUVvpH\nH9UL6B0ByMryMm3aUQ4fdlC1agxdupRm795MMjLcVK4cQ5UqM8jM1B7M3XeXZdKkFrm2p6W5adRo\nLsnJdr8kQ5tNT4cOifz+e3OkhDvuWMrChSl+HgebTU/DhsWYO7cNJpOOo0cdpKd7qFTJhsUSVbWL\nEiUQBSHDq5dSZstj3YtqqTsJmCSE2FAQg/zH0rgxvPEG/Oc/6hvc4VBueiGUNn12h7mvvy78ZL3N\nmwvH4BuN6rwRCPFosdrpb8jdGEjx+euhO52Shx9eQ+fOZUIKvEDeV3JpaW7MZp1miRxA794V2Lo1\njQULUtDrBV27lqZSpQDqjJewY8c5hg/fwezZx9HpBHfeWZapU1swevRexo9PxuORFC9uokwZC5s3\np4X9aKW28D8MAAAgAElEQVSEH3+8hcOHs5g4MRkpJd26laVv30rExAR/VhaLPqe97owZx6hefTYp\nKVm4XL6wtKFOnAisr1C0qJG1a2/j3Xd38NVX+0hLc1O+vJUhQ2owcGA1dDrBhAmHWLQoJVeIwW73\nsm7dWf7zn8389ddJtm07h9GoQ0rJ449XZfjwuoWS5R8lyvVAsJX+FqCelNIjhNgBDJBSLs7eJ6W8\n6TKOMyKu+Eo/m7Q0ldR38iRUqKCkfa0XxTKbNFH7riWyu/6VK6e09ufPz7enYoGjGj1OPsQ5GTzO\nGxtr4JNP6geMz69Zc4bRo/dy6JCdm24qyhNPVKN69cjFUFSXuVmaRt9m01OjRhw7dqTneBOklPTq\nVZ5vv71FM5t/wYKTdO++FKfTl5N4ZzAIrFY9Cxa0pX79eFwuH2azjqVLT9G585Kw4+1FixqYMKEZ\nnTtHJj50MbNmHaNnzxVBcwwCkZQUw+7dXfN0zaZN57FqlbbsrhC555RWq57WrROYNatV1EUfJcpF\nFESd/nhgkRBiCuAAlpw/cRLRkr3wKFoUHngAnnlGdd+zXmLUnAUjbXpZMJku9APw+SA5WU1ozObc\nx0b4ZdzQfBhXGNWjmZmeXBrpUkqefHI9bdsu5PvvDzB37kk++2wPdevOySWtevasizff3EbVqjNJ\nTJzKHXcsZeVK/3yKihVttGiRkEtKNfu2fD7J1q1pOBxesrJ8Of/+/vsRBg8O7ADzeHzcc88K7Hav\nX6a9xyNJT/fQu/eK8wUdeoQQtGyZQO/e5YmJCc+V7XT6qFOnaFjHBkJKyb///XfEBh/IVzOeI0eC\nTxYDrUccDi9Ll55i+XJtIaYoUaJoo2n0pZRvA88D3wMt5QWXgI5oyV7BULfulR5BeFgsytgH8vem\npubeFoZfWqLUniRQROekf+xqbCJ4E5mYGD2VK/sr/E2YkMzYsQew2705cXC3W5KV5eO55zayYYMa\n37FjDurUmcM772xn//5MTp50Mn36Mdq3X8RXX+3zO+f48U2pXNm/mUpMjJ74eCNSEjDRz2738t13\n+zl7Nvc9zJlzImhi2smTWaxdezbntRCCb7+9hc8+a0DNmnGYTMEnUXFxBlJS8j6BPHDAztGjeQsz\njRiRd2HOatVCh0QCYbd7+fHHg3m+bpQo1zNBA2NSypVSyslSysyLtu2SUq4v/KH9A0lNVRK9P/+s\nyvWeeir36v9qo2ZN1XyogJv/2H1Gbj02gNbHBjLNXpMPik/jbttmLMKNBRcmPAj8DaWU0KuXf6ey\n4cO3a7Zqdbl8fPDBLgCefHI9J05k+bnts0Vmnn76b79ufCVLmtmypRPffNOIO+8sS9eupXn//Zv5\nz39qo9NpG2CzWRewS9zhw46gtfQ6nchV1y6E4OGHK7N9e2eGDq2p+V6AlBQXLVrMz3Njoawsr2b2\nfzD0etDr8x5bHzKkRtjejIuRkgLrMhglyvVGNBumsHA4YO5cmD4dDh6EUaOgaVOV3Pfmm8rd/847\nMHhw3iR7LwdFi6pkw43561J3KVLCVncii5xJLHVW5b6UPqx0VuTHkr+wrez7vFd8Jq/Hz6GzRUnH\n6vUCm03PhAlNc9XG796doXkdr1eybt1Z0tLczJx5PKjs7NixBy4an2Tx4hR+/PEgu3dnoNMJkpJi\nsdn0QSMXUhKwBK9SJVtQo+r1Sr8GO5fy4Ye7tC96Hrvdy+ef72XKlCMhj72UatVi8yTUYzbrSUnJ\neyJqt25luP/+irkMf0yMPqh3IyZGT7t2pfJ83ShRrmfyri4SRZvvvoP33lNLIY9Hxe4Duby3blV1\n+EuWwG+/qVK+HTtCZ9tbLCquLmVoIaD8kJYGbdsW+KRECDBf1GDHLg28ltqR+aXHUMV4lqeMy8ky\nWjnovYHyLivt2pVi6NAa3Hhj7rh1bKyBrKzg8rsnTmRhNOo09emzsnzs2aMmD1JKBg5cz08/Hczx\nIGzbdo4FC05y551lg8rXer0yYPe9225LxGLRk54e+HMtW9ZK/frxAfdt3ZpGenp4XpbMTC/Dh+/g\nzjvLhXV8NiaTjuefrxFUFjgQdruX++5bxbJl7cKqXrgUIQRjxjTk7rvLMWrUbvbsycBqVZ/T4cP2\ngIl8oDoHPvhgwXbiixLleiG60i9oJk5UBt/hgIwMVZKnFeP2eJRq3c6dqqHPtGnK6N9wg5Kw1cLp\nhLg4pW43YADExmofm188nkIRCKqkvzgXQMfyLP8vcYsBRm95huTk7vzwQ+OABh+gX78qmuVbMTF6\nnngiicRES1DJXItFR1KSeoZTphxl3LgDuUIGmZlepkw5SosWCQHlfm02Pa+8UgurNfc+vV4weXJz\nYmMNfgmCJpOOIkUMTJrUPFcm+oYNqfTqtZz69f/SHHcgtm8/x48/HuSTT3azeHGKZkOcSxk2rBb3\n318Bs1lElId57JiDzp2XhH2dSxFC0KVLGf78sxVt25bk4EE7e/dm4nTKXH82sbF6ihUzMndum7DK\nNqNEiZKbkK11r0WuWMmez6dc+Ckpkb3vscdUo51s0tLg6adVa1otYmJgxAjo1g1q1y5cgZ9CYIc7\ngVpHXsx5rcfLwLiVPB63ijpFUuGVV6BPn5DnOXPGRf36f3HsmMOvX7rVqqdhw3jmz2+L0aijZ8/l\nTJ16NKCL32rVc+BAV0qVslCr1uygHfmaNy9Bo0bFGDNmX85kw+dTsrZDh9YIWka2b18GI0fuYvr0\nY+j1grvuKkudOvHMnn0ch8ND586l6dOnEosWpXDvvStxOLx5kkGIidHj8Uh0OuWC79atDPfeW4Gu\nXcuEjN3v3ZvBb78ls21bOkePOnC7faxceRqnU3sgMTF6Zs1qRatWJSMf7Hnmzj1Bjx7LAuZn6PVw\nyy3FGTSoGvfcUyHgxCpKlOudcEv2oka/INm/XxnhSA1wkSLKyN1zz4Vyt+3b4a67gpf1Pfww9O+v\nVP2u1OcYqXwc4JI6njlzO1+kZyu5SUCgx4tJ52Pw3VaGT7wr7POlpDh55ZXNjBt3CLfbR2ysgaee\nSmLYsFo58rsnTmTRqNFcTp1y5iTzCaEM/qef1ueRR6qwZs0ZGjeeF/RaBoNgzZrbqFIlhtWrz2Aw\nCJo1KxGxUty5c27atFnInj0ZOV30VCxbh8vl00xOzCuxsXoSEy0sXtwuYt37KVOOcN99KzW1C0wm\nHSNG1OGZZ26IeFxOp5cVK07z0kubg9bsly1r4ciR2yM+f5Qo1wsFocgXJVLyanjPnVOu+i1b4I47\nYPhw2LAhuDHV6dRqf9Uq9f8Czq4Pi2LFYNAg1Ur47NnQx59Hh8To111PTXS86HH49HwyS9Js6lHu\nuKNsWOcrWdLMmDGNGD26IVlZXqxWfa4Vd2Kihc2bO/LFF3v59tsDZGZ6aNasBC+9VJNbblGtJN54\nY2vIa3k8klatFrBu3W106JAY3g0HoH//tWzffs4vzyAz00tmpjdSmYOwyMjwkpVlp0uXJWzY0CEi\nYZvERAtGo7ZKoV6PpsyvFlJKPvxwN6+9thUhCNo+GAirJPHwYTuHDtkpX95GxYq2kMdHiXI9El3p\nFyRer5LgPaO9YgmK0agMeDiiPRYLjBunPAJvvFFgUrtSRqCtU7asapsrpfI4LFwYctXv9On4NuMW\n3ky7jWPeIkDgizVpUpyVK/Ovbx8JJtNvfiGCYCQkmGjatAQDBlQNy21+MadOOalQYXpQqd/CwmbT\nM39+G5o0KQHAli1p7NyZTmKihebNSwQsSfR6JYmJU4N2zVu37jYaNCgW9jg++mg3L7+8OezEwQoV\nrBw61D3gvgMHMnnoodWsWXMGs1mP0+mlQYNijB3bOCdXI0qUfzrRlf7lRkoYMyZ/SW/hZuKbTMro\n33efstDhGPww3fBhG3yTSYUfst80fDjcfntQWWG31FHm8DBc0kimDKDkdxHZojqXi+XLT4Vt8AFO\nnXIxffoxFi5MoXHjYsya1TpsPfidO9Mxm/X5Mvo6nXrskTp4fD7J2rVnKVnSzN13L2f37gwMBoGU\nqhLip5+a5CqH0+sFHTuWYvz4wwHPKQSMGbOP0aMbhjUGl8vHq69uCdvg22x6zdDBqVNOGjeex+nT\nTnw+cp7pypWnadJkHlu2dKRMmatcCyNKlMtINHu/oHjzTfjkk8JtoGMyKdlbn08J/Xg84U0UDIaI\nyu6kVOI5UoJPBohaKH8uPPLIhW2lSsHs2Sr5LsDMQUrofuIRzvpiQxp8UNKyM2ceC3vMeUFKyZw5\nx+nZczl33LEsT+fIyPCwYsVp3nxzW9jviY83Bi39CwefL28RHb1eZec3bTqfzZvTsNu9nDvnIT3d\nw7FjWXTvvjTghGvjxnOa55QSJk0KPCEIRCABIy1iYvQ0aVKcf/87KeD+Tz7ZTXq6O9d81udTn82o\nUaE1DqJEuZ6IGv2C4ORJ+Omn4Al8BoMylMFK8YJhNKp2vYmJkbvyPZ6IJiPp0sT/0trwRtptvHC2\nG/OzquHwGUjzWZAmk6pQ+OMPKFHC/43FiqnJz5o18OijfsZ/hqMmK5zh1VabUPc3bNiWsMccKR6P\njx49lnP33cv5/fcjQV3XoXA4fHz66Z6gqnsXU7t2EUqXtmjuN5kENpvOr7xPX0AJ616v5PRpF5mZ\nnoCOH4fDy2uv5X7uofrbR+IlCfWchFATo0aNivHFFw2ZM6e1ZiOjn346pOkxcbl8jB+fHPa4/iks\nXXqKO+5YSsWK07n5ZtWDIivrCuT8RLkqiRr9gmDu3ODfyjEx8M03Kjnv4YcDN6kJhdEISUmRlwPm\nA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LnGRclp/vxnY6x+06b8gd/hgJtvNsb8Z8827tYLywtw5oyxX79+RXtflygkxMLzz7fj\nqae2FpgMFh5uoUeP4mVly1VY0ZuUlFJMYQwsWnTC73al4MknW/Pii36WcPrgdmtuvnllgfdnVmEu\nl8dDvs95585U+vdfxfz5PQoN/JMm7cLp9H18l0sza9YRMjJcOBzyNSJERVEeluxVTldc4T/wejxG\n9/nFqlWDVq0KBnwwegA+/thYu9+2rZGt74orjEQ+r71mRJThwwNL95uRYdzpB8GYMbH861/tqBnh\n4eHaG1jT6C22NXqDHzou4Pt/+1rwEbjY2AjTbRYLdOpU/AuKQBRWzCY83ML48W2KfNyFC4+bVsYr\nqsxMN488ssl0u9aaUaM2MGPG/kLqSClOnSrldNAlSGvNqlUnuffetVx//TLGjdtMYmIhq2GEqGQk\n6JeWxYvN196Hh8Nf/lK0inW5bDZj4t+8ecYqgW++gQYN4D//gSlTjHH6kSP95wXI9ccfAZ928+Yz\n3H33WmJi5tGu3ULefHMPqamB5W6/mFKKfzzQgJRr3mdKzdlcHXKQdiEnuOHUcux3DCyY/rcI/v73\n1qZr2cPDrfz9762KfexAdO9uXtXNZlM88UTrYqVC3bUrlezskquJnpiYxpEjvid7Tp68l08/PVho\nZ5HWRkrfisDj0Qwbtp5+/Vbw+ee/8/PPKbz1ViIdOy7i/ff9rJwRopKRoF8azp0zJsWZzYLPzjYC\n/7lLTFmalmZU9/vLX4yAP2WKMSlw1Spjhr3Dz6QtqzXg/PmffXaQ7t1/4ssvf+fgwQx27DjH009v\no1OnxZw8Wczu8hdewHLod2w5ecbfXS5jBcO4cUYdgiKaNesIjzyyqcDdttVqLAN88cX2XHVVzeK1\nN0DPP9/ONCtdZKSNMWOKt56+Tp0w0xSrxWGzGcv8LubxaF5+eVehvQq5kwiLkwgoGD788ADffnuY\n9PQLGRGdTiNJ1Nixm9m5Mzjpg4UoaxL0S8O8ef4nxWkN778Pt95qjOEX16OPwpYtxvi+x2McNzMT\ntm+HmTPhhRfM7/hDQi6sCvAjOTmL++9PICPDne/OLzPTzeHDGYwevbHo7c7MNGoN+KsU+M03RTrk\nr7/+wd13ryU11VWgCp7VamHBgh6MG1e6d/kA115bh5kzOxMZaSMqyobdbiEqykbjxnaWLetV7Dvj\nQYMa+h06qFs3jLi4SEJCFDabomXLCJ/16nNZLIpmzQoOhZw4kVVoD47VCjExDt54o+hFl4LllVfM\nLw/kO/QAACAASURBVGScTg+TJ+8t4xYJERwS9EvDsWOFr5N3OuH4cePuvDgOHzbu6H0FzpwcIz/A\nFVfA7bcbgT93XX1IiNHL8MILEFf4XefHHx80XYPtdGp++OFo0bv5U1L81wTIyjJyGRTBc89tN03t\na7HAsmUpRTrepRg6tCnJyQP48MOreO21Tsya1Y2DB2+5pPkEUVEhTJt2eYFArpSx4uHbb7uxZ8/N\nnDw5kDNnBrF9+01ERtp8Xns6HFYee6yVzyI7drvVtCZCrmuuqcXGjTdUqLSuBw6YF3ByuTQbNhS9\nZ0mIikiCfmlo1Mh/13oupxO+/rp459i82X+1PZsNNm6EiRON9L1DhsB11xl394sXG/MCArBnT6rf\nPPk2m8XvErm8zp1zMn16Io8+dwBXlp+7/JCQIqf5XbnSPKhnZXmYPftokY53qex2K3fc0ZjRo2Pp\n06deiVQ3Gz68ObNnd6dz5xpYLEZVu1tvbcAvv1xPjx7GXILo6BAiImyEhVlZtqwXdeuGnS/UkzvM\nMWhQI559tq3Pc1SvHsqVV5qXNI6IsPLKKx0rXInWwooV1a1bMeYmCHGpKtZvbnm1bZuRUe+XX4zb\nyu7d8TvtOa/0dGPfolbDCw31P4Sg1IUlgR07Gn+KoXnzCMLDLaZLw4x194UnaPnpp2QGDlyN1pr0\ndDc31YvlxvDd2JSPu0qLJeCLkgsvKSzpT8XPGJeZ6earrw6xbdtZIiNtOJ2aXbtSOX3a9wVUmzbR\n/P77rXz//RF++eUk0dEhDB3ahHbtqvk9z+TJ8Vx//XIf+fUtdO1ai+7da5XYeyorw4bF8M47+woM\n/QBERlp56CH/pYiFqCwkOc+l+vlnePhhY3Je7mdpsRhBXCnjbt7fZ1yrVv7SuYFKT4fOnX2n7gVj\n2d769UZGv0tw5EgmsbHzfQZ9qxVuuaUhs2d393uMY8cyiYtbkK+QTTPbKdY3mEo1SzahKk9wsduN\n6oCjRxd6zI8/Psj+/Wm0ahXFzz+fYMGCEz4/6txKcX//e2v/b7Yc01rTq9cy1q07VeDfwuGwsnDh\ndefv9kvC6tUneeihjezdm0pIiAW3WzNiRHNef72j3/oF5VVKSjbx8YtIScnOF/jtdis9etRmwYJr\nA74w1FqzcuVJvvvOyMzYr199br65QaW4sBQVV6DJeSToX4qcHKNintks/Dp1oH1748LAl/BweOQR\n46KhOKZPN5bqXTx/wG6Hhx4yjl0Cpk3by5NP5k+mExZmoXr1EDZsuIFGjfwvD3zuuW1MmrS7QLAK\nxUmkJYeWtlOMq/Urd3Z2Yn30EaMAkR/Tpyfyt7/9htZGCV673YrHo/F4dIE7OYsFatUKY8+efqU6\nBu10ejhxIouoqJCAsusV1c8/JzNgwKrzufUv1rlzDdav71vi5/399wxSU500bx5R4ZPwJCdn8fTT\n2/jss4Pk5HioWTOUxx5rxRNPtCYkJLCRztRUJzfdtJKtW8+cXwkQGWmjfv1wli/vla8mghBlSYJ+\nWQT9JUuM5WVmqXYjIozUuZs2GclzcnIuJOxxOCA+Hj76yP/YvD9aG7n2J082ehTAuP1+9FEjSU8J\nptVdvjyFF1/cwYYNp7HbrQwbFsO4ca2oU6fwsdCePX9mxYqTfveJiDDuuObO7eG3MtzKlSn067fS\n50zs3AuR1FQXHo9RVrd16yhmz+5OixbFz+fvj9PpYcKE7UyblojLpXG5ND161Gbq1PhCu9GL4sEH\nE3jvvQOmnUYhIYoTJwZQo0YoO3ee4+jRTFq0iKR5c/NkReWVy+Vh0aITHDmSSfPmEfTuXbdE76K1\n1mRnewgLsxS5UNCf/vQL8+YdK1CF0WZTtG0bzebNN0jxIREUkoa3LCQn+x+7V8rYZ8QI6NLFWKa3\nY4fRpf9//wc33lj0sfyLjz9smLE2f88e47m4uOJfRPjRs2cdevbsWazXBnLnm57uZuXKk7z77n5G\nj4413W/ixJ1+l17lBnuPR2OxGElonn9+B++/37nEy8xqrRk4cDXLlqXkm+z400/JdO36E2vX9qFN\nm+gSOVdamsvvKJHVqtiw4TSPPbaZAwfSCQmxkJ3t5ooravDFF1f7XJ5XHi1deoI771yD0+nB7dZY\nrYqICBvff9+Nq68umbkESqli5Rc4ejST+fMLBnwwVgAkJqaxfv1punQp3VwQQlwKmb1/KZo29V9i\n1u029gGjm3/yZFi0CP77XyNX/qUE/LxsNiMtb9u2pRLwL9WIEc2JjCz8vWZkuPn3v/f43Wf9evOl\nVR4PpKTkkJ3twenUZGdrsrI8/O9/h/n7338rcrsLs3x5CitWpPhc3ZCW5irRc/btW8/vDPSICBuD\nB//C9u3nyMhwc/ask6wsD2vXnqJLl6Wmk/3Kk+3bzzJgwGpOncohNdVFRoab1FQXx49nccMNKzh4\n0HzZHRgTHV99dSdNmszF4fiWuLgFTJ+eiMtVSGrBAG3efMY02yMYiY3Wrz9VIucqSVpr0tJcpnUU\nRNUiQf9SdOtmdOH7ohQ0aWKUu63ibr21AW3bViM8vPD/bmapYXP5SzhjJiPDzXvvHeDcueKlDTYz\nc2aSaa+D1rBkyQmyskomde7QoU1MPz+Hw0psbKTPDHtutyY11cWMGftKpB2laeLEnaafV3a2228C\nnawsN9de+zP/+tcODh/OJDPTQ2JiGv/4xxYGDlxdaO6BQERG2grtbSlPSxk9Hs3UqXtp1GguNWp8\nT0TEdwwcuJo9e1KD3TQRRBL0L4XFYnTZR0YaS+hyhYUZhXOmTw9e28oRm83Czz/35L77Yvx2jACF\nzhEYNqyZ37stM6GhFhISSjYBy+nTOX6DgFKKrCw3OTkePvjgAJ06LaJBgzn07Pkz8+YdoyjzaRwO\nG8uW9aJ+/XCioozAEhpqITzcwv33t2DPnlTTkabMTDeff36oKG8tKBYtOmGa7z8nx0gEZebtt/ex\nY8c5MjPzHyAjw83y5Sl8993hS25ft261/M4tcLk0t93W4JLPU1JGjkxg/PitHDuWhctlTHKdM+co\nV121hF27JO1wVSVB/1J16GBM6Bs5EmJjjQp5o0fD0qXQokWwW1duOBw2pk+/km+/7WZ6t263W3jk\nEfPxfIBx41pRo0ZogZGRwkZKtNbYbCU7weraa2ub5tkHqF49hPBwC717L2Ps2E1s2XKW48ezWLHi\nJEOH/spjj20u0vnatavGoUO38PHHXXjmmTZMnNieFSt68de/Nve5/jyvnJzy37Vb2Pw3f7kYpk3b\na5pEKj3dzX/+k3gpTQOMi9cpUwpmRQSjt+XJJ1tTq1b5SPKzefMZvvrqUIGeKK0hNdXFo48W7f+e\nqDwk6JeEevXg8ceNTHcLFxpL5WrKZB5fBg5syKBBjYiIyP/Fabdbad++GmPH+k8NXKtWGAkJfbnl\nloaEhVmIjLQRHm7hppvqExZmHhS0hquvLtl/kxEjmpve+eUGgalTE9m06UyBL9/0dDcffHCAFSuK\nlh7YZrNw++2NGDq0Cd9+e5jrrltGjx4/+ezazxUaqujX79JKFpeFAQMaml68hYVZGDKkselrU1L8\nz1kobNgoUPfe24xPP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m8JyZsVX3gPS9qgVnGptOSHovWf8XSb9lg4jYpvi9dvDf4Gt94NSCMHubpKfS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\nq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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print (\"------Scaling-------\")\n", + "import matplotlib.pyplot as plt \n", + "from sklearn.datasets import load_breast_cancer\n", + "from sklearn.preprocessing import StandardScaler\n", + "cancer = load_breast_cancer()\n", + "scaler = StandardScaler()\n", + "scaler.fit(cancer.data)\n", + "X_scaled = scaler.transform(cancer.data)\n", + "\n", + "from sklearn.decomposition import PCA\n", + "# keep the first two principal components of the data\n", + "pca = PCA(n_components=2)\n", + "# fit PCA model to beast cancer data\n", + "pca.fit(X_scaled)\n", + "# transform data onto the first two principal components\n", + "X_pca = pca.transform(X_scaled)\n", + "print(\"Original shape: %s\" % str(X_scaled.shape))\n", + "print(\"Reduced shape: %s\" % str(X_pca.shape))\n", + "\n", + "# plot fist vs second principal component, color by class\n", + "plt.figure(figsize=(8, 8))\n", + "plt.scatter(X_pca[:, 0], X_pca[:, 1], c=cancer.target, cmap=mglearn.tools.cm, s=60)\n", + "plt.gca().set_aspect(\"equal\")\n", + "plt.xlabel(\"First principal component\")\n", + "plt.ylabel(\"Second principal component\")\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "pca.components_.shape\n", + "print(pca.components_)\n", + "\n", + "plt.matshow(pca.components_, cmap='viridis')\n", + "plt.yticks([0, 1], [\"first component\", \"second component\"])\n", + "plt.colorbar()\n", + "plt.xticks(range(len(cancer.feature_names)),\n", + " cancer.feature_names, rotation=60, ha='left');\n", + "plt.suptitle(\"pca_components_cancer\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Breast Cancer Wisconsin (Diagnostic) Database\n", + "=============================================\n", + "\n", + "Notes\n", + "-----\n", + "Data Set Characteristics:\n", + " :Number of Instances: 569\n", + "\n", + " :Number of Attributes: 30 numeric, predictive attributes and the class\n", + "\n", + " :Attribute Information:\n", + " - radius (mean of distances from center to points on the perimeter)\n", + " - texture (standard deviation of gray-scale values)\n", + " - perimeter\n", + " - area\n", + " - smoothness (local variation in radius lengths)\n", + " - compactness (perimeter^2 / area - 1.0)\n", + " - concavity (severity of concave portions of the contour)\n", + " - concave points (number of concave portions of the contour)\n", + " - symmetry \n", + " - fractal dimension (\"coastline approximation\" - 1)\n", + "\n", + " The mean, standard error, and \"worst\" or largest (mean of the three\n", + " largest values) of these features were computed for each image,\n", + " resulting in 30 features. For instance, field 3 is Mean Radius, field\n", + " 13 is Radius SE, field 23 is Worst Radius.\n", + "\n", + " - class:\n", + " - WDBC-Malignant\n", + " - WDBC-Benign\n", + "\n", + " :Summary Statistics:\n", + "\n", + " ===================================== ====== ======\n", + " Min Max\n", + " ===================================== ====== ======\n", + " radius (mean): 6.981 28.11\n", + " texture (mean): 9.71 39.28\n", + " perimeter (mean): 43.79 188.5\n", + " area (mean): 143.5 2501.0\n", + " smoothness (mean): 0.053 0.163\n", + " compactness (mean): 0.019 0.345\n", + " concavity (mean): 0.0 0.427\n", + " concave points (mean): 0.0 0.201\n", + " symmetry (mean): 0.106 0.304\n", + " fractal dimension (mean): 0.05 0.097\n", + " radius (standard error): 0.112 2.873\n", + " texture (standard error): 0.36 4.885\n", + " perimeter (standard error): 0.757 21.98\n", + " area (standard error): 6.802 542.2\n", + " smoothness (standard error): 0.002 0.031\n", + " compactness (standard error): 0.002 0.135\n", + " concavity (standard error): 0.0 0.396\n", + " concave points (standard error): 0.0 0.053\n", + " symmetry (standard error): 0.008 0.079\n", + " fractal dimension (standard error): 0.001 0.03\n", + " radius (worst): 7.93 36.04\n", + " texture (worst): 12.02 49.54\n", + " perimeter (worst): 50.41 251.2\n", + " area (worst): 185.2 4254.0\n", + " smoothness (worst): 0.071 0.223\n", + " compactness (worst): 0.027 1.058\n", + " concavity (worst): 0.0 1.252\n", + " concave points (worst): 0.0 0.291\n", + " symmetry (worst): 0.156 0.664\n", + " fractal dimension (worst): 0.055 0.208\n", + " ===================================== ====== ======\n", + "\n", + " :Missing Attribute Values: None\n", + "\n", + " :Class Distribution: 212 - Malignant, 357 - Benign\n", + "\n", + " :Creator: Dr. William H. Wolberg, W. Nick Street, Olvi L. Mangasarian\n", + "\n", + " :Donor: Nick Street\n", + "\n", + " :Date: November, 1995\n", + "\n", + "This is a copy of UCI ML Breast Cancer Wisconsin (Diagnostic) datasets.\n", + "https://goo.gl/U2Uwz2\n", + "\n", + "Features are computed from a digitized image of a fine needle\n", + "aspirate (FNA) of a breast mass. They describe\n", + "characteristics of the cell nuclei present in the image.\n", + "\n", + "Separating plane described above was obtained using\n", + "Multisurface Method-Tree (MSM-T) [K. P. Bennett, \"Decision Tree\n", + "Construction Via Linear Programming.\" Proceedings of the 4th\n", + "Midwest Artificial Intelligence and Cognitive Science Society,\n", + "pp. 97-101, 1992], a classification method which uses linear\n", + "programming to construct a decision tree. Relevant features\n", + "were selected using an exhaustive search in the space of 1-4\n", + "features and 1-3 separating planes.\n", + "\n", + "The actual linear program used to obtain the separating plane\n", + "in the 3-dimensional space is that described in:\n", + "[K. P. Bennett and O. L. Mangasarian: \"Robust Linear\n", + "Programming Discrimination of Two Linearly Inseparable Sets\",\n", + "Optimization Methods and Software 1, 1992, 23-34].\n", + "\n", + "This database is also available through the UW CS ftp server:\n", + "\n", + "ftp ftp.cs.wisc.edu\n", + "cd math-prog/cpo-dataset/machine-learn/WDBC/\n", + "\n", + "References\n", + "----------\n", + " - W.N. Street, W.H. Wolberg and O.L. Mangasarian. Nuclear feature extraction \n", + " for breast tumor diagnosis. IS&T/SPIE 1993 International Symposium on \n", + " Electronic Imaging: Science and Technology, volume 1905, pages 861-870,\n", + " San Jose, CA, 1993.\n", + " - O.L. Mangasarian, W.N. Street and W.H. Wolberg. Breast cancer diagnosis and \n", + " prognosis via linear programming. Operations Research, 43(4), pages 570-577, \n", + " July-August 1995.\n", + " - W.H. Wolberg, W.N. Street, and O.L. Mangasarian. Machine learning techniques\n", + " to diagnose breast cancer from fine-needle aspirates. Cancer Letters 77 (1994) \n", + " 163-171.\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.datasets import load_breast_cancer\n", + "cancer=load_breast_cancer()\n", + "print (cancer.DESCR)" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Clustering.ipynb b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Clustering.ipynb new file mode 100644 index 000000000..2d407d6dc --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Clustering.ipynb @@ -0,0 +1,126 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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iq6++wscff+yzv7i4OEiShLq6OqSlpeH06dPQ6XSYM2eO31wqXLmb6SlCqQmr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\n9iZmFr9aDEOXARX7K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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import mglearn\n", + "import matplotlib.pyplot as plt\n", + "mglearn.plots.plot_kmeans_algorithm()\n", + "plt.show()\n", + "mglearn.plots.plot_kmeans_boundaries()\n", + "plt.show()\n", + "\n", + "from sklearn.datasets import make_blobs\n", + "from sklearn.cluster import KMeans\n", + "#generate synthetic 2D data\n", + "X,y=make_blobs(random_state=1)\n", + "#build clustering model\n", + "kmeans=KMeans(n_clusters=3)\n", + "kmeans.fit(X)\n", + "print (kmeans.predict(X))\n", + "\n", + "plt.scatter(X[:,0], X[:,1], c=kmeans.labels_, cmap=mglearn.cm3, s=60)\n", + "plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1],\n", + " marker='^', s=100, linewidth=2, c=[0, 1, 2], cmap=mglearn.cm3)\n", + "plt.show()\n", + "\n", + "fig, axes=plt.subplots(1,2)\n", + "#using two clusters\n", + "kmean=KMeans(n_clusters=2)\n", + "kmeans.fit(X)\n", + "assignments=kmeans.labels_\n", + "axes[0].scatter(X[:,0], X[:,1], c=assignments, cmap='jet', s=60)\n", + "plt.show()\n", + "#using 5 clusters\n", + "kmean=KMeans(n_clusters=5)\n", + "kmeans.fit(X)\n", + "assignments=kmeans.labels_\n", + "axes[1].scatter(X[:,0], X[:,1], c=assignments, cmap='jet', s=60)\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Diabetes.ipynb b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Diabetes.ipynb new file mode 100644 index 000000000..b2e8a4e79 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Diabetes.ipynb @@ -0,0 +1,113 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coefficients: \n", + " [ 945.4992184]\n", + "Mean squared error: 3471.92\n", + "Variance score: 0.41\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn import datasets, linear_model\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "\n", + "diabetes = datasets.load_diabetes()\n", + "diabetes_X = diabetes.data[:, np.newaxis, 2]\n", + "diabetes_X_train = diabetes_X[:-50]\n", + "diabetes_X_test = diabetes_X[-50:]\n", + "\n", + "#print (diabetes_X.shape)\n", + "\n", + "# Split the targets into training/testing sets\n", + "diabetes_y_train = diabetes.target[:-50]\n", + "diabetes_y_test = diabetes.target[-50:]\n", + "\n", + "# Create linear regression object\n", + "regr = linear_model.LinearRegression()\n", + "\n", + "# Train the model using the training sets\n", + "regr.fit(diabetes_X_train, diabetes_y_train)\n", + "\n", + "# Make predictions using the testing set\n", + "diabetes_y_pred = regr.predict(diabetes_X_test)\n", + "\n", + "# The coefficients\n", + "print('Coefficients: \\n', regr.coef_)\n", + "# The mean squared error\n", + "print(\"Mean squared error: %.2f\"\n", + " % mean_squared_error(diabetes_y_test, diabetes_y_pred))\n", + "# Explained variance score: 1 is perfect prediction\n", + "print('Variance score: %.2f' % r2_score(diabetes_y_test, diabetes_y_pred))\n", + "\n", + "# Plot outputs\n", + "plt.scatter(diabetes_X_test, diabetes_y_test, color='black')\n", + "plt.plot(diabetes_X_test, diabetes_y_pred, color='blue', linewidth=3)\n", + "\n", + "plt.xticks(())\n", + "plt.yticks(())\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Faces.ipynb b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Faces.ipynb new file mode 100644 index 000000000..cd97d9c2b --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Faces.ipynb @@ -0,0 +1,173 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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CiMZ/gBshhIgHvgFi0H4MP5FSvnOq11XOD0aTiUVpB/jzWApGaeLSVu0Zn9gZ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\nVuw91i11FuXs4dpFb1HuqDuJK1CcyyhnT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Qn4uwgK1cPiEq/tehy2IheeAWFyTgNSNAsur+aAsdrZ2UH2Z/IZO1WQU1AwZ9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0nXnuP5GP5Wuu4/v8GcIwTxezsY0yoWWoSvRX51x8vG29HsJGF72q7QIAmhrdVGXdy6a5lrG4\nsnyNz2BjEyrR366y+AplkgCg7PL6PRGmmJMSEvOfSWNL55yIYAhbFcV4VhKjFcUlJJopKPMnY53t\nwYFPqSARn0sVvrORA8pg6dwnzoHMmJEYrOo5iY8lmpxrpB90e5hEzmjVFEmmGsn97eCMlsPhcDgc\nDofD4XDsMWg33k8iOgPgnsvXHcejHCdCCEeu5A7dZh2fJdxmHY80uM06Hom4onbrNuvYA+zIZnf1\nouVwOBwOh8PhcDgcjovDQwcdDofD4XA4HA6HY4/hL1oOh8PhcDgcDofDscfwFy2Hw+FwOBwOh8Ph\n2GP4i5bD4XA4HA6Hw+Fw7DH8RcvhcDgcDofD4XA49hj+ouVwOBwOh8PhcDgcewx/0XI4HA6Hw+Fw\nOByOPYa/aDkcDofD4XA4HA7HHsNftBwOh8PhcDgcDodjj+EvWg6Hw+FwOBwOh8Oxx/AXLYfD4XA4\nHA6Hw+HYY/iLlsPhcDgcDofD4XDsMfxFy+FwOBwOh8PhcDj2GP6i5XA4HA6Hw+FwOBx7DH/Rcjgc\nDofD4XA4HI49hr9oORwOh8PhcDgcDscew1+0HA6Hw+FwOBwOh2OP4S9aDofD4XA4HA6Hw7HH8Bct\nh8PhcDgcDofD4dhj+IuWw+FwOBwOh8PhcOwx/EXL4XA4HA6Hw+FwOPYY/qLlcDgcDofD4XA4HHsM\nf9FyOBwOh8PhcDgcjj2Gv2g5HA6Hw+FwOBwOxx7DX7QcDofD4XA4HA6HY4/hL1oOh8PhcDgcDofD\nscf4Z/2iRUTPJ6L7zfd/IqLn72OXLglE9Goi+lvzPRDRY/ezT45HHojor4jof9+nfT+BiEb7sW+H\nw4KIvoiI7tjvfjj++YGI3kREr9/vfjguL4joFUT0TvN9R3M2IvphIvrvl7d3O0M+73w4gYh+mYh+\ndL/7oXhUvGgR0cuJ6FYiWiOiB4noT4noObvdTgjhlhDCX19iHwIRrUsfHiCinyWixqVsy3F5QUR3\nE9GmXKtT8nCb3e9+KaRf+leavq4R0Ssu135DCC8IIfzWpawr53Ej6/vP7HUfHQ8PENG/JKIPyJj3\nkPz/bUREV2DfN8h4q3Z2moj+iIheuBfbDyG8J4Rw815sy3Fp2E/7+mxQuWpvmQAAIABJREFUY5t3\nE9EP7mN//MVtn0BEzyGi9xLRMhGdJ6K/I6JnAEAI4TdCCC/a7TZDCD8eQnjNJfbHzlHPEtHbiWjh\nUrb1cEcI4bUhhB/b734oHvEvWkT0HwD8HIAfB3AMwPUA3gjgq/ahO08LIcwC+BIALwfwrfvQB8fO\n8JVyrZ4O4F8A+KF97k9ECGFW/wDcC+mr/P3GfvdvG7zI9j2E8D11jYioeaU75tg7ENH3APh5AP8X\ngKvA4+5rAXwhgPYW61wOp9OC3CNPA/C/APweEb36MuzHcQVxKfb1Wezrco1FaptfC+BH98oJsBu4\no3f/QEQHAPwRgF8AsAjgGgD/B4D+fvYLaY76GAAHAbzuUjbiz/Dd4RH9okVE8wD+C4BvDyH8bghh\nPYQwDCH8YQjh+6RNh4h+johOyt/PEVFni+3dTURfKv+/jojeQURvIaJVCSv8vJ30K4RwO4D3AHiy\nbOuJRPTXRLQk23mp/H6j/FbI9/9ORA+Z/ryViL5Lj5WIfk0YuweI6PU+kH72CCGcAvDn4BcuANFm\nfpqI7hVv+S8T0ZRZ/lVE9GEiWiGiTxHRl8nvW14jYpr974joF8TDdTsRfcml9JmIvlA8vMti02/Q\ngU/2/1+z9v+LiF5LRD9KRL+RLftVIvoJ+f/9RPRK+f+1xKGEvyLH+Qkieu4l9le39UtEdAHADxJR\nk4h+nojOEdFdAF6YrXM9Ef2JeALvJKJvMstmiehtcu98nIh+SLahy/8TEX1G7tuPE9FLsr78JRH9\n37L+p/Sed1wcZsz9thDC74QQVgPjQyGEV4QQ+tLuTUT03+QargP4YiJ6CRF9SOzpPiJ6ndnuHxPR\nv8v29VEietnF+hRCOBVC+HnwpOEnzXj6g3J9V8V+v1p+78i1f7LZ1xFi5vgoTYaU/4Dcz6tEdMel\n3reOi2MX9nWxMfpbieguGT/+gIiOm2WBiL6diD4J4JPy24vk2i4T0RuJ6N1E9Bqzzr8iotuI6AIR\n/TkRndjJ8YQQbgXwT6g+X2rnAwaHZcxelX6cMOs+QZadl/5+vVmW33PfAuAVAL6fmMX4Q2lXa8+0\nzVxJ7wki+h5ihvFBIvrmnZyDf6Z4PACEEN4eQhiHEDZDCO8MIXwU2DrsjoieRRwd0jC/fTUR6Xqv\nI6K3mmUvFRtaEpt64k46F0JYAfAHAJ5ktrWT+csbiOg8shc0Skxu0/z213oPEdFjxZaXidm03zLt\nbjE2fZqIflh+v2R7pIcZk/uIftEC8AUAugB+b5s2/xHAs8AD3dMAfD6AH9nh9l8K4DcBLICN8hd3\nshIRPQnAFwH4EBG1APwhgHcCOArg3wH4DSK6OYTwGQArYEYFss6auVmeC+Dd8v+bAYwAPFbavwjA\nJVHIjgQiuhbAlwO4y/z8k+CB8ung830NgP8k7T8fwFsAfB/YLp4L4G5Z72LX6JkAPg3gMID/DOB3\niWjxEro9BPAdYE/ZFwH4SrOfNwN4ORGH2MgE4wsBvEP6/VKSMEkZtL4WwP/YYj/PBfARAIcA/ASA\n3yf21F0Kngvgw+Bj/xnp/wsAPAV8H+e5Yb8N4A4AV4PZ4TcQ0RfKstcDOALgBICXAPjGbN07ADwb\nwDz4Wv4mER3O+nKrHNcvAnhYxLw/QvAFADoA/ucO2r4cwH8FMAfgbwGsA3gV+L55CYB/S+lF6s0A\nXqkrEtHTwPfdn+yib78LHmM17O9T4PtjHuxNfisRXS2T9d8F8A1m3a8H8O4QwkPmNxDRzWBbfUYI\nYQ7Ai5Hud8feY6f2td0Y/QIA/yf4ml4N4B7wc9ziZeDx+EkyNvwOOKrhENL4AdneywD8MICvAY87\n7wHw9p0cDBE9C+xwvUu+bzkfMKu9AsCPgcfKDwP4DVl3Bszcvk3W/QYAbySiW8y69p57i6z7UxJh\n8JUXseeLzZWuAt9L14Bf4n6JiA7u5Dz8M8SdAMZE9GYi+vKdnqcQwvvB4+QLzM8vB1/zCojo8WA7\n/C6wXf4JgD8koouyvtKflwF4v/l5p/OXo2Ab2w1+DGzzBwFcC2b6QERzAP4CwJ8BOC77/ktZ59Fj\njyGER+wfeEA6dZE2nwLwFeb7iwHcLf8/H8D9ZtndAL5U/n8dgL8wy54EYHOb/QTwS9MF2efrwS+y\nXwTgFIDCtH07gNfJ//8DwH8AG80dAH4KHCZxI4Al2cYxMOU8ZbbxDQDeJf+/GsDfZn157H5fn4fr\nn1znNQCrcq7+EhzqAQAEHuhuMu2/AMBn5P9fAfCGmm3u5BqdBEBm+d8D+MYd9PVLL9LmBwG83fT/\n0wC+SL5/L4DfNW3fpfsEv2R90Cx7P4BXyv+v1WM2yz8K4Ou26MMpOZ9L5u8bzbbuzNq/F8CrzfeX\nAhjJ/48D0MvO5RsA/LL8fxLA88yy7wBw1zbn53YALzZ9+bhZtig2sLDfdvlI+AO/DJ3KfnuvXO9N\nAM+V394E4C0X2dbP6b0EnlyfB/A4+f7TAN64xXo3yDVrZr935fcv3GK9DwP4Kvn/SwF82iz7OwCv\nkv+fD3kugB/8D0n71n6f/0f7307sCxcfo38N/HKhy2bBzqkb5HsA8AKz/FUA3me+E4D7ALxGvv8p\ngG8xywsAGwBObGOb2t8gtkyy/GLzgTcB+M2s72MA14GdUe/J9vcrAP6zWfct2fI3AXi9+b6lPePi\nc6VNe8/Jdp613zbzcP0D8EQ5//eDX2D+AMAxWfZqbDFnA88df13+nxNbPyHfXwfgrfL/jwJ4R2aX\nDwB4/hb90TnqktjU7QCukWU7mb/cm20vHgNqxmQAf23uobcA+H8AXJtt4xsAfGiL/l6yPeZ2v99/\nj3RG6xyYZt8uXvQ42KOluEd+2wlOmf83AHQvsq/PCSEcDCHcFEL4kRBCKfu6T/63fbhG/n832Gie\nC+BvwMb5PPl7j6x3AkALwINCES+BB9ijOzwOxyReFtij93wATwB7DwH2DE0D+Edzrv9Mfgf4gfep\nmu3t5Bo9EGQUEOzGFiOI6EnEgi+niWgF7Mk9DACy/bcgsQOvRJWxevM2y3Lcn32/WH+/PISwYP7s\ntu/L2h7PfrsnW3YmhLCZLb9GmLpj2bqVbRPRtxCHnel1eCzS9QUm72uAJzSOi2NizA0hPDuEsCDL\n7DMlvy7PJKJ3EdEZIloGv/Sq3fbBrOsriUP/vgHb22YddEw9L/t7FXGIr9rBk5Hs4K8ATEmfToC9\nphORESGEu8Ae49cBeIiIfpNMGJpjz7ET+7rYGF155ocQ1mRdtQ+gapuVsUjGUDv2nQDw82Zf58Ev\nY3Z7OQ6Dx5TvBT9jWnZf28wHKn2Tvp+X9U4AeKb2Q/ryCrCTtu64JnARe77YXOlcCMEqw27Ax80t\nEUK4LYTw6hDCteCx5zjYuXQxvA3A10jEydeAnaH31LTL7bwEX//t7PJz5F7qAvhvAN5DRF3sbP6y\nrW1dBN8Pvmf+XkId/5X8vtV8CngU2eMj/UXrfWDP93Zx/CfBRqS4Xn67UjgJ4DqZPNg+PCD/vxvs\n5Xq+/P+34FCv5yGFDd4H9jYcNpPYAyEEGzLguASEEN4N9n78tPx0FuwpucWc6/nACaQAX4ubaja1\nk2ukLwqKS7XFXwXwQbBH9wA4p8Fu9y0AvpaIPhc8kP2xWfY7AJ4l4SYvwvYhMNdm3z+beydk3x+U\nvtltK04COEIm50KW64vqQ1nf4nYknOIXAPxrAIvyULkL1fPjuHS8D2znOxEbyq/528Be3etCCPMA\nfhnV6/Jm8MTxSwBshBDet8u+fTXYNu6Ql6dfBbOdh8QOPq77k0nJO8AvdC8H8EchhNXagwjhbSGE\n54CfIwEctua4PNiJfV1sjK488yXk7hDSMxeo2uaDMOOJjNF2fLkPwL/JnEhTIYT3bncggXNzfgY8\nR/k207ft5gNAdTybBbPuJ6Uf7876MRtC+LdbHFfd9+3seb/nSo9aBM7bfxMkb/8ibT8Bfqn4cmwR\nNijI7ZzAtvPAFu3tPobgkPkbpU87mb9M2JLBunxOm9+iAyBwHu23hhCOA/g34JDXx2Lr+dTE8eER\nbI+P6BetEMIy2Jv/S0T0MiKaJqKWxMT+lDR7O4AfIU52Pizt37rVNi8DPgA2wu+Xvj0fnFPzm3IM\nnwQ/NF4J4G8CJymeBvC/QV60QggPguNbf4aIDhBRQUQ3EdHzruBxPJrxcwBeSERPlwnYr4Jzgo4C\nABFdQ0Qvlra/BuCbiehL5DpcQ0RP2OE1OgrgO8UOvg4cWrCbHBTFHIDlEMKavDBV1C1DCJ8G8AkA\n/y+A3wohDMyyNfBk9+0A/jqwGMhWuI5YPKJJLJJxvRzjXuAdAL6biK6W+/L7zbK7wGGKrydOiP0c\nAN8EyVWQdf8jcfLu9QDsRGMWQAngDICCiF4LZrQce4AQwhI43+mNRPS1xMIkBRE9HcDMRVafA3A+\nhNAjznV8ebbt94Gv3c9gF2wWER0jou8A5z3+kNzDM+CJwRlp882YnOS8DRyO9QpsMZkhopuJ6AXi\nXe6Bx+rxTvvm2B12Yl87GKPfBh6jny7X7ccBfCCEcPcWu/1jAE+ROUQTwLejyhL9MoAfkrFWRQO+\nbheH9RPg538XF5kPCL6CWBq8Dc5t+UAI4T6wit3jiegbZd0WET2DthdAOA1WmIP0fTt73u+50qMG\nxKIl30OcAw4iug7s1Hn/9mtGvA3Ad4IjnX57izbvAPASmYu0AHwP+GVpWweA9KcB4JvB1//Tn+0c\nM4RwBvyC90oiaghjFV+giOjr9FyA02sC2O7+CMBVRPRd8qyfI6JnSrtHjT0+ol+0ACCE8LPgHKcf\nAT9U7wN7MX9fmrwenPj+UQAfAzMBV0yNRCa5LwV7J86CpedfJR4OxbvBNOi95jsB+JBp8yqwtO0n\nwIb6O+BEX8dnCRkk3gKOeQaAHwBP9t9PHJr3F5AE+xDC34MHqDcAWAZfK/W6XOwafQCcf3QWnEz6\ntSGEc5fQ5e8G8BoiWgPwSwDqal+9GSw0UTdh3W6Zxd+Ak2LPgxNTv1qcG1vhnVSto7UdW/aL4KTy\nfwKfl3foAmGtvh6cF3kKfHzfF0J4jzT5EfD5vQecP/EOiGxuCOGD4InRrWBP9Y3yv2OPEEL4KfCY\n+/1gBuk0OMzkB7D9Q/7bAPwXIloFPzTfUdPmLWDb3MkDdYlYXe1jAL4CnD/469LHT4Bf2N4n/XsK\nOA/LHodOeo+D7agOHfBE+SzYFo+ChREclwk7tK/txui/BI/l/x94DLgJwL/cZn9nAXwdOD/6HHjc\nuRVpTPk9JFGdFTAz+uW7OKQ/Bo9X37rD+cDbwE6D8wA+F+wIgDCuL5JjOQm2x58E2+hW+DWw4McS\nEf0+trfnfZ0rPcqwChaP+ICMUe8H201tyZMavB0c5fRXYp8TCCHcAXbQ/wL4en4luBTMoK694CMy\nb7gAdl5+dQjhvCz7bOeY3woWCTsH4BZUnwXPAJ8LdfT++xDCZ8SmXyh9PwVWAf1iWedRY4+aoOlw\nOC4jiOv7vEZCNq7E/l4EFhOYYHMkvO5WAFeFEDYmVuY2rwW/CD7spc+J6LsBfFkI4cUXbex4WIOI\nXgXgX1+p+8ThyCFhffcDeEUI4V373R+Hw/HIxiOe0XI4HFVIyMl3glV+8mUNsLf4rVu9ZD3cQUTX\nEdcbKSSc599j+xIPjkcAiGgazHpN2K3DcTlBRC8mogUJqfthcETJTsO8HA6HY0v4i5bD8SiC5DJc\nAOfD/FK2bBEc7vhscOz/IxUdAL8ODs/4c3B+g9fCegRD8mvOgMPEtkr+djguF74ArH6mIVgvC1XV\nU4fD4bgkeOigw+FwOBwOh8PhcOwxnNFyOBwOh8PhcDgcjj2Gv2g5HA6Hw+FwOBwOxx6jefEmCY2Z\nmdBaWKwt/RkDEPXVjeSXujKh2jhQTZtsvXx9SqGOWvqV5LdCPqmuDaptCtOmyJdlddnst1huNlSX\nlaajIVQ7HWRZaX7fKmBT24TK9qptQmwzibgsftqF2cnMr0M5uSyepvz7drDbkU2HBjBcOo/x+voV\nLRzbbk6HqfbCrtbJTxOQjluXhWbyUYw7cn1bukzssDlpj3F70VZr9h+bV43N2mzYov5ubud2H4Vc\nmGKbi7iTi5Mfj9pauc3a29osamxVMHE/ZPcdau6TuK9ymwupy8b8WQxTk4aI4xbDEr3eEgbDK2uz\n+ThbOS0T4+EONhjbhMnf4mfVHqlia1vs2vwQ7a7gzwaVld/5t2yclmVb2XK+/sSybGyvtf1sH7k9\nbbd9fQ5UnifZduN306Yh91mTxvJd+8AYhPTY7cmg0ZffxoHHlWHZiG0mxn89ltLavhzXsMDo/HmM\n167wOEud0MVMvChkjaOIRlVdqWJAfNyhxZ/jjny2U5PQ5hPRbo8AAK0Gn9+m2FqLUnkz/V/HpJCN\npYAdXavjj7XHrexDt1saX7Wun++pzr7z7VZOV+UBOmm7deNskdm52pHtR97P0rQptzgHcWy3tpaP\nnX3+2lpP/aaBDKhNtuvRFNtzaa9ndhj9B+8/G0I4MnFwlwntxnSYas1P2BxgnuVyG4btKIlsDEVR\n8+wtykrTsm6Socv0/NY9v3aCiblzNnmpXWe7iV32INpNttG2bXdyfPkGtnn5yOeq222mpl/xlYWH\nFzT7MsaPzP1YVney0j+9I5vd1YtWa2ER1337d0ejM+Maghhm2QqVT5108gq6Xj7gmu00pH1bDLMp\nk0P5bDbTTqe7PCOaavNN3W3yGeo0RrFNUwxcDbvb4LbTzVRqYKHFOa9TsiwO0rLO2AymdjAHgH7J\np3B9nEpZrAy7qEOnSP3SPo5lHwPZzuqQt9Mbt2LbzRH/Pxw3Kv2ytjIu5QE95s/NPo9og37aTjnU\nCyfXRm/kPm+XhulCFAOq/zQTUj0V0UDle6Nv2oiNDuaAu3/9Z3GlMdVewLMe/y1AUTNSluXkbwBC\no1H7OwCMZ/m8rp5I13v5Jt527zifnOac2JFOCIzNtuX/tthqPvkEzANVPnWZTizsMkVsU3Aba99d\nsTW1b21rt5GvH383VlbUTGgAYChPI70XeNt8TkbZxHFgJpCjUttU7Vp/B4CNIZ/vcXa8se04ba8/\nkn0M5OEu38tR2p5OiPU3Wue2nYfSdubu5TZz9w1w6wd+EVcarYVFXPdt3w2djwdjjjo+TjwzjXmH\novoUiWNww/wu43PRkpcB+Zzqso00inRv6GRLJws6b24ae5xts70d6q4DABbbLGjZNmNeI3vR38qO\nLLSNrtM1A5Dapq6nk8UOpX22ZP9qjxv/P3tvsmtLkl2JbW9Of2732njRZTCZJJPJYrEksYQiIGmi\nUQFCjTXWJwjQD2gmzfQD+gOpoIkAAQVJkCABgsSqIpNUsSkymdFkxIvX3Pb03miw1zLbZm73Ztzk\ni3dJwfbgnXfPMXc3t9Z9r73WxpMex6Md7zwfXxInZbgf6D1omRbX4t8TU6/H1Y2IiHxQX4iIyFG5\nx7V1Lf68eeTK/pvNRyIi8jebxyIi8manOZ/fbuauzHqvx1VRvzat7/QN1vn9N3P5+r/+b+R927RY\nyj+Z/FMpuHaaN4diPg8L9xhbT307rD9TZ9jlD/U+rn8NY+VjL4z6w2eacvD3zr4SEZGjaisi/mV1\nXvo17/lI0/1t8WBy3mi7toknZvYvzzcy44fjbodrcKzxk9cWGb4A8VqpdZbGNdOOMfucYM+7xlvn\nVTN8vhhhzB5wzVXj9yeOcY7vDZ4tbkyZfRvOvS2eOa7xHLHa+LIt11U+P3yrvz39Q3/82U917DfH\nWtdv/z0dA9tn5v65LO30PH/+X/7nPx/c2Pdos/GJ/MGv/2ey/uxEREQufuT7cn+sn+20Dz6Nj8Sv\nxfH6atbZeoZnUqyr7iUXe1xV+XV2v8fYWuFtdJd4ZuG5i+hvszaUoy44t3te5HO3HaY8HS7lnAX2\nmZzvadgz+4YvXrZQ9Om+Hzrxi1te+Hrr0LrtpTDxyFagPu55FH/baRS/c8R7pIhIgfE80aErJz/T\nEyz++sqVKW90jehr7av/6c//q+80ZnPoYLZs2bJly5YtW7Zs2bK9Y7sXotUXIl1tEAwLbbYMs8Db\nZWkOovHtmx919HYu4t/MGV7CUBS8nTNsQESk5nfwrBIlSnnzaR4t8O+Y9Kg3nZ6HyIHzBJnYDXo7\nXXUT4YaxR4pIwnHt1WJ57vND6O07GsnAWGeGSNArb0MUdy27Uj93ZSLsBe3F4wp6ZCZal96gPq59\n2MeuDYx3zhXGL7ht66guD/Berwop0gDS92+p+Lw7vi8SMWztTDtm+wQevg98W+0eY7wcA2Gd6Sc9\n/tYTzbHqwl6AEthxFYe31omGI1LEMkQOxiXP6zuB44+fDg0yCALHL4+jh3Ve3ZVkXo3ogB339NTy\nk2Wsd9fPu9Dza73ODlmJyhAJlCpERayxe+1spBeWv9ErSY+liEgzw+e8+nvjigocgFGd6R0MhjXX\nkqgsUZK2G/bBFGgsIweOxh66Xtb6/6ORevwWgLXtmIjXzhhdsEgUy1qUQkRkCdRBxCNkly285UAX\nLLLQRddwCFk5RMhoDrXA2O1MI/F4luE9tOaaixJrBdCUUa/HrPpxUE97nlWjv11sdfCtdj7GarsP\nNwUii9Yb7vaCSr5bRM67tr6X/tCItHqvxdjGiHGDAIo803vcfHTsirz+h3qPq9/S/v7ow7ciIvLb\nZy9dmR/MFNEiesj+4VgZmbHmUE6uk0Q/TeOwL3kckaxUaLVFubRMGt0X8WOB9VubeLkYtU0dzzJu\nDcYcmCTqFyNiE4yDUWLPYJ15vI0uiCMkpnW0VxjE64C5w7V0d6q/Xf3Q3+dorShRtddr7vXPYJ0d\nXWrf1KtBVd+L9WUh3WQkhyXm+8L/5kIH4+fYzowN91v0adCTFijQfofns8HYMs9cXHP7wU/eBmGB\n+DMRrthHETHs7lRI/ZCeYv+IvnP8iWEZ/3dYJnhXuC0aMIG03bmWcS/n8oK/+eiTet50zIFE0BKX\nDwbm7BfaAdOFR3OLLZDJaeJB/Q77e/IYkS1btmzZsmXLli1btmx/fyy/aGXLli1btmzZsmXLli3b\nO7Z7hQ5KKdLOek8ys7xGop4xQTAFB/L1jnCnfd1jyBvOU1E8IFIaEvEhLU4ZJ/oU8SF6DK1qEphh\nTLT3YVMa/lIlBAFohPkrw9IjIXXfhc0bCw1oXcvgkyEOcchjfF/2GBHfFizDdmqMOl4vWleSGV1Y\nIbDmgCDIZmIIJ+Bwi3wTXvfQLa5jyfsPFS5ozeLgJlywjwQyCs9UHZRv5xA9Qcjg5oVRWHqkoR2L\nuY6XxUT/JmRvhQUY3hqHB1rRgJQyZvx3HOrHsMCJC4MZkqv5ydAqWyZW2uTYnxY+tOrQh6EwDJvi\nWEuJGTA8kGPfjmE3X6MQztKKD2BQteirxom+DK/F8cxwzGKk92u7v4NQhgufYETI2IYOlu6zL++K\nXfj+rOhFhM1goy4Yms0vOGfNkHVKWTFR2ggTFQkysIhfSyuzzo6jkEEKXpyMfBjfAqGDHIfThJBE\nLDYRj5dJIoxv6sKlEL5oxqM/TxheaEMSbwvVij9TlhJOiMUQXIiaCRdiqFfrBDg09OSi1dikbW/C\n6mAc15sDwg5NuCDDj5w4Dsbk4WAX2ocZp4F1rUip86sYm9AaCGQUmMPdyVJERK5+zbfD6sc6fn77\ns69FROSTxbmIeKEqER9yed2qwEI8xqYJEYt5oed1+7TZkNhPDAvkeWyIK/uwKsLzuls27U7RrC5a\nF+354vHoBDPMJPfXDEVZ3D20/nxVpA5QO8EaPyduU5ndVL6P+Fzk5lkV7kH2GWmDsblvIDoE6sH2\nAz+Xrm70fMsv9e/lF3qe5q15HsF/q226ft+7lYW0y7HsF9iHbLSrWzv1Iw5PE/HiEj1oM31CAK7f\nYp2g+JJ7vsXzmg1FJKUDx/flHbFvd1jH5zvUvcSQY8hxn8BXuH454Si7nsTXvGXv0BPEIZZoI7v3\ncK3k7SXalv+PlzX7+O36hPcbnS88EOGT7j0F39tHQz6/osxhibBZw+eprxgCer/1NiNa2bJly5Yt\nW7Zs2bJly/aO7Z6IVi/9tHXejd6QhN3bICWJU4gW30AHr6nmbZcy7iMiWaEc9rhOoUIkew+FLrxI\nhNoC5P6ZIfmfQKSCHi2fywREU6NXflSqF5feJuZE6RJe1A3kWFOeWhp/o0eLbWs9XBQ+oAQrUQKL\nQsRoVypPk+Mc3uaRSHlF6WVhd1pJfyc/DW/BCPfguYPu+L64X/qF78v6MGFJaE0CHZjpTW4fq1dj\n8xz3+MiPn+VCx8fJTMfGEiIB9FKPrQw2PP935bKKjV7GyhwzdsgV5gtl3eGltSIW7rsyvPbUeD3H\n6Ng9xha9xWPT4ZwXK7j+rjsltd/Aw5xCADhGWd8YOdO66z1YWXdaLBPf9ZEwgGmTeGVI5SqJc8BI\n5MUS8eO3mRR350/5Hq3o/ISxSLOT4S3p9cTfRlLY5XGDtPBoilQC1dDVx3WC6yrRWBs5QIGVGQjy\n7C8ruEK0lOOGY85GAMTCFLHQhRWUYBQBj+exB6lM+TIoE3v+RUTW6MxYiMPLxg/r911Qrm0k911a\nwRsgJKyrkwLH2N0lxDAG1zEIWbNnJALmANGGkUE2uC928nALbVk5oYvi5Nh8D1noCvvYM0X2Vh/6\ne3z+XOXYP5rrJ9e1jUlzsisgfoFJy+iAlKAJrYpEK2zfcj28S6QlPj5GkLZmPWrjMdoPpdtdmVuQ\n0dQ1BlEvNrIhin5w9UygIbw229EK1TDyJRbeasoQzRYRGeHcqz1ENTA+u4Uvs/pYzzN9red98q+0\nXw9nXpp+9WKI7L5P68tCmkXtInNSEVqx2W2bAKrLQRaJvemPGOO7EKFx0TQW6YnWZ/d3Cl3iV6m5\nHokfuYiOxP7qTkvkjvuKlUO/LR1T6jmS98tLEdmyOWSJ6jmhtWE57TzBAAAgAElEQVS0lHtX4CUT\nKFVJJCsRYRdd0tWnj9rNXtPpneC5lvlRKZYiIjKeArHf3b5HpCwjWtmyZcuWLVu2bNmyZcv2ju1+\niFYhIuPOy0c25pVxH731puQZneIjkYPi1jIl3ubpmRlVoTSpPYzeV8/RSEiuRt5t6805qYho6XcD\nueCEh4tIFr2TFrV6MtKElW0dvsemYrXJaXBJX+GBtUgckSxyvuj5t/LuPjFsKM8c0JOclHjIZXMe\nc+sVj2T2vevcnI/K23X4KcZRxWYud98pvPj7sztiaos2rFg/MVK2x3ozNx/Ck/0cSexOPD+FSNaT\nmfb70Ug9pexDOx6PgWjRC1bDA2ml1g9RvHyMWokMk7/GCYdTntsUB4G2Ao+EKEHVE/Xy45rnmQKJ\nqKJ2C9ABCaVlKUO8t4mZ2QZM2l0QHbY8LqClWCt4fzFnSyREYexvXULOll66Akm8g4SGBL3GD0R9\n6UWkG0qvB8a1lJxYwzFjsvcKiMdoFK6P9v9Ep+ZI+k401nJEKfXMaACOwziNhcgQ8ZmbaIAYKYql\n0sN1tg2+85LZFi4PzSG/ZpGK0Y47uVkResbzHQzXdod1P04aa9E5f19a1knAM32BjVbAGHW8QnIJ\nzLjugRhIzAkxHnAiakXzEANWRIpCiqqSYqrt0k9NP4FT1k11LV0/B7L3yNd/MU6nkWgCwq9+nNaa\nxDjmkVp0KeZOx9xqkSFa5fvHt30pLIOImgj5HxkcnWXvQqs4frjG+zQYhgeSeH6x9bRj7Tak1ppP\nQYBjUE/yKkX8Ok0E0XFq79DX5rMZOVt2zLZnetzuVPu8H6G93nrO3fKA9krltHkfVoh0tY9aCPg/\nbKxIV8CWcctVjOzcNQVZ1EVUWKQn8TwsEj44leRfYQ0IafZheZzboeMpWXacp6yZ7oOIlilDfln8\njG/3p9vuObnMJuoR/R1P1xRnyyUodomYuS7KoKzrqyL8O4jQYq71Pvy7mRj+5FzHc936ufNdLCNa\n2bJly5YtW7Zs2bJly/aO7X6IVi8iXeHBKuMF5v97coNcnGgfHi+huogeI4MyNJdsjdwlozYWe7DJ\nhRknkrXSM0OPzaFfujL0OBHZoheUqFoqxpr1cfH3ibj7znlh03H4QVkXuw2PsEG0tm2al9IGnv+Q\np8ZmtLyMKqoGPVAtz2c8M06FZoL2PyQ4d4ytZeK4RNwrncFFI3d7er5P69w/IqNEX0Ruoc4ko9s8\n1f+vP4CK1TNVXHtxcuXKPJ0qkvVseq1l4HGkt9J6SIkCxHH4tgyPcwqSxRBBiBUsY0+99eDS08tP\nevytp/WynQXHnyGLZFDPyC1TSTg/AqVDqsUx4bh0wac1In8dEQWbcLYgMhYiE06Zy3AR2F48+tDA\nq22QWtLwuF6V8NKl8jJ3Y3mwMVv0Ih1RCruExiHvCa9qCQSrdAnKeewwdGBShwm0abYPhsmsh30Y\nK76y39aGsBmrxKU8/rTbuEupdTZWZ7OIVjwf+BtRpRS3luY4Lb1Zi3H9mCe7M6jXq+ZI/1OzDpjz\nbi8znn90IPcs7mFO/UvE9W011/O0e0QrtAb14i338neDDGuVW2ttsxbRAdsz1H/s17M11BaZuHky\nZgJ2s+ahL5dV6E0+JHjSa/ZlGR5r1x8iUNxH2T/jwiI90biJ+FKpevjP28e3izzAZ2miA8jtvujm\nwfExD1LvAWMqWqgsFzYGFVz0g/mlw7nZ/vEzyzihglyirOODm9/Itd9g31x9ovdy9KdvXJnRHucs\nlvIQ1heg0REQMQ1F/o9DPop44RXPr4oRmjj7r5hnXnKP3POyKRSpcPNZWqzybcTNdfdi/i6q6Pq8\nNtFuG72B47pDdEL7bI/1ptpFnCiLGGG4dHW0Z0VJhbVweHgyaiTxuDkw15asT0TAqoZlaR4NM99F\nqoVs02bqa3FYgqPV3E9OOyNa2bJly5YtW7Zs2bJly/aOLb9oZcuWLVu2bNmyZcuWLds7tvuFDnaF\nFOvKEbCTKrhE2fibfZVzegpxfKAhaTNcJubdJZK/VpEQAOHy/R2herSJASWvmygBojC8KwwzERG5\n7qbBb44wbcIDSJTeOQng4ftsTCSPkxxbEnAcFsgwn9KE+zB0oHLSyyA3mmvEgLYTNUmEFvWQ1afM\nZzNH++9suCjagJEM7e0w8YMbb9YOLIZrMGEzkxMbMYwtSL3NM73Jj481TPC3jr91ZT6YqHTtsvIC\nGSIhwdlfMi2QYr+/EQ234phyoXnlMDQvJWwhEqU4iCSF77JYfn1vj4EQAb9j4lUmME7drztvIgkz\nhUDaKClwioAdi9nQrBhGGwnBlKmEjzQXxoz6HUyoXBP+9hAWEHmHEX+esJsiVbcUwkEYGtojJYYR\ni2LUUeJzEZNeguFxbCAzxsqKayVjUfB9EEfMwuG9xhLu9rvYbNgUk8+WkaiBtSoazyzLKwUBqd9h\nfrjzROv/2mQ7/XZ/HNTncXUTHGvDH9nOTSSYYVNwsCu43jOS0YYXMkS3H/cP4j4tikKKUS1FDSl6\nEz7VI9vvYYG9bcGD/PHrHcLl9hrCvKg1lteKTDlhHTRA1YX9XiaUCrjmUTCjCgR7sE5EghfxmLEW\nr7f2WYNj/7YQVL0WRIZIT0is/wwdZEg1xwSfGQ6GAzAIQS9CaoO1OJTRHss1l5L5cVqcVDqS+Lmk\nNDQFlj6cYH480Xod1b7uxYWG2lfzh5F5L3p9hnWCXeaRbJDQNpG4Po4QdEPjMCwbC0C40LVAsAHt\nydA/dkFKRcwtCgm+BvcIPgMyrI+S8nuzQMQCGUX0KeJE0rhsFUW0CUlCbMKFtvfB6cN7iE4TJCxG\nkbtCCHmt25Zty3qIaEtuq7DTJ95bE+dvp5hf0+++V4hkRCtbtmzZsmXLli1btmzZ3rndD9ESJfG5\nZMT2NQ2JyfgWGJP/RMybevx6Z8h7JPLRG11Xoae1Nl7qIkKy6BWsreSq86RT2hweXOOZomc99uZv\nEx56erRikqz1prKOh55lisH5vRcuvKYT70h4pOLv7N88t7u/RHJSJ/kefd9HnqnAQGrlMY1xPhWH\nUFCgXg0JnkXKQ/K+zY63BFHVEbfhKWzmBtF6pBVfnqmk8CfLcxER+cHstSvzvFZEi23PcROT/u3/\nPTl7KEzhpP4bSP/2w2nqxAtIzkYDp8ZsfN5YGl7Ee1iPgMpNi2ESUErAr93neFD3+Fo0L1gwJFW7\ndiqHMt8x0juORED2ZglbdTw+EtuxXX4LMhYQocGFLw9pZ+L3boWIlKaqKXTLeeZQQSO924MFzJbu\ngE7XJtn7aBSlz0C71glBEho96+wLu4Y2XUjYvyshtxMyuUOa2gusNMm/tY4hIkGE9a75FiMbFklg\nmVjoYGTmn1vDiSpFIiD2mpwfo2IWlLHzmZELTYTGppLKHzaY2wmZZrd2P9Q6WxZSzGciE2wQBnXp\nx0CyZlirEk8dDVDY9UGPp2jVzKrUYLjcYP3ZllqGIlapVAKjCPlvE0IkTqin5x56ewJknq/EsVOD\ndByAAvm0ALcjNW6MJgQzXALuSIDCJy721xyVffAd2629w4fuxqxRC+Az0AxfUQzDpR9IpO44tNEa\nbxEtjM0W68z2Mfa0D7zwxfRG99Tyyku+v28r2t5F5NhMEK57yuhv+2xD1N7lCo/QEmvxvuNgk0RZ\nNuuIa83toRVxVJJWBF8y8gz3QAn3YH8cKKVQSMKgVZivPWXOWZ0g7AL1YYQFo5v68Pew8uFpClMo\n3vuSj21l+KMTY0ugVaxX8StEq9j1yqUyqu630GZEK1u2bNmyZcuWLVu2bNnesd0zYXEv3bhzspb9\nwbxm8g2Pb8SR3HvwWxwPaqWJ7+FC/i5l6WGNZd5TkusDlAHfW89rMh5cQu6AiwvHdz4BbT8oE98L\n5Wzp3RfxXqUGrg4mME4lLI7jpi0vo44TuuKTyV97gxb2VZShb0QtTX98D45AuwuTvgbJX935hpKk\n782Kwrt+bLdxzEZ8wv2xr+j2mR7w49MLERF5MVVZ96My5GOJDHlEXYIbxeSnFSWbE+4vjtG7vJL0\nzJa3SGUH3CUJxwbHmkWXpsKkn3TZ8Bcvz711yTbroJ4pi9G8iXMl+TKcH22Eyq1b7wnu2jBBrUuk\niXvZWil4Jhy9T5ZhesGM87jaoW/2/UAW9n1ZVxmujfWicgkll5X1SySq7cnX4PpaD5H+URmimzGH\nyf7mkR6WuQN1p1M15QknyoTxx3QIFtFauCTbYaJYa0RvnUS6DNFSohUca0S0eIy9JjlfNDfHzPcx\nfycl4c1rkrO4jpAyu/eQC8MUHm5uTvx+suO43jCDZkJafA80ZVs8zJgtCilGI+nJ0Rr5R4t2ivVi\nFI4Xm1y5QSqGQxemN7Gy+R3GM9MMlPBkO+TQrGdHlaan8GvMcE3lWI2d05aTPXbRLkB+JUxlEYzv\naINLrf9bx9uuUK9hX8bRLk2UwN6ebxKN+RQvnOkYHDqI27PnYVsQ2eLzBPeRsVk7+PyxQqLiFmik\nRcz5/HHAs+L+RD9vPvJr++RzILRXIYfxfVpfFQPelIjZDyKuluVUOUQF0VyGYZT4H07jpNuHBTx6\nhvMhEiGQa4/59I7DZCIaWNxxdfG8zucyyyHrwvU6adxriKwxMbBN09SE0VLuWZBRT3aYOt5b+Gdg\nt9THTpfevU+Ez3butcJK1JOHFyeiTlwz5mbZdasFqteN7/cwmxGtbNmyZcuWLVu2bNmyZXvHdk9E\nSxTNwhu242rFZUSGCTVFfNxn9EZbmhhUKtcw3tfxsO5Ar4rotxS/iV4wr+pnPVuhRz1Gq+zfPikm\nYr5xEzeGG0MvV9cPkay4jh6BqIL6hapfaSTLKh4xXtoiGSIeObH1cDHa8MTQE5WKsR7U25y/OeCa\n8MZ2Y5zfxDrTs9HVt9Jjvn+zbqgy8T0/geztl8YT8kiRq+czVUiih5TJf0V8bD49oc6TfUeMfgdv\nEL2X1rPpkqKif50H14yjgUf1b8kl4jX5eZMIYo65NWXETxyl+Fc9ky0Pk8m680ZIh+Uy7hw3i1wY\noKiOU5QKiFejw9GOawcJMb6eni4zZp2oXlE8DOeFHK2UsFGk3JdEifvYNYfT2mkQrQVcN+b1kL/n\neFtOIS9SHxSv4ur6MLGAxIgqxwLRq3npOTYxkvBdjGhVmGCefBQgJX3IYbyLs5My7gUugoH0TjNf\niNC5hMeYU5wDFlW5bhSxXYGbRM6cHbNuf7uD29xugRzflA+jllkUIuORCJCs3ii3dvg/tyt6lQvD\nKyQqEu/djdnjmHg8xTGNrXIcaqBAMgq+Fwn5frZsysYJBCs+hvVz6Cn3CvNswPHHvcGtZzbZchHy\n1DY4Zt8O9xNev44UVgMFT8xTRjBUjkNmkFWssxvUK36OsEb0dYck0wc8B9jnMDf90Z3Nsbbf+rl/\n5DxbKnexfOn5zu/T+qKQblQ4Nb2ACh0jTql9gOtqrFJXDsv4a4b/6S1aRSVYRoNtMJcsX/O77EdU\n+nN9wE4I+VN6yagebbhniIgU5PY7jYUEv4yc4QjBcuqKZqoVXXQTqWTQt/1kx1jFurMOvFbIx9Jr\n8qDo/KnHB56PQJnZMtoxEa3M0cqWLVu2bNmyZcuWLVu2B7X8opUtW7Zs2bJly5YtW7Zs79juLe8u\nvTgIsrBQn5O/DKUWv5MlUDh+VZW3hwnEYQYMcbEw+m3hBVautIxCoYbXuZ2wSnKsFa9gGEQcamXD\nAwbJaCFUkRLrcATVIkxqGYSS4fhJ3QT3ZwULKBe+xWccljkZm2SgaMMGIYl7kJX7REhLswXETZEU\nyy62BM8HCMPqC9QnzoAt4mXdYSRt78582eNjlZ6lmArDQJiUVOSXJwIOZKsjefIUGdqHg7TB3wFx\nPyJGx+IudmyUVPtw3N07RAzc379csj0ORbEWCxzcFZZD86Fbvu5x+KW7L4Rc7Y3AC8c8ZfbbOxI9\nMryg2oIEbrRN2MwPJt6Ca/swE/MDo10RfuHCSmxd6yjEA9aZkA0nDnBLaoexCQtke8aSz9ZciF50\nnhThnmumE7NAQ9uUAgzVaqNFIxXqx2t/F8XdfZQqITV3uWb6BPbtneVFwr0jFnc5RKGD1tbIl8E1\nuUkIHdEKrL19Inkq+7pZdg80bgsNvWZS1NJXoqv5vICfECFab/x97HcQh4jGVirBebynuzB8I5zB\nVBSxKzlYQ7/LmsT0EsKwZq4xw2P5G8cxU9TYcb3CeuZCGjEe7wwzj0RULGWA447706oNww5FhgJC\nOxe26NvfJUPG+GYaDY5hu2/Vt8SmUpBFxKw17CusSS5ZtYjsnmno4Ozz+z+GvhMrdGwyNMxuoRxK\nfRRGFgyZPvqk2WTjg7LhXLAiRo4F4HSjhkIVbm6TvuMy8dr7Gob/6fmH60YfhwE6YRArJIHnTbfn\nDE5zu3gFBSXCb9OH2HBz1iMaakWi/V2IYELU5LZ69tHwTFRycIyIHxft6DtsNsYyopUtW7Zs2bJl\ny5YtW7Zs79h+JVdCsYect5GJ7CZkl+uHk3UPyH4sjLf6BPG3TpCxRdKJIYniDKSJzbEUvVjBA94k\nXsdJBL2BlHQsQ2yJ3S7xZUXitb5OW7nvmPCf8n457y48RZOImGslqllnCmWkXtiZ3PB0oggMvU6U\nyRUROe/nep7Ia0rZ96OJJ6MvRopIEAW72mvbXK5mrsz2Rr8r1oQzUfeJQVPgzEt5U96rpRCtll4h\neAyXeq+UohURebFUmeCFSYYpEnogfQJXCj+kyccivp9TY8KVwXExOX90p6tGzY2rYuiFj+eURSa6\nIjwuFku461pOwl0MIkrP7x1e4xjpHRdsN38eImNxnSlVbD23RFi5LjjUpvX32R/QpkTl0UylSVXh\nE1H2f2uRkV/Vik4GyTL5vX6Jv6ntEXg9o7WXXrzEHHTCFEwI7xJLJ8ZatHTaMoMxn+j3UYSwcQ69\nbdXNbcUJjpE42yUsxqo3TaFCTGDbhwhZcLxLYBumHRiba8Zo1yghyHEoquAzRpbtfbl0A0xu2w2T\n0TuU4VAHn9bqEWSeGUGA7zmW9SJpL/Z7NbNPppYNjt1qj/16ZwrhmYKJi5tE+pUyisCgcf+2qMsu\nSho/LXS9sOOSzwux8EpnBjrHEpGn8R0IfSzAEX8vMkRo1x2vM3XfxetqvAbb++ezihOzaCmcYVOK\nVEGZq0b3cNtesyoUkuHzBI9NPY9wzeAv7d4kqY4RLcx9+2ywO9P6zEehQM2DWSAdjs9oOgY9wfID\nJMWUiqMSImTMLol9wediFKnD9Vv/H33HOiQSnLtNgcOPn/Z8cb3iY8UgbZH8fGBOnAlolbt2Qugi\nrmuE9gVl+K6QQKuc6AWP7/gxjKojQue2j5T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jOSCiitouLGPRR4968Xz43vYrn8m4dkSi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cyIiORY56wAF85Zq/IAG4gf0cdXLEDbj+cvGSss/cLtdubu+QbPIWTGfHa49K5NRBXrru+f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M/LfRn9h5jDv0+3bPvdbIaWHeoYhiHTHm60O3wac/dd+3+aUXviMiIm+vb7rX7z8jIiLX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\nMBgMBoPBcMn4fxjXc6lu18jUAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3023, 87, 65)\n", + "62\n", + "Alejandro Toledo 39 \n", + "Alvaro Uribe 35 Amelie Mauresmo 21 Andre Agassi 36 \n", + "Angelina Jolie 20 Ariel Sharon 77 Arnold Schwarzenegger 42 \n", + "Atal Bihari Vajpayee 24 Bill Clinton 29 Carlos Menem 21 \n", + "Colin Powell 236 David Beckham 31 Donald Rumsfeld 121 \n", + "George Robertson 22 George W Bush 530 Gerhard Schroeder 109 \n", + "Gloria Macapagal Arroyo 44 Gray Davis 26 Guillermo Coria 30 \n", + "Hamid Karzai 22 Hans Blix 39 Hugo Chavez 71 \n", + "Igor Ivanov 20 Jack Straw 28 Jacques Chirac 52 \n", + "Jean Chretien 55 Jennifer Aniston 21 Jennifer Capriati 42 \n", + "Jennifer Lopez 21 Jeremy Greenstock 24 Jiang Zemin 20 \n", + "John Ashcroft 53 John Negroponte 31 Jose Maria Aznar 23 \n", + "Juan Carlos Ferrero 28 Junichiro Koizumi 60 Kofi Annan 32 \n", + "Laura Bush 41 Lindsay Davenport 22 Lleyton Hewitt 41 \n", + "Luiz Inacio Lula da Silva 48 Mahmoud Abbas 29 Megawati Sukarnoputri 33 \n", + "Michael Bloomberg 20 Naomi Watts 22 Nestor Kirchner 37 \n", + "Paul Bremer 20 Pete Sampras 22 Recep Tayyip Erdogan 30 \n", + "Ricardo Lagos 27 Roh Moo-hyun 32 Rudolph Giuliani 26 \n", + "Saddam Hussein 23 Serena Williams 52 Silvio Berlusconi 33 \n", + "Tiger Woods 23 Tom Daschle 25 Tom Ridge 33 \n", + "Tony Blair 144 Vicente Fox 32 Vladimir Putin 49 \n", + "Winona Ryder 24 Knn score: 0.232558139535\n", + "(1547, 100)\n", + "Knn score: 0.308139534884\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn.datasets import fetch_lfw_people\n", + "people=fetch_lfw_people(min_faces_per_person=20, resize=0.7)\n", + "image_shape=people.images[0].shape\n", + "\n", + "fig, axes=plt.subplots(2,5, figsize=(15,8), subplot_kw={'xticks': (),'yticks': ()})\n", + "for target,image, ax in zip(people.target, people.images, axes.ravel()):\n", + " ax.imshow(image)\n", + " ax.set_title(people.target_names[target])\n", + "#plt.subtitle(\"some_faces\")\n", + "plt.show()\n", + "\n", + "print (people.images.shape)\n", + "print (len(people.target_names))\n", + "\n", + "#count how often each target appears\n", + "counts=np.bincount(people.target)\n", + "#prints counts next to target names:\n", + "for i, (count,name) in enumerate(zip(counts, people.target_names)):\n", + " print(\"{0:25} {1:3}\".format(name, count), end=' ')\n", + " if (i+i)%3==0:\n", + " print()\n", + " \n", + "mask=np.zeros(people.target.shape, dtype=np.bool)\n", + "for target in np.unique(people.target):\n", + " mask[np.where(people.target==target)[0][:50]]=1\n", + "X_people=people.data[mask]\n", + "y_people=people.target[mask]\n", + "#scale the grey-scale values between 0-1 instead of 0 and 255 for numerical stability\n", + "X_people=X_people/255\n", + "\n", + "#Use a kneighbor classifier\n", + "import mglearn\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.decomposition import PCA\n", + "#split data into training and test sets\n", + "X_train, X_test, y_train, y_test=train_test_split(X_people, y_people, stratify=y_people, random_state=0)\n", + "#build a KNeighborsClassifier with one neighbor\n", + "knn=KNeighborsClassifier(n_neighbors=1)\n", + "knn.fit(X_train, y_train)\n", + "print (\"Knn score: \", knn.score(X_test, y_test))\n", + "\n", + "mglearn.plots.plot_pca_whitening()\n", + "pca=PCA(n_components=100, whiten=True).fit(X_train)\n", + "X_train_pca=pca.transform(X_train)\n", + "X_test_pca=pca.transform(X_test)\n", + "print(X_train_pca.shape)\n", + "\n", + "knn=KNeighborsClassifier(n_neighbors=1)\n", + "knn.fit(X_train_pca, y_train)\n", + "print (\"Knn score: \", knn.score(X_test_pca, y_test))\n", + "\n", + "pca.components_.shape\n", + "fig, axes= plt.subplots(3,5, figsize=(15,12),subplot_kw={'xticks': (), 'yticks': ()})\n", + "for i, (component, ax) in enumerate(zip(pca.components_, axes.ravel())):\n", + " ax.imshow(component.reshape(image_shape), cmap='viridis')\n", + " ax.set_title(\"%d. component\" % (i+i))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Flowers.ipynb b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Flowers.ipynb new file mode 100644 index 000000000..cb6487833 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Intro to ML Examples/Flowers.ipynb @@ -0,0 +1,197 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n", + " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n", + " 2 2]\n", + "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", + " metric_params=None, n_jobs=1, n_neighbors=1, p=2,\n", + " weights='uniform')\n", + "Iris 1 is a ['setosa']\n", + "Iris 2 is a ['setosa']\n", + "-----------------LASSO---------------------\n", + "training set score: 0.464937\n", + "test set score: 0.430838\n", + "number of features used: 4\n", + "---------------SVC AND LOGISTIC REGRESSION-----------\n" + ] + }, + { + "data": { + "image/png": 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GLUnKfD6OGYoVf/sb0Ls3kJJy6jaLRd328svaxdVKomMAdXm5+uBYulRt+GezqQ+Mq65q\n/BvvzjuBL76o34+p06lf4BVXhD/u5hg9uvlTTpOS1I7RFBsmTVJTjVesUFfD7dur31/nzlpHRuH2\nySfA888DP/6oEt4ZM4Bf/7rxM0AnTQK6dVMzyepu2WMyqbE20dKtevbZasmIUN0owZhMcde9Ercy\nMoCPPlLjVNeuVbedeaZaLy1a/hbDSPtkqLwcuPhi4PBh1acMqN3d589Xyc2rrzZcQnY61YdOevqp\nvuykJHW/bt1UhtumTeu+jsYymVQj+fzzgQeg6fUqWapbPdLr1eu76abIxEnhkZYGXH211lFQa3ru\nOdVOVb2f3W41e+o//1GJcNeuDT/G5s3q/V11oWQ0nmrDHn5YTU2PFr/+tUr+gs2WNBgCD6o2mYBH\nHomeIQvUMCGAiRPVV5zTPhl67TU1nbQqEaricKiFu9asCT19z+kErrxSLVRWc1CflKpfc8mS6Hvz\n3XqrSm7++tdTGbbHo6bWjhunBkuuXaumLur16tjppwOPPgpkZWkbOxGdcvgw8Pe/114SA1Dv2dJS\nlcgsXhz6Md54A3jssdoXRz6fardWrIi+sRk9eqiFF//v/9SgboNBtd+DBqmLNadTzRxbsUIlTD6f\nqpA99BAwbZrW0RMFpP2ii2PGqCmlwUyaBPzrX8GPL1oEPPVU4NkNFgvw7LPRuxaC0wns2KEai8GD\ngdTU2sftdvWzycxUV41EEcZFFxvwzDMqGarbtVUlKUmtOh7s/XvihFrVuW4yBagLoQkT1AVdtNq7\nV72Grl2BLl1qH/N6TyVLNltcdq1Q9IudRRdLSkIfz8sLfXzx4uDTPCsq1LLh0ZoMJSerZDCYlJTa\ng9eIALW32YEDqko4fHj0VT4TSW5u8EQIUInAyZPBk6GcnOD39XrVkiFFReqCKBr17au+AtHr6ydI\nRKWlaq0qIVTvTVqa1hEBiIZkqFMntcpyIEIEf6NVaWjNimhZmyNWVVSoxjgrKyaWXo9rx44Bc+eq\nq3GjUX1YpqWp6uf48VpHl5j69VNjYYJdkPl8auB8MMeOBa4KVTEagYKC6E2Gop3Xqy6ok5M5xEBr\nXq/qDn7zzVNT9t1u4PrrT61mriHtLylvuSX4h6zJBNx4Y+j7NzRbo3v3ZoWV8E6cAO64AzjtNFVZ\nO+00NUaguFjryBJTebmaibZzp/rgLStTiWpentqihetPaePSS4MfS0pSm5eGuojo0SP0cbdbdTFR\n00gJLFyoKu9VM6CmTw+9OC+1rkceURsQO52qPSsvV98vWaImTGlM+2Ro5kxgypTaa0/odKqBuO02\n9SEcyk03BW9MzOaGkymqr6RENeKffKIGRjoc6o/2o4+ACy9seKsJCr/331cJUKDpzE6nGrtCkZeR\noWaGmky1F6izWNTCdQ89FPr+F10UfN0xgwGYOpXjBZvjT39SW5gUFamLB5dLTbK5/npuaaSFwkI1\n6D7QDGqHQyVEpaWRj6sG7ZMhnQ546SX1NXUq0L+/yuDfektN4WzI5ZerrL/uQl4Wi9rYcPLkpsfk\ncKhZbCtWBO/Ci2eLF6tGpO70WLdbVYzefluTsBLaypXB9wKSUs08JG2cfbbaeHf2bLUZ6ejRwF/+\nosYD1Z0UUVebNupD22SqvaaayaQWWZw3r+nxSKlWus/JUR/8zVkPKJYdOaI2Sg70fqmsBB58MHr2\neUsUGzcGXs26itGoeZKq/ZghQI0NmjJFfTWVXq/W+PjPf9SHeG6u6hq76abQq1IHU1Wy0+vVG8bj\nUdWpl18G2rZtenyx6J136i91UKWyUiVDXO8oshpaqLO5C3lSeHTrBvz5z82773nnqVV9X31VzTwz\nm9VF3qxZDSdTdf34oxp6kJ9/qu0zmdQyHgmwVgwAVcEO9X7IywMOHoy+JQviWWMSco2T9uhIhlpK\np1PVpJZucZCToxKhulcUW7eqq75VqzQf5BURDe1GHGpDSWodZ50F7N4dfKDuyJGRjYfCq29f4Omn\nW/YYhYUqiSotrV35sNvViv7vvacqV/GuvDz0DD+9nm1YpI0ZE/p34naHnlkdAQnwyd5IUgJPPBE4\nEXC71arY69dHPq6GVFSoqbvhLPsOHhz8mBDAsGHhey5qnNmzg2/wazIBd90V2Xgo+rzxhkqWA7UF\nlZVqbFO08XhUl3ywSnRzDB0aekkSt5sTayKtY0fVnRxob02TSRUyQs26jICYSIacTi9crlbuBjh2\nTCUVwdjtp/ZniQY7d6qVt4cNUxn12LGqiy8cSdHcucE3hDWZgDlzWv4c1DRt26pxEB06qIbeZFL/\nWizAk0+q3z9FJa9Xwm73oCkL3DbLxx8Hn6YvpdreKFrY7apbcdgwtSzE0KHAPfeoZQRaato09b4I\nNETCZFIzAJva/Ugtt2CBGgqTnKy6gs1m9f3ZZ6sp9xqL6m6yjz/OxQMPfIcdO1SSMnp0JubPH4Ip\nU7K1CShaxmXs2KEqBTWrWCdOqC6+ffvUFMaWGDcO+N3v1Iesz6eupJKSVOPy0ENqoT+KvP79VXXy\nq6/UoouZmarhD5a4kqaOHq3Affd9h+XLj8LrlWjbNgl3390Xd9/dFwZDTFyHtg6nU3Xn7d9fuyK0\nYoUaRLtqlZql11wGg9r0+4orVBtZUaHaLrNZtV0PP9zy10BNl5ys9gk9ckS1Y0KoHSaiZONq7bfj\nCOL11w/ittu+hcNRe1CV2azH0qVjcdFFncL7hFKqK5RgK16npKgZb2ecEd7nbY4ZM4Dvvw98LDlZ\nDSYPx+DAY8fUYOrDh9XjzZqlZrhQwuB2HM1z7JgDw4evRnGxq9a4UItFjzPPzMaKFRMhwr09xXPP\nBd4nDVAfPGefDbzySnifszmWLVNVoUBDEpKS1Pime+5p+fNULQeyYYOqFF14oRpbx21BEkpj27Co\nTIYcDi+ys1eivDzAzscAsrKSkJs7I/xXV++/D/zhD/XfpAaDSgY+/lj7AdR5eWqWXLA+doNBLZb4\n299GNi6KS0yGmue66zbjzTcPBZwgk5Kix8qVkzBtWpgr3AUFaoHBsrL63eVmM7B8OTBwYHifszku\nuEBt5BpMdjYXR6SwaWwbFpW12o8/zg2ZvLvdPnzxRRj6luu65BLVPWQ2qz7lqrEZI0ao6eRaJ0KA\nauhCrdfg8XCVaCINSSmxbNmRoDOF7XYvXnllf/ifuF07Vcnt0kVVQiwW1Ya1basqQtGQCAENL67H\nmV6kgagcM1RU5ILPF7piVVQUxtkHNf3qV6o7aP161dc8ZAjQq1frPFdzdOoUej2GlBQVMxFpwu2W\ncLtDjy/Mzw+xH1lL9OsHfP45sG0bcOiQmqEzfnztBR21NnSoGjcSbAxmnz6RjYcIUZoMDR4cevl5\nt1s2eE6LWCzRu9N91YJs77wTeGyAXt/y9ZaIqNmSknSwWk04fjzwmlBJSTqMHt2KC7hW7QY+YkTr\nPUdL3Hwz8OmngdfMMpvVbFaiCIuCfp/6xozJRNeuloC9UgaDwNChbdC/fwLv1/Pgg2pWRM0tSMxm\ntYP5kiWcXUSksXvv7QeLJXA1Rq8XuP323hGOKIoMGaJmpSYnn+ry1+tVu3XDDWqgN1GERWVlSAiB\nDz+chIkTP0NZmRt2u+oWSk01IDMzCe+9N0HjCDWWnKz2btu0Sa0qW1am9me79FKVEBGRpn796z7Y\nuLEQq1YdR0WFF1KqipBeL7B48Wh06xZiUcBEcOWVaiLI0qVqC5EuXdRtvRM4SSRNReVssip2uwdv\nv30E7713FDqdwKxZXXD55Z1hMkVR/zdRHONssuaTUmL9+gL84x8HcPx4JUaNysTcub3QpYul4TsT\nUVg0tg2LyspQlZQUA268sQduvJEb6hFRbBFCYPLk9pg8WdttBoioYVE5ZoiIiIgoUpgMERERUUKL\n6m4yIiIiomCklCgpKUFeXh7y8vKQm5tb/X337t0b/ThMhoiIiChqVVRUVCc4NZOe3Nxc5Ofnw1ln\nzb02bdrAZrPBbDY3+jmYDBEREZFmXC4XTpw4Ua+yU/VVVlZW63yz2Qyr1YqOHTtixIgRsFqtsNls\nsFqtyM7OhqnGWntXX311o2JgMkREREStxufzoaioqDrRqZvwFBUVoeYyPwaDAVarFVarFX369Kn+\nvirpSU1NhQi1gWkzMBkiIiKiZpNSorS0NGBXVl5eHk6cOAGPx1N9vhACWVlZsNlsGD58eL1kJzMz\nM+zJTkOYDBEREVFIDocj4CDlqq/KOnvNpaenw2azoVevXpg4cWKtrqz27dvDYIiu9CO6oiEiIqKI\n83g8yM/PD1jZycvLQ2lpaa3zTSYTbDYbbDYbhg0bVq+6Y4qxPTKZDBEREcU5KSUKCwvrJTv5+fnI\nzc1FYWFhvXE77du3h9VqxYQJE2olO1arFenp6RHvympNTIaIiIhinJQS5eXlQQcp5+fn1xu3k5mZ\nCavViqFDhyI7O7u6G6tq3I5OlzjrMjMZIiIiigGVlZVBBynn5eXB4XDUOj8tLQ02mw09e/bE+PHj\na1V2srOzYTQaNXol0YfJEBERURTweDzV6+0ESnpKSkpqnZ+cnFyd3AwZMqReV5bFYtHolcQeJkNE\nREQRIKVEcXFxrYpOzcpOQUFB0HE748aNq+7CqurSirdxO1piMkQUh6SUcLvdcDqdcDqdcLlctf5t\nzO0ul0vrl0EUU6rG7QSr7OTn58Ptdte6T9W4ncGDB9eajWW1WpGVlZVQ43a0xGSIKEICJSiNTU6a\nen5zExkhBJKTk5GcnIykpKQw/wSIYp/T6ayegRUo4amoqKh1fmpqKqxWK7p3746xY8fWSnjat2/P\n91mUYDJECa0lCUpTbq963Jol8Maqm6DU/NdkMqFNmzb1bq95fqDbgn1vMBhqld3/+c9/hvPHTRT1\nvF4vCgoKAm4Impubi5MnT9Y6PykpqTrBGTBgQK3KjtVqRUpKikavhJqCyRBFnZoJSnO7dwJVVQKd\n73a7W5SgBEpCTCYT0tPTgyYnTb29boJCRM1Xc9xOoMpOQUEBfD5f9fk6nQ7t2rWDzWbD6NGjayU6\nVqsVGRkZfH/GASZD1CjNTVAaOrc1KihMUIgSm91uD7ptRF5eXr1u5LZt2wat7LRr1w56vV6jV0KR\nwmQohlUlKMESi6ZWShqqtkQqQQn2fbDHqfqeCQpRYnC5XNVbR9RNeHJzc2G322udn5KSAqvVis6d\nO2PkyJH1Eh6O2yEmQ2FWN0FpjfEn4UhQgiUcDVVQmlpVYYJCRE3l9XpRWFgYtLJTVFRU63yj0Vg9\n3bxfv371urJSU1M1eiUUKxIiGWpOgtLUakvNx2hpglI3sUhOTkZ6enpYuneYoBCR1qSUKCkpCboL\n+okTJ+D1eqvPF0JUr7czYsSIelPQ27ZtyzaNWkSzZKgxCUo4pheHK0EJ1DWTlpbWogSl5vdMUIgo\nnlRUVATcNqJqZpbT6ax1fps2bWCz2dC3b19Mnjy5VmWnffv2MBgS4tqdNNKkvy673Y6NGzdGTYIS\nKOEIlqA0J2kxGo1MUIiIAnC73UHX28nLy0NZWVmt881mM6xWKzp27Fhd3amq7GRnZ8NkMmn0Soia\nmAwdP34cjz/+eL3bgyUoVd+npqY2ep0TJihERNrz+XwoLCwM2pVVVFRUb+uIqnE7ffr0qVXZsdls\nSE1NZdtNUatJyVDnzp3xwgsvMEEhIopxUkqUlpYG3QH9xIkT8Hg81ecLIZCVlQWbzYbhw4fX2xQ0\nKyuLnwMUs5qUDJlMJnTv3r2VQiEionByOBxBKzt5eXmorKysdX56ejqsVit69+6NiRMn1ts6guN2\nKF7xL5uIKEZ5PJ7q9XYCJT2lpaW1zjeZTNXjdIYNG1avK4vjdihRMRkiIopSUsqQ43YKCwvrjdup\nmoI+YcKEel1Z6enp7MoiCoDJEBGRRqSUKC8vrzXtvGayk5+fX2/cTmZmJqxWK4YMGVJvJeWsrCzo\ndDoNXxFRbGIy1Ag+n4THI5GUxEaGiJqmsrIy4IagVd87HI5a56elpcFms6Fnz54YP358rcpOdnY2\njEZjk55fSgmXy4ekJB2rQkRBMBkKYf/+ctx333dYseIYPB6Jbt0sePDBAbjxxh5sVBpSWgocPgyk\npwNdu2odDVGr8Xg8OHHiRK1Ep+a+WSUlJbXOT05Ork5ualZ3srOzYbVaYbFYwhKXy+XDU0/twXPP\n7UVRkQvJyXpcd103PProYLTU4ho5AAAYPUlEQVRrlxyW54hbPh/w44+A1wv07g1w77K4x2QoiD17\nyjB27FqUlbnh86nbDh6swJ13bsf27Sfx4osjtA0wWlVUAH/8I/DvfwNGI+DxAJ07A48/DowapXV0\nRE0mpURxcXG9VZSrkp+CgoJa43b0en31uJ1x48ZVr71TlfREYtyO1ytx3nlfYuPGQjgcalsLh8OL\nhQt/wkcfHce2bWcjK4sJUUDvvQfMn6/asqoux1tuAW6//dT/Ke4wGQrijju+RWmpG3UXybbbvVi0\n6CDmzu2NgQPTtQkuWvl8wNVXA7t2AU6n+gKAffuAa68F3noLGDZM2xiJ6pBSwm63B5x6XlXlcbvd\nte5TNW5n8ODB9QYpt2vXTvNxOytWHMNXX51KhKq43RJ5eZWYP/8HPPUU34v1LFsG/PnPQJ2uS/zt\nb0BRkbrQo7jEZCiAkhI3vviioF4iVMXt9mHx4oN48smhkQ0s2n35JbB376kkqCaHA3jsMdXYEGnA\n5XLhm2++CZjwVFRU1Do3NTUVVqsV3bp1w5gxY2oNUs7OzkZSlHeb/O1v+2G3ewMec7kkFi06yGSo\nLrdbtVF1EyFA3bZ0KTB3LtC+feRjo1bHZCiAkyddMBoFXK7Axz0edXVFdeTkAHZ78OPffqsaFbM5\ncjER+R05cgSPPPIIACApKak6uRkwYEC9WVkpKSkaR9sy+fkBLkhqKCtzhzyekLZtQ/WYiED0emDN\nGmD27MjFRBHDZCgAm80Usk/fYtFjxIiMCEYUI+pcXdcjBOByMRkiTdhsNjz11FOwWq3IyMiI60kQ\nI0e2xc6dpfB6A5e3e/ZMjXBEMaCyUrVRwXi96hyKSxwNFkBysh4339wDJlPgH48QwHXXdY9sULFg\n0iQg1EyYrCw1u4xIAykpKejfvz/atm0b14kQANx5Z5+gS4FYLHrcf3//CEcUAwYPRtDuAEBVhkaO\njFw8FFFMhoJ47LEhGD06E6mpp4pnJpMOKSl6fPDBRGRkRPeYAU1cfLGaQRaI2Qz89rehr7yIKCyG\nDs3AM88Mg9msh9Go3nNCqERo1qwuuPbabhpHGIUyM4Hp04HkALPsDAY1xX4ox4nGK3aTBWEy6fHZ\nZ1Pw8ce5WLjwJxQXu3D66e0wZ04vdOjAbp6AUlPVIMOrr1ZXWHb7qfU5rrkGmDVL2/iIEsicOb0w\nbVo2XnxxH/73vxJ06WLGnDm9MGECd5cP6rHHgMJC4OuvVRvm86lqd+fOwKJFWkdHrUjIYFOmAhg1\napTcsmVLK4ZDccHlAj79VE2xb9NGXW116qR1VNQMQoitUsq4WCCK7Rc12s6dwNq1aobZhAnAuHGs\naseoxrZhrAxR+CUlqQRo+nStIyEiarpBg9QXJQyOGSIiIqKExspQjNu2rRjbt59EmzZG/PKXNlgs\n/JUSUWwoKHBi9eo8uN0+TJ7cjlP+STP85IxRR49WYMaMDdi7twxCADqdgNcrsWDBMMyZ00vr8IiI\ngvL5JO65Zwdefnk/jEYdpJTweiXOPNOKt98eV2sWL1EksJssBrlcPkya9Bm++64EFRVe2O1elJV5\nUFHhxd1378D77x/VOkQioqAefngnXnnlAJxOH8rLPbDbvais9GHt2jxceulGrcOjBMRkKAbl5BxD\nYaEr4OqyFRVe3Hffd2jKLEEiokix2z149tm9qKiov3daZaUPX35ZgF27SjWIjBIZk6EYlJNzDOXl\nnqDHDx2qQFFRiJVUiYg0snVrMQyG4NPUfT6J1atzIxgREZOhmNSYBdO4qBoRRaOGmiYh2H5R5DEZ\nikGXXdY55ADDPn1SkZnJ7UKIKPqMHp0ZcnN4IYBzz7VFLiAixOFssn37yrFs2WGUlHgwdmwmLrig\nI4zG+Mr5ZszogA4dTDh40A63u/bYILNZjyee4P45RLGovNyDd945gt27S9GpkxmzZ3eF1WrSOqyw\nMpnURrHz5u2uN27IZNLhnHNs6Ns3TaPoKFHFTTLk80ncdtu3WLLkILxeCbdbIi3NAItFj3XrpmDg\nwPjZLd1g0GH9+qm47LJN2LKlqDrZE0LgxRdPw/TpHTSOkIiaavXqXFx66SZIKWG3e2Ey6XD//d/h\niSeG4je/6aN1eGF1//394XL58OSTe6o3knU6fbjkks5YuDAudn+hGBM3e5M9+eQP+POfdwWcodC+\nfRIOHz4fJpO+0Y9XWurGmjV5qKz0YcKELHTvnhLOcMNm794y7NihFl2cMiUbSUnxVQUjbXFvssg4\neNCOwYM/gd1ev/2yWPR4//0J+MUvGt91JKXE+vUFOHSoAl27WjBpUjvodNE3DqeszI3PPz8Bl0u1\ns9wEm8ItofYm83olnnhiT8BECAAcDh+WLz+Kq6/u1uBjSSnx6KO7MH/+Huj9uZPHoxYDe+utsUhL\nM4Yz9Bbr2zeNJWWiGPfXv/4ItzvwQJqKCi/+9KedjU6GNm8uwqWXbkRxsZpRKgTQpk0S3ntvPMaO\nzQpbzOGQlmbEjBkdtQ6DKD4GUB875kBlZeBECFD98OvW5TfqsZ59di/mzfsBDocX5eXqq7LSh9Wr\nczFjxoZwhUxEVG3duny4XMGr9Nu2nWzU4/z0kx1Tp36Oo0cdsNvVgqzl5V4cO+bAmWf+FwcOlIcr\nZKK4EhfJkNmsh8cTvCHR6dCo5d1dLh8efPB7uFz1r9DcbolNmwqwdWtxi2IlIqrLYgndhd/Y7u+H\nHvo+aIW8osKLJ5/8ocmxESWCuEiG2rdPxsCBwbuKzGY9rryya4OP8/XXhaisDD7n0+WS+Oij482K\nkYgomF/9qjtSUgInRHq9Wk6jMd5//1jQY1ICy5dzqx6iQOIiGQKA558/LeDVldmsx6RJ7TB2bGaD\nj7FhQ2GD5xw6ZG9WfJS4cnMr8cgjuzB16ue4+OINWLny54BbqVDiuvrqbrDZTNUzq6oIAaSmGvHw\nwwMbfAyvV8LhCD5cAEDAAdpEobjdPrz77hHMmLEeZ575XzzxxG4UFjq1DivsYmoAdWmpG0uWHMT7\n7x+DXi9wxRVdMXt2F1gsBkye3B4ffjgJt932LQ4froDRKODxSNxwQw88/fTQRq1omp7e8I9jwID4\nmaJPre+zz/IxY8Z6eL2yuuq4Zk0+Bg9Ox9q1Z8Biiam3ILWAlBJr1uTj1Vf3IzfXibFjM3H77b3R\no0cKLBYDvv76TNxyy1asWnUcSUk6uFw+jBjRFgsXjmrUbFaXywchVAUomKwsLsZKjVdS4sbkyZ/h\np5/KUV6uEulNmwowb94PWLPmDIwZ03CRIVbEzNT6PXvKMGnSOjgc3uqrm9RUPTIykrBp0zR07myp\nPvfAgXKUlXnQu3cqUlIa/2Hz9deFOP30z4IOZNTpgL17z0WvXqktezGUEEpL3ejU6cOA+8iZTDrc\ncEMPvPTSCA0iazxOrQ8Pj8eHiy/eiM8+y69uv5KSBPR6HRYuHIXZs0914xcVuXD4cAWys5PRsWPj\np5pLKWGz/Rv5+cGv2u+4oxd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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------Multi-Class Uncertainty-------\n", + "(38, 3)\n", + "[[-0.50692424 -0.53347791 1.53022838]\n", + " [-0.51151707 1.50574741 -0.48234855]\n", + " [ 1.51897822 -0.53079866 -0.48146442]\n", + " [-0.50756256 -0.53347791 1.53022838]\n", + " [ 1.51897822 -0.53079866 -0.48146442]\n", + " [-0.50985911 -0.53347791 1.53022838]]\n", + "[2 1 0 2 0 2 0 1 1 1 2 1 1 1 1 0 1 1 0 0 2 1 0 0 2 0 0 1 1 0 2 1 0 2 2 1 0\n", + " 2]\n", + "[2 1 0 2 0 2 0 1 1 1 2 1 1 1 1 0 1 1 0 0 2 1 0 0 2 0 0 1 1 0 2 1 0 2 2 1 0\n", + " 2]\n", + "[[ 0.10370714 0.10098957 0.79530329]\n", + " [ 0.10474133 0.7874172 0.10784147]\n", + " [ 0.79111482 0.10186682 0.10701837]\n", + " [ 0.10364782 0.10099625 0.79535593]\n", + " [ 0.79111482 0.10186682 0.10701837]\n", + " [ 0.10343465 0.10102027 0.79554508]]\n" + ] + } + ], + "source": [ + "import mglearn\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import IPython\n", + "import sklearn\n", + "from sklearn.datasets import load_iris\n", + "iris=load_iris()\n", + "\n", + "print (iris['target'])\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test=train_test_split(iris['data'], iris['target'], random_state=0)\n", + "\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "knn=KNeighborsClassifier(n_neighbors=1)\n", + "\n", + "print (knn.fit(X_train, y_train))\n", + "X_new=np.array([[4.9,2.9,1,0.2]])\n", + "X_new.shape\n", + "\n", + "X_new2=np.array([[5,3,2,0.5]])\n", + "X_new2.shape\n", + "prediction=knn.predict(X_new2)\n", + "prediction2=knn.predict(X_new)\n", + "\n", + "print (\"Iris 1 is a \" +str(iris['target_names'][prediction]))\n", + "print (\"Iris 2 is a \" +str(iris['target_names'][prediction2]))\n", + "\n", + "y_pred=knn.predict(X_test)\n", + "np.mean(y_pred==y_test)\n", + "print(\"-----------------LASSO---------------------\")\n", + "from sklearn.linear_model import Lasso\n", + "lasso = Lasso().fit(X_train, y_train)\n", + "print(\"training set score: %f\" % lasso.score(X_train, y_train))\n", + "print(\"test set score: %f\" % lasso.score(X_test, y_test))\n", + "print(\"number of features used: %d\" % np.sum(lasso.coef_ != 3))\n", + "\n", + "\n", + "print (\"---------------SVC AND LOGISTIC REGRESSION-----------\")\n", + "\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.svm import LinearSVC\n", + "\n", + "X, y=mglearn.datasets.make_forge()\n", + "\n", + "fig, axes= plt.subplots(1,2,figsize=(10,3))\n", + "\n", + "for model, ax in zip([LinearSVC(), LogisticRegression()], axes):\n", + " clf = model.fit(X, y)\n", + " mglearn.plots.plot_2d_separator(clf, X, fill=False, eps=0.5, ax=ax, alpha=.7)\n", + " ax.scatter(X[:, 0], X[:, 1], c=y, s=60, cmap=mglearn.cm2)\n", + " ax.set_title(\"%s\" % clf.__class__.__name__)\n", + "plt.show()\n", + "\n", + "print (\"----------Multi-Class Uncertainty-------\")\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "gbrt = GradientBoostingClassifier(learning_rate=0.01, random_state=0)\n", + "gbrt.fit(X_train, y_train)\n", + "GradientBoostingClassifier(init=None, learning_rate=0.01, loss='deviance',\n", + " max_depth=3, max_features=None, max_leaf_nodes=None,\n", + " min_samples_leaf=1, min_samples_split=2,\n", + " min_weight_fraction_leaf=0.0, n_estimators=100,\n", + " presort='auto', random_state=0, subsample=1.0, verbose=0,\n", + " warm_start=False)\n", + "print(gbrt.decision_function(X_test).shape)\n", + "# plot the first few entries of the decision function\n", + "print(gbrt.decision_function(X_test)[:6, :])\n", + "print(np.argmax(gbrt.decision_function(X_test), axis=1))\n", + "print(gbrt.predict(X_test))\n", + "# show the first few entries of predict_proba\n", + "print(gbrt.predict_proba(X_test)[:6])" + ] + }, + { + "cell_type": "code", + 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tmk/nXv8/AJVgTpBSgiriGAQBl+ikP0TNSwKrvu2LLgMmPNj5L4Djh97ptSx5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\nJ3Dx5IXezydu/TXe/0cJcyKAdW0tkk4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XH/qVopV3IqJI+8ejj+PauY95zYkNBwUcePKp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\nnEhOFHFSXNtfvDem5cr6Tb6uGZWhK4/J2GeRrD7dXPrZsTk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SseUkbNnn2m00hNBQWPv14nPfgrFXzzSfwbFyeNGdl68eq/qSEzR35P5t7P+zJzVNH7EL1xwa22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\nzWfrC0LLYpEyWzSfIca+UMSBX1XtzYvHJWvI6813qOCBoiJd9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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accuracy on test set: 0.880000\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import mglearn\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.datasets import make_moons\n", + "import numpy as np\n", + "X, y = make_moons(n_samples=100, noise=0.25, random_state=3)\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, random_state=42)\n", + "forest = RandomForestClassifier(n_estimators=5, random_state=2)\n", + "forest.fit(X_train, y_train)\n", + "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n", + " max_depth=None, max_features='auto', max_leaf_nodes=None,\n", + " min_samples_leaf=1, min_samples_split=2,\n", + " min_weight_fraction_leaf=0.0, n_estimators=5, n_jobs=1,\n", + " oob_score=False, random_state=2, verbose=0, warm_start=False)\n", + "\n", + "fig, axes = plt.subplots(2, 3, figsize=(20, 10))\n", + "for i, (ax, tree) in enumerate(zip(axes.ravel(), forest.estimators_)):\n", + " ax.set_title(\"tree %d\" % i)\n", + " mglearn.plots.plot_tree_partition(X_train, y_train, tree, ax=ax)\n", + "mglearn.plots.plot_2d_separator(forest, X_train, fill=True, ax=axes[-1, -1], alpha=.4)\n", + "axes[-1, -1].set_title(\"random forest\")\n", + "plt.scatter(X_train[:, 0], X_train[:, 1], c=np.array(['r', 'b'])[y_train], s=60)\n", + "plt.show()\n", + "\n", + "forest = RandomForestClassifier(n_estimators=100, random_state=0)\n", + "forest.fit(X_train, y_train)\n", + "print(\"accuracy on test set: %f\" % forest.score(X_test, y_test))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "mlp = MLPClassifier(hidden_layer_sizes=[100], activation='relu', random_state=0, learning_rate='constant')\n", + "mlp.fit(X_train, y_train)\n", + "mglearn.plots.plot_2d_separator(mlp, X_train, fill=True, alpha=.3)\n", + "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, s=60, cmap=mglearn.cm2)\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Lecture Examples/Hudson Bay Data.ipynb b/doc/Programs/JupyterFiles/Examples/Lecture Examples/Hudson Bay Data.ipynb new file mode 100644 index 000000000..b7f4eeaf7 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Lecture Examples/Hudson Bay Data.ipynb @@ -0,0 +1,82 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: 'src/Hudson_Bay.csv'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;31m# Load in data file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloadtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'src/Hudson_Bay.csv'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdelimiter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m','\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mskiprows\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;31m# Make arrays containing x-axis and hares and lynx populations\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0myear\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/anaconda3/lib/python3.6/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mloadtxt\u001b[0;34m(fname, dtype, comments, delimiter, converters, skiprows, usecols, unpack, ndmin)\u001b[0m\n\u001b[1;32m 896\u001b[0m \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'U'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 897\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 898\u001b[0;31m \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 899\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 900\u001b[0m \u001b[0mfh\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0miter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'src/Hudson_Bay.csv'" + ] + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy import sparse\n", + "import pandas as pd\n", + "from IPython.display import display\n", + "import mglearn\n", + "import sklearn\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "\n", + "# Load in data file\n", + "data = np.loadtxt('src/Hudson_Bay.csv', delimiter=',', skiprows=1)\n", + "# Make arrays containing x-axis and hares and lynx populations\n", + "#How do you import this data to IPython? Ask Morten\n", + "year = data[:,0]\n", + "hares = data[:,1]\n", + "lynx = data[:,2]\n", + "\n", + "plt.plot(year, hares ,'b-+', year, lynx, 'r-o')\n", + "plt.axis([1900,1920,0, 100.0])\n", + "plt.xlabel(r'Year')\n", + "plt.ylabel(r'Numbers of hares and lynx ')\n", + "plt.legend(('Hares','Lynx'), loc='upper right')\n", + "plt.title(r'Population of hares and lynx from 1900-1920 (x1000)}')\n", + "plt.savefig('Hudson_Bay_data.pdf')\n", + "plt.savefig('Hudson_Bay_data.png')\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Lecture Examples/Morten Lecture Data Examples.ipynb b/doc/Programs/JupyterFiles/Examples/Lecture Examples/Morten Lecture Data Examples.ipynb new file mode 100644 index 000000000..3ae9c9c9e --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Lecture Examples/Morten Lecture Data Examples.ipynb @@ -0,0 +1,195 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#!pip install numpy scipy matplotlib ipython scikit-learn mglearn sympy pandas pillow" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 1. 0. 0. 0.]\n", + " [ 0. 1. 0. 0.]\n", + " [ 0. 0. 1. 0.]\n", + " [ 0. 0. 0. 1.]]\n", + " (0, 0)\t1.0\n", + " (1, 1)\t1.0\n", + " (2, 2)\t1.0\n", + " (3, 3)\t1.0\n" + ] + }, + { + "data": { + 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Dk+w/O8jkjFe3ximSNHUM8+VdG+gfm2HLqvCJcr3Dzrf9291+t/G0bicAhEMYOoDyoNtl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\nZ8fEY523a9sV8blr22JkpVoozU6LmTD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345Buenos AiresLinda
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" + ], + "text/plain": [ + " Age Location Name\n", + "0 51 Nairobi John\n", + "1 21 Napoli Anna\n", + "2 34 London Peter\n", + "3 45 Buenos Aires Linda" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy import sparse\n", + "import pandas as pd\n", + "from IPython.display import display\n", + "eye = np.eye(4)\n", + "print(eye)\n", + "sparse_mtx = sparse.csr_matrix(eye)\n", + "print(sparse_mtx)\n", + "x = np.linspace(-10,10,100)\n", + "y = np.sin(x)\n", + "plt.plot(x,y,marker='x')\n", + "plt.show()\n", + "data = {'Name': [\"John\", \"Anna\", \"Peter\", \"Linda\"], 'Location': [\"Nairobi\", \"Napoli\", \"London\", \"Buenos Aires\"], 'Age':[51, 21, 34, 45]}\n", + "data_pandas = pd.DataFrame(data)\n", + "display(data_pandas)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy import sparse\n", + "import pandas as pd\n", + "from IPython.display import display\n", + "import mglearn\n", + "import sklearn\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "x, y = mglearn.datasets.make_wave(n_samples=100)\n", + "line = np.linspace(-3,3,1000,endpoint=False).reshape(-1,1)\n", + "reg = DecisionTreeRegressor(min_samples_split=3).fit(x,y)\n", + "plt.plot(line, reg.predict(line), label=\"decision tree\")\n", + "regline = LinearRegression().fit(x,y)\n", + "plt.plot(line, regline.predict(line), label= \"Linear Rgression\")\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Lecture Examples/R Cubic Gaussian White Noise.ipynb b/doc/Programs/JupyterFiles/Examples/Lecture Examples/R Cubic Gaussian White Noise.ipynb new file mode 100644 index 000000000..0f91a6fe2 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Lecture Examples/R Cubic Gaussian White Noise.ipynb @@ -0,0 +1,139 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'data.frame':\t24 obs. of 2 variables:\n", + " $ x: num 0.838 0.5285 0.8344 0.0721 0.9242 ...\n", + " $ y: num 0.5448 0.1412 0.6284 0.0106 0.7139 ...\n", + "1.814289 : 1\n", + "0.3012573 : 2.050361\n", + "0.08280959 : 2.881157\n", + "0.07643193 : 3.091093\n", + "0.07643191 : 3.091473\n", + "0.07643191 : 3.091458\n" + ] + }, + { + "data": { + "text/html": [ + "'nls'" + ], + "text/latex": [ + "'nls'" + ], + "text/markdown": [ + "'nls'" + ], + "text/plain": [ + "[1] \"nls\"" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "\n", + "Formula: y ~ I(x^power)\n", + "\n", + "Parameters:\n", + " Estimate Std. Error t value Pr(>|t|) \n", + "power 3.091 0.161 19.2 1.17e-15 ***\n", + "---\n", + "Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1\n", + "\n", + "Residual standard error: 0.05765 on 23 degrees of freedom\n", + "\n", + "Number of iterations to convergence: 5 \n", + "Achieved convergence tolerance: 8.035e-07\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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eK1EWv5sdh84cPzIvJ5zF7KjeYr5Xjs7GUHdQgQIECAAAECBAisVmCqdF8Qr3G+\nfez/U6s9Rlv3kyDtPbJHxWL+DlJO11Iuip1vvYIDnBF1/zoiXzeuECBAgAABAgQIEBicQFWm\n46LzcbtLee7gTjK+R5Yg7T12eefovRHf2Xu1JQIECBAgQIAAAQLtENhSNj4kXul8wJVl9l3t\n6FF/eyFB2tszEyPJ0d4mlggQIECAAAECBMZPYGs0+ckRd55v+n/G9PURF8RDS3m9+5zLOuXK\n+W0mBEZOIB+xy99mOmjkWqZBBAgQIECAAAEC4yZwejT42ojzIl40Hzmf606P6Hdp1e8g9RvH\n8VYnIEFanZu9CBAgQIAAAQIE9ha4dyzORTx179V7lnJdbss6/SwSpH5qOtYeAQmSDwIBAgQI\nECBAgEA/BP4tDvKmZQ6U27JOP0urEqS2fwcpE49DVjH658Y+n1zFfnYhQIAAAQIECBAgsF4C\nB8aJ7xnx/GUa8NbYdk5E1r06Qlkg0PYE6deiv3dY0OdeFv8gKkmQepFShwABAgQIECBAYFQE\n8sbAhojvLtagzVX3bt+88+wPd352T52sK0FaBKrtCdLPRp/ztd2nRLwv4s0RvZT/6aWSOgQI\nECBAgAABAgRGSODSaMtVET8Rsdf17AlVOTwyp3MOftiGl33/s7uzTtZVJlRgv+j3pyLyrR13\nHFED30Ea0YHRLAIECBAgQIDAmAnkd4w+E5HfC7q+bKm6vz5TTX+zdPdsW+47Stfvs4KZVn0H\naQX9Huuqt43WZ4L08RHthQRpRAdGswgQIECAAAECYyZwdLT3koizIzZH7Ckz13TPP/KNGy+I\nhdyWdfpZWpUg5TOKk1DOj04+LyKftbzdJHRYHwkQIECAAAECBCZS4FvR61Mj8rp3W8RX9jul\ns72zX+c2P3zNrh/Ob8s6CoGRFnAHaaSHR+MIECBAgAABAmMpcJdo9VOOPXfqo5t/0P3sAHvQ\nqjtIbX9JwwA/Bw5NgAABAgQIECBAYKQFPr25Kl/cUDp/1CnlmSPd0hFq3KQ8YjdC5JpCgAAB\nAgQIECBAYFgC3TtEcjT34zL77mGdcdzP4w7SuI+g9hMgQIAAAQIECBBYQmBHZ/ZTR1Zly6Ud\nv3m0BNENVruDdAMSKwgQIECAAAECBAi0RyCSo/zdI6VHAQlSj1CqESBAgAABAgQIECDQfgEJ\nUvvHWA8JECBAgAABAgQIEOhRQILUI5RqBAgQIECAAAECBAi0X0CC1P4x1kMCBAgQIECAAIEJ\nE5ipum/eUnV/acK63ZfuSpD6wuggBAgQIECAAAECBEZD4NiqHBcteXwp1YWj0aLxaoUEabzG\nS2sJECBAgAABAgQILCuwX5l6Yimdr2/vzP3bshVtXFRAgrQoi5UECBAgQIAAAQIExlCgKnF9\nv+FJVdn9xjFs/Ug0WYI0EsOgEQQIECBAgAABAgTWLrC5TJ3WKdXNflzm3rb2o03mEaYms9t6\nTYAAAQIECBAgQKB9AhvKhjOiV+/7dqdc2r7eDadHEqThODsLAQIECBAgQIAAgYEKHFOVm8Td\nowfvLtUDB3qilh/cI3YtH2DdI0CAAAECBAgQmAyBb5ZyZVXKM7eXuQ9NRo8H00t3kAbj6qgE\nCBAgQIAAAQIEhivQKdduK7N/NdyTtu9s7iC1b0z1iAABAgQIECBAgACBVQpIkFYJZzcCBAgQ\nIECAAAECBNonIEFq35jqEQECBAgQIECAAAECqxSQIK0Szm4ECBAgQIAAAQIERkFgUzV1j4hT\nRqEtbWiDBKkNo6gPBAgQIECAAAECEyswVTa8cWMp959YgD53XILUZ1CHI0CAAAECBAgQIDAs\ngS3V1KlVqW5Vytxbh3XOtp9HgtT2EdY/AgQIECBAgACB1gp0SufJpXQ+sK1TLmptJ4fcMb+D\nNGRwpyNAgAABAgQIECDQD4Fjq3LjTikP3112/WI/jucY1wm4g+STQIAAAQIECBAgQGAMBfYr\nU0+Iu0eXbi+7/mUMmz+yTZYgjezQaBgBAgQIECBAgACB5QQ2/GpVdr+xdMqu5WrZtjIBCdLK\nvNQmQIAAAQIECBAgsO4CR1bl4E6prp4tc29Y98a0rAG+g9SyAdUdAgQIECBAgACB9gtc2ilX\nXVpm79T+ng6/h+4gDd/cGQkQIECAAAECBAgQGFEBCdKIDoxmESBAgAABAgQIECAwfAEJ0vDN\nnZEAAQIECBAgQIAAgREVkCCN6MBoFgECBAgQIECAAIGFApursv8xVTlw4XrL/ROQIPXP0pEI\nECBAgAABAgQIDFRgQ+m+ef/SfelATzLhB5cgTfgHQPcJECBAgAABAgTGQ2BLVY7qlPLw3aX6\nwHi0eDxbKUEaz3HTagIECBAgQIAAgQkT6JSpX65K5+IdZe7/TVjXh9pdCdJQuZ2MAAECBAgQ\nIECAwCoEIjPqlA1nlLL7DSV+IXYVR7BLjwISpB6hVCNAgAABAgQIECCwXgKby9T/KaU6vipz\nb16vNkzKeSVIkzLS+kmAAAECBAgQIDC2AhvLhqdG49+7vVO+M7adGJOGT41JOzWTAAECBAgQ\nIECAwEQKHFmVg6tSPTDipyYSYMidliANGdzpCBAgQIAAAQIECKxE4NJOueqAqnP7izqz569k\nP3VXJ+ARu9W52YsAAQIECBAgQIDA0AQu6uyUHA1JW4I0JGinIUCAAAECBAgQIEBg9AUkSKM/\nRlpIgAABAgQIECBAgMCQBCRIQ4J2GgIECBAgQIAAAQIERl9AgjT6Y6SFBAgQIECAAAECEygw\nU3V/M+KJE9j1de2yBGld+Z2cAAECBAgQIECAwA0FjqnKgbH29zul7LrhVmsGKSBBGqSuYxMg\nQIAAAQIECBBYhcB+pfvo2G3XrjL7rlXsbpc1CEiQ1oBnVwIECBAgQIAAAQKDEIiL9KfGcd+6\no1OuGcTxHXNpAT8Uu7SNLQQIECBAgAABAgSGLrCl6t61KuVOpczmXSRlyALuIA0Z3OkIECBA\ngAABAgQILCcQ3zvKu0cf2tYpX1uunm2DEXAHaTCujkqAAAECBAgQIEBgxQIzVTk0dnpkp+x+\n7Ip3tkNfBNxB6gujgxAgQIAAAQIECBBYu8CPSpkrpXrZBWXXP639aI6wGgF3kFajZh8CBAgQ\nIECAAAECAxD4TqdkjvTCARzaIXsUcAepRyjVCBAgQIAAAQIECBBov4AEqf1jrIcECBAgQIAA\nAQIECPQoIEHqEUo1AgQIECBAgAABAgTaLyBBav8Y6yEBAgQIECBAgMCIC2yppu4fb7C7xYg3\ncyKaJ0GaiGHWSQIECBAgQIAAgVEV2FyV/TeUzjs6pXvPUW3jJLXLW+wmabT1lQABAgQIECBA\nYOQENpbuo6pSNl5TZv9+5Bo3gQ1yB2kCB12XCRAgQIAAAQIERkrg16M1b/lmp1w9Uq2a0Ma4\ngzShA6/bBAgQIECAAAEC6y+wuereLe4e3WlnmX3U+rdGC1LAHSSfAwIECBAgQIAAAQLrJBAX\n47/eKZ1/vbhTvr5OTXDaBQLuIC0AsUiAAAECBAgQIEBgGAI3q8qRnVJ+sSq7Hj6M8zlHbwLu\nIPXmpBYBAgQIECBAgACBvgrsV7rHxwE/ua3s+pe+HtjB1iTgDtKa+OxMgAABAgQIECBAYHUC\nF3ZmPxt73nd1e9trUALuIA1K1nEJECBAgAABAgQIEBg7AQnS2A2ZBhMgQIAAAQIECBAgMCgB\nCdKgZB2XAAECBAgQIECAAIGxE5Agjd2QaTABAgQIECBAgMA4CxxXlWNLVeIFdsooCkiQRnFU\ntIkAAQIECBAgQKCVAjNVOTTeXvelzWXqXq3sYAs6JUFqwSDqAgECBAgQIECAwLgIdJ9YSueq\nHWXu3HFp8aS1U4I0aSOuvwQIECBAgAABAusjUJUNndJ5Wim7XxcP2M2uTyOcdV8CEqR9CdlO\ngAABAgQIECBAoA8CM2XjA0qp4sdh517fh8M5xIAEJEgDgnVYAgQIECBAgAABAnsLbHhGLL/z\ngk757t7rLY2SwNQoNUZbCBAgQIAAAQIECLRRYHNVTox+3a8q5a5t7F+b+uQOUptGU18IECBA\ngAABAgRGUmBDmXpoNOwT2zqznxnJBmrU9QISpOspzBAgQIAAAQIECBAYjMDuMvdnPyizDxzM\n0R21nwIeseunpmMRIECAAAECBAgQWERgR6dcE6szlBEXcAdpxAdI8wgQIECAAAECBAgQGJ6A\nBGl41s5EgAABAgQIECBAgMCIC0iQRnyANI8AAQIECBAgQIAAgeEJSJCGZ+1MBAgQIECAAAEC\nEyQwU5VbzlTTXy5VmZ6gbo99VyVIYz+EOkCAAAECBAgQIDCaAt1ndkp1eemUnaPZPq1aTMBb\n7BZTsY4AAQIECBAgQIDAGgTih2EPi90fv6t0nrSGw9h1HQQkSOuA7pQECBAgQIAAAQLtFthY\nps4opXP5jrLzPe3uaft6J0Fq35jqEQECBAgQIECAwHoKVGVjVTb8eim7/yIer5tbz6Y498oF\nfAep7PnS3O2D7qCV89mDAAECBAgQIECAwN4CW8r0L5RS3WSuzP313lssjYPApCRIj4zB+IuI\n3464+fzAHBzTd0VcFvH5iCsi/ibi0AiFAAECBAgQIECAwKoE4sUMT4kd/+aiTrl8VQewE4EB\nCmQC+L6IqhH5QT0h4g3z6z4c09dH/Mf88r/HtBMxzBLPqO5po7tYw1R3LgIECBAgQIDAAAS2\nVFP3OrYqNx7AoUf1kPka87zePmVUG6hd/yvw5JjNwfpgxIMjfi1iW8TXInZHPDyiWX43FrL+\no5srhzAvQRoCslMQIECAAAECBAgMRECCNBDWwRz0X+Kw34vYv3H4h8R8JkH/3FhXz+Ydp4si\n/rJeMaSpBGlI0E5DgAABAgQIECDQd4FWJUiZELS5bIrOfSTimkYn85G6vHv0pca6ejbXb484\noV5hSoAAAQIECBAgQIDA5Ai0PUHKu0E/HdG8g/SzsZz9vk3EwpKvPb9TxI6FGywTIECAAAEC\nBAgQINB+gbYnSPmChsMj8lG7n494bsSfReRb6zJRekxEXdIiX9yQb7c7J0IhQIAAAQIECBAg\n0JPATLXxAVur7jN6qqwSgXUUyKTnrIj8zlEd3435oyLyvfS57ryI/IXjS+aX/19Mh118B2nY\n4s5HgAABAgQIEOijwNZq+vyZavqlfTzkOB2qVd9BGif4tbQ17x69POKpEcfOH+iwmL414tKI\nTJSujnhNxAERwy4SpGGLOx8BAgQIECBAoE8C8Vrv0+Lu0exx1fXXmX068tgcRoI0NkPVW0Pz\nLtOWiI29VR9ILQnSQFgdlAABAgQIECAweIG4c/QvM1X3zMGfaWTP0KoEKV9KMOmlfnPdpDvo\nPwECBAgQIECAwAoFNlflxHgY6WficaS7r3BX1UdUQIK098DkI3hPiXhtxOv23rSipQOj9tMj\nuj3udece66lGgAABAgQIECAwQgIbS/c3Izk6d3tn9j9GqFmasgYBCdLeePnyhpMicrqWcmjs\nfFpE3m7spaz1fL2cQx0CBAgQIECAAIE+ChxblRtHcvT4+InNx/bxsA5FYKQE+pUgrbRTvoO0\nUjH1CRAgQIAAAQLrLHBEVQ6J7x+9MF731fafztmXdKu+g7Svzto+HAEJ0nCcnYUAAQIECBAg\nQKD/Aq1KkCY92+3/x8MRCRAgQIAAAQIECBAYW4FJ/A7S4TFa+R2h/SKuivhBxI8iFAIECBAg\nQIAAAQIEJlxgUu4g3THG+Y0R3434fsT2iK9EXByRSdIFEa+PODJCIUCAAAECBAgQIECAQGsF\nXhA9ixeM7IkLY3puxPsj3hnxgYjzIr4VkXUui3hMxLCL7yANW9z5CBAgQIAAAQKrFNhadX/1\nZpU/rDf4WvUdpEa/Wjn7i9GrTHwyEbrTMj3sxLZ7RXw6IuvfI2KYRYI0TG3nIkCAAAECBAis\nUmBLNX3S1mq6irfX3W6Vh2jjbhKkMRrVt0db8/G5/L5RLyW/n3RFxFp+JLaX8yysI0FaKGKZ\nAAECBAgQIDCCAluq7ltnqu6HR7Bp69mkViVIbX9JQ/7o6ycjru3xE3N51PtCxLE91leNAAEC\nBAgQIEBgQgQ2VeXo+AL/o6uy+xcmpMsT2c22v6Qhv1t054huj6Obd5AyqcoXOCgECBAgQIAA\nAQIErheYKtO/XpXOtm1l179cv9JM6wTaniC9LUbsxIj3RNxtmdHL7yCdGnF2xIERZ0UoBAgQ\nIECAAAECBPYIHFOVA6tSPaVTqleV+A+W9gq0/RG7M2Pobhrx4ogHR1wSka/2/l5EftfokIgj\nIjZFHB0xF/HsiE9EKAQIECBAgAABAgT2COxfuqfHX9R37Sqzf4OEQBsEZqIT74jIBCkz/mbk\nj8R+LeIVEcdHrEc5I06abTpoPU7unAQIECBAgAABAssLxIsZnhovaHjS8rUmdmurXtIwiaOY\nd40yEbpFxKEjAiBBGpGB0AwCBAgQIECAAIEVC7QqQWr7I3aLjW4+WpehECBAgAABAgQIECBA\nYC+Btr+kYa/OWiBAgAABAgQIECBAgMByAhKk5XRsI0CAAAECBAgQIEBgogQkSBM13DpLgAAB\nAgQIECDQq8CxVbnxpmrqHr3WV68dApP4HaR2jJxeECBAgAABAgQIDFRgv9L9k07pHBsn+ZmB\nnsjBR0pAgjRSw6ExBAgQIECAAAECoyCwqSpHx+8ePW532fXwUWiPNgxPQII0PGtnIkCAAAEC\nBAgQGBOBjWX6GdHUC7aXXe8fkyZrZp8EfAepT5AOQ4AAAQIECBAg0A6BI6tycCnVU3aX6k9L\np1Tt6JVe9CogQepVSj0CBAgQIECAAIGJELhR6Z5RSuea7WX27yaiwzq5l4AEaS8OCwQIECBA\ngAABAhMtUJX4CkrnmaXsfk3cPbp2oi0mtPMSpAkdeN0mQIAAAQIECBC4ocDxpdw0nqq7bHeZ\ne+0Nt1ozCQJe0jAJo6yPBAgQIECAAAECPQl8o1O+WcrsnXuqrFIrBdxBauWw6hQBAgQIECBA\ngAABAqsRkCCtRs0+BAgQIECAAAECBAi0UkCC1Mph1SkCBAgQIECAAAECBFYjIEFajZp9CBAg\nQIAAAQIEWiWwpZo+KX7xqNOqTunMqgQkSKtisxMBAgQIECBAgEBbBLZU5Vbx5rrPbSrlxLb0\nST9WL+Atdqu3sycBAgQIECBAgMD6CUzHqbdG7I64IGIuYlWlU7q/FTuee2GnfHlVB7BTqwTc\nQWrVcOoMAQIECBAgQKD1AgdGD/804rKIL0V8JeI7ES+M6EasqBxXlWPjubrHRZ71shXtqDIB\nAgMVOCOOXkUcNNCzODgBAgQIECBAYLwFDojmfypie8RjIo6KOCbiSRHfijg7YkVPSG2tuq+Y\nqbpf9P2jkFt9ybt5eS17yuoPYU8CewtIkPb2sESAAAECBAgQWEzgj2PlhRE3XWTj5liXd5We\nvci2RVedUJXDI0G6Ml7QEHeQlDUISJDWgGfXxQUkSIu7WEuAAAECBAgQqAU2xsz3Ik6vVywy\nze8SfW2R9Yuu2lpN/e5MNb0j7n2s6K7Togeb7JWtSpB8B2myP8x6T4AAAQIECBAYF4Hjo6FH\nRJyzTINz280j8ntK+yxV2XD3qlQvipd7r/oFD/s8iQpjJyBbHrsh02ACBAgQIECAwEQKzM73\nOu9WLFXqbT0lPNs6Ox+01IGsn1wBd5Amd+z1nAABAgQIECAwTgKXRGMvjlguqcltn4vYGaEQ\nIDDGAr6DNMaDp+kECBAgQIDA0ASeGWe6POInFjnjPWPdjyPy7XbKcAVa9R2k4dI521ICEqSl\nZKwnQIAAAQIECPyvQD79dGbElREvifipiPtHvDLimojXRCjDF5AgDd+89WeUILV+iHWQAAEC\nBAgQ6JNA/K5reWLEZyPyu0b5ON0nIx4Rsc+Sr/a+SVVutM+KKqxEQIK0Ei11exKQIPXEpBIB\nAgQIECBAYC+BvKOUCVPPJX736NyZaur3e97hhhXzN5h+LuKREbe74eaJXCNBmshhH2ynJUiD\n9XV0AgQIECBAgECJ3z36qZmqO3d8VbaugiNfHf66iLxrdUXEtyOqiPMibhsxyaVVCVJm3QoB\nAgQIECBAgACB1gtUpfP86OS7vtEpF6yws/nTOO+POC3iARGHRdwsIhOtSyI+EXFihEKAQJ8E\n3EHqE6TDECBAgAABAgQWE9hcde8Wd492b62mF3sD3mK7NNc9NRa+H5E/Vruw5CN+mTx9dOGG\nCVpu1R2kCRq3ke6qBGmkh0fjCBAgQIAAgXEXiMTofRFnrbIf+RKIlyyz7+1jWz5ut1gCtcxu\nrdnUqgTJI3at+VzqCAECBAgQIECAwGICM9X07apSPXh3qV662PYe1t0y6uRb85YqX4gN+d2k\nrKeMuYAEacwHUPMJECBAgAABAgT2JVDdL1529y/bO7P/sa+aS2zP3106fIltuTpfG57fU8p6\nCgECfRDwiF0fEB2CAAECBAgQILCkQFXWcmPgLXHcDy957FKeHNsuj+guU6fNm1r1iF2bB2qc\n+iZBGqfR0lYCBAgQIEBg0gRuFR3+ccTvLdLxu8a6H0Y8Z5Ftk7KqVQlS3gpUCBAgQIAAAQIE\nCBBYWuB/YtOjIt4R8cCI90ZcFXGPiPzB2LzD9IoIpQUCEqQWDKIuECBAgAABAgQIDFzgfXGG\n/EHYZ0ZkUrR/xJciHhxxdoRCgEAfBTxi10dMhyJAgAABAgQIxEu3N26tyk1JDEWgVY/YreXL\nakPRdhICBAgQIECAAAECKxXYWqb/MN6Z8M6V7qc+AQmSzwABAgQIECBAgECrBE6o8pXc1dOj\nU29rVcd0ZigCvoM0FGYnIUCAAAECBAgQGJbAVJl+ZlXKZdvKzrcP65zO0x4BCVJ7xlJPCBAg\nQIAAAQITLzBTlUPj7tEzIkH6rdIpcxMPAmDFAh6xWzGZHQgQIECAAAECBEZVoFOmnt4pnSu3\nl1mP143qII14uyRIIz5AmkeAAAECBAgQINCbwJFVObiUTjxeV/1x3D3a2dteahHYW0CCtLeH\nJQIECBAgQIAAgTEVOKhMnVyVzhXbyuybxrQLmj0CAr6DNAKDoAkECBAgQIAAAQJrF9jRmTsn\nfv/o5nH3aPfaj+YIkyrgDtKkjrx+EyBAgAABAgTaKCA5auOoDrVPEqShcjsZAQIECBAgQIAA\nAQKjLCBBGuXR0TYCBAgQIECAAAECBIYqIEEaKreTESBAgAABAgQIhMCJEX8TcUnEVRGfj3hO\nxP4RKy7x20cnrHgnOxBYQkCCtASM1QQIECBAgAABAgMReHAc9bMRR0c8L+KREe+OeFbEv0XE\nD732XrZU3V/plOmP976HmgQIjIPAGdHI+MHnctA4NFYbCRAgQIAAAQKrFDgu9ss7Rn+wyP5H\nxrr/jnjHItsWX1WV7kw1vT3iDxavYO2QBKbjPHkte8qQzuc0EyAgQZqAQdZFAgQIECBAoLws\nDPLuUWcJi7zAzgvtzUts32t13j2aqbo/2FyVw/baYGHYAq1KkDxiN+yPj/MRIECAAAECBCZX\n4J7R9fdFZBK0WPlkrPxOxD0W27jXurh71Cmd50eu9eodnfKDvbZZILAGAT8UuwY8uxIgQIAA\nAQIECKxIYL+offU+9sjtWW/ZsqV0nxB51uG7y+yrlq1oI4EVCriDtEIw1QkQIECAAAECBFYt\nkN8xyrtIS5X8jtLmiKy3dHH3aGkbWwi0RMB3kFoykLpBgAABAgQILCuQj87tivjpRWrl95L+\nPuJzEUt9R2nPbvGdoxPjxQwX+u7RHo5R+E+rvoM0CqDaUIoEyaeAAAECBAgQmBSBfFFDPkb3\n7IijIvIrH3eOeH/EDyNOilDGS0CCNF7jNRatlSCNxTBpJAECBAgQINAngSfHcb4VkS9rqOND\nMX/rCGX8BCRI4zdmI99iCdLID5EGEiBAgAABAn0WyO/C3y7iJyPyR2OV8RVoVYLkLXbj+0HU\ncgIECBAgQIDAOAvsjsZ/cZw7oO3tFPAWu3aOq14RIECAAAECBNolUJVOvJgh7zgpBAYqIEEa\nKK+DEyBAgAABAgQI9EMgfvfoVzql+kg/juUYBJYTkCAtp2MbAQIECBAgQIDA+gvM/+5RVaq/\nWP/GaEHbBSRIbR9h/SNAgAABAgQIjLnA1tJ9Yrzs7tBS5v5szLui+WMgIEEag0HSRAIECBAg\nQIDAxApUZb/43djnx+N1r9zW2fM7SRNLoePDEZAgDcfZWQgQIECAAAECBFYhEN89+tW4e3Tg\nD909WoWeXVYjIEFajZp9CBAgQIAAAQIEBi5wXFUO6JTOc+O7Ry+/rFOuHPgJnYBACEiQfAwI\nECBAgAABAgRGVeDYuHt00Y/KnJczjOoItbBdfii2hYOqSwQIECBAgACBNghc3ClfL2X27m3o\niz6Mj4A7SOMzVlpKgAABAgQIECBAgMCABSRIAwZ2eAIECBAgQIAAAQIExkdAgjQ+Y6WlBAgQ\nIECAAAECBAgMWECCNGBghydAgAABAgQIEOhd4JiqHLilmjqt9z3UJNBfAS9p6K+noxEgQIAA\nAQIEJkXgntHRUyK6EV+I+GDEjSI6EZdFrKrsX6Z/Nw7w0Nj5Nqs6gJ0IEGiFwBnRiyrioFb0\nRicIECBAgACBNgucEJ37RMRcxGcjPhlxbcTOiLyeybgo4rciVvTH+JtV5ciZqnvVlqr7S7Gv\nMj4C09HUHPdMmMe+eMRu7IdQBwgQIECAAAECQxM4PM50TkQmRFsjTo64OOLqiEyWfhzxsIhX\nRTwn4n0RPSdJB5bu78QNqG9sL7Nnxn5HROSFt0KAwAQKuIM0gYOuywQIECBAYAwF/iTa/JWI\nA+fb/usx/UHEreeX3xvTj8zPz8T00ohIevZdjq/KMXH36OpDn7vxA1H7exF5R2JXxDkR945Q\nRlcgE9nW3EEaXebJapkEabLGW28JECBAgMC4CuyIhj+10fivxvzzGst3ifndEUfOr3tGTC+J\nyO8lLVs2X9592/Ffmromav53VHxcxO0i7hvxpoh8nO9XIpTRFJAgjea4jHWrJEhjPXwaT4AA\nAQIEJkIgk5y8o3Of+d7mCxnyrkE+ZleXg2Mm1915fsWJ88tHzy8vOjmhKjMzc91dBz+mk8nR\nAYtUyuRoNiKPp4yeQKsSJN9BGr0PmBYRIECAAAECBEZRIBOf70ccu0zjjpnftqK32P3oLzae\ndMXrd2+46szqkbF/fo9pYXljrMiXQfzawg2WCfRbQILUb1HHI0CAAAECBAi0VyC/H/Sk+e5d\nGdOvRZw2v5yTfCrmyxEX5kKU3JaP2H07F5Yq33v6rkMue9qufNnD+UvVifVnR+QjfAoBAhMg\n4BG7CRhkXSRAgAABAi0QuEX0IROjfEtdvp3uaRH5kob8zaJfjsjvCj04Iku+5S5f0vDbubCP\n8oTYXidVS1V9bmz41FIbrV9XgVY9YreukiNw8o3RhptHHLbObZEgrfMAOD0BAgQIECDQs8B9\no2Y+Qrc94q8i/iciE6OMF0WcFPGsiKzz/oi83tpXyRcy5CN8t1ym4odjW55PGT0BCdLojcmy\nLbppbH1dxFsatQ6N+ddGXBOR/xjzC4f5C9DPjliPIkFaD3XnJECAAAECBFYrkL+HlNdN/xCR\nv3WUj7/lHaC8rsrYEfF/I3pJjqLannJO/PdDEXmxvbA8NlZkAvYTCzdYHgkBCdJIDENvjbhJ\nVMvnWfMf6sfmd+nG9D/n12Vi9NGId0fU/6gzcRr2d7MkSIGuECBAgAABAmMvkInTjXvpxZZq\n+qSZavoxjbqbYj6v2z4T8fMRWyLuGvGaiEyOnh6hjKaABGk0x2XRVr0y1mZy9DsR+83X+M35\ndX8d05vNr8tJDuyrI7L+/SOGWSRIw9R2LgIECBAgQGDdBeJHYc/bWnXfsKAheW325oirIvKa\nLOPTET8boYyugARpdMfmBi3L10Fui2jeEXpvLF8ekXeSFpasd1HEyxZuGPCyBGnAwA5PgAAB\nAgQIjI7A5mrjQyM5unZLVTYt0aq8TjshIr8WoYy+QKsSpHz7SJtL9u9zEfmLznXJx+oyCZqt\nVzSmWe+bEbdorDNLgAABAgQIECDQL4GqbNhYNrw4Dvf67Z0l31yX12l5vaYQGLpA3jFpc8nv\nGt0/ovks7L/F8i0jjoxYWPK27skR/7Vwg2UCBAgQIECAAIG1C2wp3cfGc3Obd5fZl6z9aI5A\ngMBKBTLZuTbiGxGnzu98YEw/HvHRiPrXnnPTHSK+GnFNRL5qcpjljDhZPmN70DBP6lwECBAg\nQIAAgaEKVGU6XsywfWs1nXeQlPYItOoRu/YMy9I9+eXY9OOIfHwu7wy9OSK/EJjLOyO+FPGd\niExQcl0mK8MuEqRhizsfAQIECBAgMHSBLVX3afHdo8uOqMohQz+5Ew5SQII0SN0BHfuoOO4f\nReSzrPmayEyGmpFvSnlHxHq9W1+CFPgKAQIECBAg0G6BTdXUKVuqqfu3u5cT2TsJ0pgPe/5g\n2bER+V79TIgOi1jvIkFa7xFwfgIECBAgQIAAgdUKtCpByre8TVrJt9hdMh+T1nf9JUCAAAEC\nBAgQIEBgGYFJTJCW4ShPjY1PiXhtxOuWq7iPbXlX6oUR3X3Uqzffup4xJUCAAAECBAgQIEBg\n/QQkSHvb53eVTorI6VpKuh4RkbcbeyneXteLkjoECBAgQIAAAQIECAxVoF8J0kob7TtIKxVT\nnwABAgQIEBgLgXil98s3VxsfOhaN1cjVCrTqO0ht/6HYlQ5yvu77CxE5VQgQIECAAAECBNYg\nMFN1T65K9exSNnx7DYexK4GhCkziI3aHh/ChEftF5Ou9fxDxowiFAAECBAgQIECgvwJ/XErn\nrB2dnZ/q72EdjcDgBCYlQbpjED4t4iERRy7CuS3WfSjidyMuXWS7VQQIECBAgAABAisQiN87\nOi2q32d32blevzO5gtaqSmCyBF4Q3a1/FPbCmD834v0R74z4QMR5Ed+KyDqXRTwmYtjFd5CG\nLe58BAgQIECAwOAEqtLZWnU/G/GGwZ3EkUdIoFXfQRoh14E05RfjqJn4ZCJ0p2XO0Ilt94r4\ndETWv0fEMIsEaZjazkWAAAECBAgMVGCmmn5sfP/o6uOqcuxAT+TgoyIgQRqVkeihHW+POhdE\n5PeNein5/aQrItbyG0i9nGdhHQnSQhHLBAgQIECAwNgKRHL0X/H2uhePbQc0fKUCrUqQ2v4d\npPxNo09GXNvjKF8e9fItdv7a0SOYagQIECBAgACBhQJzpfOYi8rOry5cb5nAOAi0/TXf+d2i\nO0d0exyMvIOUSdVXeqyvGgECBAgQIECAwAKBizo7zy+dMrtgtUUCYyHQ9gTpbTEKJ0a8J+Ju\ny4xIfgfp1IizIw6MOCtCIUCAAAECBAgQIEBgwgTa/ojdmTGeN43IZ2AfHHFJxMUR34vI7xod\nEnFExKaIoyPmIuLHzMonIhQCBAgQIECAAAECBAi0UmAmevWOiEyQ8i11zcgfif1axCsijo9Y\nj3JGnDTbdNB6nNw5CRAgQIAAAQJrFTiyKgev9Rj2H1sBL2kYw6HLH4J99Hwjg9AxAABAAElE\nQVS7867RoRH7R3w34ocRCgECBAgQIECAwCoFtlTdu8b3Fc6pqtmjLuuUK1d5GLsRGAmBtj9i\ntxhyPlqXoRAgQIAAAQIECPRBIJKjV3RK5/2Soz5gOsS6C0xigrTu6BpAgAABAgQIEGiLwOZq\n489FgnT3nWXnrdvSJ/2YbIG2v8VuskdX7wkQIECAAAECgxSoytSGsvFl8UXqv/pGp1wwyFM5\nNoFhCUiQhiXtPAQIECBAgACBlgnMlG68aKq62bVl9kUt65ruTLCAR+wmePB1nQABAgQIECCw\nWoEjqnJIPFr3wkiQXnJJZ89PqKz2UPYjMFIC7iCN1HBoDAECBAgQIEBgPAQOL1O3i5ZedEGZ\ne814tFgrCfQm4A5Sb05qESBAgAABAgQINAQu6Mx9IhZPbqwyS6AVAu4gtWIYdYIAAQIECBAg\nQIAAgX4ISJD6oegYBAgQIECAAAECBAi0QkCC1Iph1AkCBAgQIECAAAECBPohIEHqh6JjECBA\ngAABAgQmQGCm6p68qereaQK6qosTLCBBmuDB13UCBAgQIECAQK8Cx1XlgE7pvHdDqX6m133U\nIzCOAhKkcRw1bSZAgAABAgQIDFlgvzL17KqUqauWf633cdGsV0d8KeKbER+PeFpEN0IhQIBA\nzwLxK9Ql/jenHNTzHioSIECAAAECBIYksKkqR2+tulfGI3ZPXOaUp8a2yyM+HfEbEY+OeGnE\nZRH5SvBDIpR2CkxHt/Ja9pR2dk+v1kNAgrQe6s5JgAABAgQI9CQQidGbIj4Xl8BLPX104zhQ\nJkJ/EbGwzs1iXd5RekeE0k4BCVI7x3VdeyVBWld+JydAgAABAgSWEoiXMtwxkqNdm6qp+y5V\nJ9Y/P+KrERuXqHO3WJ93GG6+xHarx1ugVQnSwgx/vIdG6wkQIECAAAECBPoqEBnPK0rpvO/C\nztxHlznwvWLbWRG7lqhzXqz/RkQ+hqcQGGmBqZFuncYRIECAAAECBAist8C7Z8vOf9pHIw6M\n7Vfso86Vsf2AfdSxmcC6C0iQ1n0INIAAAQIECBAgMLoC2zqzr+uhdV+OOndfpt4Rse0WEV9Z\npo5NBAgQuF7Ad5CupzBDgAABAgQIjKFAvr0sH69b6ntKmWR9PcIf5wOhhaVV30Fq4fiMZZck\nSGM5bBpNgAABAgQINAT+NOavivi1iBvNr5+J6dsiron4yfl1Ju0TkCC1b0zXvUcSpHUfAg0g\nQIAAAQIE+iCQv3/0/YjdET+KyDfXfTYi32KntFdAgtTesV23nkmQ1o3eiQkQIECAAIGmwOaq\ne7d4rffHm+tWOJ8Xy/eIeEDEiSvcV/XxFGhVguQ50PH8EGo1AQIECBAgQKD/AvFDsPFa77+M\nA+cPu6627Iwdz13tzvYjsN4CEqT1HgHnJ0CAAAECBAiMiMBM6Z4ez8SdOFtmHzIiTdIMAkMX\n8EOxQyd3QgIECBAgQIDA6AkcUZVDolUvrUr10m90yjdHr4VaRGA4AhKk4Tg7CwECBAgQIEBg\npAUOL9O/V0rn6qrMvXKkG6pxBAYs4BG7AQM7PAECBAgQIEBg1AU2V/kyheo3OmX3I3d09ryS\ne9SbrH0EBiYgQRoYrQMTIECAAAECBMZDYGOZflx89+iD2zq7/nE8WqyVBAYnIEEanK0jEyBA\ngAABAgTGQuCCsvOF0dD8zSKFwMQLSJAm/iMAgAABAgQIEJh4gU6ZnXgDAATmBbykwUeBAAEC\nBAgQIECAAAEC8wISJB8FAgQIECBAgAABAgQIzAtIkHwUCBAgQIAAAQITKDBTbXxQfOuoO4Fd\n12UCywpIkJblsZEAAQIECBAg0D6BzdXUz5Sy4axNpRzXvt7pEYG1CUiQ1uZnbwIECBAgQIDA\neAlUZXpD2fDqTimvvbBTto9X47WWwOAFJEiDN3YGAgQIECBAgMDICMyUqWd1SnX4rjL7eyPT\nKA0hMEICXvM9QoOhKQQIECBAgACBQQocW+UjdZ3f3V3KM3d0yg8GeS7HJjCuAu4gjevIaTcB\nAgQIECBAYIUC+5XpV8Uu528vs29a4a6qE5gYAXeQJmaodZQAAQIECBCYZIF4McN9Sql+flcp\ndy3xjN0kW+g7geUE3EFaTsc2AgQIECBAgEBLBObK3MXxeN0TLuzMfrYlXdINAgMRcAdpIKwO\nSoAAAQIECBAYLYGLO+XrpeyMUAgQWE7AHaTldGwjQIAAAQIECBAgQGCiBCRIEzXcOkuAAAEC\nBAgQIECAwHICEqTldGwjQIAAAQIECBAgQGCiBCRIEzXcOkuAAAECBAhMisBRVTloazV9/pZq\n6tRJ6bN+EuiHgASpH4qOQYAAAQIECBAYMYGDyvTvRZNudHWZ89a6ERsbzRltAW+xG+3x0ToC\nBAgQIECAwIoFNlXl1vFTR8+qyu5HfadTfrTiA9iBwAQLuIM0wYOv6wQIECBAgEA7BaZK96+q\n0vnQts6u97azh3pFYHAC7iANztaRCRAgQIAAAQJDF9hadU+vSrnbXNn5E0M/uRMSaIHASu8g\n/Xn0+eciui3ouy4QIECAAAECBFolcGxVbhwdenkp1Ysu6pRtreqczhAYksBKE6QHRLvOirgk\n4s8i7hChECBAgAABAgQIjIDAVJk6KZpx/rYy94oRaI4mEJgIgZtGL38j4j8j4u7tnvh8TJ8Z\nkduU1QmcEbul50Gr291eBAgQIECAAAECBNZNYDrOnNeyp6xbC0bkxLeNdrws4uKIBJmNeF/E\nz0d4BC8QVlAkSCvAUpUAAQIECBAgQGCkBCRIC4YjH9O7d8QrI74TkcnSpfPLt4ipsm8BCdK+\njdQgQIAAAQIECBAYTYFWJUgr/Q7SYkOyNVbeKyKTpHzMLhOk70bkY3dfiXhBhEKAAAECBAgQ\nIECAAIHWChwZPXt6xHkRmRBl7Ih4YcRMRJYtEWdF5LbTI5SlBdxBWtrGFgIECBAgQGAZgS3V\n9Is2V2XzMlVsIjBogVbdQVop1sNih3+OyO8bZeJzdcTfRfx0RCdiYTkqVmS9v124wfJeAhKk\nvTgsECBAgAABAr0IbKm6vzRTdX+8qdrzh+ledlGHwCAEJjpByvfpZ8LzyYhfjTg0YrmS7+Lf\nEfGby1WyrUiQfAgIECBAgACBFQkcV5Uj4kdhv7ulmnr+inZUmUD/BSY6QXpWeJ7Yf9OJP6IE\naeI/AgAIECBAgMDKBOLO0Vu2VtPnx5+u8+JUIbCeAq1KkKZWKJlvqlMIECBAgAABAgTWUWCm\nmrpfnP7xc2X3qfElh53r2BSnJtA6gX68xa51KDpEgAABAgQIEBhVgWOqcmCnbHh9tO+1F3bm\nzh3VdmoXgXEVkCCN68hpNwECBAgQIDCRAvuV7mOj490ryuxzJxJApwkMWECCNGBghydAgAAB\nAgQI9FNgtszGG4R3nnxZp1zZz+M6FgEC1wms9DtI3AgQIECAAAECBNZR4OJO+XGcPkMhQGAA\nAu4gDQDVIQkQIECAAAECBAgQGE8BCdJ4jptWEyBAgAABAgQIECAwAAEJ0gBQHZIAAQIECBAg\n0E+BzdXGh8bvHXX6eUzHIkBgcQEJ0uIu1hIgQIAAAQIERkJgS9V90oay4cxjSzliJBqkEQRa\nLiBBavkA6x4BAgQIECAwvgKbqnJ03DZ6RVWqF1zSKd8b355oOYHxEZAgjc9YaSkBAgQIECAw\nYQJTZfp10eWvbS9zr5qwrusugXUT8JrvdaN3YgIECBAgQIDA0gIz1fSjS6l+Zq507hTfPtq1\ndE1bCBDop4AEqZ+ajkWAAAECBAgQ6IPAzapyZKdUr4kE6cUXdWbP78MhHYIAgR4FJEg9QqlG\ngAABAgQIEBiWwEGl++KqlIu3lbk/HtY5nYcAgesEfAfJJ4EAAQIECBAgMGICkRy9oZTZn4tH\n62ZHrGmaQ6D1Au4gtX6IdZAAAQIECBAYN4FtndnPjFubtZdAWwTcQWrLSOoHAQIECBAgQIAA\nAQJrFpAgrZnQAQgQIECAAAECBAgQaIuABKktI6kfBAgQIECAwPgKVGX6uKrcfHw7oOUE2iPg\nO0jtGUs9IUCAAAECBMZUYKZ08wdhI0GavdeYdkGzCbRGQILUmqHUEQIECBAgQGAcBWaqjQ+M\ndj9+V6kkR+M4gNrcOgGP2LVuSHWIAAECBAgQGBeBE6pyeCkb31CVzisv7MydOy7t1k4CbRaQ\nILV5dPWNAAECBAgQGGmBqdL9804pl28vO39vpBuqcQQmSMAjdhM02LpKgAABAgQIjI7A1mrj\nz0drHlmV6pT4QdhrR6dlWkJgsgXcQZrs8dd7AgQIECBAYB0EjqnKgVXZEC9m6LzMj8KuwwA4\nJYFlBCRIy+DYRIAAAQIECBAYhMA3S7kmjvv7F5SdLxzE8R2TAIHVC0iQSjky+E6MYLH6z5E9\nCRAgQIAAgZUIdMruuHP0uni0bnYlu6lLgMDgBSQFpfzfYP5yxGGD53YGAgQIECBAgAABAgRG\nWaDtL2k4KfAP2scAHDu//S4xvWJ+/hsxvXh+3oQAAQIECBAgQIAAAQKtEPh89KJaRfz+kHt/\nxnwb95XMDblZTkeAAAECBAj0S+DYqhwXVyXdfh3PcQiMkMB0tCWvuU8ZoTatuiltv4MUb4cp\nr4rYP+KfIvJRuoXlvrHirhGvifjx/MZPzE9NCBAgQIAAAQJrFthUlS3xm0f/tblUj9hR5s5e\n8wEdgAABAmsQuG3s+18RV0c8PSJ+j22v8rJYyoz3iL3WDnfBHaThejsbAQIECBAYnkC8z3um\n6v7b1qr7kbjiWHgdMrx2OBOBwQm06g7SJLyk4fz4LOQdor+KeHXEv0bU3zuKWYUAAQIECBAg\nMDiBrWUqXwh1UlVmT4/0KP8oqxAgMMICk5AgJX/+OnX+j9P9Im4d8cWIR0UoBAgQIECAAIGB\nCWyppuOFUZ0XRVb09G2dctHATuTABAj0TWBSEqQa7CMxk2+2+2DEOyLOjDg8QiFAgAABAgQI\n9FegKvvFDaO/i6fq/ml7Z/Zv+3twRyNAYFACbX9Jw2Jul8fKR0a8P+IvIg6JUAgQIECAAAEC\nfRWYKdPPjQPe5NqyM18IpRAgMCYCk3YHqTks+Zec20f8Q8Q5EX7JOhAUAgQIECBAoD8CnbL7\ng7tK9aBLOuV7/TmioxAgQGByBLzFbnLGWk8JECBAgAABAm0TaNVb7CbxEbvlPpBPjY1PiXht\nRP6G0mrLkbFjvjWv1x+DO2G1J7IfAQIECBAgQIAAAQL9E5Ag7W15VCzmSxxyupaSb83bFpHZ\ndC/loF4qqUOAAAECBAgQIECAAIFhCvQrQVppmz1it1Ix9QkQIECAwIgJzFTl0C1V2TRizdIc\nAsMQ8IjdMJTX6RzfifNmKAQIECBAgACB3gWqEi++6v5/sUM8QRI/CKsQIDC2ApP4iF3+7tGh\nEftFXBXxg4gfRSgECBAgQIAAgVUJbC1Tz4sfg73dtWX2sas6gJ0IECAwZIE7xvneGPHdiPjf\nrxvEBbHu9RH5coX1KB6xWw915yRAgAABAn0Q2Fx177a16s5uqaYf0YfDOQSBcRRo1SN24zgA\nK23zC2KHOim6MObPjcgfiX1nxAcizov4VkTWuSziMRHDLhKkYYs7HwECBAgQ6IPAkVU5eGs1\n/fWZqvuWPhzOIQiMq4AEaYxG7hejrZn4ZCJ0p2Xa3Ylt94r4dETWv0fEMIsEaZjazkWAAAEC\nBPokkIlRJkiZKPXpkA5DYBwFJEhjNGpvj7bm43P5faNeSn4/6YqItfwGUi/nWVhHgrRQxDIB\nAgQIEBhxgS3V1Kn5aF0+YjfiTdU8AoMWaFWCFG9caXXJ3zT6ZET+LlEv5fKo9IWIY3uprA4B\nAgQIECAwuQJXlrnP7yrl1B2d2XxcXyFAoCUCbU+Q8rtFd47o9jheeQcpk6qv9FhfNQIECBAg\nQGBCBS7rlCsjOfrUhHZftwm0VqDtCdLbYuROjHhPxHK3v/M7SKdGnB1xYMRZEQoBAgQIECBA\ngAABAhMm0PbfQTozxvOmES+OeHDEJREXR3wvIr9rdEjEERGbIo6OmIt4dsQnIhQCBAgQIECA\nAAECBAi0UmAmevWOiEyQ8i11zcgfif1axCsijo9Yj3JGnDTbdNB6nNw5CRAgQIAAgX0LHFeV\nI2aqjQ/bd001CEycQKte0tD2O0j1p3NbzDx6fiHvGh0asX9E/nDsDyMUAgQIECBAgMDSAlXp\nTJfpv4u/Z8Z1xK58dF8hQKClApOSIDWHLx+ty1AIECBAgAABAj0JbClTz+qU6tSqzN6ppx1U\nIkBgbAUmMUEa28HScAIECBAgQGD4AvFjsCfH25z+aHcpT9re2fNY/loacZPY+ZYRV0f8d0R+\n/1khQIAAgQUCvoO0AMQiAQIECBAYBYEjqnLI1mr66/GDsPlm3LWU/J5zviU3fjrp+u9C50uj\nfiui7W8Vji4qLRdo1XeQ/INs+adV9wgQIECAAIHVCxxeun8db1HadUWZfdrqj7Lnbbn/Efvn\nm3PvHZEXk3kn6XkRz414S4RCgAABAg0Bd5AaGGYJECBAgMAoCGyuyonxeN2PtlTd26+xPfk7\nix+NWOyrDXeM9ddE/EKEQmBcBVp1B2lcB6Ft7ZYgtW1E9YcAAQIEWiFwVLXmn+DIR+viJlS5\n8zIgr4ttH1hmu00ERl2gVQmSR+xG/eOmfQQIECBAgMC6CXynU/L3EtdSbhs7/zjiP5c5yMdj\n208ss90mAgSGKCBBGiK2UxEgQIAAAQITJ3Bt9Lg7H0t1/sDYkPUUAgRGQECCNAKDoAkECBAg\nQIBAawXyzlG+ue5By/TwobHt3GW220SAAIGJE/AdpIkbch0mQIAAgVET2FR17xQvZHjrANr1\nqjjmRRGbFjn2k2PdbMRJi2yzisC4CLTqO0iLvU1lXAZCOwkQIECAAAECfRGIN9YdtqF0/iHe\np3BOXw6490F+Jxbzu0ifi/jLiPMiDol4eMSDI3414gsRCgECBAjMC7iD5KNAgAABAgTWUSB+\nDPYfI84/pir5faBBlPyj9FMjPh1xZcR3It4dsdzb7WKzQmAsBFp1B2ksxCegkRKkCRhkXSRA\ngACB0RTYWk09J37v6KoTqnKb0WyhVhEYeYFWJUgesRv5z5sGEiBAgAABAoMS2FxN3buUzksj\nHn9Rp3xpUOdxXAIExkfAW+zGZ6y0lAABAgQIEOijwM2qcmR87+hdccjXbuvsfEcfD+1QBAiM\nsYAEaYwHT9MJECBAgACB1QvEl40O65TyvgvK7LNXfxR7EiBAgMAgBHwHaRCqjkmAAAECBAgQ\nIDAMgVZ9B8kdpGF8ZJyDAAECBAgQIECAAIGxEJAgjcUwaSQBAgQIECBAgAABAsMQkCANQ9k5\nCBAgQIAAgfUXqEr3+Kocs/4N0QICBEZZwGu+R3l0tI0AAQIECBDom8DWMv32qlSHlTJ7Wt8O\n6kAECLROQILUuiHVIQIECBAgQGChwEw19duRHD0gfu/olIXbLBMgQKApIEFqapgnQIAAAQIE\nWiewpZqKO0adl1Sl85jtnZ1fbF0HdYgAgb4K+A5SXzkdjAABAgQIEBglgROqMtMpnfgR2M6f\nRnL096PUNm0hQGA0BSRIozkuWkWAAAECBAisUeCYqhw4Vbr/GMnRZ7aVnc9d4+HsToDAhAh4\nxG5CBlo3CRAgQIDApAkcUKaeFo/V3Whn2Xnf0im7J63/+kuAwOoE3EFanZu9CBAgQIAAgREX\nuKLMvTaSo5Mv7pTvj3hTNY8AgREScAdphAZDUwgQIECAAIH+CVzaKVf172iORIDApAi4gzQp\nI62fBAgQIECAAAECBAjsU0CCtE8iFQgQIECAAAECBAgQmBQBCdKkjLR+EiBAgACBNgtUZcPW\nqvvXM9XG+DFYhQABAqsXkCCt3s6eBAgQIECAwIgIzJTpF1elPKKUXV8bkSZpBgECYyrgJQ1j\nOnCaTYAAAQIECFwnMFNNP7qU6rd2l+pBOzpFguSDQYDAmgTcQVoTn50JECBAgACB9RSYqbon\nR3L0pkyQdnTmzl7Ptjg3AQLtEJAgtWMc9YIAAQIECEycwKaqHN0pnbPi0bq/39aZe+XEAegw\nAQIDEZAgDYTVQQkQIECAAIFBC2ws3XfFnaOLtpfZJw/6XI5PgMDkCEiQJmes9ZQAAQIECLRK\nIO4cRYI0+9DSKde2qmM6Q4DAugp4ScO68js5AQIECBAgsFqB7Z3Zv1ztvvYjQIDAUgLuIC0l\nYz0BAgQIECBAgAABAhMnIEGauCHXYQIECBAgQIAAAQIElhKQIC0lYz0BAgQIECAwMgLHVOX4\nLVX36SPTIA0hQKC1AhKk1g6tjhEgQIAAgXYI3KQqN9q/dP85Xun9s+3okV4QIDDKAl7SMMqj\no20ECBAgQGDSBaqy8ZAy/c5gmJ4rOx876Rz6T4DA4AUkSIM3dgYCBAgQIEBglQJbS/dV8VtH\nd7u2zN794k65fJWHsRsBAgR6FpAg9UylIgECBAgQIDBMgfnvHD15d6nuH8nR14d5buciQGBy\nBSRIkzv2ek6AAAECBEZWYGu18Wfjh2Bftbt0To/fO/q3kW2ohhEg0DoBL2lo3ZDqEAECBAgQ\nGH+B3WXjjaIXT9/e2fl3498bPSBAYJwE3EEap9HSVgIECBAgMCECkRj9/YR0VTcJEBgxAXeQ\nRmxANIcAAQIECBAgQIAAgfUTkCCtn70zEyBAgAABAgQIECAwYgISpBEbEM0hQIAAAQITJ1CV\nzkzV/eVjqnLgxPVdhwkQGDkBCdLIDYkGESBAgACByRLYWqb/pFPKn02Xcshk9VxvCRAYRQEv\naRjFUdEmAgQIECAwIQJx5+g344dgn1GV6gE7OuXbE9Jt3SRAYIQF3EEa4cHRNAIECBAg0GaB\nmWr60dG/l5fSecK2ztyHh9DXbpzjgCGcxykIEBhjAQnSGA+ephMgQIAAgXEVmKmm7tcp1Vuj\n/f/3gs7Odw64H4+M438m4tqIqyO+GvHsCE/SBIJCgACBURQ4IxoVPxheDhrFxmkTAQIECBDo\np8AJVbnN1qp7xZZq+k/6edwljvWqWH9NRNypKveKuFvEb0VcFnF2RN5VUggQWJtAfIVwz7Xs\nKWs7jL0J/K+ABOl/LcwRIECAQMsFNlfdu0Vy9IdxORXvZhhoeVgcPe8anbrIWTbHum9F/OEi\n26wiQGBlAhKklXmp3YOABKkHJFUIECBAgMAKBT4e9V+9zD5PjG2XR3jUbhkkmwj0INCqBMl3\nkHoYcVUIECBAgACBsRS4S7T6X5ZpeW47LOIWy9SxiQCBCROQIE3YgOsuAQIECBCYEIF8fC9j\n1zL9nZvf5npoGSSbCEyagP9BmLQR118CBAgQIDBMgapsjDfW/c6Wqhw1zNPGufLlR1+I+Oll\nzpvbror4+jJ1bCJAgACBdRDwHaR1QHdKAgQIEBiwQLyEIX4I9s3xxrpLj6vKsQM+22KH/+VY\neWXE7RbZeJNYd0HEny2yzSoCBFYm0KrvIK2s62oPSkCCNChZxyVAgACBdROI5OhP83XeMT15\nnRqRj9idGfGDiGdF5HeNToh4fMT2iP+I8BMbgaAQWKOABGmNgHa/oYAE6YYm1hAgQIDAGAts\nqaaeH8nRNZuqqfuuczcySXpmxDci8rG7jHxzXf4u0oERCgECaxeQIK3d0BEWCEiQFoBYJECA\nAIHxFYg7Rk+N5Gh2c7Xx50aoF5koHRexJcJrvUdoYDSlFQKtSpD8D0QrPpM6QYAAAQIERkMg\nXshwv2jJn0c8aUdn1/tGo1V7WpF3ji4eofZoCgECIyogQRrRgdEsAgQIECAwngJzF+4uGx8e\nydFZ49l+rSZAYNIFJEiT/gnQfwIECBAg0EeBbZ3ytfjpoQiFAAEC4yngd5DGc9y0mgABAgQI\nECBAgACBAQhIkAaA6pAECBAgQIAAAQIECIyngARpPMdNqwkQIECAwLoLbK66d4i31X3miKoc\nsu6N0QACBAj0SUCC1CdIhyFAgAABApMkcEJVbrOxlA/Gq+G+/P1OuWKS+q6vBAi0W8BLGto9\nvnpHgAABAgT6LjBTlVuUMv2hSI4+tq3sPL3vJ3BAAgQIrKOAO0jriO/UBAgQIEBg3ASOr8rW\nTpn+SLT7PyM5enTplF3j1gftJUCAwHIC7iAtp2MbAQIECBAgcL1APFY30y3TH407R1+M5Ojh\nkRzNXr/RDAECBFoi4A5SSwZSNwgQIECAwKAFpkr3hXGO8yM5+vlIjq4d9PkcnwABAush4A7S\neqg7JwECBAgQGEOBbWX2V6LZOyM5iptICgECBNopIEFq57jqFQECBAgQ6L+Au0b9N3VEAgRG\nTsAjdiM3JBpEgAABAgQIECBAgMB6CUiQ1kveeQkQIECAwAgLbKrK0Vuq7l1HuImaRoAAgYEI\nSJAGwuqgBAgQIEBgfAUiOdqysUyfGxcJTxvfXmg5AQIEVicgQVqdm70IECBAgEArBY6rys2n\nyvTHonNfvbbMPqWVndQpAgQILCPgJQ3L4NhEgAABAgTGWODQaHveATot4oiI7RHvnI9F30K3\npSq32hA/AhsbPxev8n6YV3mHlkKAwMQJuIM0cUOuwwQIECAwAQK3iz6eH5Gv5f5ExBsivj0/\nPTumB0bsVU6opm/bKd28c/TpSI5+QXK0F48FAgQIEBiywBlxvvxr3kFDPq/TESBAgED7BPL/\nSy6M+PuI/RZ0b0ssXxDxlub6Y6pyk61V97sz1fS74/+Nus1t5gkQINCDwHTUyWvZU3qoqwqB\nngQkSD0xqUSAAAECPQg8I+pcEnHAEnXvGet3R2ytt2+uyv7xxronxeXNxnqdKQECBFYg0KoE\nadIesdtXf/P/GA6P2H8FHwhVCRAgQIDAKAn8dDTmHyN+vESjPhHrvxFxn3r7jk65Zntn9k3x\nWN2uep0pAQIEJlVgXwlDG1yOik68K+L7EVdEfDQi/3q2WMlntrPeby+20ToCBAgQIDAGAjeK\nNn5vH+3M7Yfso47NBAgQmEiBtidIB8eofjriERF5d+jiiHtH/FvESyIUAgQIECDQNoGvR4fu\nuEynDuwcUm4V27OeQoAAAQILBNqeID0n+nt8xAsjjos4MeIuEf8d8byIV0YoBAgQIECgTQJ/\nG515YMTdF+vU4X+08cwt3+8ecNS/73nL3WJVrCNAgACBFgt8MPr2nYiFv/eUvw2Rd5HybRuZ\nRNXlDjGT636/XjGkqZc0DAn6/2/vTuDkqOv0j/9qZnoSAgQIBEkgJDMRBJRDUC4FcSUouqCg\nKOqq4M2uN6KLu4uo6B+F9VwXFNFFBfFCBA9gBXHlFgQ5BMVMDkKEcB8BMlf9n2fSDZ1Od0/P\nTHV3VfXn93o96e6q6qpfvavT09+uo1kMAggg0CEC39B6+pDxI5XS38BNN/9K9yX9I4XRrS7s\nPq1DHFhNBBBojUCuLtLQGrL2LeXPWvRPaizex17/SfGVfHwInhsF0loH/kUAAQQQyLaAjxA5\nUfGFGh5Tlm56fNdw/3BhdMsf9pyqxzQEEEAgSQEKpCQ1mzyvX2v+Dyu1rkq3tcYtV/wHxBdu\noEASAg0BBBBAIDcCm+oM3EO2vqLnVwtHC2v613S/NjdrxooggECaBHJVIOX9HKRL9crx4XSf\nU+ZWeRX5dyIWKf527VeKj9mmIYAAAgggkBeBh7XX6ODpL4peHKL44IFpIz/Ny4qxHggggAAC\nkxPwnqPbFJ9X5N928LHY1Zr3HD2keDrnRKWVjXOQWqnNshBAAIEOElgY93xsflyod1W7DtJg\nVRFAoEkC7EFqEmwzZvuUZrqX8lXFh9INKtXaTRr4AuWiaiMZhgACCCCAQFYFFkfDX1gWDd2Y\n1f7TbwQQQACB5go0ckihLwO+c3O7sd7c2YO0HgkDEEAAAQQQQAABBDIikKs9SKVLf2bEfsrd\n9BXrxmv+YVkaAggggAAC2ROIw7QQhTXZ6zg9RgABBNIj0GkF0njyx2iC9yqnKaePN3Gd8b46\n3o+UQp1pykdtUf6A+wgggAACCExUYH7cs09PiC6I49GjBqKRX070+UyPAAIIILBWgAJp3VfC\ns/RwF8W3U2n+cT4XSN7d2EjbUxP1NTIh0yCAAAIIIFApsDDuPiwO0dm6ytBZA2GE82krgXiM\nAAIIIDBpgaQKpIl2gHOQJirG9AgggAACYwJ9ceF9/XFhuC/u+QQkCCCAQJsEcnUOUpsMWWyF\nAAVSBQgPEUAAAQTGEdAuo7649wsL48Kgbv9pnKkZjQACCDRTIFcFUiceYreZXh3+8dhpyuPK\nw8pqhYYAAggggEBmBPpD4WtRiN8Sh/jgJdGQfxidhgACCCCQgEAjl71OYDFtn4V/IO9byirF\n5wctUe5QVigukhYr31BmKzQEEEAAAQRSLzAaot8PhWjfgWiY4ij1W4sOIoAAAukSOEHd0Xmr\nY1mm26uUXyjnKr9WrlX+rnia+5U3Ka1uHGLXanGWhwACCCCAAAIIIJCUQK4OsUsKJa3zOUId\nc+HjQmj3Op2MNG5/xb+B5On3VVrZKJBaqc2yEEAAAQQQQAABBJIUoEBKUrPJ8zpb8/fhcz7f\nqJHm85MeVabyG0iNLKdyGgqkShEeI4AAAgg8LbAgLuw9Nw4znh7AHQQQQCBdArkqkPJ+DpJ/\n0+hqpdFfFX9I096s+IdeaQgggAACCLRdoD/u/ZT+WF8xPRR2antn6AACCCDQAQJ5L5B8btEe\nSqHBbek9SC6qfAEHGgIIIIAAAu0TiMM0/b7RObpS3UdCGH31QDR0ffs6w5IRQAABBPIi8Gat\niM8pukDZq85K+Ryk/RRfsGFYeZHSysYhdq3UZlkIIIBAygUWxGEr/b7R1Qvj3uX6IdhdU95d\nuocAAgjk6hC7vP8O0jl6vW6pnKQcotyt+NLeDyg+12imMkuZr8xRXBwdq1yp0BBAAAEEEGi5\ngAojHfkQna/v91aMhME9l0bhnpZ3ggUigAACCOReoF9r+APFBZL3KJXHPxJ7p3KqMk9pR2MP\nUjvUWSYCCCCQQgGdc7RSRdJZ+kvV6AWGUrgWdAkBBDpMgD1IGdzgA+rzG4v99l6jTZTpin84\n9hGFhgACCCCAQCoE1oTBne+Oxo50SEV/6AQCCCDQaQJ5P8Su2vb0oXUODQEEEEAAgdQJUByl\nbpPQIQQQ6DCBvF/FrsM2J6uLAAIIIIAAAggggAACUxGgQJqKHs9FAAEEEEBgkgIL4+6Dda7R\nZTrXqHuSs+BpCCCAAAJNEKBAagIqs0QAAQQQQKCmQByivrjn3+LQdeFoiK4MURipOS0jEEAA\nAQRaLtCJ5yC1HJkFIoAAAgggYIFZcZi5Weg9SxdTfVkcRl+/JBo5DxkEEEAAgXQJUCCla3vQ\nGwQQQACBnAosiMMOXaH3Z/qdiWgkDO21LAq353RVWS0EEEAg0wIcYpfpzUfnEUAAAQSyINAX\nF3btDoXrohD+8rB+/JXiKAtbjT4igECnCrAHqVO3POuNAAIIINAygcEw9MC0UPjQQBj8js45\n8o+V0xBAAAEEUipAgZTSDUO3EEAAAQTyI6DfNloRwtC387NGrAkCCCCQXwEOscvvtmXNEEAA\nAQQQQAABBBBAYIICFEgTBGNyBBBAAAEEagro2t39cc9H5sc9L605DSMQQAABBFItwCF2qd48\ndA4BBBBAICsCW8Vh9ozQ+31dwnuvrhAfkpV+008EEEAAgXUF2IO0rgePEEAAAQQQmLCA9xip\nOPqTrr8weygM7bEkGv79hGfCExBAAAEEUiFAgZSKzUAnEEAAAQQyKLBBOCJs0Bf3fro7RP8b\nh/jHi8PQPndFYXEG14UuI4AAAgggkCqBd6k3vuzrhqnqFZ1BAAEEsi0wXd3fTtk6wdXwF4vv\nV+5Q4jmX9sR9jxSGZn2+6ysJLoNZIYAAAlkT6FWH/Vl2n6x1nP6mV4ACKb3bhp4hgED2BLZQ\nl89UViv+g+38TXmbMpXWrSf/THlI+YSy19ZX9Xy5sEdwcfS44mXSEEAAgU4UoEDqxK3e5HWm\nQGoyMLNHAIGOEdhKazqg3KS8Rpmr7KCcoDypnKJMtn1MT7xf2b7KDPbQMBdJR1cZxyAEEEAg\n7wIUSHnfwm1YPwqkNqCzSAQQyKXA+Vqra5QNqqydL709rBxYZdx4gyJNsFL5QJ0JP6NxN9cZ\nzygEEEAgrwIUSHndsm1cLwqkNuKzaAQQyI2AzzUaVfaus0a6DHc4r8749UfFIdp2Wc8Jm53Y\n7UP1tlt/gqeH7Kt7nmba00O4gwACCHSGQK4KJK5i1xkvWtYSAQQQ6ASBXbWSPozOe5Bqtcs0\nYrdaIyuHz4vD3P5QuKRnXvSxwVtde4WRymnKHpfG8be1DIW7CCCAQNYEeBPP2hajvwgggAAC\ntQRcoPhCCvX+tvkH0kuFTK35jA3vj7sP7w2Fm3Vs3UaDg0O7rf5J7POPXlbnSR73F8VFGg0B\nBBBAAAEEpiDAIXZTwOOpCCCAQFHAV6/zOUaL6oj4HKWz64wP/XHYpC8u/E9/XBjuj3tP1EFz\nLrrcPq3crfjCD5Vtew3w1e18CXAaAggg0GkCuTrErtM2XlrXlwIprVuGfiGAQNYEvqMO3664\nWKpsR2qAC6gXVo4of6zC6BoVRn9ZEBf2Kh+u+z636HLFRZLft/uV7RRfuMF7l3wJ8Hp7rzSa\nhgACCORSgAIpl5u1vStFgdRef5aOAAL5EZipVbleuUvx3hwXOYuUMxQXRx9S6rb5cdhxm7jq\nVfD8PBdJ3pN0n+ILMjgrFV8CvLSnSXdpCCCAQEcJUCB11OZuzcpSILXGmaUggEBnCPgS3ycq\nSxUXMEPKbxWfI5RU856ibZVtFF8CnIYAAgh0sgAFUidv/SatOwVSk2CZLQIIdLzAdAlUPext\nQRyma2/RnI4XAgABBBCYukCuCqSqfzSmbsQcEEAAAQQQSIXAU+rF2PW5y3vTF/fs1xV6b+4J\nvd8uH859BBBAAAEEKJB4DSCAAAIIdIzA7DhstDAufC0K0eVRiH8Xh0FfuIGGAAIIIIDA0wL+\nPQgaAggggAACuRfQXqNFUeg6QyclaY/S6EGLo+FLc7/SrCACCCCAwIQF2IM0YTKegAACCCCQ\nNQFduvvr2mt0URzin68OgzsPUBxlbRPSXwQQQKBlAuxBahl1Wxe0n5bu3+nYo9iLG3T7VeX3\nxcfcIIAAAnkXGNQhdfurMLoy7yvK+iGAAAIIIJAHgWZexe4EAY0oP1TeUYzve5jH0RBAAAEE\nEEAAAQQQmIpArq5iNxUInpucQLMKpMPVxUHlVVW66mEed1iVcQxCAAEEEEAAAQQQQKBRAQqk\nRqWYrmGBZhVIf1QPTq3TC4/zNDQEEEAg8wIL4sJeOtfoJl2M4d8yvzKsAAIIIJAtgVwVSFyk\nIVsvvon0dmNN/Hzlx3We5HGextPSEEAAgUwKbB2HzXXp7m/oD9pVWoFbB8Pw6ZlcETqNAAII\nIJAKAS7SkIrN0JROzCjO9ZE6cy+N87SP1ZmOUQgggED6BOIQ9YXCO1UY/b8QolUjYfTAZdHw\nb9PXUXqEAAIIIJAlAQqkLG2tifX1Pk3+gLKXckeNp3qcp/G0NAQQQCAzAvPjMKc7FM6PQtgp\nhPjTi8PQl0MUhjKzAnQUAQQQQCC1Ahxil9pNM+WO6YcQw3cVH4s/s8rcPMzjPI2npSGAAAKZ\nEegOYSN19oanwtCO+sHXUyiOMrPp6CgCCCCAAAINCTTrIg0ugm5TblJeoujL1rH4vod5XLXi\nSYNpCCCAAAIIIIAAAgg0JMBFGhpiYqI0CDyqTvhHYm9XLlOeKMb3PczjPA0NAQQQSK3AvDjM\nTW3n6BgCCCCAQO4EOAcpd5t0vRV6UEPeqHxI2VPZTdHRKWGVsrXi8TQEEEAgdQIqjBb2ht7/\n1DlGB28TD81ZEfF+lbqNRIcQQAABBBBokkCzDrEr7+6BerBc8V6kPyh/UWLl58oshYYAAgik\nQmBWHGb2x72f16W71yiX6/eN/MUODQEEEEAgvQK5OsQuvcyd1bNmF0gvFueg8kXFJzaX2s66\n43ORXDBNKw3kFgEEEGiLQBwKfXHhfSqK7lOBNNAXd7+uLf1goQgggAACExWgQJqoGNOPK9Ds\nAukW9eCMGr2YreH3Kh+sMZ7BCCCQXQF/8VH6TbTUr4UKo8v648KDfXHPsdq/zZc2qd9idBAB\nBBB4WoAC6WkK7iQl0MwC6bnqpA+lm1+ns5/RuKvrjGcUAghkS+BN6u4fFf/fd/6mfFRJ9Xmn\nKo5esE3MIb/aTjQEEEAgawIUSFnbYhnobzMLpFdp/VePY3Ckxv99nGkYjQAC2RD4qrr5pHKy\n4sNrX6gcp9ynXKwUFBoCCCCAAAJJClAgJanJvMYEmlkg7a0l+IdgN6lj/WGNu7XOeEYhgEA2\nBF6vbj6lvKhKdxdomL8I+XSVcS0bNDcO87Sn6Ovz456XtmyhLAgBBBBAoNkCFEjNFu7A+Tez\nQPK3xf7muNY5Rr7kty/UoEvp0hBAIOMCPlT2S3XW4e0a50v7t/xQOxVGW6gw+qLOM3pKuX5+\nHHas009GIYAAAghkS4ACKVvbKxO9bWaBZIBjFF/e+2A/KGt+MZ+p3K9sVTacuwggkD2BSF32\n1SoX1en6HI3zOUk71Jkm0VFrL9nd80kVRY/qynR3jF2ZLg7uKw0BBBBAID8CuSqQWv4tYn5e\nB5lak9PUW/8S/S+Uy5VrlZnKIYpf0K9U7lGSbF2amT+MDSn+UVoaAgg0V8BFhzNSZzGlcf7/\n2fTWF/e+Pgrx6erWY6Mh/vCSMPg/6mGpD01fPgtAAAEEEEBgMgIt+SM5mY7xnMQF/kNz3EPx\nJb99u7XyFeU5ynVKUm26ZuSr4rngWqHcqyxR/kXhW2Mh0BBokoDPNbxZObDO/D3uMcVXtWtB\nG3lS/+mPHwiD2y2Jhs6kOGoBOYtAAAEEEEAgJwLNPsSuVUwujq5Q7lK8Ttspz1U+rjyifE+h\nIYBA8wSO1qxdAPlHoCubf/PMX1b4B6NpCCCAAAIIJCmQq0PskoRhXpMXyEuB9AURLFOqnc+0\nq4Y/rhyl0BBAoDkC3kt7tvKwcqziPcQLlKMU/9+8RpmhJNb647BJf9xzvM4t8iG7NAQQQACB\nzhSgQOrM7d7Utc5DgVSQkPcSvaWO1Oc07oY64xmFAAJTF3CR5KtWLld8QQbnAeVkZQMlkear\n0i2Me0/Sleke1u3yBXHPyxOZMTNBAAEEEMiiAAVSFrdayvuchwJpBxn7g1i1vUcl/n/QnWGF\nc99KItwi0FwBn2s4X+lOajG6PPccFUX/qTyuwujOvrjwDv3P9xckNAQQQACBzhXIVYHU07nb\nkTVPWMDFkVu94sfjStONTcw/CCDQVIG7k5y7iqF36j/xf2mef9OVut+9OAz+kAsvJCnMvBBA\nAAEE0iBAgZSGrZCPPizWajykvEL5do1V8rg/Kr7aFg2BtAp4j4svi3+PsiStnWxHv3Ts3k2j\nYfSIJWHkFyqM+LKjHRuBZSKAAAIIINAhAnk4xM6b6jPKSmVbP6hoe+nxk8obK4bzEIG0CByg\njtyo+IN/KeNdNluT0hBAAAEEEOh4gVwdYtfxWzMlAHkpkPyf438V/zDsh5XnKy6MXDitVk5T\naAikUeAwdco/aqwfNQ0+n86v5e2Vryk+b+5IJfdNF16YoXOLjtG5RX/W4XTvy/0Ks4IIIIAA\nAkkJUCAlJcl8nhbIS4HkFSooH1eWKqVv4W/R/bcpNATSKLCZOvWg4h9TrtaO08BHFf+OUC6b\nCqN5/XHv51UcPbgwLtzXF/d+Zts42IWGAAIIIIBAIwIUSI0oMc2EBPJUIJWv+Ew9SPQ3V8pn\nzn0EEhLw/7+VSq1zMn1xkaXK+5VcNRVCu6gg+qEypOLoFl+RbkEcpudqJVkZBBBAAIFWCOSq\nQKr1gaAVkCwj/wL+1p2GQNoFdlYHr1F8KF215ouKXKU8r9rILA/rCvFHdTU6fYkx+oqBaPjS\nLK8LfUcAAQQQQCApAQqkpCSZDwIIZFVgjTo+3g+oerx/bDVXbXE09NZcrRArgwACCCCAQAIC\n9X6zJoHZMwsEEEAg9QLeO7SfMqtGT32o6EsVT5etFofuvrj7UB1Cd65+4LUvW52ntwgggAAC\nCLRHgAKpPe4sFQEE0iNwobqyXDlT8THU5c172c9Q7ld+Wj4izfd1HtECX2hhYehd1hW6fqS+\nDuo3jPw7ZTQEEEAAAQQQGEeAQ+zGAWI0AgjkXsDnHr1W+Y1yvfLfyoCyQDlGmaMcpAwqqW7e\nW9QVuv85DvEi/Y7r7bqM5CmDYeh7K6Kxq/Sluu90DgEEEEAAAQQQKBfI61XsyteR+wikXWBL\ndfBLyhLF5yUtVb6qbKWkvvmy3LpU90pdje478+OefVPfYTqIAAIIIJAnAR+B4Z932SdPK8W6\ntFeAAqm9/iwdAQQQQAABBBBAYPICuSqQOMRu8i8EnokAAgi0TiAOhf7Q/fIQuv2jy9FANPi6\n1i2cJSGAAAIIINA5AhRInbOtWVMEEMiggA+X6w7Rm3WRhder+xsrF+h3i76cwVWhywgggAAC\nCGRCgAIpE5uJTiKAQKcJ9MfdunBE9yk6pHu+1v1yHdj98RCGfjoQhUc6zYL1RQABBBBAoJUC\nFEit1GZZCCCAQIMC2mP0xGgY/fpQGD5XV6G7u8GnMRkCCCCAAAIIIJALAS7SkIvNyEogMDGB\neXFY2BcX3jcrDv4xWhoCCCCAAAJZFeAiDVndcvQbAQQQaLfA/Djs2BV6Du8K0eG61sLuOnTu\nDp1Y9MsHQ3i03X1j+QgggAACCCAQAofY8SpAAAEEmiwwOw4bbRx6P6HFHK5D556j84puGw3R\nz/T46CXR4M2TXPw0Pe9Fin+nyYfgXaUMKTQEEEAAAQQQmIIABdIU8HgqAggg0IiA9hDNVVG0\nl/KdOAyfpwst3NnI8+pM806NO1nxVe3uV/wjtw8oH1HOUWgIIIAAAggggECmBTgHKdObj84j\nEEJfHJ7VHxeO7ot7d2myx3Ga/1PKh5UNi8tyoeQ9VN6D9O7iMG4QQAABBBBolUCuzkFqFRrL\nqS9AgVTfh7EIpE8gDt0L4sLe/XHvp1QYXauMKvf2xd3N/AHXPkEMKm+sAfJeDV+tPKvGeAYj\ngAACCCDQDIFcFUhdzRBinggggEBuBeLQo0LoO/2hsEpvoFfpsLlXxiG6ZDSEfQbC0Jwl0chP\nmrjuR2ref1F+UGMZ39Dw+xT9hhINAQQQQAABBCYjwDlIk1HjOQgg0MkCcRSiu3X1uQ88EQYv\nuScaK0ha5bG9FnRDnYWpW+FGxdPREEAAAQQQQGASAhRIk0DjKQggkFOBOBQWhp49VWW8TJfg\nPlBXnLtucTT00XXWNgoji8Pgv68zrHUPHtOiFoyzuM00/tZxpmE0AggggAACCNQQoECqAcNg\nBBDoDAH9UOuuOkzuH7VX6ACt8b4qjqarMLpRh839Rlc8+F7KFH6r/rhPvmrdqip9m69h+yqf\nrjKOQQgggAACCCDQgAAFUgNITIIAAvkVUGF0rgqiJ1QY/S4Oo18bCSO/Xx6Fh1K6xj9Xv/6q\n+Byk1yjeo1Rq3nN0rnKNcllpILcIIIAAAgggMDEBCqSJeTH1MwIzdNffYvuEcF81i4ZA6gTm\nxWFuT+h9kfYQvVhZviQa/s/KTg5EgztWDkvxY10LIhymXKzcoZylLFMWKm9T7lFertAQQAAB\nBBBAYJICFEiThOvgp/k3Xk5WFil+/Ywov1H+VblJoSHQNgFdcntn7QU6qCt06UdZw96KaqT4\nEe0luno0RFe0rWPJLtgF0e7KMcqhyuHKSuUk5ZvKGoWGAAIIIIAAAgg0LODDUBYoz1G2Vko/\ntKi7bWtZ+R2kl0roCeV8xfd9vsMByk+VJ5UDFRoCbRNYGPfetjAu3KrLcH9L5xa9ywVTiAM/\nZ9C2LcKCEUAAAQQ6RKBX66mj1cM+HbK+uVjN52stvqX4pGZvvMos1jD/fshspR0tCwXSRoL5\nu/LlGkCnaLh9N64xnsEITE5AV5bzhRRU+Bylwue/dHu1bmu9Die3DJ6FAAIIIIAAAlMRoECa\nil4bnnuCllkqiHxoylXKLxSfzPxr5VrFH/w9zf3Km5RWtywUSEcJxecbTa+BM03Dff7DO2uM\nn8xg/2fznipvE996GbROENAl5FQUfUWF0I0qiNZoz1Cs3K09Qhf0xz0njO0Z6gQH1hEBBBBA\nAIFsCFAgZWM7jfXyCP3rwseFkI/Zr9Uijdhf+YPi6fdVWtmyUCB9RSA/Gwflxxr/3+NM0+jo\nt2pC75EaVO4u3rpAO1qhZVxgQRymz48Lu6sIeqtuvYd33aYCSUXQ5xbGPcf1xT0HLYzHLgiy\n7jQ8QgABBBBAAIG0COSqQOpJi2qT+vEazXdA8W29E5ddFP2fcpCyTPGH86sU2jMCNhrvXA6P\nH33mKZO+9z4984uKf4zTBdfjig/xe49yurKJwiFWQshE0zlA/aH3DerrbsqO+jZiJ104oU8X\nTvDrZWU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QQQQAABBBBAAAEEOkrg2Vrbx5XlykxlE2WF4mEeR0MAAQQQQAABBBBA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", + "text/plain": [ + "Plot with title “Known cubic with noise”" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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BBBBAAAEEqiTQ5pp3bJux\n7AIv1WWv9t6/Ss1GqRkSpChdrRL6aqNMbYqmEurWqgoJUq1kaRcBBBBAAAEEEKixQLtr+cfA\nk87/j5Kj9xWWLCStkCAl7YrX4XxJkOqAzCEQQAABBBBAAIFqC7Q6b0RbV7or1WfOeCVHZ1S7\n/Yi0F6sEyd7aRlksYLfg2YsdLlNcvnh12XN9tcexinSJe25YYj2qIYAAAggggAACCIRIoMlL\nnzDztm+/7ub2WUPd6snnxxCdVbK7QoK05PW3lzeso7BpT8pA7byjwrLpUkpPj1fKMaiDAAII\nIIAAAgggUEWBwc5bXg+yHzjtp+fa92verld7f1DF5mkKgVAIVCtBKvdkuMWuXDHqI4AAAggg\ngAACDRZYznlLr/zIDpfo1jp7tfemDe5OIw/PLXaN1K/xsaeofQsKAggggAACCCCAAAIFBaal\nvBme91BKlfR671QSX+9d0CeqG7nFLqpXjn4jgAACCCCAAAIINFjA2dfGHKQ4vMEd4fBVFEhi\ngrSs/OwZod6KWYpPFLMVFAQQQAABBBBAAAEEyhE4VJU/Vej5IwoC0RJYX929WvGhwr4UNjvG\nat0VikGKRhSeQWqEOsdEAAEEEEAAAQQqFnD6Dk33ruJnFTcRnx1j9QxSfC5L/jP5hTb5CZHe\nT++NVtyr+IvifsUzCn2p16I6UzXdT1HvQoJUb3GOhwACCCCAAAIIVCjQ4dKHN63+1iH6+DhH\nsXyFzcRpNxKkCF3N76ivlhxZIrRBgX7bw3VbKvSA3aL6mxWoW4tNJEi1UKVNBBBAAAEEEECg\nygJtrmWdDtfiUv1nPq+PjXYHEqX7q23sM/dIMMIvcLO6aLfP2fNGpRR7PklvI6n7l3yRIJVy\ndaiDAAIIIIAAAgg0WKDNpa9f5bHtn1VyZK/2/nKDuxOWw8dqBKlXWFRr1A/70tenFPNKbH+6\n6r2iGFxifaohgAACCCCAAAIIJERgmPNW0YfnfT867DJ70dfDerW3fUEsJWYCcU+Q7NmiDRXp\nEq+bjSBZUvVmifWphgACCCCAAAIIIJAQgWav5ZgF7602vvPt1b+mU/59Qk6b04yZwP46H7sf\n8h7FJgXOzZ5B2kJhL2zoVGyuqGfhFrt6anMsBBBAAAEEEECgTIFVnde33aU/7rPDQ3rZl9Mv\n0519fqR0C8TqFru4fw/SKF2zFRVnK3ZTTFJMVHyssGeNllYspximWEVhydGJiicVFAQQQAAB\nBBBAAAEEFgks5aUP9uYutXDuwzvYL931luSU/RKegkBkBdrV81sUliDZD3Mw7Eti31JcoFhN\n0YjCCFIj1DkmAggggAACCCBQooBGj47sd/D11+lj5DRFvxJ3S0q1WI0gJeWiBc/TRo0sERqu\nGBjc0MB5EqQG4nNoBBBAAAEEEECgNAGnl3m5c0urm6hasUqQ4n6LXa6fTLu1zoKCAAIIIIAA\nAggggECJAm47VVxTsWuJO1AtogJxf4tdRC8L3UYAAQQQQAABBBAImcAJ6s+devbovZD1i+5U\nWSCJI0hVJqQ5BBBAAAEEEEAAgXgLuC/p/HZRbBbv8+TsTIAEiZ8DBBBAAAEEEEAAAQRyCAx2\n3vLNXvOXxqe8A7X5KY0ePZ2jGqtiJkCCFLMLyukggAACCCCAAAIIVEegt5c+b+GkVVvV2kjF\nAdVplVbCLsAzSGG/QvQPAQQQQAABBBBAoO4Cw5y3ir4J9ntTvnvz+zq4xd/q3gkO2BABEqSG\nsHNQBBBAAAEEEEAAgTALNHktx3V9ttS4z57cfHv18/e6va4rzP2lb9UTIEGqniUtIYAAAggg\ngAACCMRAYJDz+uv7jo748MhL7Jmj3gp9QSwlKQIkSEm50pwnAggggAACCCCAQEkCA7z0YRox\n+mz2DQdurB2u0PysknakUiwESJBicRk5CQQQQAABBBBAAIGqCDh7y3Pq+E8uOP5+z6WGq81L\nqtIujURGgAQpMpeKjiKAAAIIIIAAAgjUWmA1z1sx5bmp0049u1XHulXJ0qRaH5P2wyXAa77D\ndT3oDQIIIIAAAggggEADBd5LeZM9b/7B6sIrig0a2BUO3SABRpAaBM9hEUAAAQQQQAABBEIr\n8GP17DGNHr0Y2h7SsZoJMIJUM1oaRgABBBBAAAEEEIiegFtFfd5PsVf0+k6PqyHACFI1FGkD\nAQQQQAABBBBAIC4Cx+hExinui8sJcR7lCZAgledFbQQQQAABBBBAAIEYCrS5lnX03Ud9dWpH\nKC7S7XUuhqfJKZUgQIJUAhJVEEAAAQQQQAABBOIr0Oa8L+nNdS82r/3qKTrLhYo/x/dsObNi\nAjyDVEyI7QgggAACCCCAAAJhFGhRpzoUXYqxik5FRSXlpU9ynU2jO19de3818CeNHs2tqCF2\nQgCBqgno25o9G8btV7UWaQgBBBBAAAEEEIingN0G9zvFDIV9frL4WPErRVpRVhnivMEdLj2v\n34E3/FZNzVasUFYDVDYBS1btOoy0BQoC1RAgQaqGIm0ggAACCCCAQNwF+ugEn1a8o7A3za2k\nWFXxA8X7igcUZd0hpeTognaXflWf759T/FH7U8oXIEEq34w9igiQIBUBYjMCCCCAAAIIICAB\njfJ44xUr5tBo1bqpihNzbMu5aqjzllWCNHPgWb84W8mRbtFz7TkrsrKYAAlSMSG2ly1AglQ2\nGTsggAACCCCAQMIEmnS+divdwQXO+yRte6vA9iU2dbjm09pdy7tequt+JUe3LbGRhXIEYpUg\n8Ra7ci49dRFAAAEEEEAAAQQaJbCaDryc4vECHbBtqyvsOaWixXm9Np0xau9rPJf6uiqfX3QH\nKiRCoKx7NBMhwkkigAACCCCAAAIIhFFgQaZTNlqRr/jbSnqj3bjU/G/ojd7Xq7F/6c11egaJ\ngoDnMYLETwECCCCAAAIIIIBAFAQmqZMTFUpq8hbb9qJift4aS2xwg7VoL3tg9GgJFxYQaLwA\nzyA1/hrQAwQQQAABBBAIv8Dx6uJ0xVdydHVzrbPvL7KEp8TilBi5/ypSJe5AtdwCNnLHa75z\n27C2QgESpArh2A0BBBBAAAEEEiVgdz+NUsxUnKPYVrGD4kLFZ4o/KEosbml9pv9UcVCJO1At\nvwAJUn4btlQoQIJUIRy7IYAAAggggEDiBGy05xDFCwp71shup3tKsbeiaLFXe6/gvAFKjH6q\n0C17Ll10JyoUE4hVgsRLGopdbrYjgAACCCCAAAIIhEnAbuW6NhM2omTLFiWVtJe+r/+c3g9P\n7f5y2Yv1cgb/5Q8l7a9K9h1MIxVLKV5X6EtmKQggUG0BRpCqLUp7CCCAAAIIIIBAloC+92jb\ndpfubF7nZRs9stvrdJtdycVeHX65wkatZig+UFhi9oxiLUWSS6xGkJJ8IcN07iRIYboa9AUB\nBBBAAAEEYimg5OiR1oXpm5XXvKY4r4yTtLuuHlWMU+yosJErK+2KOxWfKEYoklpIkJJ65Wt4\n3iRINcSlaQQQQAABBBBAoNWlN1GC1NXn6w8co+RonmLVMlSOVN1pCvuy2uxiz0Tdq3gse0OC\nlkmQEnSx63WqJEj1kuY4CCCAAAIIIJBIgQ7XcrfiLiVGoxVXlolgL4E4p8A+62qb3W6XK4Eq\nsFtsNsUqQfKHB2NzdTgRBBBAAAEEEEAAAQSCAu2uZW3nud0+POxP/9D6TRTlfjHsGtrH3pqX\nr7yiDfZsktWjRFyABCniF5DuI4AAAggggAACCBQTcNvrbXX/mHn1oXuo5h2af6vYHlnb7XuX\nls1aF1zUa8M9e07J6lEQQKAKAtxiVwVEmkAAAQQQQAABBPIKpOevp7vguhQb5q2Tf8N12vRI\n/s3eD7VtuiJdoE6cN8XqFrs4X6gonRsJUpSuFn1FAAEEEEAAgQgKuFFKjh6qsONf0n5zFafn\n2H9jrdMrwz29OjyxhQQpsZe+didOglQ7W1pGAAEEEEAAgcQLOL2O2+kZIbdtDyi+qX3nKJ5W\nnKQ4SnGTwr5o1l76YG+zS2ohQUrqla/heZMg1RCXphFAAAEEEEAg6QLuUiVHz1ZBoU1tXKx4\nXqHvUvJuV+ykSHohQUr6T0ANzp8EqQaoNIkAAggggAACCRZwXlOH81ZUYrSSQrfHuT0TrFHr\nU49VgmRv26AggAACCCCAAAIIIBArgQ6v5UwlRSN1UnZL3HiFvgOJgkBxAV7zXdyIGggggAAC\nCCCAAAIREhjq7JXc7tgFY1tvVbftWaHz9IiQ3mBHQaC4ACNIxY2ogQACCCCAAAIIIBAhgWav\n5XjneVMnjHjdvrtolsJepkBBoCQBRpBKYqISAggggAACCCCAQBQE2p03UKNHxy2YPuB8r7P5\nR+rzhRo9mh+FvtPHcAgwghSO60AvEEAAAQQQQAABBKogkPKaj1VCNPO9VSbZa7d7K+wV3BQE\nShZgBKlkKioigAACCCCAAAIIhFlgkPP6Kzk6vnNuy3nevN4/UV//oGW7xY6CQMkCJEglU1ER\nAQQQQAABBBBAIMwC/bzmjZyXmjF+0Aez1c9BCiVIFATKE+AWu/K8qI0AAggggAACCCAQUoF3\nU52Pe2ecsbo3u99/1cXLNHo0LaRdpVsIIFBEgC+KLQLEZgQQQAABBBBAoDQBt5de0mBfDLty\nafWpVQWBWH1RLLfYVeEngiYQQAABBBBAAAEEQiNwqnpyjUaPPghNj+hIpAS4xS5Sl4vOIoAA\nAggggAACCOQXcDtr29qKPfPXYQsChQUYQSrsw1YEEEAAAQQQQACB6guMUJM3KiYp7C1zLyl+\nqlhKUXbRdx8Nzexko0f6UtjU+LIbYQcEEAiVAM8ghepy0BkEEEAAAQQQqKHAbmp7juJhxUGK\nXRU/V7yveFahL3otvbS59KEdrmWCnjnaUrFQsUbpe1OzSgKxegapSiY000MBEqQeArI7Aggg\ngAACCERCYIh6aSNGZ+Torb2W294+d0uObblXOS/d7lreUZyhxOhBxa25K7K2xgIkSDUGTmLz\nJEhJvOqcMwIIIIAAAskTOFen/IIilefUR2q9U7Tm2b7Eahs9anfpT5rXfWkb7dalWHeJCizU\nSyBWCRLPINXrx4bjIIAAAggggAACCGwugrsVlgTlKk9p5RTFZrk2LrFOo0cpL6Vb81IXd768\n7nHadp/mX16iDgsIVCDAW+wqQGMXBBBAAAEEEEAAgYoEemsve/6oULHtVq9gafPSen7JLTth\n88cfUMXTFcWTqoItshGBbgFGkPhJQAABBBBAAAEEEKiXgD1jZKNI+Yo9o9SqsHr5S3D0aPRm\nx6jiYxo9ejr/DmxBAIGoCfAMUtSuGP1FAAEEEEAAgUoEbJRHb5rztsuxsz2XdJviRYXN5y2t\nzhuhFzOMT2/7yAYaRepU6BkkSgMFYvUMUgMdOXRAgAQpgMEsAggggAACCMRawF7UYLfRnahY\nSWGPfGyouFfxqWIdRYnFXa/k6IkSK1OtdgIkSLWzTWzLJEiJvfScOAIIIIAAAokU+KHO+n2F\nvazBj39qfk1FicW1a9cFih1L3IFqtRMgQaqdbWJbJkFK7KXnxBFAAAEEEEisgD0Lv7bia4pV\nyldwVys54rmj8uFqsUesEiTeYleLHxHaRAABBBBAAAEEECgmoO8t8l4tVin3djdM6w9U7JF7\nO2sRqFyAt9hVbseeCCCAAAIIIIAAAvUScF5KL2awEScrP1PoO49S/1i0xB8IVFGABKmKmDSF\nAAIIIIAAAgggUBsBfe/RoSnPParb6oboCN9XnFWbI9Fq0gVIkJL+E8D5I4AAAggggAACYRfI\nfO+R89wf1dVTFK9r9OiesHeb/kVTgGeQonnd6DUCCCCAAAIIIJAYgQ4vfYiSo4GT9rnpFp20\nbq3z9k/MyXOiCCRUgLfYJfTCc9oIIIAAAgggUETAeb07XMuEDtd8um6vu0ihFzu4gl8kW6RF\nNldfgLfYVd+UFhFAAAEEEEAAAQQQ+KKAnj06XAlR37HfvvVmbf2v4mDdXmffnURBAIEYCzCC\nFOOLy6khgAACCCCAQGUCQ5zXR2+um9zumk9WknS+Qs8eOZ6hr4yzlnsxglRLXdpGAAEEEEAA\nAQQQQCAjMFgJ0YRxe4+yZ4+UHHkaTUrZ9ydREEAg5gKMIMX8AnN6CCCAAAIIINATAXeuEqX/\nKZp60gr71kyAEaSa0dIwAggggAACCCCAAAJLCLhBWjxacYRGjxYusYkFBGogwD2cNUClSQQQ\nQAABBBBAAIGqCZykliYqRlWtRRpCoIAA34NUAIdNCCCAAAIIIIAAAo0UcCvq6Ecp9DgCzx41\n8kok6diMICXpanOuCCCAAAIIIIBAyAVWdV7fNte8Y6abenudN17xl5B3m+7FSIARpBhdTE4F\nAQQQQAABBBCoo8DmOtZIRVrxiuJhxQCFfYnrVEVFZSmv5TQ1sIdeyLCNGjhScQijRxVRshMC\nkRbgLXaRvnx0HgEEEEAAgUQJDNXZPqnoVLygeEoxTzFfYV/gajFBYc8OlfXL+JWdN6jdpWe1\nufQBauYixWsK7ngSZMhLrN5iF3LrxHSPBCkxl5oTRQABBBBAINICy6r34xSPKoYpLHm5XTFd\n8bRijmJPxQmKjxT3KUpOkpQc/U5fDPuGt/xU+/4jtTVnX+1PCb8ACVL4r1HkekiCFLlLRocR\nQAABBBBIpMB5Ous3FX0zZ3+Mpp8o1sws36mpJU9W2hWWJJ1iC8XKas5bVQnSnIE/a7rf8y6d\n63mvaiRq0Wu9H9e+WxXbn+0NFSBBaih/PA9OghTP68pZIYAAAgggEDeBd3VC9lyQX8Zo5lR/\nQdOvKroU9t1FVo5TTFLYc0kFS+v09A2rvd78mQamlIAt1C17//yxdrDnkK5R2O18hyoo4RQg\nQQrndYl0r0iQIn356DwCCCCAAAKJELAkx76odevM2doLGex5o40yyzbpr7B1G9qCygiFLa9i\nC/nKUOe1t3emF/bfL/VfPcp0qXZ5WRFMqiw5WqCw9ijhE4hVglTyPaHhuw70CAEEEEAAAQQQ\nQKCOApboTFPo+aC8ZdXMlrLeYjf7j03rpHp19Zo16shj9VI83WLn7adBJzueX67WzIEK+04k\nG5WiIIBAzAUYQYr5Beb0EEAAAQQQiInAjToP/xkjO6XsW+zO17rXbUOmWDIzUREcDfK3BaeW\n/LynUaM/KV7MGj3y69mtfPbGPEr4BGI1ghQ+3mT2iAQpmdeds0YAAQQQQCBqAsPV4ZkKvYJ7\n0dvpjtbUXtLwZcX3Ffas0G4KKx0Ke0mDfdlrsXKQ3umgRMrp2SP3zTyVf6b19qY8SvgESJDC\nd00q7lGT9lxdsUzFLVRnRxKk6jjSCgIIIIAAAgjUXmAbHcJuoXtHoeeFvP8pLDGyOEuxjsJe\nsGB17lXY561iZW3Pu0q31M21L5zNVx7RBjseJXwCJEjhuyYFe7Sitl6uuC5Qa6DmL1PoTSmL\nHhy0Bw7tL+SJikYUEqRGqHNMBBBAAAEEEKhUwL4PyT43/VVxt+IBxXiFkpxF8a6mP1GUkhzZ\nLvqFdafefrfvC1qwD9vZZX+tsATsK9kbWA6FAAlSKC5DaZ1YQdXsvlf7y/qvzC5pTZ/PrLPE\n6DHF7Qr/L7UlTvalZ/UsJEj11OZYCCCAAAIIIFArAUucli+l8TbXso6+FFYvY7DibtKXwj6r\nGfvc9h/FtxRtio0Vf1BYcqQXOFBCKkCCFNILk6tbF2qlJUenKHpnKpyQWXelpitn1tnELuzF\nCqu/g6KehQSpntocCwEEEEAAAQQaLqAvhX2mw6Wv0kcvPb/k9Etrt5U6ZZ/NrlXMUthnMovn\nFDsrKOEVIEEK77X5Qs/sTSfjFMERoTu1PF1hI0nZxepNUJybvaHGyyRINQameQQQQAABBBAI\nj0Cra9pDydG8NucNUw6k2/Tcw1m9s89pQxX2WAQl/AKxSpCaw+/dox7a+b2o0D2tnxe7rc6S\noAWfr1k8Y/UmK4YvXsUcAggggAACCCCAQNUEnNeryet1ttq74p2Us9vx9lSMzGrfPqfZ5zUK\nAnUXsBGTOBd71mgHRfBe2H9reQ3FIEV2sWHdjRQvZ29gGQEEEEAAAQQQQKDnAm1een/dN9fa\n5S04R63ZW+/u1dckPdPzlmkBAQRKEbBkR+/Tty8e87bI7NBX0ycUjylWzayzyXqKMYrPFHrV\nZF3LYTqa3WPbr65H5WAIIIAAAggggEA9BZzXohczvNPhWjSC5DRq5HT3jrPPYJRoC8TqFrto\nX4rSev99VZursNvnbGToWoUeCFy0PF/T1xVTFJagWB1LVupdSJDqLc7xEEAAAQQQQKDuAm0u\nfbSePZq6nPOW1kevRxS31b0THLAWAiRItVCtcZsrqf3fKOxeVntNpCVDwbA3pdyiaNS79UmQ\nhE9BAAEEEEAAgXgLDHPNI9tc8w76GLatwt5ct2a8zzgxZ0eCFPFLbV9YNlhh79W3hGgZRaML\nCVKjrwDHRwABBBBAAIE6CrjRSo5uqOMBOVRtBWKVINlb3pJW7C12kzKRtHPnfBFAAAEEEEAA\ngQYLuF3UAXtO/HsN7giHRyCnQBITpJwQmZVHanqE4jLF5Zl1lUxsVOpXinSJOzO8XCIU1RBA\nAAEEEEAgygIupd6fo9Az4alxUT4T+h5fARKkJa+tPau0jsKmPSnmupzChhtLKby9rhQl6iCA\nAAIIIIBA1AX20Ql8SbFr1E+E/iOQFIFqJUjlevEMUrli1EcAAQQQQACBSAgDQiI+AABAAElE\nQVTold7nt7qmPfTMkX6B7N5SnBuJjtPJcgRi9QxSOSdO3doJkCDVzpaWEUAAAQQQQKBBAu0u\nvZGiq9WlN1VipMcY3CeKZRvUHQ5bO4FYJUhJvMXO/lIOVPRW2Ou99RfVm62gIIAAAggggAAC\nCFRX4Ld61uiud1Pz7Lso71Ccp+Xp1T0ErSGAQCUC62unqxUfKoLff+TPj9X6KxSDFI0ojCA1\nQp1jIoAAAggggEDNBPR9Rztq9Kiz1Xkj9PHrZMX7Cp67rpl4QxuO1QhSQyXrdPBf6Dh+IjRe\n86MV9yr+orhf8YxCf2EX1Zmq6X6KehcSpHqLczwEEEAAAQQQqJ2A81IdLv2C4ip9xNLbfd00\nxdG1OyAtN1iABKnBF6Ccw39HlS05skRogwI72isnt1Q8p7D6mynqWUiQ6qnNsRBAAAEEEECg\npgLtrmV/jR7NGeK8wfpo9WuF7tZx6ZoelMYbKUCC1Ej9Mo99s+rb7XP2vFEpxZ5PmqHoyXcg\nlXKc7DokSNkiLCOAAAIIIIBAZAWUHL2st9edraRoZYWe9XZ8KWxkr2ZJHY9VghT3lzTYdxo9\npZhX0qX1PHto8BWFfttBQQABBBBAAAEEEKhEoNNL7TfBmz9G+/5eYb+sHlVJO+yDQCMEejXi\noHU8pj1btKGi1CFdG0GypOpNBQUBBBBAAAEEEECgAoEJqfmveSm3mna1u2RO1Zvruipohl0Q\nQKAGAvurTXum6B7FJgXat2eQtlDYCxs6FZsr6lm4xa6e2hwLAQQQQAABBOog4G7Sx7An63Ag\nDtF4AW6xa/w1KLkHNpy7okL3wHq7KSYpJio+VtizRksrllMMU6yisOToRAV/mYVAQQABBBBA\nAAEEKhNw62m/fRVbV7Y/eyGAQK0F2nWAWxSWINmIUjDsS2LfUlygsKHgRpTDdFDrE98N0Ah9\njokAAggggAACPRYY5Lz+ixtxD+qjjd3BQ0mGQKxGkJJxyZY8Sxs1skRouGLgkpsatkSC1DB6\nDowAAggggAACPRVoc+mN7bXeKzhvgBKj7RS6K8et1dN22T8yArFKkOL+FrtcP1V2a50FBQEE\nEEAAAQQQQKAKAnqY+4KUl7p3asrNUnPnKa7Xixleq0LTNIFA3QWSmCDVHZkDIoAAAggggAAC\ncRVodU3fVIK06Xxv/po6R3vuyKa7x/V8Oa/4C5Agxf8ac4YIIIAAAggggEBtBJzX3MtrOtd5\n7tL3Uu49HeRhhb77KDWpNgekVQRqLxD370GqvSBHQAABBBBAAAEEEirQ7qX1HLVbeZ634CwR\nHKWwZ73PTSgHp40AAlUU4CUNVcSkKQQQQAABBBCovcByzlu6w6U/7HDNP1WSpMTITVUcX/sj\nc4QQCsTqJQ2MIIXwJ4wuIYAAAggggAACYRdY1mteW32cMNbr/IOmpyhmKi5VUBBAAIEeCzCC\n1GNCGkAAAQQQQACBxgi4VTVyNEexX2OOz1FDIMAIUgguAl1AAAEEEEAAAQQQCIfAmerGm4pb\nwtEdeoFAzwR4i13P/NgbAQQQQAABBBBIsID7sk7+YMVOenOdSzAEpx4jAZ5BitHF5FQQQAAB\nBBBAAIE6C9gb6x5RcvTPOh+XwyFQMwFGkGpGS8MIIIAAAggggEC8BNpdeqOFntc1PrXgBT1z\ntK3ObhfF+vE6S84m6QKMICX9J4DzRwABBBBAAAEEShAY4rw+KS91Zy/P6XY6Z58hL1Bcr9Gj\nV0rYnSoIREaABCkyl4qOIoAAAggggAACjRPo7TWfqIeMmmd1v9b7APVkDcXpWT0aouWLFa8r\nJiueUBytSCsoCCCAQMkCvOa7ZCoqIoAAAggggEC9BYY5bxV9KexM3WJ3iEaP+igmKs7I6scW\nWp6ueE7xI8W+il8r9AWy3pMKfZksJaYCsXrNd0yvUeROiwQpcpeMDiOAAAIIIJAcASVG1yhe\n9Jynu4/caQqNDrl+AYHlNW+J0B8V2Xcorax1NqLEa8CFENNCghTTC9vI0yJBaqQ+x0YAAQQQ\nQACBvALDXHp9JUcLh7nmbZQUraSYqdBI0hLl51oao2haYu3ihU00a68BX33xKuZiJBCrBCk7\nw4/RdeJUEEAAAQQQQAABBHoqoIxHL2NI3T0+1fmY2jpLMU5xvSJYttTCXQq95C5neUZr31PY\nbXgUBEItwGu+Q3156BwCCCCAAAIIINBwgdsXePPv0QDQWuqJjRztrISpK6tXfbU8I2td9qJG\nnjw9v0RBINwCJEjhvj70DgEEEEAAAQQQaKjAuNSCyzMduEbTh5UcKb5Q3tCaTb+wdvGK5TQ7\nXPHm4lXMIYAAAvkFeAYpvw1bEEAAAQQQQKDhAm4HjSB1ZkaRcvVmpFba7XV6TilnsSTrbQW/\nnM/JE/mVsXoGKfJXIyYnQIIUkwvJaSCAAAIIIBA/AftSWPey4ooi5/Y7bZ+lOEoxIFO3XdMb\nFJ8pvpZZxyR+AiRI8bumDT8jEqSGXwI6gAACCCCAAAK5BdzhSo70fJG9wa5ose8/mqawZ5Rm\nK+zNdS8o7C12lPgKkCDF99o27MxIkBpGz4ERQAABBBBAICjQ6tKb6LXeT3Svc/pyVzdFcUqw\nTpF5+7C8mWIXxYgiddkcD4FYJUjcBxqPH0rOAgEEEEAAAQQQ6LmAvghWr/X+kxqyL3a1oi+F\nXTQSdNGipdL+mK9qo0urSi0EwidAghS+a0KPEEAAAQQQQACBhgi0e+mDdU/ciAXegt01atSh\nTtgtc/vpzXXzGtIhDopAAwRIkBqAziERQAABBBBAAIGwCSznPN1O5/3aee7X76W8yZr/m+Jp\nJUd3hK2v9AeBWgqQINVSl7YRQAABBBBAAIGICCzrtZyu0aM5zltwoUaP7HXdGkXyNopI9+km\nAgjETICXNMTsgnI6CCCAAAIIREmg1XkjOlx6fodr+paSI/+13ldH6Rzoa0MFeElDQ/k5OAII\nIIAAAggggEBVBZq8lu9p9OjhcamFdlvd4Yo2xY5VPQiNIYAAAmUIMIJUBhZVEUAAAQQQQKDK\nAs5L6xuL9OjF56/1PrnKR6C5eAswghTv68vZIYAAAggggAACCRNIeQsyZ3y6pvYFr79PmACn\ni8DnAryk4XMKZhBAAAEEEEAAgSQLLHqt93ES4LXeSf4x4Nw9PYRHQQABBBBAAAEEEEDA09vr\nvKd4rTc/CUkXIEFK+k9AtM9/kLpv3+y9c4WnsZP2sy/Ayy5f0gq9xcfbRJHO3ljCsr6E3NtM\nsZdieJH6fbTdjvMNxYAidYObW7Wwf3BFjea3ULvnKVI9bH+I9t9Nsa2iXw/b2kP7r1WkDbtu\nGyi+rdhQUcq/da2ql8t0ea23n7MVFRQEEEAgNgLtrukbeu4o8/+csxcy7KrI9f9ibM6ZE0EA\ngegIHKau6uUxPf7gGJ0zrk5Pf5FxG6NpKR+Ag0e1D7tTFXsHVi6n+XsUdi38mKN5e5tPqcUS\nojcU/v42fU2xmiK7fFMrPlT4dedr/mHFyopCZWltfF0xs1ClKm27We38u4dt/Ur7273t/nl2\nav6kCtv0/66cWGB/SzanK/zj2fQ/Crs2+Uox07u14635dmY9AgggEDWBVte8U7tLdw5z9rY6\nl1bo/y73p6idB/0NjUCsXtIQGtWEd8T/0NfT36wnidH+In6gGKewD8A2OlFOsQ+7z2Xt8JCW\nra0rFRsrLIH5P4Wt+4GiWLFRFksmZii+p1hdYdfWkqzxiuD13VzLXQpL0g5QtCv2UkxS6PYG\nr7ciV1lWKx9QWJ9qnSBZ0vmR4lRFpWUH7Wh9vVOxvsJc/f4fq/lyil0PSyKtvXwJkv0cmOur\nChsFtGNeprCkzNalFdmlFNM1tdNChfWBggACCERbwHkt7a7lf/reo0u6T8Tp31T3scJ+UUhB\noBIBEqRK1NinoIB9iLYPfcEP0AV3YKN3UMZsG03fUTxWhol9aDZvu/3KL/ZN4bYuO2nSb9YW\nfeB+0q9YYHqktlkbP8yq41/f4Ho7jtX9WlZdSyDsA36utwfZB/7JCttvnmKmotJi53NOkZ2/\nqu12rA2L1Mu3ua82vKOYqLDbDv1i/4ja+vcUwfX+9uzp8lpxk8L68llmqv/McxZztQR1eNZW\nS4ht/62z1pdj+jft+7rCEmEKAgggEFmBdtd8ipKjD1udt4z+aVxJ8anC/g+jIFCpAAlSpXLs\nl1fA/wAdpgTJPtwepNglT6/XzWwvdDvYANUZWCSWyrRvv6G34309sxyc2HMwtu3LgZUvad5u\nZbNyssI+/K5nCyWUm1XHkos+gbrW9pmK7QPr/NmxmpnmLxSYPqNt9gFe/+EsUez2rbkKP/my\n0SEb0bDbvnIV+xBuiVCw7KwFO0cbcdpd8YLCzqHSYqMhtxfZ+XRtn6KoNCHw+/zbHMex5MzO\nZ9cc27JXmavVvU1xYGY+V4K0VWbbKZpml9W0YjvFioENfv9KNd1H+5ba58BhmEUAAQTCIzDY\neUN0a92sNpc+tLtX7jr906b/U10pv7AKz4nQk7AJkCCF7YrEoD9hTJCM9U2FfbC3JCe7PK4V\n9gG9UFI3QdvtA2Wh+L22W1lWYSMKljjYyIVfvqIZ68O7Cj/xsFEja/MEhZUVFJaY3GgLRYqd\niz0Pc0uRev7m9TVTSjKRVj0b1XnF3zFr+qKW7fYwq9eqsP7fochVntZK2z44sHEHzZ+l8G9/\nqEeC9ISOZyM3lZZfakc7jz1zNPDNzDarU6xcqgp+4mrJobWZK0H6cWbbBppasWtttzIOsoUc\npVzT/mrDfhbvytEWqxBAAIFICOjWutuVID2jf0n1yy+3iUL/x7ktItF5OhlmgVglSM1hlqZv\nDRe4Xj34jcJuRbtG4ZdWzWypuEExW5GvWMLiJzX56tiHcCvTFQcp/qm4VrGhQv94e6MU9nO6\nr+IThRVLjCwhsuNbsREAGw35ruJkxfuKfGUtbbD2HstXQevtuNaXrytshOM1xU8VhYolePaP\ng+7hzlmmaa0lR/ZhfZLCEsEORXZZWSu+mllpyZDVtfJwJhYt1OEPu26bKi7vwbFWyuyby8Q8\nrASTwO41X/zzqC+uyrlmSGat/Sz9XbGLoldm3Z2aHq4I9qVc01na/1nFegoKAgggEDkBvZhh\nayVD31JGtLGXst81eZcobtV/e/9nCxQEEEAgTAKHqTP2L1Wh0ZhG9HdVHdQ+yGcnE6dpnfV3\nK0W1ywVq0No+XXFhZv5nmvpluGbsGZ0/+ysy05Ga2n5nZ63PXrQPyVZvp+wNgWU7b6vjh7WZ\nDmzPNbt6pr4larmKrbf2rP9WHlPY8t62ECg2MuIfd7PA+uzZF7RiZvbKAstPadv4QNgxZgeW\nbdsvFX6xpNicg7ek+dtKnd6kinactXLsYOts2805thVatXtmP3PKLvpPflGbZvOy4gcKS5rv\nUtixnlRY8puvlGJqP3fmMiBfI6xHAAEEwiowxHmrawRp/+7+uUP0T6N+8eP8Xy6Ftdv0KxoC\n9kti+7/WPo9FvjRH/gw4gVoKTFbjDyksmVhN8Z7CyoGKdxT/toUql5+rvR0UloSlFf9UnKvw\nyxzN2PbX/RWZqSUA2yjsQ3+h4n9Y988lV10bgRiqsBGQQxU2KvUtxSYKG0XIVWxEy4o/YtG9\ntPjPpsysfnG3qBynP/+juEXxDcUrinUVeyjMdUtFsXNRlZLLJNVcEKht52eWlhj5xc7bL3bN\nX1R86K/QdGlF9vnZefvnHqi6aNZfn72Pbcz2yN63kmXrn5WlFHabnX98S5zMdAvF3gpbrrRM\n0I6WZH1Z8UyljbAfAggg0AiBiSnvbd3trXADdfzfKH6tf9ImNqIvHBMBBBAoJnCYKljW3a9Y\nxQZs/06mb5YkWNlUYX09Q1Gs3KAK/ygSP8zRyFZaZ8ewWDvH9p6sstuqrF37z6HUcrsq2j57\nFdjBftnQpXgsT53Htd7aWD6wfX3N2y1bljRZ8vKE4muKqxVWt1WRr5Qy2pFvX1tvx7Tzylcs\ngTwna+NYLVu/gvHbrDrBxTMzdbcKrszMb53ZdkmObYVW7Z7ZL9cI0rWZbUfnaOCozLbf59jm\nryrF9MhMO9/3d2KKAAIIRE/AXah/yi1R6h29vtPjkAowghTSC0O3aiNwj5qdpthfca7iAIV9\nQLbkp1ixBGBwkUov5dh+QmDdWZq3UZVqFUtirCyj+HTRXPE/rlEVu+VsV8Udeap3ar2Ntthz\nQ7mKrbcRm08CG22EZmNFP0VK4Y9OWWJhdW3UpxFlLR10iOLBrIM/quXXs9a9mbUcXLQRSCu5\nTPx11TxH/7egU7oPu8Sf/8wsDVpibfkL9nNjxRJMCgIIIBBBAWcj4Mcq9tR/PfMieAJ0GYGa\nC9hvvSkIFBKwfzxHKY5RrKGwZMVuV3pHUaysU6xCju2Hat03FVcreikOUdg6W65GeT/TyAhN\nxwca/KnmT1XYKJElAsHiJ1V+AhPcFpx/QwtfU6ygmBrYYB/K11Q8pfA/WO+ueVtvyddshV9s\n380VTypsVKkRxW6vm6EYnXXww7KWiy2ahxUbQfrbornFf/ijSjaCVq3iH28DNfjXrEZXySw/\nl7W+3EX7ubHi/xx1L/EnAgggEB2BP6mrun0+9ffodJmeIoBAEgXsg6eNythIQhiLfeC0/t2W\nmdbq9qLV1b4lIRMUSyvsNriJCltn26pRfqFG7FyOy2pst8z67A/yVu2+zDZL3AoV/TZuUdsn\nZVU6JbP+24H19gHe+rFFYJ3Nnq+wJGpLWyhQXtC2mQW2F9tkI2E/zVPpYa3P5ZCnesHVr2ir\nJRN2Pf1i1/UDxYuKZn9lidPdVc/cct1i16L19rNjo1LZI5e3a53tt6EiXynF9BntbO105GuE\n9QgggEBYBFZyXr8O1/Jam2vO/F/j9tM/YXo+0/FvWFguUnz6Yf8H2/+PI+NzSpxJowXCniCZ\nz8sK+8G3ZKW/otrFPig/rbBj7BhofNfMOttW7ofpQDOfz341096ln6/pnrFb3P6R2WYvptB/\nIotGyx7IrLPkMFju1IL19VuBlTbiZbegWYJjtwZurzg7s2z1g2UrLXQqxijsVodvKK5VWJu2\nT7FSyof5Ym3k2t5XK/Wfp/fDXBsrWLev9rFzel5hCeJ3FNZ3O3dLvIMll2lwu83vrrD2ciVI\ntv0ghY342XU4QmE/SzcrbB9LPguVUkztFkm7ZhQEEEAg9AJ6Y91vlSBNsERJ/wwOUExW/Cr0\nHaeDURQgQYriVQt5n6OQIB0vQ/uQeUONLM/ItH9VjvZvzGyzOj0tlgjpP4hFt7tlt7W0VvxB\nYR/e7VwtZitOU6QVwZLvw/wKqnS/wj6k+208qPmVFdllH62w0RW/niUmlyhKSQRL+TCvpsou\nu2gP609r2Xvm32F/bZqm8M/T5n+Qo3o+02DV3TPt5EuQrK6dw/hMPTumXe/zFHbtC5UXtHFm\ngQpt2mbtXVCgDpsQQACBUAgMc96aHS49v9012d0NKotezDBO06W6l/kTgaoKkCBVlZPGTCAK\nCdIx6qd9ONxaEfXyY52AnctGeU6kj9avp1hD0ZSnTrHV+k3dotu5ciVGwX0tGbLjrKvQb/ga\nXlZTDzavQS8sOVldsZaidw3az9Wk2Y/ItaHCdRdqv7mKYRXuz24IIIBA3QSUHD2mESS7M0LF\nra1YoLC7FSgI1EKABKkWqglvM+wJkn2I/6/Cbi0q9lv4KFxKGw2yc/lrFDpLH0MhsJx6MUtx\ndih6QycQQACBAgJKjg5ud+k5Q53X3l3N/VvJ0T0FdmETAj0VSHSCZLf/fFORfbtRT1GTvn9Y\nE6RtdGHsuY2nFDbicoAiLmU3nYg9K2SjNxQEigmcrgqTFf2LVWQ7Aggg0EiBwc5bXgnSR+2u\n+Wfd/XD6v9vNUdhtwhQEaiWQ6ARprFTtg/KHit8r7DYkSs8Fwpog2QsI7HrPV9gzHHErD+mE\ncj3zFLfz5Hx6JtBXu3+kOLhnzbA3AgggUHuBYa55GyVIj+t/b/0y2+mtoe4Dhf2Sh4JALQUS\nnSCtKNkfKZ5X2Adni5cUxytsG6UygbAmSHY7nQ3P2/M0cSz2QgV79oeCQCEBGzWytx/G4fbS\nQufJNgQQiJ2Au1gf1d5S1OvZz9gJckIlCyQ6QQoq2cPW5yomKixR0sN/3t0KG3XQby0oZQiE\nNUEq4xSoigACCCCAAALhEXD6BaDTW1ndzuHpEz2JsQAJUtbF7aXlrRT2hqcpCkuW7HYUWx6u\noBQXIEEqbkQNBBBAAAEEEChJwGnE2z2p+FtJ1amEQM8FSJCyDC0Jsntb/dvu7PtfXlPYdKHi\nFwpKYQESpMI+bEUAAQQQQACBkgXc4UqO9OZNN7TkXaiIQM8ESJDkN0hxrOIZhY0YWbyr+JUi\n80pJr03zdyls28EKSn4BEqT8NmxBAAEEEEAAgQICba7lrFbntXZXcXom3E1TFPpC7QKtsQmB\nigQSnSDtJbL7FPa8kSU+em2kd5NiO4WGc79QVtIaq/fnL2xhRVCABCmowTwCCCCAAAIIlCTQ\n5tIH6DuP5g5zi34xrX2cPnO5lxX2HYYUBOolkOgEaZyULeGx78XR8K03UFGoLK+N7ypOKFSJ\nbR4JEj8ECCCAAAIIIFCWwBDnLadXen/Y5pp/3r2j20Yf0/R4g9u0rIaojEDPBRKdIP1YfiN6\nbkgLWQIkSFkgLCKAAAIIIIBAYQGNHF3X4Vpe06+u9eHUWbypuLzwXmxFoCYCiU6QaiJKo4wg\n8TOAAAIIIIAAAqULtLvm7ZUgLdQXw27WvZfTS7Gc3ibslim9FWoiUDUBEqSqUdKQL8AIki/B\nFAEEEEAAAQQKCqzqvL4aORqrBOmP3RXd6kqM5ir2L7gjGxGonUCsEiT7DiMKAggggAACCCCA\nQEQEentpS4TSM7wFP8t0+VJNn9T7sm6OyCnQTQQQQKCoACNIRYmogAACCCCAAAImoJcz9Olw\nnl7nbcXtq/hMsUb3Mn8i0BCBWI0g8QrIhvwMcVAEEEAAAQQQQKAygYkpT7fTWSx63ugizf9W\no0djKmuNvRBAIFuAW+yyRVhGAAEEEEAAAQSiIXCuuvmp4jfR6C69RCAaAowgReM60UsEEEAA\nAQQQQCAg4LbQwqGKbTV6NC+wgVkEEOihACNIPQRkdwQQQAABBBBAoNYCra5pD33fUar7OK63\nplcqrlVy9K9aH5v2EUiaAAlS0q4454sAAggggAACkRJoc+kf9PJ6jRrsectlOv5zTZdVnBSp\nE6GzCCCAQBkCvMWuDCyqIoAAAgggkBSBYc5bRd93NL3NNf+k+5zdl/VyBt1S5/ZOigHnGQmB\nWL3FLhLiCegkCVICLjKniAACCCCAQLkC+kLYu5UgPavb65qUFOkWO/ek4u/ltkN9BGosEKsE\niZc01PinheYRQAABBBBAAIFKBNpdi33H0U6dXmoDPX20UG0cpVhHoVEkCgIIIBBvAUaQ4n19\nOTsEEEAAAQTKEljZeYM6XPqjDtd8eveOTo8gOb3S2x1bVkNURqA+ArEaQaoPGUcpJkCCVEyI\n7QgggAACCCRIQMnRFbq17kXdWpfuPm13l5KjpxW8YCtBPwcROtVYJUjcYhehnzy6igACCCCA\nAALJEHCed5XnLThHt9YtUFK0p856F8WGeq13VzIEOEsEEEi6ACNISf8J4PwRQAABBBDIKeCW\nUYI0WXFOzs2sRCAcArEaQWKYNhw/VPQCAQQQQAABBBDIJXChVurZI+/MXBtZhwAC1RfgFrvq\nm9IiAggggAACCCBQBQG3oxo5SLGFbq3Tdx9REECgHgKMINVDmWMggAACCCCAAAKFBJzXMsR5\nqy+u4vpr/krFJUqORi9ezxwCCNRagBGkWgvTPgIIIIAAAgggUESg3UtfripKkBZsmal6rqb2\nQoafZ5aZIIBAnQRIkOoEzWEQQAABBBBAAIFcAu2uaVetP3Ch5zLJkdMtdd4Rih00ejQ71z6s\nQwABBOIuwFvs4n6FOT8EEEAAAQRyCAx13rLtrmVym2s5r3uz66M31o1R2O11FASiIsBb7KJy\npegnAggggAACCCAQZoFmL31JyvOmv+PNPz3TT3tbXV/FT8Pcb/qGQJwFuMUuzleXc0MAAQQQ\nQACB0Ap0uKZvqXPfdZ4bqS+E1Vvq3Fe1fILim7q1zl7tTUEAAQQSK8Atdom99Jw4AggggEAS\nBVZ1Xt92l57S4VrO7j5/p1uU3KuKm5LowTlHXiBWt9hF/mrE5ARIkGJyITkNBBBAAAEEShJw\nXi8lSEd4zkt313dnKTmaoli+pP2phEC4BEiQwnU9etybQWphhKKR3wlFgtTjy0gDCCCAAAII\nRFXAbajEaIFiz6ieAf1OvECsEqRGJgVh+Un6iTryhmKZsHSIfiCAAAIIIIBAUgRcb53pDYrb\n9NzRnUk5a84TgTALxP0lDesIv1+RCzA4s90ejJyRmX9P04mZeSYIIIAAAggggECtBM5Qw3Zb\n3bG1OgDtIoAAAkGBl7TgKohfBhupwzy32NUBmUMggAACCCDQSIHBzhuy+Jkj64nbRNGp2L2R\n/eLYCFRBIFa32MV9BOlyXfCLFEsp7lHYrXTZZRut2FjxB8XczMYnM1MmCCCAAAIIIIBAjwWG\nOa9N33n0cqvn9n7X63xASZF9NrlecbNurbPPKBQEEECgbgJr6UgvK+YobPha38e2RDlXSzbK\ntNwSa+u7wAhSfb05GgIIIIAAAvUT6H5j3b87XPpRfeLIfA5xF+jjxyQFz0DX70pwpNoJxGoE\nqXZM4WrZHoDUP0Rel+Ihhf/ckWY9EiRToCCAAAIIIIBATQQ6XPNJeqX3J+3OG9p9ALeZEiO7\ntW6XmhyQRhGovwAJUv3Nq3bEbdWSvYBhmmKfTKskSBkIJggggAACCCBQXYE217KORo7mtbn0\nAd0tuz5KjMYorqnukWgNgYYKkCA1lL/nB19WTdyqsNvqRimuzMxzi50gKAgggAACCCBQJQHn\n9dbI0SvtruX2xS263+sjyATF0ovXMYdA5AVIkCJ/CbtPwH6T86nCf8sdCVJMLiyngQACCCCA\nQBgElBidoZist9fZa7xVnF4M5RYqduhe5k8EYiNAghSbS+l5rToX+63OY4oBikYVXtLQKHmO\niwACCCCAQI0E9OzR5sNceoPu5t1AJUbjFX+s0eFoFoFGCpAgNVI/pscmQYrpheW0EEAAAQQQ\n6BZwNyo5+p+iLyIIxFAgVglS3L8HqdyfvyO1wxGKyxT2HUqVlkHa8VJFusQGMm+1KbE21RBA\nAAEEEEAgQgJuT3V2X8Xm+rYR+9oRCgIIhFiABGnJi7OSFtdR2LQnZZ52HqewbLqU0q+UStRB\nAAEEEEAAgagJuJXV4ysUv1Zy9GzUek9/EUAAgWolSOVKcotduWLURwABBBBAIGQC+p6jgW3O\nG7Zkt9y9uq3uOQW/lF4ShqV4CXCLXbyu5xJnM0VLFhQEEEAAAQQQQKB0Aef10p31f9cOuoNk\nwcHdO7rDNbXvYNSLGlL6YlgKAghEQSCJv82w70HSm2S83opZik8UsxUUBBBAAAEEEECgIoEO\nr/lUfW/I2vO8Bft3N+A6NP2d4hQlR29W1Cg7IYAAAjUUWF9tX634UOF/71FwOlbr7f5ge7lC\nIwq32DVCnWMigAACCCBQBYFWl96kw6UXtLmWvbubcxpNck8oHlakqnAImkAg7AKxusUu7NjV\n6N8v1IifDOn7B7zRCt0P7P1Fcb/iGcX7CqszVbGfot6FBKne4hwPAQQQQACBKggMcl7/Dtfy\ndrtLX7e4OXeqPlZMVwxZvI45BGItQIIUocv7HfXVEh9LhDJf1Jaz9/bbnS0VeohyUf3Nctaq\n3UoSpNrZ0jICCCCAAAI1E7DEyBIkS5S6D+K+qo8S8xX71OygNIxA+ARIkMJ3TfL26GZtsdvn\n7HmjUoo9nzRDcXkplatYhwSpipg0hQACCCCAQD0E2lzzFnZrnd1i1308p6/tcGMU+lJYCgKJ\nEohVgqR7ZGNd7DuNnlLY9xKVUjQc7r2iGFxKZeoggAACCCCAQHIFZnqdLy30vC3eTS2w2/Wt\nXKywF2AdbQsUBBBAIIwCD6lTbyjSJXbOH0E6v8T61arGCFK1JGkHAQQQQACBhgi4vTRypFd5\nu5ENOTwHRaCxArEaQWosZe2Pbq/atGeQ7lFkhr9zHtSeQdpCYb8Bsu8p2FxRz0KCVE9tjoUA\nAggggEBVBZzuPHEfK35Z1WZpDIHoCMQqQYr79yCN0s/VioqzFbspJikmKvSP2KJnjZbWdDnF\nMMUqCkuOTlQ8+f/t3QecHHX9xvHZXEkhJCSQhISS3AWQIh3pvdpAQUFAFFAUsQsCYkEU7Ihg\nx85fEBUFBFRQKSJVQBRBEIEEUoAEAimQ5Nrv/zx3u+zeZm9v727L7Ozn93o92dmZ2Snv2ezt\nd6cpNAQQQAABBBBAYBCB3st4+5wj3+vI3zdoCCCAQF0ItGspL1dcIHmPUm58k9j/KecrGym1\naOxBqoU680QAAQQQQGAIAhuGaHJ7aNKhdLktnK6vFUuVtty+dCPQYAKJ2oPUYNuud3W918iF\n0KbKxN4+tf+HAqn224AlQAABBBBAYGCBEKXaQ+sfdFnv27Ijhe1VGOlCUOEd2X50IdCQAokq\nkJobcBP6Mt4ODQEEEEAAAQQQKEmgLWo+NRWFvULUuUPfC8I4PfpQ/t9GUernJU2EkRBAoC4E\nGrFAqosNw0IigAACCCCAQDwEtNdoJ13N6Us9UfTuOanew/K9YN9Wxiin+MkQ2noadzPlZeVB\nxec/0xBAAAEE8gQ4xC4PhKcIIIAAAgjEQWByiCbMDq2P6Yawl2SXJxyjw+o6lV2z/Qbt8uH9\nVyvdSuZcaF806gwl6fel1CrSEi6QqEPsEr6t6mb1KJDqZlOxoAgggAACjSSgwuiXOvfov1NC\nNL5vvcNs1Te+KMOZQ3Dw1XKfVm5V9lRalHWVkxXfpD6n+NIzGgL1J0CBVH/bLPZLTIEU+03E\nAiKAAAIINJrArBBtrsPrXmoLLdv2rXtQYRP+ruhG9L2X9y6V5HqNeLNS6NQGXeghWqUcodAQ\nqFcBCqR63XIxXm4KpBhvHBYNAQQQQKBxBaaFaK3s2gfdEiQ8o0zL9hu0y4fW+ZC6HYuM+X0N\n+2OR4QxCIO4CFEhx30J1uHwUSHW40VhkBBBAAIFGEgivVZ2j84fCwUNca72u94IMxV52nAbO\nKzYCwxCIuUCiCiROCoz5u43FQwABBBBAAIFaC4T1tQT/p2gPUkqH1w2p6T5Jvecc6fC8AZsv\nGe7xaAggEAMBCqQYbAQWAQEEEEAAAQTiKhD8XelS5Qnl08NYyvv0Gl+57o1FXvtmDbujyHAG\nIYAAAg0nwCF2DbfJWWEEEEAAgbgJzAwtO+iCDD/rv1zhUzqs7kWlrX//IT37hsZ+SvHV7PKb\nr2SnS4ZH2+QP4DkCdSSQqEPs6sg90YtKgZTozcvKIYAAAgjEXUBXrFtHl/N+Qlet+0l2WcM+\nKox0I9dwZLbfsLpG61U+NG+Jcq7ivUnHKlcqLo5OVGgI1LMABVI9b72YLjsFUkw3DIuFAAII\nINAYAroZ7FXKQzNC5POB1MJUZaHyrb7nI/7Xl/g+RblHWa48q1yhFLu6nQbTEKgLAQqkuthM\n9bWQFEj1tb1YWgQQQACBBAnMDs2na8/Rio1DtGXfavm8o/BnRcVM8Bc/GgIIFBdIVIFU6IZl\nxVefoQgggAACCCCAQEIEZoVmHUaX+qLyzqdS0X/Sq/UZPe6k7KD+HQlZVVYDAQQQqCsB9iDV\n1eZiYRFAAAEEkiCwfoimaM/RM7NDyzez6xMO0F4jn3fkK8vREECgNIFE7UEqbZUZq9ICFEiV\nFmb6CCCAAAII5Am0h2hTFUcXR6H3PkUaGqYrzygX5I3KUwQQKC5AgVTch6HDEKBAGgYaL0EA\nAQQQQKB8AqFJhdHNyl1KS/mmy5QQaAiBRBVInIPUEO9ZVhIBBBBAAAEEBhH4nIb7XkTb67wj\nX3qbhgACDSpAgdSgG57VRgABBBBAAIGMQHi9uj6h6LyjlG/oSkMAgQYW0GUsaQgggAACCCCA\nQAMI6FyjjUI0o/+ahjY9v1T5ioqj6/oP4xkCCDSiAHuQGnGrs84IIIAAAgg0oMDsqPWyEIV1\noqjz4L7VD2P0+BvlH8rZff34FwEEGl2AAqnR3wGsPwIIIIAAAg0g0B6az1RxpEPpUrvlrO53\n1D1Fea36d+f0pxMBBBBAoMYCXMWuxhuA2SOAAAIIJFegLTQfrPsddbWF1qOyaxlO0tXqViu7\nZPvRhQACwxRI1FXshmnAy8osQIFUZlAmhwACCCCAgAU2DlG7iqPn20OrzjHKtLCjCqNVyimZ\nPjwigMCIBCiQRsTHiwsJUCAVUqEfAggggAACIxCYEaJxKo7+peLoBt0MNn1hqjBZhdEc5f9G\nMGleigAC/QUSVSBxDlL/jcszBBBAAAEEEEiIwNio+QMhSq3dEXXsF6WiHhVFLpIuU5Yp70vI\narIaCCCAQCIF2IOUyM3KSiGAAAII1FJgSojGbxgi7THKtKCbwYYXlU0yfXhEAIGyCCRqD1JZ\nRJjIiAUokEZMyAQQQAABBBAoJhDepMKoSzm02FgMQwCBYQkkqkDiRrHDeg/wIgQQQAABBBCo\nH4GwuZb158rndTnva+tnuVlSBBCohQAFUi3UmScCCCCAAAIIVEkgTNSMfqfcpJxbpZkyGwQQ\nqGMBCqQ63ngsOgIIIIAAAgikBXSVutmh5QftoUk3g820kFLXpYpvAvsO7T0KmSE8IoAAAgMJ\nUCANJEN/BBBAAAEEEKgbgfao9TxVP7oRbPf/chZaF2WI9lLerOJoeU5/OhFAAAEEYi7ARRpi\nvoFYPAQQQACB+AroPkfH6H5HXbNC82uzSxlUFPVelOGN2X50IYBAhQQSdZGGChkx2SEKUCAN\nEYzREUAAAQQQsIAKo52Ul9tD86lZkbCliiPd6yh8JtuPLgQQqKAABVIFcRt10hRIjbrlWW8E\nEEAAgWELzAzR9NmhdX5baPlZdiJhHRVGjypXKj4HiYYAApUXSFSBxDlIlX/DMAcEEEAAAQQQ\nqIBAU9TyKxVBT82JOk/um3xo0qP6RR3K8VyUoU+FfxFAYGgCzUMbnbERQAABBBBAAIF4COii\nDL9KRZ1XRKlodXqJvq7HHZWduShDPLYRS4EAAggMV4BD7IYrx+sQQAABBBDoFQgnaW+S9hyF\nfQFBAIGqC3CIXdXJmSECCCCAAAIIIDCgQPClvL+rfEh7jm4ZcDQGIIAAAiUIcA5SCUiMggAC\nCCCAAAJxFQiztGS/VS5WcaTQEEAAgZEJUCCNzI9XI4AAAggggEAVBGaEaCNdrU57iHJbGK9n\n1ygPKB/LHUI3AgggMFwBCqThyvE6BBBAAAEEEKiKwHohWntM1PL7VJR6XXaGvZfwvlTPxypH\nau9RV3YYXQgggMDwBbiK3fDteCUCCCCAAAIIVFogRE0TotZfajatXVHH23Nm9wV176vsquLo\nhZz+dCKAAAIIJECAq9glYCOyCggggAAC5ReYHVq+qTy3YYg2yU49nKCr1XUqh2T70YUAAjUU\nSNRV7GroyKxzBCiQcjDoRAABBBBAwAI+50jF0eq20Lx3VsSX8e69nPf7s/3oQgCBGgtQINV4\nAyRx9hRISdyqrBMCCCCAwLAFZoem17WHlq620HpcdiJhMxVHS5RvZPvRhQACMRBIVIHERRpi\n8I5iERBAAAEEEECgv0BP1LS2+nxoTqrDF2JQC+vqn98rtymnKTQEEEAAgQQLsAcpwRuXVUMA\nAQQQGKlA0K/T4VblfsWX9qYhgEC8BBK1B4mr2MXrzcXSIIAAAggggMCaAj9Sr9nKzrpi3Yo1\nB9MHAQQQKJ8ABVL5LJkSAggggAACCJRdIHxGkzxC0YUaUgvKPnkmiAACCCAQSwEOsYvlZmGh\nEEAAAQSqIhCilC7IcOKMEI3rP7+g+x4F3QA2HNa/P88QQCBmAok6xC5mtg27OBRIDbvpWXEE\nEEAAgdmh9Wu6nPfSWSFaP6sR9ldhtFr5cLYfXQggEFMBCqSYbph6XiwKpHreeiw7AggggMCw\nBbTn6GO+11F7aD4gO5HwahVGLyrnZ/vRhQACMRagQIrxxqnXRaNAqtctx3IjgAACCAxboD20\nHuN7HWkP0tHZiYQNVBjNU36tpLL9y9LVoqmMLcuUmAgCCOQKUCDlatBdFgEKpLIwMhEEEEAA\ngXoR0B6jA/v2HLV8NLvMYYKKon8pvqT36Gz/EXe9TVO4V+lRgvKo4nspcbEqIdAQKIMABVIZ\nEJlEfwEKpP4ePEMAAQQQSLDAxiHaUsXRsrbQ+tXsagbt3Ql/Vh5WJmX7j7jrG5rCKuVriq6E\nF+2inKE8p1yveK8SDQEERiZAgTQyP15dQIACqQAKvRBAAAEEkikwK7TsouLo89qXk3MIXbhE\nhdHTyqwyrvVbNC1d6CHaq8A0Z6mf5hd9vsAweiGAwNAEKJCG5sXYJQhQIJWAxCgIIIAAAkkV\nCOepMFqu7FDmNbxN07uoyDTfpWEvKBxqVwSJQQiUIECBVAISowxNgAJpaF6MjQACCCCQGIHw\nARVGncprK7BK3nt0SJHp+rLiPidpiyLjMAgBBAYXSFSBxC8mg29wxkAAAQQQQACBigiEozRZ\n7+E5MYpSPh+onM2H7zndRSaqm9D2tlFFxmEQAgg0mAAfCA22wVldBBBAAAEEqioQoiZdse4T\nbSGa1n++wfc9+rlypuoYP5a7ec/QA4rnM1DzsBXKYwONQH8EEEAAgdoIcIhdbdyZKwIIIIBA\nJQV0EQbd5+gnumLd4g1DpPsbZZrPNQrLlJyr2GWGlfVRe6YindsUbV1gquup3+PKhQWG0QsB\nBIYmkKhD7Ia26oxdKQEKpErJMl0EEEAAgZoJqDj6ui/nrcedsgsRNlFh9KxyieJD4CrZPP1f\nKC8qpyqbKhsr71TmKH9X1lJoCCAwMgEKpJH58eoCAhRIBVDohQACCCBQvwJtoflTKo5WzQzN\n+2XXIuiiCOEJ5TqlWudBu0jyzWjnKT7szvGV63xfpHEKDQEERi5AgTRyQ6aQJ0CBlAfCUwQQ\nQACB+hXQHqNTVBx1zgpNb8quRZio2uSfyh1KLQoTF0obKm1KtYqz7OrThUCyBSiQkr19a7J2\nFEg1YWemCCCAAALlFtAFGQ5UgdSlAun47LRdEIW/KQ8pk7P96UIAgYQIJKpA4heUhLwrWQ0E\nEEAAAQTiIdD1ZE/U9Na5qe6r+5Yn+IvTlYov0rCnrli3pK8//yKAAAIIIDCwAHuQBrZhCAII\nIIBA3QqEJu0xukJZoLTX7Wqw4AggMJgAe5AGE2I4AggggAACCDS6QO8V6n4gBV+kYR/tOdLF\nGWgIIIBA/AU4xC7+24glRAABBBBAoB4FLtBCH6noZqwpnXtEQwABBOpDYFR9LCZLiQACCCCA\nAAJxE5gVWrbTxRjunRyiCf2XLXxWz9+nHKri6J7+w3iGAAIIxFuAAine24elQwABBBBAIJYC\nG4doS51g9GfdVOjhJaloWXYhg+859CnlrSqO/prtTxcCCCCAAAKlC3CRhtKtGBMBBBBAoMYC\n7SHatD20LlR+o9uuqk7KtHCyLsbQpRyd6cMjAgg0hECiLtLQEFusDlaSAqkONhKLiAACCCAQ\nRRuFaPbs0DpPxdG1Ko5asibhxHRxdEK2H10IINAgAhRIDbKhq7maFEjV1GZeCCCAAALDEtBh\nde0qjp5ScfQHFUejsxMJx6aLo/dm+9GFAAINJECB1EAbu1qrSoFULWnmgwACCCAwbIH20PJz\nFUh/zCuOdK5R6FQ+NOwJ80IEEKh3AQqket+CMVx+CqQYbhQWCQEEEEAgT8B7jUKUyvYNh6kw\n6lBOz/ajCwEEGlCAAqkBN3qlV5kCqdLCTB8BBBBAoMwC4bUqjFYrny7zhJkcAgjUnwAFUv1t\ns9gvMQVS7DcRC4gAAgggkBUIB6owWqmcm+1HFwIINLAABVIDb/xKrToFUqVkmS4CCCCAwLAE\nZoZoelto2XnNF/cWRy+rOPrKmsPogwACDSqQqAKJG8U26LuY1UYAAQQQQGAgARVHbU1R6x36\nkvCB/uOEg/T8WuWbugnsmf2H8QwBBBBAAIHyCbAHqXyWTAkBBBBAYAQCG4Zok/SlvG9Q99js\npMLB6cPqvpTtRxcCCCDQK5CoPUhs03gIUCDFYzuwFAgggECSBCZqZT6p3KI8oPxOOUbJuQqd\nnuW0thC9SsXRAt3n6Lq8S3kfki6OvpgzOp0IIIBARoACKSPBY9kEKJDKRsmEEEAAAQQksLUy\nX3lC+YLiexRdrKxQblDGKf3axqF1K93n6BkVSFerOPKXnXQLmeLI06EhgAAChQQokAqp0G9E\nAhRII+LjxQgggAACOQJrqftJ5dfK6Jz+7mxTHld+6ieZNiNE680OLYu05+gKFUctmf7aa+RL\nea9Szsv2owsBBBBYQ4ACaQ0SeoxUgAJppIK8HgEEEEAgI/BhdSxQcs4fygzqfdxD//YoszN9\nZ4VojK5Y924VR02ZfiqKfBNYF0dcyjuLQhcCCBQWoEAq7FIXfQe7ap//MExSxlR5bSiQqgzO\n7BBAAIEEC/hco28Psn7ew/TugccJR6ow6lA+M/A4DEEAAQReEUhUgTRYwfDKWtdxxzQt+6+U\nJcoy5WbFv54Vaj5m2+Nx6dJCOvRDAAEEEKgHgbW1kM8PsqAePqHwOOEd6n+5cpau58Deo8JI\n9EUAgQQLJL1AGq9td49ylOK9Qz5hdR/lVuULCg0BBBBAAIGkCTymFdq+yEqNS02IXqXhHi+v\nhfeqh89P+rCKo6/nDeQpAggggEACBD6ndQjKOYp/UXPbUfmX4v4XKLltOz1x/8/m9qxCN4fY\nVQGZWSCAAAINIrCX1rNb2bXQ+k76UtPV7V0tPdP+FrX3Hx4+oj+BXcqJ/fvzDAEEEBhUIFGH\n2A26tnU+wp+1/M8qzXnr4XtDeC+Si6HTc4ZRIOVg0IkAAgggULcCvqS3Dxk/Wsn8DVxn3Yua\n/tTe3dKz/rVN3+u/ZuET+pPYqRzTvz/PEEAAgZIEKJBKYorHSP/RYvxmgEXxsdfek+Qr+fgQ\nPDcKpD4H/kUAAQQQqG8BH0J/jrJSWa7MXeesUV3eczT1V83n63lO8yW8w2rl8JyedCKAAAJD\nEaBAGopWjcf9o+b/ojLQVek20LCnFP8B8YUbKJCEQEMAAQQQSIzAOjoD99ANbmv+w+yeltXt\nq5vekl2zoCIqfFd5SdHNYGkIIIDAsAUokIZNV/0XflyzzJxrNGOA2ftE1UXKUuVTCucgCYGG\nAAIIIJAMgfbQ8l3dBHbZ7NC8f3aNQov+3P1CeUHZPdufLgQQQGBYAhRIw2KrzYu85+ghxUWP\nT1j1sdiFmvcc6Y9E73ge9xylmo2LNFRTm3khgAACDSSgwuiMmaFl++wqB91ANvxeeVrZJtuf\nLgQQQGDYAhRIw6arzQt9qe+LlDnKEUUWYbaG+ZA8CqQiSAxCAAEEEKhngaCLFIW/KfqbGDap\n5zVh2RFAIFYCFEix2hxDWxiftDpYe41G2Hqwkco8nD1IZQZlcggggAAC+QJhqoqi+xUdWREG\nOuw8/0U8RwABBEoRSFSB1FzKGidoHF+xbrDmG8vSEEAAAQQQqD+BEI2OUpGuSJffQpv63KD4\ncPIDdBNYXwKchgACCCBQQKDRCqQCBP16naJn71O+p3y/35ChPfHV8X6t6CTYktp6JY3FSAgg\ngAACCAwgMDM079Ycpa4JoeeEJ1LdOsco04LPP/qD8oCiq9ilVmSG8IgAAgggsKYABVJ/k2l6\n6hNW/TiS5l/mXCB5d2MpbWeN5F/3aAgggAACCAxZYHZoOjxEqct0Eu0lT0Td12cnELS3KLpK\n+Z3yLhVHndlhdCGAAAIIIDC4QLkKpMHn1H8MzkHq78EzBBBAAIESBdpCywd1Ke+uttD8yf4v\nCcfoXCPfAParSqr/MJ4hgAACZRVI1DlIZZVhYsMWoEAaNh0vRAABBBpUQLuM2kLrV3WPow49\nHtdfIZyqoqhL+Wj//jxDAAEEKiJAgVQR1upNdJJmNUvxDWJ9rtBaSq0bBVKttwDzRwABBOpM\nQHuNvq3iaGl7aPZhdOnmPUXhfMV7jt6W6csjAgggUGEBCqQKA1di8j5B9UfKIsX3OcrP4+p3\nsTJFqUWjQKqFOvNEAAEE6lhgVmh928ahdavsKoTR+vN2ubJU2T/bny4EEECg4gIUSBUnLu8M\nztbkMgXRk+q+Q7lO+aXyR+VuRXcT7x3nOT0eq1S7USBVW5z5IYAAAokSCOvqz5hvADtP8cWG\naAgggEA1BSiQqqk9wnkdqde7OHIhtEORafnk1b0V3wPJ4++uVLNRIFVTm3khgAACiRIIm+hP\n16OKbwI7I1GrxsoggEC9CFAg1cuW0nJepvjwOR12UFLz+UnLlJHcA6mkGeWNRIGUB8JTBBBA\nAIGswKzQsuuMEI3L9sl0Bf2gFxYruu9RGJ/pyyMCCCBQZYFEFUijqoxX7dn5MIM7FZ2sWlLz\nHcZ9Iz1fvIGGAAIIIIBAzQXaQ+vn9Mf6tjFRy5b9FyYcpec3Klcoh3ED2P46PEMAAQQQKCzw\nJ/V+WGkpPHiNvpk9SF9bY0hle7AHqbK+TB0BBBCoP4EQjdaV6n6hK9Utbw9Nb+i/AuFM7THy\nZbw/3r8/zxBAAIGaCCRqD1JNBKs407drXj6n6BpllyLz9TlIeym+YIP+4ER7KNVsFEjV1GZe\nCCCAQMwFZoVofRVGd84OrU/pRrDbZhc36EtI+KnysvKWbH+6EEAAgZoKJKpAaq4pZeVn/gvN\nYqpynnKoskCZrzyv+FyjCcpkZaYyXXFxdJpyu0JDAAEEEECg6gIqjHbU4XJXqwCa3x117Dw3\nFT3TtxDBt6K4UmlX9tE49/T1518EEEAAAQSGLuA/Jro3RG+B5D1KuXlJz/+n6MZ60UZKLRp7\nkGqhzjwRQACBGAronKOFKpIu0V+qnAsMhVfrT9cc5V6F82RjuN1YJAQaXCBRe5AacVt6r5EL\noU2ViTEBoECKyYZgMRBAAIFaC2wQIt3TKLcFnX8UdNRDuEIpcCW73HHpRgABBGoiQIFUE/Zk\nz5QCKdnbl7VDAAEEhikQdNh378UYPqdHny9LQwABBOIokKgCKennIMXxDcQyIYAAAgggMIhA\n8OF1viff0cpxOt/ol4O8gMEIIIAAAmUSSPp9kMrExGQQQAABBBAor8Ds0PQ6nWt0k841auo/\n5d5zjG5VvwOVvSmO+uvwDAEEEKi0AAVSpYWZPgIIIIAAArkCIUq1heZPhWjUtT1R6vYoFXVn\nBwffZuI+pUPZiSvVZWXoQgABBBBoLAHOQWqs7c3aIoBAgwpMDtEE3dvoKu05Wqabvx7RnyG8\nT+cZqTAK31Va+g/jGQIIIBBrgUSdgxRr6QZaOAqkBtrYrCoCCDSmgG7+urku4f2w8sjMEG2R\nVei9+esPVBStVk7K9qcLAQQQqBuBRBVIXKShbt53LCgCCCCAQL0KtIWWbXVM+9+0/De9EHW8\nc0mq92blehpm6J/fKLMU3/z1Lj3SEEAAAQRqKMA5SDXEZ9YIIIAAAo0h0BF1Pq87lH/08ajj\n8JziaD+t/f2Kb16+I8VRY7wXWEsEEEAAgdIEOMSuNCfGQgABBBIg4PsZhTOVLuVChfONErBV\nWQUEGlyAQ+wa/A3A6iOAAAIIIDBMgTBRL7xEOUA5VnuNfj3MCfEyBBBAAIEKCXCIXYVgmSwC\nCCCAQAMK6Nrd7aH51Jmh2YfP5bWwrXr4Et6bKTtTHOXx8BQBBBCIiQAFUkw2BIuBAAIIIFDf\nAuuHaEp71PpHFT5n64+rDp/LbeFEPbtTJeVsZAAAQABJREFUuVdxcfRw7lC6EUAAAQQQQKC/\nAOcg9ffgGQIIIFBXAt5jpMt3L9T9jf6xUYhmZxc+rKVzjHRIXe8lvD+c7U8XAgggkCiBRJ2D\nlKgtU8crQ4FUxxuPRUcAgYYVGBsdGY1tC62fbw8tXbqU90W6Ht3orEbYWoWR9hSFx5Wdsv3p\nQgABBBInQIGUuE1a+xWiQKr9NmAJEEAgeQJjtEqbKhuUcdV8aPqHlEeUMP3G5tC2tKVz8ldG\nXdR/HuG9GrxSuULxhRloCCCAQJIFKJCSvHVrtG4USDWCZ7YIIJBIgfW0Vj9WXlJ8jyHnMeV4\nZSStSS++SnlB+aSyywZ3NF/YsmPk4miFonmGtZXLlVXK+9WPhgACCDSCAAVSI2zlKq8jBVKV\nwZkdAggkVmB9rdkTyj+VNyszlM2VsxXt0Ym+pgy3naEXPqdsVmACutHrzi9H0dJnVBg9qmxX\nYBx6IYAAAkkVoEBK6pat4XpRINUQn1kjgECiBK7W2tyljC2wVr70tq8ud2CBYYP1SmmEhUqB\nCy0EHXbnG792a9pXLVH3+MEmxnAEEEAgYQIUSAnboHFYHQqkOGwFlgEBBOpdwOca9Si7FlmR\nSzXsyiLD1xwUotTGTzafPemcJh+qt2n/EYLmGW5SlkbR7z+rYR4n50IN/cfmGQIIIJBQgUQV\nSNwHKaHvUlYLAQQQaEAB34jVh9F5D9JATcVMVPLhb7pk94z2qOVPzRulzuh40LVX1J2dcDhC\n3Q8oLog07zdcnx7G39Y0BA8IIIBAPQrwIV6PW41lRgABBBAoJODixRdSKPa3rVnDc4qcQpPp\n69cemo5ojVoe0LF14zs6Ord76TfB5x8doJ1EvrfRD9X9a+Vbyt668etcPWpY9F/FRRoNAQQQ\nQAABBEYgwCF2I8DjpQgggEBawFev8zlGBxUR8TlKlxUZHrWHaKLuafQz39tIN389RwfNuehy\n+3wU7blIs9AV8cIcZfe+3r3/bqZ/fXU7XwKchgACCDSaQKIOsWu0jRfX9aVAiuuWYbkQQKDe\nBH6qBX5YcbGU345WDxdQr8kfkPtchdFdKoz+Oyu07JLtH1qiaPWXtPNJx9ldrsuHt7kQalc2\nVXzhBu9dukoptvdKg2kIIIBAIgUokBK5WWu7UhRItfVn7gggkByBCVqVe5V5iosYFzkHKT4k\nzsXRR5WibWaIttgw5F4FL2ylvUX/ULT3aPlb9WLtSYoWK74gg7NQ8SXAM3ua1ElDAAEEGkqA\nAqmhNnd1VpYCqTrOzAUBBBpDwJf4PkeZq7iA6VRuVnyO0BBa7+W7P65JrFK0dyhMyXmx9xRt\nrGyo+BLgNAQQQKCRBSiQGnnrV2jdKZAqBMtkEUCg4QXGSKDgYW+zQjRGe4umFxYK7SqIblV0\n+e5wfOFx6IsAAgggkBZIVIFU8I8GmxoBBBBAAIGECGjvT++9kfqtTlto3mtU1PpAc9T6k34D\not69Rh9Rv38rHcrW2kF0Sf9xeIYAAggggAAClRZgD1KlhZk+AgggIIEpIRo/O7R8Sxdi6Nbj\nD33FuixM2Ex7i25TliknKxw6l8WhCwEEECgmkKg9SL4fBA0BBBBAAIHEC2iv0UGpaNQPdVKS\nrkTXc/Djqa4b+1Y6+OIKH1POVf6q6KIMqXl6pCGAAAIIIIBAjQTYg1QjeGaLAAKNIaA9Rt/x\nXiPd3+iiaSHSjV4zLWypPUV3KS8oJ2b68ogAAgggMCSBRO1B4hykIW37uh15Ly35FcoT6bjb\n/WgIIIBAowh0pKKw95xU50eeTUW6j1EYrZyjlb9fWaxspb1GP9UjDQEEEEAAAQRiIFDJPUhn\na/26lV8p707H3e7nYTQEEECgwQTC3iqOdDPZ8Izim8fSEEAAAQRGJpCoPUgjo+DV5RKoVIF0\nhBbQV2F6Q4EFdT8PO7zAMHohgAACCRQI66gg+oGiH4jCj5RJCVxJVgkBBBCohQAFUi3UEz7P\nShVIuvN7dH4ROw/zODQEEECg7gVmhZZddJ7RP3Uxhk+tuTLhbSqIvMfoEUV7kGgIIIAAAmUU\noEAqIyaT6hOoRIG0tiatizVFuxRB9jCP43FpCCCAQF0KbBCidXXJ7ot9EQblUj/PrkjYRB9z\n1yurlc8pOveIhgACCCBQZoFEFUhc5rvM744YTW5cell0F/gBW2aYx10+4FgMQAABBOIoEKJU\nW9Rykq429CVdYGFRd9Rz4JOprpv7FjWM0eNZypnK7cq2Gkd7j2gIIIAAAgggUA8CldiD5CsU\nPqccXwTAwzwOVzMsgsQgBBCIn8DMEE3X3qK7tedo+ezQfLr2hbdklzLoHMvwuLJQOSbbny4E\nEEAAgQoJJGoPUoWMmOwQBSpRIHkRLlAeVSb4SV5zPw/zODQEEECgrgTaQ7SpCqTv6nC6DbML\nHmaqILpa6VK+oRT67MuOThcCCCCAQLkEKJDKJcl0XhGoVIHkLwcPKf9U9lFS6bjb/TyMLxBC\noCGAQD0LhLEqhj6rvKzcpmxTz2vDsiOAAAJ1KECBVIcbLe6LXKkCyes9Wblc8X2PVqbjbvfz\nMBoCCCAQa4GNQjRj4AUMR6kgelJZoLxD8Q9BNAQQQACB6gpQIFXXuyHmVskCKQM4TR2HKp9R\nzlHer2yt0BBAAIFYCqgwmj07tF6t84xWbxjyf9AJ26kY+quySvmiMj6WK8FCIYAAAo0hQIHU\nGNu5qmtZjQLpQK3RU4oOQYnuUf6rBOV3CnuShEBDAIF4CEwO0YT20PoVF0bKLbq/kYqhTAtT\n9NF1saI94eEqpT0zhEcEEEAAgZoJUCDVjD65M650gbSn6DqUC5TcX1m9B8nnIrlg4t4gQqAh\ngEANBXQlurbQ8kEVRYtVID3RFpreml0aX7Y7fELR7QnCg4p/9KEhgAACCMRDgAIpHtshUUtR\n6QLp39L64QBi+jU2elb5yADD6Y0AAvUr4B8+MvdEi/1aqDC6SVemW9IWmk/T/u30jzY+pygc\np2gPeHhGOVlpiv3KsIAIIIBAYwlQIDXW9q7K2layQNpKa+BD6WYWWZNzNezOIsMZhAAC9SVw\nrBb3H4r/7zuPKR9XmpXYNhVHO/U/1yjsq8W/V3lJ0ecU5xnFduOxYAgg0OgCFEiN/g6owPpX\nskDSDRMjfbko2o7W0KeLjsFABBCoF4FvakF9xcovKz689jXK6cpi5QalRYl5C69WMXSN4vOM\nfqpsEPMFZvEQQACBRhegQGr0d0AF1r+SBdKuWt4eZWKR5f6YhumYfhoCCNS5gC55HemqbtEe\nBdZjlvr5h5DPFxhWtV4zQrSR9hR9Z2Zo3m/NmYZZKoYuSRdG1+tx2zXHoQ8CCCCAQAwFKJBi\nuFHqfZEqWSD512L/cjzQOUY+lt8Xavi6QkMAgfoW8KGy3yiyCu/SsCVK1Q+1U2G0ngqjC3Se\n0Srl3pkh2iK7nGGqiiHt+QqrFa2DD62jIYAAAgjUkQAFUh1trHpZ1EoWSDY4RfHlvV/nJznN\nb+YfK88p6+f0pxMBBOpPQBcz6L1a5UFFFn26hvmcpM2LjFPWQX2X7G7+rIqiZboy3SO9V6YL\nkZdVLUxQtEcrLFd8Zbo39/XnXwQQQACBOhNIVIFU9V8R62xjJ2Vxv6cV8Z3or1NuUe5W9MWk\n98axfkO/XtHVocraRmlq/jLWqSwq65SZGAIIFBJw0eHovJ0BW2aY/39WvLWF1qNSUfi+Fmt5\nTxQ+Nifq+JmWUMsQ1tbMP6ycpixTPqj8XOP5cGAaAggggAACCCAQVXoPUobYN1u8UPGJ2lcp\npyoulMrZxmhiviqeiyL/Uu3MUT6gpH81VhcNAQQqIXCfJvrFIhP21e1ckPiHkYo37S06VHuO\nTtanQHp+YS19JHxC0V7rME/R3u1QlWWp+MoyAwQQQKCxBfxZ7u98uzU2A2tfToFqFUjlXOZC\n03JxdJuiLz69Rd+metxKOVPRzR39CzENAQQqKHCipq3D1SLfBDq/TVEP/1hxQf6Ayj8PuhdT\n0GXGg344CQsU7TEKoys/X+aAAAIIIFAlAQqkKkE30mySUiB9VRvtSaXQ+Uy+GtUK5QSFhgAC\nlRHwXtrLlBcVH772KmWWcoLi/5t3KSpWytfaQzSxPTSf5b1Fa07V9y0KZyjPKk8rH1X8QwoN\nAQQQQCBZAhRIydqesVibJBRILZL0XqJ3FBH9oob5ECAaAghUTsBFkq9a+ZTiwx2c55UvK2OV\nsjRflW52aD1PV6Z7UY9PzQrNh2QnHCZptp9VNN/ePUa6lUAo27yz86ELAQQQQCAmAhRIMdkQ\nSVqMJBRIm2uD+ItYob1HmW21vzq6lKqcIJ6ZKY8INLCAb7A6U2kql4Euzz1dRdHXlRUqjP7X\nFlrerf/5/oFErfdy3SrEgs5zCnOU9ykcSteHw78IIIBAkgUokJK8dWu0bkkokHwojwskXy1v\noHagBviqdhRIAwnRH4EYC6gYOil9H6MHdcnuY/U/Pl149d7g9Zv6CNDtBMIjyvEKV0mN8bZk\n0RBAAIEyC1AglRmUyfVd0MDFha7wVLfNX4aWKO8qsgbna9jdRYYzCIE4CMzUQvgqPG1xWJg4\nLYP2Gu3Ue65R9j5G26sQulzRnuGgw2fDUQo/gMRpo7EsCCCAQHUEKJCq49xQc0nCHiRvsHOV\nhcrGfpLXdtHzlcoxef15ikBcBPbVgtyv+MeKTB5Qt/d80voJhINE9GdF9y0Kum1AOKDfYJ4g\ngAACCDSaAAVSo23xKqxvUgok/+fQl6beeyDppOxIvy5HLoxcOL2kfE+hIRBHgcO1UD788/uK\nz6fze3kz5VuKz5s7Wkl804UXxmkv0Sk6t+g/OpxOl+LObb5fUXinoiIyyCpcqvjqlDQEEEAA\nAQT8d9M/LnIfJN4LZRNISoFkkBblTGWukvkV/t/qPl6hIRBHgUlaKB8e+pkBFu509ffNVX0f\noUQ2FUYb6Zyir6g4WqJzjBa3hdZzNw6RXdR6L7xwth6fVpYquo9SKLSXuG90/kUAAQQQaEQB\nCqRG3OoVXuckFUi5VBP0pKz3XMmdON0IlEnA//8WKgNdVMDn1MxVPqQkqqkQ2kYF0a+UThVH\n//YV6WaFaEzfSoZtVAj9RFmlPKZ8WFk7UQCsDAIIIIBAuQQSVSAN9IWgXFhMp7EF/Ks7DYG4\nC2ytBbxL8aF0hVqPet6hvLrQwHruNyoKH9f1FvQjRs9rn0h13agCyH8TfLjh+5V9lZsVXXgh\nui6KUnagIYAAAgggkHgBCqTEb2JWEAEEBhFYreGD3cTUw58fZDp1N/jxVOc7+xY6+PL85yjv\nVSYqv1A+oqLIF6mgIYAAAggggAACVRdI6iF2VYdkhggMQ8B7TFYokwd4rQ8VfVGpvysw6j5F\nuiz3YTqE7pe6wWuBy5aH/bTX6ArFF134r6KiKKwzgAO9EUAAAQQQGEggUYfYDbSS9K+uAAVS\ndb2ZGwK5At6T/h/lKsUf8LnNw36l6BycNYbljherbp1HNMsXWtDV6OarOFql/J/6pQuf3osu\n6MITvQWRDisMWu9woJKK1UqwMAgggAAC9SRAgVRPW6tOlpUCqU42FIuZWIEttGYLFB9S9j7l\nYOW9yv3KM4ouWBD/1re3qPV6XXChW0XRg3r8yIbBe8Zc/AStU+/eog49zlV01b6wQfzXiiVE\nAAEEEKgDAQqkOthI9baIFEj1tsVY3iQKTNVKfUOZo/i8pLnKN5X1ldg3X5Zbl+peqKLopzND\n8+59CxxmpgshrVNwYfQb5RDFV+ajIYAAAgggUC4BCqRySTKdVwQokF6hoAMBBEYmENZSAfQO\nxVel05XnwiPKGYoLQBoCCCCAAAKVEEhUgeTj62kIIIAAAnEXCFFLe9SkvT9Nx2tRU0+kOt6a\nXeTe84f20vMTlCMVX7Lc5059SqP6EuY0BBBAAAEEEChRgAKpRChGQwABBGoh4MPlmqLU23US\n0VGav2/Ueo3uW3Rh37IE35vp7YqvsLeh8mflJOV3Kox0g1caAggggAACCCBQnwIcYlef242l\nRqBiAu2h6S06p+gJX3BBuVF5V3vwPYrCxsqZii4oEYJyr/IxZXrFFoYJI4AAAgggUFyAQ+yK\n+zAUAQQQQGCkAtpj9HJP1POdzqjrl/NTPpcoeotynbKH8rjyC0WH2aUe1SMNAQQQQAABBBBI\nlAB7kBK1OVkZBEoT2ChEs9tCywcnh8g3o81r3iMUPqj8VelWnlIuUHbOG5GnCCCAAAII1FqA\nPUi13gLMHwEEEKhXgZkh2mJU1HzEqCh1hPb+7KBj5B7RiUW/XxJFy1T86PC56E2KL8Cwp7JQ\n0aW5o7OUOzW+RqchgAACCCCAQCUFuEhDJXWZNgIIICCBKSEav3bU+kl1HqFD516lQuihnih1\nlZ6fOCe12lecO1Y5XNlReVLxsMGKotEax4fb+T5NC5Q7lE6FhgACCCCAAAII1L0Ah9jV/SZk\nBRAYWEAXV9is70ILzWfOWLyeCyRdkjt8VdH5Q70XWvi3Hs9Vdhh4Kv2G+Ep1zymrFRdHLoye\nUVxo0RBAAAEEEKi2QKIOsas2HvMrLECBVNiFvgjUjUBbiKapCDqxLbRus+ZCh0kqfo5RLlOe\nV7TXKNymnK5ssub4RfvoNZEv4a0r10W6KWxv8+W/vYfKhdJ7e/vwDwIIIIAAAtUToECqnnXD\nzIkCqWE2NSuaGIEQNc0KLbvqUtyfU2F0t9KjPNsWmtI3cA3bqvjx5bhvUVS4hBeVXyrHKesO\n06FNr+tQVGwVbO9T35eUaQWH0hMBBBBAAIHKCFAgVca1oadKgdTQm5+VryuBEDWrEPqp8ny6\nKLpHe43OnXrDwQdFTV3eS/QzZaHiexQ9pJyv7KuU45zPs2Slw/EGbDrFKZqrvH/AMRiAAAII\nIIBA+QUSVSCV4w92+YmZIgIIIBBfgZCKUgs6Fk8+beFB1y/t/te2r9GiHqL4EDddiS76i3K2\ncoOuOjdPj+Vsm2li9xWZoK9yd7/i8WgIIIAAAgggMAwBCqRhoPESBBBIqECIWmZHzTuryjhA\nxc2B2h3z98dTnR/vW9vQpMcdo1R0gO7Suqu6T1P8GXq38kfF5wTdpdfpnkUVa8s15VmDTF3n\nO0UPDjIOgxFAAAEEEEBgAAEKpAFg6I0AAo0hoBu1+lyhN2qv0L5a491VHI1RYXR/9+rWG589\n+Tv/jKLjdR5RtI+yh+KLIfgQtxuVbyh/VUG0Qo/VajdrRj9XpiqLCsx0pvrtrny+wDB6IYAA\nAggggAACdSPAOUh1s6lY0KQJ6CILD88OLffNXDLlmxPP+uInR0188TwVTH9SVPiEHuUB5VvK\nW5UpNV7/UZr/PxQXaC7Wcpv3HN2p3Jrbk24EEEAAAQSqIMA5SFVAZhbxFxinRfSv2IsVXzWL\nhkDsBDYK0YzmqFV7fsKeylNzUl1fzy5kmKHuPZ5IRdf7UTlF0c6jSHuNor8p31VUbKSW6DEu\nTQVb7w1ldX5T9IhyifKkMls5XvG9kHw+FA0BBBBAAAEEEKhrgXrag+R7vPxB0WWLo6Dofi69\nXzC30yMNgZoKaG/Q1m2h+bTZofXXylNK0JXmXmxbPumGdb7w6c/oLavzhsKvFBUVvVeZ86W3\nVSAFD9tfydxXqKbrUcLM/QOF1sWH+PUWSjfp8UPKaIWGAAIIIIBAtQUStQep2nhxmJ8PQ5ml\nvErZQInDF6J6KZD2k9fLytWKu32+w77Kb5WVyoEKDYGaCaggeqh99bgHp13/+qvWOvFnlzRt\nMP/XKnp0SFrvfYi69aiLF4QfK+9VtlZG1WxhmTECCCCAAALJEaBAqsNtub2W+UeKT2r2Xo/8\nPK5+Fyu1Or+gHgqk8fJ5WrlQKdS+pp72XbvQQPohMGwBXVnOF1LQeUInaG/Qt/V4px7T78Og\nPSZhR0X/h8L3lXuUVYr+j4enlCuVTygq6APvzWFvBF6IAAIIIIBAUQEKpKI88Rvo+5FkCqIn\n1X2Hcp2iO9r3XprXl+j1F3+P85xyrFLtVg8F0glCWayMGQBHX1R7z384aYDhw+nt/2zeU+Vt\n4kfPg9YIAiFKqSi6SIXQ/SqIVvtQuZkLN3566mXH3Tn+nT+/oWnaM/o/3Ls3SId69hZD+r/d\nWwx9So+vVWr1Y0cjbB3WEQEEEEAAgXwBCqR8kRg/P1LL5sLH9yjZochypjRsb0W/PveOv3uR\ncSsxqB4KpIu04lcNsvJXaLhPbC9He6cm4j1SHcqC9KMLtBMVWp0LzArRmJmhZQcVQe/Uo/fw\n5rQwUf8N95jw0Qv/MGa/m24bNWXR/VGqR9u+txBarcf7lZ8pH1NUOIfJOS+mEwEEEEAAAQSq\nL5CoAinp90F6s94fTyh+1BerAZuLqFuVgxX9Eh35y/kdCi0rYKPBztfw8J7sS4bd9UG98gLl\n04oLrhWKD/E7WdFhVJG+QA94qJ8G0WIlEKJR7VHr27RM2ylb6NeILUMU2roXzhi18oFXP7fi\nF0f/JYqO897bzT1c8bmBYdmFH5mjR50z1Pt/04//Vh7RVeW014iGAAIIIIAAAgggMBwBf6G6\ndIgvvE3jXzvE14x09HrYg/R2reQSZa0BVnas+nsPzwkDDC+1t78c+4IP7xrgBS5edY5JtNEA\nw+ldbYEQjZ4Zoi3aQtNhbSGa1n/2YVLzLncdtN7F75834ZTvPTZ6j9sfGbX+03Ojpi4Vvb17\nhFTsBBU94Wrly8rxymuUgd5n/SfPMwQQQAABBBCIg0Ci9iDFAbSSy/AnTfxhpaXEmUzSeMuU\nr5U4frlGq4cCyQXQU8oPFe0E6Nf8/HuKD4Ub12/I0J98VC/5n5I/j9wp6Qt19PHcHnRXR2BG\niNZrD81n6rygH+r8oBvbOsbO3WjOJt3Tbzw4TPn++1eO3uM2XxThl8rflecV7Xnsjc7zC7cq\nvoLcmcoRivYWhVL/b1ZnBZkLAggggAACCAxHIFEFUtIPsbtEW9h7kH6rfEG5WynU/GV8T+V8\nxV/w9Ws2LU9gpZ4fpfgGle3KNxUfvtim+JC4XZXXKb4M+EjaZnqxzjHpPRdsoOn8QwM8Hq0c\nAjoEbpZu+jsqatFeuZ6NdX2EWaOi1PSVUeeXF6aCD03dMJ2Zi7f6z24tmzx+aOfj7aF7wQaj\ne5ZOXDsKqVEa3qWoCIomKH5fqFCKfHXIx/qSWq7HajW/Nz6t6GINkc9Pmqv8SvmK4h9AaAgg\ngAACCCCAwIACSS+QfqE1n6qcpxyqeA/HfEW/bPd+UfKXOX+BmqlMV/wl7zTldoW2psBd6rWj\n4mLzcmWs4sLpOmUn5VFlpM1fpDcdZCLe0+cv47RBBHwxBI0yZm4qerH/qKFpxh17nqrbAH20\n+5r1pq54enpz99PrR51zZ67ufHz26q55G0bdT238Hr3G/0fcdChcNK/zP1s+qfxe3U/mZK66\ntXcx5f8/tW4HaQGuUu5WdBGH3isrbqnHjyi+aMu+ykKFhgACCCCAAAIIFBTwnpNGaN7j4S/1\neysz8lbYezz8hel3ykXKPKXazV9Ef6D4QgQvVXvmw5yf9xqso/iLd88wp1HoZf7V33vwZisL\nCozgQtZ7Jrw3y4UZTQKzQuvbwotr76ELH2zcvXjq9J4lk6b1vDBp3Z4lk8d3zt9g1bKLPnSF\nRpuWE/9w4G0YRU3dK5Vno+6meb3p+xHBPyRk4v8Tz6oA0uFysW7rael8eKYPAz0jb0n9f+t6\npUPZP28YTxFAAAEEEEBgZAKtermPOtlduXNkk6r9qxulQMqV9i/ivgqaf1lfpCxVat3qsUCq\nlJnfk7crLrreqOTu+fB2u0bxnqtdlLh/YdciDrGFqGnmMzNO6Xp22qye59eb1r104tSwfPy6\nYcX4Sd3LJ6zT8e+tHnvpsmPv0VS959NZV5kStXbMiDpaW9Td10b1dKVGr14aNXc9Fzpb5kWr\nxqSLHBc6vfEeOP8woMeqHv7Wt3yV+fcsTfZEZQulu8AsNlG/R5WdlXsLDKcXAggggAACCAxP\nIFEFUvPwDOr6Vcu09A4tngIuet6q3KD4YgyXKD6npU05XlmiHKLUpDjyIWs6jmycqre19Emw\nls7bGd8xf1rT/I3m/VfL5CuvOT6Pbfy4I67cZuzudx0eVo+ZGFaNHh9Wj16rZ9XYcdHLY8f0\nvDx29Ko7dru/a+4s7zF04ddXuKeiiU9GkT9ksq2lszM1ZtVLqdaO5aGjd9D6GmiHpxQfLvqc\niqPFenSe633saVoWfPBjY7XdtLp/UAoVR5Z4THlY8XgUSEKgIYAAAggggMCaAo1YIK2pQJ/a\nC+jKABtqr9782/dojlaMXzX2ny+9YfVPHjkx9VLXwT2rU28Jz43Wno71vh1F37qs7zQSnTe2\n2aNjJ570o61GpcLYnp5Ro0cpoat5dAip0amu1tHLrz7soe4HtnlZK+c9K31p6h699sk/ODTV\n1D0h0rhRT9PoqHtUq17Xm64FM55bdfN+D2r83nN39Dja3S1b/Wc77ZFZb8FWo1Nh5djI6Xl5\nXBQUTUejrNlevurwjpV/OrhHr+tQcbNKe3lWpZq7FkejepbraLWlXU9P996MzPlwLtq9N9N7\nzDJ5obe7s7Uz6AygmlSEWoA6aq4eVw2yvB7evwAd5AUMRgABBBBAAIHGEkg11uoOuranaIz3\nKd9Tvj/o2AOPMFODblGyhzwNPK6H+JAxHy7lvQ/+Ql/2Nu51f3xo9f3bvarghEMqdC+aukhX\nI/N38FfeE9prMXrUxKXrqH+/l6kA6X3es2zC8mj16NXp12RGSo1a58VJr/TTuL3j+zXu7mzp\n1mt8wr/H9zkwTqY7Mw31KkNLhS7N0+eceH59SYXOpulPT1bBooPZurt0CFr3KD82dXc6PcvX\nXtT1+Gyf4+Qv0l43P65qbn9iXNMGC8ZEPaOWh27tnelsWRa9PO6FzmUTXogWbOC9Od4TlIm3\nobpjcdECLUrDtK9qTfdUfPxzoeb/Yyq0ew/d/HOhEeiHAAIIIIAAAsMS8I+P/t7kv8F3DmsK\nMXpR4Z++Y7SAVV6UaZrfNoofR9IW6MVnKKX+Ur2Zxj1b0dFblWmpLR86b+yMhf7yuGbraOlY\n8fN3ZA45emVHxaipi8aPPejGrbW345V+6RcHF1Mrb9r3we45bb7qnIdnxgnj3vD7rcPYla1+\nXSqkfC5RT+801N31RPvCVTftPz89vof5dT2tu98xqXWrh9bT+J09QYWF0qPzaJp6RnV1Lpm8\nfPXVb/YXWx865dipr3v7+0epQFkVLZrqQsj900l1vrJE6vlK09y6F77yrOSOric0YYUWa4Gf\naOlOVY5VflFgSc9XvyeVmwsMoxcCCCCAAAIIIIBAAYFyFUgFJl20l8+JcKFQakFVdGIMRKCB\nBT6qdffewi8ovhKizwd7jXK1skLZWaEhgAACCCCAQHkF/B3W32X9nZaGQFkEKJDKwshEEOgV\neIv+fVTxB7XjPZU3KlsrNAQQQAABBBAov0CiCqRGPMTO58f4qmGjFf+i7BPife4IDQEEkiHw\nW62G0674Mug+rG6RQkMAAQQQQAABBAYVaJQCaXtJfEA5TJlSQMVnl/xF+bTiSyXTEECg/gX8\n/9qh1Y+AL9Syj+LDIn0Bl/sV7/3zOYc0BBBAAAEEECiTwNmaTuZQG/+SfIdynfJL5Y/K3Yov\nAOBxfA8Zn+Bd7cYhdtUWZ34IIBA3gU21QPcpPofMF43xZ/Nq5WFlO4WGAAIIIBBfgUQdYhdf\n5vIs2ZGajAsfF0I7FJmkf7XcW7lH8fi7K9VsFEjV1GZeCCAQN4H1tUALFf94NSNn4XyI5GWK\n7wm2SU5/OhFAAAEE4iVAgRSv7VF0afyH9XHF5xuV0nx+0jJlJPdAKmU++eNQIOWL8BwBBBpJ\n4GKtrPcetRRYaf+A5UOgrywwjF4IIIAAAvEQoECKx3YoaSn+rbEuLWnM7Ei3qfPa7NOqdFEg\nVYWZmSCAQEwFvIeo2OHNB2l4h+LLttMQQAABBOInkKgCySfBJrn53KIdlUK/ShZab+9B8o1i\nHyk0kH4IIIAAAmUXmKAprqP4XKOBmof5c3z6QCPQHwEEEEAAgXIJJL1AukRQmyu+5O8uRdB8\nCMdeyvWKf6H0TSVpCCCAAAKVF/DtFlYruece5c81M2xJ/gCeI4AAAgggUG6BpF/m+xcCm6qc\npxyqLFDmK88rPtfIv1xOVmYq/mWySzlNuV2hIYAAAsUEfOGX3MtR+6prvsgLbWgCPRr9T8pJ\nyu8HeKmH3aX4UDwaAggggAACCJRBwDeMvFxxgeQvMLl5Sc//p5yvbKTUonEOUi3UmScCwxPY\nWC/7q+Iv9o8qPvzL9+nxVTBfpdCGLuDLeK9SzlHyj2z4sPr5x6t9FRoCCCCAQDwFEnUOUjyJ\nK7tU3mvkQmhTZWJlZ1Xy1CmQSqZiRARqKrCe5j5XuUnZRMk0f6ZcoyxSavVDS2ZZ6vXRe/m9\nZ/+/yreUC5UHlJXKcQoNAQQQQCC+AhRI8d02dbtkFEh1u+lY8AYT+LbW99/KmALr3ax+PjzX\nh/bShifgQ6LPUq5UfC7oOQoFpxBoCCCAQMwFKJBivoHqcfEokOpxq7HMjSjg8xffUWTFX69h\n3uNRqIAq8jIGIYAAAgggUNcCiSqQ8o/1rustw8IjgAACFRTwIbmTFe9BGqg9qAEujjJXXRto\nPPojgAACCCCAQEwFKJBiumFYLAQQiJ2AL+jiiwX4MLCBWmYYV1sbSIj+CCCAAAIIxFyAAinm\nG4jFQwCB2Ai4OPLFGU4oskQedq9CgVQEiUEIIIAAAggggMBgApyDNJgQwxGIh4BvON2pfKzA\n4pyofi6iDikwjF4IIIAAAggkWSBR5yAleUPV07pRINXT1mJZG13gGAH4Qgz3Kecpn1fuUFw4\nnazQEEAAAQQQaDSBRBVIviwtDQEEEECgdIHLNaoLolOUXRUfqnyncoLiG8fSEEAAAQQQQAAB\nBEYowB6kEQLycgQQQAABBBBAAIGaCSRqDxIXaajZ+4gZI4AAAggggAACCCCAQNwEKJDitkVY\nHgQQQAABBBBAAAEEEKiZAAVSzeiZMQIIIIAAAggggAACCMRNgAIpbluE5UEAAQQQQAABBBBA\nAIGaCVAg1YyeGSOAAAIIIIAAAggggEDcBCiQ4rZFWB4EEEAAAQQQQAABBBComQAFUs3omTEC\nCCCAAAIIIIAAAgjETYACKW5bhOVBAAEEEEAAAQQQQACBmglQINWMnhkjgAA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+ "text/plain": [ + "Plot with title “Fitted power model”" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "set.seed(1485)\n", + " len = 24\n", + " x = runif(len)\n", + " y = x^3+rnorm(len, 0,0.06)\n", + " ds = data.frame(x = x, y = y)\n", + " str(ds)\n", + " plot( y ~ x, main =\"Known cubic with noise\")\n", + " s = seq(0,1,length =100)\n", + " lines(s, s^3, lty =2, col =\"green\")\n", + " m = nls(y ~ I(x^power), data = ds, start = list(power=1), trace = T)\n", + " class(m)\n", + " summary(m)\n", + " power = round(summary(m)$coefficients[1], 3)\n", + " power.se = round(summary(m)$coefficients[2], 3)\n", + " plot(y ~ x, main = \"Fitted power model\", sub = \"Blue: fit; green: known\")\n", + " s = seq(0, 1, length = 100)\n", + " lines(s, s^3, lty = 2, col = \"green\")\n", + " lines(s, predict(m, list(x = s)), lty = 1, col = \"blue\")\n", + " text(0, 0.5, paste(\"y =x^ (\", power, \" +/- \", power.se, \")\", sep = \"\"), pos = 4)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/ML for Physicists.ipynb b/doc/Programs/JupyterFiles/Examples/ML for Physicists.ipynb new file mode 100644 index 000000000..9490577c1 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/ML for Physicists.ipynb @@ -0,0 +1,3103 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Notebook 1: Why Is ML Difficult?\n" + ] + }, + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support.' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('
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"display_data" + }, + { + "data": { + "text/plain": [ + "(-6, 12)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print (\"Notebook 1: Why Is ML Difficult?\")\n", + "#This is Python Notebook to walk through polynomial regression examples\n", + "#We will use this to think about regression\n", + "\n", + "\n", + "\n", + "import numpy as np\n", + "import sklearn as sk\n", + "from sklearn import datasets, linear_model\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "\n", + "import matplotlib as mpl\n", + "from matplotlib import pyplot as plt\n", + "#import ml_style as sty # optional style file, can be commented\n", + "#mpl.rcParams.update(sty.style) # optional style file, can be commented\n", + "\n", + "%matplotlib notebook\n", + "\n", + "# The Training Data\n", + "\n", + "N_train=100\n", + "\n", + "sigma_train=1;\n", + "\n", + "# Train on integers\n", + "x=np.linspace(0.05,0.95,N_train)\n", + "# Draw random noise\n", + "s = sigma_train*np.random.randn(N_train)\n", + "\n", + "#linear\n", + "y=2*x+s\n", + "\n", + "#Tenth Order\n", + "#y=2*x-10*x**5+15*x**10+s\n", + "\n", + "p1=plt.plot(x,y, \"o\",ms=15, label='Training')\n", + "\n", + "#Linear Regression\n", + "# Create linear regression object\n", + "clf = linear_model.LinearRegression()\n", + "\n", + "# Train the model using the training sets\n", + "clf.fit(x[:, np.newaxis], y)\n", + "# The coefficients\n", + "\n", + "xplot=np.linspace(0.02,0.98,200)\n", + "linear_plot=plt.plot(xplot, clf.predict(xplot[:, np.newaxis]),label='Linear')\n", + "\n", + "#Polynomial Regression\n", + "\n", + "\n", + "poly3 = PolynomialFeatures(degree=3)\n", + "X = poly3.fit_transform(x[:,np.newaxis])\n", + "clf3 = linear_model.LinearRegression()\n", + "clf3.fit(X,y)\n", + "\n", + "\n", + "Xplot=poly3.fit_transform(xplot[:,np.newaxis])\n", + "poly3_plot=plt.plot(xplot, clf3.predict(Xplot), label='Poly 3')\n", + "\n", + "\n", + "\n", + "#poly5 = PolynomialFeatures(degree=5)\n", + "#X = poly5.fit_transform(x[:,np.newaxis])\n", + "#clf5 = linear_model.LinearRegression()\n", + "#clf5.fit(X,y)\n", + "\n", + "#Xplot=poly5.fit_transform(xplot[:,np.newaxis])\n", + "#plt.plot(xplot, clf5.predict(Xplot), 'r--',linewidth=1)\n", + "\n", + "poly10 = PolynomialFeatures(degree=10)\n", + "X = poly10.fit_transform(x[:,np.newaxis])\n", + "clf10 = linear_model.LinearRegression()\n", + "clf10.fit(X,y)\n", + "\n", + "Xplot=poly10.fit_transform(xplot[:,np.newaxis])\n", + "poly10_plot=plt.plot(xplot, clf10.predict(Xplot), label='Poly 10')\n", + "\n", + "axes = plt.gca()\n", + "axes.set_ylim([-7,7])\n", + "\n", + "handles, labels=axes.get_legend_handles_labels()\n", + "plt.legend(handles,labels, loc='lower center')\n", + "plt.xlabel(\"$x$\")\n", + "plt.ylabel(\"$y$\")\n", + "Title=\"$N=$\"+str(N_train)+\", $\\sigma=$\"+str(sigma_train)\n", + "plt.title(Title+\" (train)\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "#Linear Filename\n", + "filename_train=Title+\"train-linear.pdf\"\n", + "#Tenth Order Filename\n", + "#filename_train=Title+\"train-o10.pdf\"\n", + "\n", + "plt.savefig(filename_train)\n", + "\n", + "# Generate Test Data\n", + "\n", + "#Number of test data\n", + "N_test=20\n", + "\n", + "sigma_test=sigma_train\n", + "\n", + "max_x=1.2\n", + "x_test=max_x*np.random.random(N_test)\n", + "# Draw random noise\n", + "s_test = sigma_test*np.random.randn(N_test)\n", + "\n", + "#Linear\n", + "y_test=2*x_test+s_test\n", + "#Tenth order\n", + "#y_test=2*x_test-10*x_test**5+15*x_test**10+s_test\n", + "\n", + "#Make design matrices for prediction\n", + "x_plot=np.linspace(0,max_x, 200)\n", + "X3 = poly3.fit_transform(x_plot[:,np.newaxis])\n", + "X10 = poly10.fit_transform(x_plot[:,np.newaxis])\n", + "\n", + "%matplotlib notebook\n", + "\n", + "fig = plt.figure() \n", + "p1=plt.plot(x_test,y_test.transpose(), 'o', ms=12, label='data')\n", + "p2=plt.plot(x_plot,clf.predict(x_plot[:,np.newaxis]), label='linear')\n", + "p3=plt.plot(x_plot,clf3.predict(X3), label='3rd order')\n", + "p10=plt.plot(x_plot,clf10.predict(X10), label='10th order')\n", + "\n", + "\n", + "plt.legend(loc=2)\n", + "plt.xlabel('$x$')\n", + "plt.ylabel('$y$')\n", + "plt.legend(loc='best')\n", + "plt.title(Title+\" (pred.)\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "#Linear Filename\n", + "filename_test=Title+\"pred-linear.pdf\"\n", + "#Tenth Order Filename\n", + "#filename_test=Title+\"pred-o10.pdf\"\n", + "plt.savefig(filename_test)\n", + "plt.ylim((-6,12))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Notebook 2: Gradient Descent\n" + ] + }, + { + "data": { + "image/png": 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OfY1wP+TaJYyykiJc7SBp8NwVXRBg14nUrssIgwOgpEAKyPRoEIkMQn61RZrq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IEuvEnGIY2M6dHxYazJcRszQM1iCEk6YH+68BqzNeGtQQoXgY0mbSSjGdI/vqEh5XE3OH8fOprw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\n/MQnPsE999zD3Llzueeee+js7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f+tSn+PDDD/n444+5fv06v/u7v7vv4//qr/4qf/u3f8vo6ChXrlw5wDPfiueC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\nmlU7Ki8kcgmjLf42nLaQMHVBFpYZ8P4Ia8O2wnCJ0VLm3PgW7/q0VUW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ybmvO64rGJ9R+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1uPNbnpIk2SHpRjGMhjC+cYtEztuZRNGNPPSLTyMVJll6AYkXDkM7GfTL/+HV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\nwSQkWmNbAldJHCsL1OIIsyGUY4h1beClEhEZO+no2WpqdxJqye32uao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/Ufz3P4o67Pa9VPrpj4luep/YxvfRPz6OcHvwL19NYPU6fKULhqz8Rfr4cSI7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\nGx/uU3BtlnIur9xvsZRz+XCvz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8otnd7JO2ob/dcmjHYFhKUz4NsuCMCrvSR0pL8M/sOP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AWidKPbQVTy0m8ra1LUA0ZsKcQWxElAf5nAaouTqhZqdk/zAj6hxKf4B7qrQFB+kPuwmBqrnQ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MW5qSBnJwP4YhlkUaCzysaxxuLk5GY6s+v3ZdKf4PxsiKHFCNm8itOo5aFWN33Vdip2qK1M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\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4NttLFbbbFa61K1xbrk6kLaMk4Z/f2eft3S4vrdX5i69uZlGoONH86/vHvH/Q57mlCj9/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tH3VcbacB/2UB/OUA/2cP++PssAZllV/MyhWp01VNa8kOwyacfUuHOgXQG1oa693LL0LIzqZoya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u5yo9BuDOD70Pd71/McYmonj4S1+BVWNzbaZurhU3Vv2Ga4TDMFJJ7QZccYMO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1UpKSWhbOLLBQJZRYGUrkBKFNFEdnvjpqQD/sVI6GgBVkLoWF/6jBu1nQ1V9+6XJ7/876BwHGGu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\nSmJk/U0+NjeQ9TckdNL9DWSbmyKcNvKQJ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RONKaoJfHQV+vi7iu0aLFcDui+FWBpBGPOgpBNTAMxHC7C1PG7IJ/oSBjNZA8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v67AtLAq6gtLwhIm7yGOy3Pen680savKu7JVXZjdOy6K6zJludTLODMTuDOjJXBmgC2sUp3AEBV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wZimfJadA/ei+buO9Heeiseq/Wa7ctUnaKFHv0i6lc7uecjd8Db3w5AaDRJ27ERjh3z0dbu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\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NaVBkAlp5YJYAWjgksMbkDyQF1NQyfWVGCgAtCyMDlfMgE4+5D6CVmm0kDKSGhEmTc591\nf3FA7MRALQPSkAOlBWiktOdYDsYj+EwANNXHk4DGDJpBpwffEWPohj66YQDGOTRCkNdN5Axj4gbB\nAWPYksGcHEDZ1DA7IThr+yGutfrohgwlU8PJor2rZixiHM9sdbDa9bFcsHZ1ZkaM4x+ubaMXRLvq\ny7yQ4f1P3cL5Wh5vO7Vz8+APPbOC7Z6PH/qakzs+To1/84lLuP+dt+Pb48DZjQ89gdo/ezvyvIsP\nL74XX3fx95Evjd/mkDF84eVtfOziOrp+hNcvV/CuuxdGCvgZ57i43sFnr21ho+uj4hh404kZ3LdY\nyrQsulrv4Uu3m9h2A9GgvpbHhdn8UF/K1Y6Pl+o9rHV9aAQ4XrJxtppDdQBgc86x3Q9xq9PHnZ7Q\n1hUMEZlypGBlSpJqKEZ2yw3QlUCsYGio2TLkdYyQPmQ8DnhVTcIJkAFgjj4ePHEZP+FFoQBhLHE/\naoRKACaAmLYDA6ZeS0RNeAiYkCokDBiR4MuQ+V5CaD95b8Y0AOsNsPcKfDmgsPcmqI/fKIIAXR0k\nxq0uhtz/Q8BLCef3ERHBA3n+GABdfPD9AcAeCGJPg66D6V3NOZcVLmUK7AyQJl0MlTyJKbbLOgPi\n3D3V+/2TA2WTDM7DBKBFbSBsSRDXBsK2/BLSQ5MgrQToZbFO84Amxf1a7tBLpJxHckdpA1ELiJrJ\nzDBsmgSSCqgVpAlBmQ8OmKblXNLHLdGmijUB3pS1ezmII0FaSTJq6gd2AGCNc4iruDRQ6yABsKrR\nehmxRm0fbJ44aHYRxUyaK/8i8tYoKcrAw+n3B8ZZrEELWF9eaROY1IFFczDodLEtnHO4UYhu4MOX\n7FlON5CTzq9Jtm8QnJUkc2bvAs4451h3A9xo9xFxYDFn4lhh55Im5zx2ZtZsA6+fL+xYPm37If7u\n5W2ULX1Xfdknrm7i6nYP//Xrl3cElh+9uIYX1zv46bee2fHzAcCDjz8OrR7iX3+3h9p29m9pcFb4\n5gD2t78DNbaJj85+Lx698ocolMZvw3OrLfzNs6vY6vo4M5vHe+5bwnJlOJiWc46LGx3849VNbPcC\n1HIm3nxyBnfPF0FTYOzKdg9fksn8FVvHQ0fKODsAer2I4Xqzj0vbPXSCCI5Ocbaaw5nKcABsx4+w\n2vNwu+PBDRl0QrBUMLE8oi2X2AcZmjIzT2WF5XWKmmOgZhsjwRuTurJeIAKRVTSGQUnco3KwBDr4\nfBW+2pdATB0RDErjlmequfa4MViGVGyYYsEItNjIM01+4WCel9K7ZgGY0rk64gJw2lZ0GS2vMl8p\nAOamHkghAJcyXKm5x57PnMlzUkrXzLrJhfwg45UJVs8PgLD9VV4SY5/cFtaXMqNOivQYIBbUNsU6\n8EJWE64V9iUt+v9B2R4G56HMPZMAKGwBYTNZH+nI1CRIy4llrGnLJwBOyx8KeOPMS4G0FGBjneEH\npwBasrPJdZoX7tUD2SgvBdIkYOOD22OmgnLz2fX9XAHxCOLA0wLQgGgzlf7OVEupdBjulC5U9VY8\nRMTbYLyFiLeROHb0ONyWktzU5U5RXunHLJqwvosAW8WgTWIUUCNgEbqBj14oogo0QuBIgGbQ3YF6\nyETj8roEZ3ldCLVHnVCz78tws+1h3RX9Oc9VnF1Zs1vtPp7d6qJganjjQmlHEKX0Za+by+Oe2fEG\nmDvtPv78hTW883QN53d43KeubuIz17bxc28/FwObcYM89hg0Dmg+8M0fAf6b92MInDG9g3PhT+EY\nruHT+Xfhvqt/hcr86N+Y60f4y2dW8OTNBhZLFt597xIuzI9mvttegI9eXMflzS7m8iYePVXDhbnk\nsYNgrGobeOhoGWdmcjEY45xjvefjaqOPW+1+7LQ8X81huWRlHtf0Q6z1fKx1/ZjhqtkGlgsWFnJm\nBmyHjKPuBWh6oruE0oflZGBrzR4OfBW6sKTZdz/ljrQ1Gqfsj2LSkp6zAoT5UpSvhk4oLE2AMEsb\nLqMmr5Mk3cdi/AERvmC+TBjUErE3O5QgE92qF7vBuUy0H8zzSnoB56brBcwDDAejptcHRe0OsuBr\nymNf3IZQGt74gKheORiHhrFDQPr0RIEgKVIGPO5mb8f39zGsM4Moa1IlCSqk9NzyPHiIGrOvblD2\nulP88Q//mE2EegAAIABJREFUBqAXAF1qxvR8clvPg9CDFcsLqrMvxfzKgdkbuC2pz6EgWwjknwZp\no7RuBwTcOA/Hmw7G0rJG6uqglGwXLUmmbR/bxUPE5oJ0aC7rIPtDJvLHWkg5QZXJYA/lSM4hDlCD\nVH26jK2uFksQrFoJ0wI14fLsZwJus1e+yt1ZAiWFKUoaHAH3EDAXfuTGpRJlFFAhtpN8N4xz9MMA\nvSiAJ1uBGZSK8qa++1V+yLh0a4o+hTOWEG/vllPW9EJcbroIGcfJko15Z+f32uj5eHK9jYKp4ZFd\ngNlnbzVwu+Phm07VRibDA+J/+P6nbmOpaOEbz45P+H/yVgN/99I6fvLR0yiMeS01yGOPxeu6D1A+\nCM4iFPA+PIx/xFN4CNfM38TdP3h0pObs0noHf/rlW2i5Ad5xfg7fcNfCSFaRc46nV5r4xOVNRJzj\nradreORYNQOgBsHYG46WcToFxnpBhJebLl5u9NENIhiU4ETZxumKk3HARoxjpevh5ZZ4HAEwYxtY\nyJlYyBmZ5H7RizLEppsAd50QlCwNFVNkhQ0CMdUWrBNEsaYMELowR5Yjc/pw0Gsk+8l6URgn4atB\nQWBoFCYV7c3GMWEqgkKAL6EBS4etpkX4GkkmHfGbTcBXT5Yd0yn22SggAitVcrSE/mu38mNcalTH\nLKX16mPYPKYjkwc5FJK6C9iIKx8KbKVBl1wf5aTMZGUOriud2WTHUmGaS5+3eqmlAoOjop9UskI6\nqspO3Zda38M5NgaCUVdKpLqAMQNiTeacjrfyqxqU3X+GP/7nvwiEyt04YlArBdQKAvQYalkSSz1/\nKEJ/zoIsSFNGhPTtqIuhPBRipECaAmyFBLTtFxyp7eNcXElkQJvU4ilN24CTR1xJKLBWSgG2vbc6\nEhsTJAAtDdaGNGv2gF6tjKmz1uL3HKWraCH5PgwkAK2MvTg+RblTBtyiB8Z78vMQUFKQAK0k89Ym\neT0OxkPJoPVjo4DQodkwJEgbdfIYHMLyH6AXBggYg0YICoaF/ITgbF266zQCzDujk9bTw48YrjRd\nNP0INVvHqZKzYy7aRs/Hl9bbKErGbFwGVz+M8JErWyjJMua4bXjs5S1c3e7i+15/bGwZ9cX1Nv78\n2VW895ETWNjFQJAGZWqkwdkP/x9/hG8Jfw9rmMff499jGYUhzRmZM/Dh51bxuZe3MVew8J0PLeP4\nzOj2bQ3Xx0deXMP1uovjFQfvvmshDnxVmrEnbo8HY/2Q4fnNDq7UXTAA8zkTpys2jhbtzPfgRww3\n2n1cb/XhM46SqeFE0cZCzsx8B5wLndemK8T6ERd5XzVbx6xsYTSqlKkagKusMUuTJUldgz1CF5bW\ng/VlRAUgNGUm1WDIMqQxpgdk0jrNk1EUWRckhQaNCgZMADFzLAOWZCG6MQhj3EUaHCXtguwMANvV\n7chDJMArvUy7Gwmy3VMGgNckZTV13FcGLt5NHXfV8Sk9FJBJC+j3JqZPzjlKuzWCNBhJZiiZ0GA+\naGoSe88OeQG2OiPO0+k0BXf4yfn7QCpvner9JgVlr82cMrMKcvoHAAjqGVFPaMXCrpwD6+6KKEny\nwRwiAq4XAEOCnnhZkrO8J7E/oYYADvqIBuFyZHeIdlbrFnWA3h0MuTKhgeslQK8IY4JaapWptlNk\ntskdGrNjtq0HsFZqm1ridnAb2R+vDq5X5DZUxTZpVRA6IbNFDIBUZUZMZiPkVVpHvC9vimW4lnqQ\nkQVptCzZtV3+D0QZA1KxCpxDHAhbEGXPJoBN9QSAF5ABajs1rgcgenuWoMnGtZwzqUlrgfEWAn4b\nwG0Q2EKTRkugGP8dEkKgEQMONeCgBMYjWeYU05MmFovmYGsF6Dv8/zVKUaAW8roJLwrRCnw0/T7a\ngYeiYSKnm2NLPTolOJK3ULUi3OkFWO35aHiipOmMab1kahR3VXNY6fq42fHQCTo4X8mNFenP5Uw8\nNF/Ek+ttPL7WwiNjgJmta3hwoYgvSkfm2epoUHOy4uDFjQ5W230sj2kenlf9L/0QIitpuhFKbB30\nn8W3hL+HADr+yP5f8WBflEy5z8HBsfq7q9h+qo1P/WoRW10fbzlTwzfdvZiJrFCDcY4v3WrgH69s\nghCCb74wjweOlEEIGQnGvuHMbAaMBYzhpa0eXtzuIWIcpyoO7q7lUBjoX9oNIlxrubjV8YQr0zFw\nquRgZkDg35UBsFtuAJ9xUALMWAZqjo6ymS0PKqekYsSUUTKniybiBUMbyYKGjMUgzIvCmJsxqYai\nYcHWBAgbB5wYDxHwPnzmIYz1mdIFSa0YfIm0+9H7nwBgfux4FBdVLpCJtZC/27j0aO9e+oqZ+zYS\nDWwPQ9WCmLlfRFJudCaXdvAIwpjVQiKs70jglT4HqnZ+BUBbRLa13xTvF388Js8bA2Y1dQ4ZZPeI\nmchq9DkpA0rnek4e7j1ye1ggz68pHZmaoVwOBcUSqReX1SxjPqluqZxRpSk/pPHaBGWpQQhN2LAd\nBudclBnDNhC0s8uwDXibQOfqsG6M6OBGWQA0owyYqXWjAmh7Y4oIIfLLzgGYH73NzM8aESKpcQsb\nQP8GsjuUAmzl1KwAehVEG9NAfcdtUztlNrcp/uFFLfmDk9vj3wT45eRxxIkBGrSKXK9M/iMjspSJ\nHKCl/j88TLRqTC7Dl5EARU0CtRmA1sRykis6QpDozCQtHTs+m3K5AuCW/JsN0X2hBqC6K5NGCE01\nYD8Kxr0YoIV8A4g2AGjyQF+CRoo7akso0WBpeVhaPmYEvKgLj/XgsR40YsLWCrDo+Jw1QghsGZ3h\nsQht30PT99D2fRRkcO04cOboGk4WKZqycfS1dh8VU8OcY45kwQgRHQGKpobLDRfPbnUlCzOaRZgf\nBGaLpZHi/5NlG9ebfXxlvSOCaUcAvaMlGxohuNZwdwBlKtV/uv6X6VFd7+IPfv/XAQC/cvZn8Vv/\n9lhc1pztEBCNwP/PS/j4NxHkGMePPHoKZ+ZGH7c2ux4+/MIaVlp9nKnl8U0X5lGSJca6G+CTL2/h\nTscbCcYY57hSd/H8Zhf9iGG5aOF1c4WhEm+9H+DlVh9rPR8EItj3ZMnONJ33IjYUAFuxdByXXSLS\nzGPEOFpBhI5sg6TaLRV0DQVTMGKDTKUIRo5iEKZCWpX2UbUXG7cfqouTQPapVUwYhQaT5mBQG8YE\nrc9E67a2dFx3kGXAbGikLLuBONJxPQFg4T4SAKYc4+r8omQTFcRB2aqX8MTgS124ygvmeJnW8JIE\nbNE5qelKg6896GlZX+qXG3IpQdeQLIYmcU7GwoCGK7/vPE5ByHSkYU+dG9X6iKgpQALAAmDOAdrJ\nVDWqEIOtw47J2m28NsuXhyb05wDzBFgLmqNnNEBlEiMBa2YVMGbE0qwCRunQvmABMjvSiNCUO2Qz\n2THTgI3agD4jts2YAXSxnWTC7gYTbw93BUCL6uIHGzbEMv6hEvkjqAG6mjPTOYtGvjmTV4YSqPE6\nwBqINRCkLACaJoHaXuMy4v6fTYiOBHWI/zOFOLjWxCTTXUVxHoHxtuw2kFxRUpKHRqrQyORglnEG\nn3XRjzqIeAgCCkvLw9YKExkEvChE2/fgsQgEBAXDRGEHcAYAEeeifY4XghJgTp6wx12sBIzhSrOP\nhuwkcKY8vpy51vPx5fU2SqaORxaLI4FZ2w/xt1e3cLRg4c3LlZGv8+GL66h3fXzH4iyieoSwGSJs\nhYiaESI3QuAz/MPFdVyYLeBkJQdqU1CHQstpoDmx1Api5m58YeR7fPCX/2d896c+hk8bb8LXfejX\nwQokLmt+2zUb988W0dYYHjlRxbfctzSUrg8IYPP569v47LVtmDrBN5ybxz0LRRBCEDGOL6828eRK\nEwaleNPxKs7P5jO6spttD8+sd9AJIsw5Bu5fKGDWyUZfrPV8vNwS/39D5sqdKNqx25JzjpYfYaXr\nxSGwBUNEo9ScbLCwSuGvy8b3HIlTsijbH40qK3pRhF4UoC8NKABgaVoMwsYFtAqdZT8GYiqQmYDC\noJYEYbubYUQuYUfmEnZSGlAdmsokJDnZM3cSABYikUEoAJYuP+aRje2Z0tQUX4wOALA0+0RyAClJ\nWUlJrJPc1IwXkC43NpMLbwXE0mAnFs5nA9BBiwcCcERiQnPYdBe2RshsqExLkEkJMdhS23UIKQRT\njK9uTdmDd/PHP/lXkrUqANohBaqOGDzyRoM1vw74jSzTRjTAqCYgzZSAzSgDegGEHg5RmQC2BhBu\nA0EdCLbFenr7aF5sXxqwaWWAWgf2/xTMWjsBa2Fd9hdV4JZIJi0F1LTyAQC1UAAztiWnAlCQ5oGa\nnFV54NqjBRwNAFtyqs+UgwBoMxClzskPBKJ04iJiLUS8Lk8WBBopQyPViY0Cgj3z0I868KUmwqA2\nbFqYKAPNl2VNLxKBoIo52ynvzIsY1nrCpWdRgoWcObZEyTnHnZ6PG20PBiU4V3EyDE16KGBWtnQ8\nvDAamD2/2cEzG108WimivBKh+0IXvRd6cC+58G556NxwEd0JQPZOhMXjHZ8Yvu9dX/wiPvrzP4+O\n7eCB930AVx/J9rAlHDjODHzk3tfh7sXRTczvtPv48AtrWO94uHu+iG84PxeXVVfbffzjy9uo9wOc\nncnh0RMzGVZwrevj6fU26v0QZUvH/XMFLBUSUTPjHLfaHl5uueiFDI5Ocapk42gh0ZWp/LGVrodu\nyGDI73B2jGuy6Ydo+CG8iIMCKJk6Ktbo9H2lD3PDAG4YgoGDAHB0A45mwNLG6xKTUr3QU6qLLZ1Y\nUk9p7xpJkY20SecOUqnxFB08BAjb5VgQR04omUMDApCpYSPTgQRFTBXxwMPURWZDTN6OPzegJ6Ar\nXhan0nglH0WBr7Y8PjcSBmwQfGmVVOSSXD8AnbNIPehKsNVITcnCpQcxZRWoJKOqZHUozhU9OBIk\nrq5FXcBvAkFDnusbQOEMSPXBqV7vNQHKCCG/CeBbIfbwKwDeyzlv7Pa8h+9e4o//hx9IvZAmRP1G\nXoA0o5Cs63LdLEnN2OHRk5xzUav2tyVIq4v1QK4Pato0J6VlU9uXvl04uKgKpMHatgBpwbYESXV5\npScHMVNhuqmdX94+iKsNznoCnIWbcrmVFXrS/EDumix/7vX/wRnAG0C0BbBtAdTiq0wdoP8ve28e\nZ9lZl/t+3zXtee+a5+qqHpM0gSQkJBBCSIgoChrPx+EIOYKCAuceFfF6kXMQBfEoqOiVq0dQrggO\ngKCgoAxKCCCQAUOSztxzd81z7XnvNbznj9+7pxq6qro79144d30+67N2dVftvfbea73v8z7P83t+\nXWbvluMe2S55jUYT9iVkoG5EXWYQP1o30LVrkCYArUwQrRLqNRqsXKNIwFa7+y5CHVALhT3TRKaL\nQJKYlcLZoUq5HoYU/BpVA85SjkfGi23LnDVM4AsVaTqddW0Gk1tLmiDZV8fXy9RDzcFcgr7E1ucz\nX6rz7cUC/QmX5w4Y5qgSUnywSP7+PPn788x/Yw3r3FaxNeZzsKA4YeOPu5QGLMq9FuVuxffPJrBs\niycWC3z7qMbpdYlVwS1rvLLGKUV4eU3vvGbgXMTNH+qURbxqnWOvex1HZqZ4y+tfz+++8pXN/3MA\nNLzYzfCn117FgfTWVoKHZ9b5wlPzJF2b771ikCNG1tRa8/BcnnvPr5H2bG6d7GVfW3ZZvhbw0EKB\n2WKdpGNxdX+aiVx8Q/yFz5OrJcpBRM5zOJAT835jMg0iiciYK9epR5q4bTGc8uhPuJt8YkU/ZL3e\nCnKNm36SWc/eVIkrmWMiS1YNEANI2E5TmtxqQpc+kTXDiHWyYZ6VwLMTuGr77L7GwqZZaKPLbUxY\nq0OHrTI7hz83TfiNgqBGcVBj7LDorNzOsqscRh3JeLGpyGmjwd8zdozuiypwEtDVCCcvth1Lrcft\nqkoH+Go7XmRBVytmaqO3q63gbVNHG9dYbxp7rgnELoe6o6O68Z0XwS+2Hofllhc9LEOwRfGDcsDr\ngq5rUD3P29PrfqeAsu8F7tZaB0qp9wBorX9lp7+74frr9ANf/pRBr40PttR67JvHemPZMELlugb4\neBuObqYF3txnAHUHeQFnvtG8faOHN7xtG6VREOmxvQDB6xIvW9PTduksoWjzBQFpTXq4LattoxnS\nTrUBtaxh27rByV00YBPp2ADGjty1DRS9leooKJCB4yJkYq2NBLBKR/htS0xpAbQmUNvDSlSHiLzZ\nWE3nzXNbyADeYNJ2x9JJoUCBUK8T6sZ3oozEmdtVJaewFRVqUanZRcBVMRJODneHwgw/Cin4dSqB\nj6UUOTdG4gLVmpHWppVOgK0Uo2mP5DYNy4NI8/RamXw9ZF86xnBq67L1U0sljn95meGH6oRfLZC/\nN48OOsevahJmb44xOZJiciJD8ook/zRW5p3WLNNhfZOtF8C/9VYcy+LDD5zlXdUZToZb5S3BqwcH\n+Vmvnxedf7Tj33/lHf/Iu7/yBzwxPME1H/4zfNfFUwoLxdGqy+t7hnjD8/Zv/TlFmrtPLPKtqTX2\n9yS581ktWTOMNF89s8xTSyUOdCe5/UBvs+ChHkY8uljkxGoF21Ic7U1xpCfZ4dnK1wKeWC2xUg1I\nuTZXdifpb4skKfshc2VpGh4hAcFDSa9DetYGiOX9kIKRJx3V6ku5sbjDj0KqgRj1G8HFCkXctokb\nILYR0G8HwkDhKg/HyJLbxb9sX+kMkhtoMgN3yg3UAZ3yY5FOgGTTyvhqyJGZC8uDjXyvhv+1acBv\nZ75AwFcjBqiR3ZjbNYuvtW/GzHzn2BkVt/BJe80wVMmpbMh7XXtivpoxURuN9EGh9W9bVS5a7bFQ\nbZmeTkbG9Ytk37QODdDKm2OhrfCv0CoAjLZq22TLeThJE7OVasZrCeGTNfPtxTOD3xHVl1rrL7b9\neC/wo7v6Q2WjspM7PTeENQPWClAvbD5WV6Bw1iDiza+hvazxipk91njcJY/3YPJXSrUKBLY758hv\nu6g2FiTkoTq7GbhZHroB0rw2sObJcTd5bVIssXW1aLMSs91A2QBrtSk6I0ksU2xgQFoTrO18HlJc\nYPwIW71+uNpGr69CZZrWoGah7VwnWHP6LsyqKdWq2Gy+WNgG1IxsEMy1/U2qDaj1mEFzm+9f2Uhl\na1/ruVlDmLQVoFEUEQPdgwC07m2BnxQK5LDJmbTxElGUJ9TrbZWcCRyrF1t1bznxKKWI2UlidpJI\nh9TCEpWwQN5f2BGcuZZNTyxB3fFYq1dYrVcpBT5dsfiWIbSWUvQnPNKuw3SpxtlCjYGES88WXjPH\nUlzZneTkeoVzxRr1SDOREQndX/FZ/swyS59eYvVfV4kVQxo5rfUYTH9/nBO3ejx2heZYrs6ZqEZE\njd85MMrt+/YBkFtc5NxjwpSklcVgzKPbdelyHHK23byKkp7DtfUkt/V3U40iqlFEpW0/EItz95ML\nok6bratQ4K1f+78BeNOL3o7yPBJK8dNDQxxZtlkqVHnls8e2/EyrfsinH53lzGqZ5413cfvB/mZw\nbcUP+eKJRWYLNa4fyXHDaK75uc2X6tw3s041iDjQleDq/nSHvFgNIo6vlZkqijR8tCfJeEbYM5Eo\nfebKdfKmCX1/wmUo6XWE+/pRxEpV5MlIg60gZ3pTbvSJSeSFT9H38aNWBl7a9YjbzpZdJCIdUovK\n1MMygW6xWI7ySNjZbUGYsGC1DZmArUlWkcBWPc0A523jKJqVkI0F0zqdEmSjAnKYFhCLXxggNWXH\njb6vdktLXORGe4BWD+HUrti11li43gJfUQN8bZjDGnmT7kAb8JLjXtSGZkpAQ1psGurNvjHGQjkt\nD5fbu0W808UFtLb83usyP/pmDvLb9qC9o0vjfOxWIWCsH1L722Ky0q2YrMto2bnU7f9L1ZevBT5+\nuZ5MKQVOXPb4hfve6SjYDNjq6629eA7q+c3yo+Wim4CtC2I9EO+BWLc8dvaGqpXltvxn251rWOvU\ntpuPV6F0ehM7qJ0sxHqNn61XzsvrFU/bLs6toxKT4U3/L0ByTSRQv+EZW4XqGdpvEG1nWkDN7QO3\nX8DaDufQ+fqtyU16nRrjaWAKC/xZqJ9qe81uKbV2++W4U39QZbMpnkP7BqAZoBYuQmgqMPFkcLUG\nwe6/8MCqbJqFACA+jiZAWwRmzb9nEYDWg0ghW1cy2qSx7TSOHkYjlZxhtIofTeEzi6N6sK2+bdkz\nS9kknCxxO001LFEJ8+T9BRwVI3kBcObZNv3xFOXAJ1+vsVApkXI8sttImg3v0mypzkLFpxyEjCQ3\nt12ylOJQLoFr1Zg9VyL/hTmif15j7StrTaI2UpC8MkHppiSp23O8+tAU5/1GgjkQCZcxYnvkK637\n4KXd3Ry/8UZW1uo8OLXOq68d27Kxd8qzebFO8/NXbt1q6YtPzPOlerEDlP3SJz5BV5Tn7n3P52tv\nOMLPDA/y9okJCus+H3z8NC87Otismmzflkt1PvnINOtVn++/cpBrRlqLg5Vync8dX6RcD7jjYB+H\ne1OAMIrHFos8vVIm49ncMdlDb6Iz9PV0vsKpdWk4PpmNy2dqW0RaM1uqMVeuUws1nqUYT8cYSLod\nHj0/jFiutbXXcm2yMYf0Fob9wPRaLfs+ERpHWeS8GAnb3TK4VevIMLXlJlNrK9eAsBiO2npibMj4\nYbROqNfbpEi7WQxjqRQWF4hQaHb7aGeuW88jAGySlgS5w2JWayM3rrR23b5AtQ34Gtng+9ptLmFo\nxjbjBQ5XZJztMPa78tzOkLF6tPa9Ah8Zx43VpqNwLL8BeJnFs5OD5GBLLWkAsUsAN1qHRv1abXm0\n/VX5tyAP0UYAaLcUpNSEyR/NtSlLabiIHsJbnlsUCvCrrcke70Vl9l3y8261PeOgTCn1r0jgysbt\nbVrrfzC/8zbkavvrCzzP64HXA1x5YAQ9fS8kDAiKd6N20TJm2+e2HAOkLgCGdCRyY30dauudoK22\nBqtPCivXvlkxdNwAtJicZ/NxrOuijP7KjoE9CPHBLc5Rd5oS62vG37YMa49sMPl76CZQM6DNHPdy\nQwuQ7Je941xCc1NvAGvFaVqGexft9oE3sCegBsg5Oj2yt+EHHdXMQLYIwQLUT0PtafNHCXQDoDn9\npvJzh/eqXAFcdtv70xUIlyBagHBeQJqPYdEGzSr4AiwayIqZEdl1hEwSDZB2xuwe6CHAZAht+Tko\nE1YZx1H9RLpEoJcI9CJBuIilcjiqT1iDLQGeRcLJELdTW4AzYSy2es2U65FwXPL1KqWgTiX0t5U0\nbaUYTXms1gLmKz6nClXGUh6J9mT4esTyZ5cpfHiO2j+vUDOy5Ho3PPjaBPfeavHtrhqnX3gDi6U6\nT6yUuWo1RdZ3uCmb5fnZLDdms1yZTHLf9DrLZZ96GOHZFlnHIes4zIYWD7LOQqnGpLfZ25XyHMp+\nyHXXXccLXvAC3v72tzM8LAuRQtXnayeWePZIDsrLAPSsr/OLn/wkAA++502cfuGN9DouM+sVPnNs\nhp6kxy0HN+cAnlou8Q+PzWIrxauuG+/ob3lurcK/nFjEtS1+6KohBtNyca9UfO6bWSdfDznUneCa\ngUyHQX+2VOep1TLVMGIw6XJFd4qUazeZsbOFKrVQk3Ft9mW8TYxlPYxYqvrNassu0+t0Y5aY1pqa\nad1VDQUgxG2HlOsR24IRa1RL1sKyKTjRWNjE7QwxK4mzDWvTYIPDaJ1Ir6PxwQQvO2rAmPIvkM7e\nzB1sFOE07AMgRvxuxEZgeuPuaO4Pjc2hDYQ1QZ0nzLk9tqHqcbcyoG/Gxwb4MhaOhgSrXKkcjx8y\nHi8DhNTefV4yLq+1eYqXjW2l3VDfDryGWiqKqWq85Oywht/aX+t87Ld/R+Z9e11CUqQm2/JDzX4R\nGaLbnldYl/myAbrqG48bzm3wJniGQNn/69WXSqnXAG8E7tBab6Ejbt5uODKg7/+jH29/FpETGyAt\n0YNqPu4V0GZfPsP8dpsO61BbhdqKSKMbH3ewWEpAYKIP4v2Q6G8d98iw7erctBbpsb4CtWUBavUV\nOb8g3/abFsT6BPTFByA2APFBlH154jO0jmQAqi+Cvwj1BfCXaQdquAbkuQ2WK3cJq6/IrPwW5PWC\nRVq9QW1T8dkP7hC4A3uv+tQa9CqEC7I361RihkUb2JlF2/ScdcSPNo+ANI34V4aBgV152yJdJ4yW\nCPQKEKKI41h920qbrbcTNcGZJrogOGts9TBkrV7Fj0I8y95W0gSoBCHTpTp+pBlIuKTzEbMfmGX6\nj6fx52XRsNwP974uwd0vjHgoXeuw2t59zTXc1tXF/XN5VmoBt411dYA7kPytL55e4WhvimcPtHLA\n/DDiz//9PNeNZLlxrNu839bc+a3zq/zyWzRf+di7cd33YduKn/7pn+btb3879y1E3Hdmhf/9jiP0\nf+ubeErx1vd9nHf+/Z+w+KLb+eoffoSptQpzeeklaSl49U0THZWWWmseOL/Gl08s0p+O8SPPGSFn\nWDStNcfmC3zz3Co9SZfvPzxAOuYQac2TyyUeXSwRdyxuHM4ylI51vNcnV8us1QIyns1V3akme1by\nQ84WquTr0mh8IhOna0NWWc2AsYaU2RVz6I07mypcI60pBz4lv06gIywUSdcl5Xg41mbgFmqfWlSi\nFpbRRCgUniXS+YUYMckJE0ZM1ukKS2VM9fEOntWmRWAZKbZpyJppOkDYroz4dcOOm6KgqC3aR6U2\n5CDuAtQ132PYtmhcFhAWto2/KmYq0LvN2NQNVuYiwJc2PuHltsKuZVkot0cUOV0iMzYq8J3uSwZe\nYBSd+rLkf9aWob4kj/31zl+0E8Zu023sN92tx5cTdGkNQUXOpboC1eXOxxsJFWW12Za6jGWp7Rjb\nnTWo4ym/Q4z+LwN+H3ix1npxt393ww3X6we++nmoCODRleXmYyqrBgBtqJqI5QQAJftQ5tj4GXd3\nUt57DTbVAAAgAElEQVSlbE2mrbYC1VW5ICpLUF2UYztgsxMCzjYCtnj3M5KzoqO6nFd9GWqLUJ2H\n6kKnX8zNNgFa8+hePFjqeH0dbgBqixuAWgy8QYgNgTcMbv8l9TbVUbkF0IJFGbSIAEs8GO6IhOba\n27fu2f7JawLOIgPSGn4SqwesISNn7CHMV9eBObOXkGrOPgSgdV/YZIxcd6FeJYiWTAyAvaO02fi7\nvYAzbSbtfL1GhL6gpBlGmum5MnO/N0Xl/fPoityrqatTBG/o5Zarz7XZtBW3ZLP8xOAA39/by764\nvH7ZD/m3mTW6Yi7PG9w8aX1jeo3ZQp2XH+rt6NX4iUdnSDg2P3BkkI9/HN75TvjMZ+DwYXh8rsDL\nXuJw/okEYm/9OzzPw7Isrrzth3jVG97MHc+9gh89+yQTZc1HX/4jDIVzvPtnP0z1zhsY604w1pVg\nvCvBeE+yQ7YMoogvPLnAsbk8V/SnefnRoSYLFUaafzu7whOLRfZ3J3jJgT5c26JQD7hvJs9yxWc8\nG+P6oWyzEXw1iHhytcRsqU7MVhzpSjKaNj68tmbwjlKmeXgng1kNBIwVTG/L7phDb9zdVCW7saG9\na1mkHW9LRjTSIdWwSC0qE5nxzLMSeFYSb5vqPQFihTYgJhXGLSC2gxSna7RA2CrN+7gZ7LzLXEId\nGvBlgpx1AygpUMan2gRhu885FOZ+EfyFFhBrjGtWUhiwBuNv91yUyV0AWL41fvqLAoLaqxrtjAFd\njfijXqNKXCr4qnaCrpoBYu0LfWUbJaYPvD5RilwBXpdrsQ8N4FWC6lILbFWXzZy7DGG18w+8nFGw\nepvqlfjGu8C7/Bmj3ymg7AQiPi2bf7pXa/3Gnf5up/BYHYUiMVZXBKxVltGVJSgvCQCqbUTrMfOF\nZM2eQ8VyEO9qfVHx3GVvct48Xx2J5NgEaWavLgqQa2zKFnatDa13/HyZLyQdFAWcVRegZoBavcHc\nAJZnvGo9HfInXvclR3l0ALX6PNTn5Gd5YeNP620NMG7vJVTtBODPiyfNnzWBt5hVa59h0vrA7t3b\n+9LarLYXIJxrDfQq12LRrJ2BVfO5KCLgbB4Bex4C0PqRqI0LMWAiBwXREpGW699SGRzVb7LPtou4\n6ARnroqRdLq3jdKItDaSplRpdnnxjugDHWlm/nSGM792Bn/R59R+uP/Vcd71wsP0fU8PSile+OCD\n9LsuP9Lfz7PdFFVfsy8TYyTVORmezVd5fKXE1b0pxjOdg3uhFvC5U8sc7kly3WCreOSeU8t86h8j\n7vlQH488Iuf0q78K73oXnFst8+vvX+Ev/tvnME6J5mY7LsqyuPold3LrT7wR752n+d3Tr+MYV9Oz\n+AAjvdt7abTWfOLhaU6tlLllfy8vnOxp/q4fRnz++CLT+SrXDWe5cUzk+5lCjW9Or6MUXD+UYaKt\nE8FCuc4jS0VCrdmfTXDAhO9qrZmv+JwvVAk1DCU9xtKxDqBVDkKWqz5FP8ICuuMOPbFOMNbIFGuE\nCAMkHWHFPLtzEtda40dVqlEJ31TaOSpGzE7iWcltGnlvVUksUS+NSuLtKyQbLPIa4g1rLBzjtDyb\nO8TONJpvN7yieq2NCVNmAdVnQFgXu8kYa1awbwzOjhqyoDLga6Dpc1V7WZxhFs9Nr9da23Gtzfdl\nmfGwz6gNfdLV5SLHYyET8sZgv2asMeutn4P2+ckxdpg+s5vHbtclz0sCuMoiI9aN2b/evhsrUUfl\ntCXzYtzMTfHetsfdz9h8vt32HQHKLna71ER/HdahstwEabqyLECttg61vByjLfKO3LQBagLYVKyr\n7eduiPegnItMi9/uXIOKIP8GUKutGN179QKUaxtgizcuxj6Uc+n9unTkGzZtAWoL20igiNGyA6iZ\n/RK6HOiwKuCpNmuo+OVONk/FWgDNGwBvCOyLoP6jsgFoc5Kj1i4v2LmWJ80dRtlbe7223KIihLMQ\nzZswW41kpPW1gbRdDNQ6QtYx8+YYIU3U+4BRqeq60GnoOmG0bKTNAIsUjjW4S3C2jkaTsLMk7My2\n36VImhX8KCLhuHR5cSpPlXnqdU+x9s089z4fPv06mwcOyqT/T1c+m5f0dRN3LEKtm5lXWmuOr1VY\nqQU8qyfZETCrtea+uTxFP+TW0a5N/qevT62xWK7zQ4f7sZTinnvgF/+PkIe/JRP22Bi84x3wmteA\n44j5/s/uO8N/veOKtmc5Avw34JeBpSZz9qXqddzMN/nVwT/jN+d+5oKf91OLBT51bJY7DvfzvPGW\nb7UeRvzzUwvMF2vcfqCXI30itZ5Zr3D/TJ6uuMMtY13NqsjGZ3FyvULGs7m2P0Pa/F/JDzmdr1L0\nQ7Kezf5svEPWrQYR85U65SDCVtAdk0pYewMYq4YBBb+GH0VYSpF2PJKuuyk0OIjq0tIrLBl58sKd\nI7QOTceKdSLdSGJvALEuLLXNtaQ1Ek/R8IY1QE7DnN+NXPcX8HDpemexTrRKyw9mmfyvbrEZWL07\ngjBhptZb+Yrhklkwbuxc0qg+HwCnd9fWCFkkrm7Ik1wxmWJtm51u5Xg1PLnu3jzB0PB5rbTtbUGp\nG31eKDO2N6r820DYpYztOhRw1ZjbaqubPV2bIq6UzMle1uy5jvkOr+uSvOatc4ugXpLzqJrzSQ2h\neg7v6Xm+u0HZdc/RD9z3TXAvv/cK2vTnxhdQW4fqGrr5pcjPHSxWY3PTG7xtvc3HJHouCzBqnmfk\ntxkTV1uPGxfzRnOik2y7aM2F2wBs9qWByZaBsyGDtt3k7bkwyml51mLGtxYfuPiVXFRt+SUae7DS\nuoGtuEif7qAcvf7dN0tvvkaNVtDtohwbK1M7J1KnO2I8abtcfWkfoqWW1NnocKDSxoc2YCaInZoc\nh7QqOBeRiSGHVKr27cCeRYR6BT8SmXU34CzSIaVgjXpUxsIh5XbjXUDSLPg18pUa6+9bYPG/T/P1\n6+FDb1Cc3CfXZcqyePXgED/RPcCg5zGejm3KMwsizbHlIlrDc/rSHaxOoR7w9Zl1RlIxnrOhj+R0\nocq/Ta0zUOjmd37d4/Ofl39Pd4X80ltCfuVNDkFQJAgCwjCkWK3xp984xbt/4sVtz/J54PvMZ/sm\n4KMcYoTjzFAgzS/f9Tre8bu/0iwI2LiFkebP7juDYyle+7yJZuRFLQj5p6cWWCrXTe9KAffHV8o8\nOF9gIOlyy1hXM5esFkY8vFhguRowlo5xtCeFbUnrpalijdlyHcdSTGbi9LY1Em9vgWUr6Iu7dMU6\ns8Ia0nPR+MVspci4MZIbJMpWC69SM0vMsxLErNSWXSKkldG6AWIlGouQhj9Mik+2AmI+ck0vm2Nj\ngZylle+X3v7a1pEBYIsbfJ6YGIr27MHsjgwzUYlNQdftwdPNbiSN3MTd5TWKv3Z9M/gK2vMSrbau\nK92tQFU7uyempzPY3PipGo/9DQtqO9UWr9QZsYR7cX4zrbUkG1SXOkFXE3zl2RTU6mZMAV5XC3S5\n2RYIczOXDLq0joSIqa5AVYr2dHW1Ncc35vuNgHD8VqyrfnzrJ91m++4GZQf79H3vfoXIjskeSBpj\nf/Nxb+uxc/k0642bgKK8+fJWt/C3rWxm3JykAWi9kOxHJfsh2Q/JAZFNLyPI1FEg4KhitP5q217f\nIOG6aQFpiX5IDEm5c3LokkGkrCrLbUBtuSWHtmv8Xk/Lq2aKDNQOTea3f83IDHLzRvpcaJM+kcHT\na4C0AVOFufsVnryntZbc6c/TkGBw+sFreNJ6dvd9NsvrjQ8tarBfjlR0OftkAtnxeXxE3pxCYiJi\nwCgwfEFz82ZwlsSxhi4IzvyoSjFYJdIBnpUk5XRt2fS59ESJx+96nLVjJd78B/DY1fLvY7EYbx4b\n47VDQ3S5Ln4YcbZYI4g0Y+lYkwFqbEU/5LHlEl0xhyNdnf6kp1fLnFyv8LzBLH0JlyAIOH36NN+8\n7zTv+cMBnvj356C1hW2X6Ov7C+q8D78yR6lQYOfx7wDwZ8BLzM9f4538Ob/GX/AhbuGN3v1YltUs\nCNgIzu4/t8rdJxb58WtGOWCiLap+yGefWmClUud7D/Uz2Z1Ea83jSyUeXSoxmo7xgtFck8Vaqfo8\ntFjAjzTP6kkxZqTaRkPxuima2JfpbJmU90MWyj6B1nR5DgMJt4MZE/N+naJfJ9TaZIvFSNid4bFS\nPVlqtuuylUvMShGzk5u+80jXBIRF60RI3ZbCExBm5Ux464ZrqinNt1dKgrC/DW9Y94UN+lHZ3D+L\nAsYaoMnqRhpxN6TICwMZsU0sGA+YAWFNb5axTdh9LSC2y+DqpvG+PmfGpHkZo9rjjO1cq91dw3x/\nER1UxHZi7Ca1pRb4ao+UUO6GqKR268kl+HWDsrHhLBtvV9sx2hCt4WW3tuPEusHLXZY2hB2gy8zN\nurLc9vPGAjzAclvWJXNU8ZxRnowyFts7K/jdDcqec5W+/5N/AOUVdNmAn7JBuhvD49wkJHsh1YdK\n9UOqH5Xqg8bjyyw3tm9aa8k8a4K0ZXTFmA4ry1Ja32Hw91oArQnYBmT3Lm8xglSKrrTdOObmKS90\nBtS62SZAIzEojxMDl3zDNKtBq/Oy1xbk2F6dY6cEoCWGIDEOydFLYNRqAs4aIM2flzRqMF6IEYiP\nQ2zfnqs9tQ5lEPdnjCfNAEAVa2PRhlH2Lj0kDdNxeF7kTiJZ0TsTYI/uXD2mNTK5TSH+GwsYZCdp\nc6/gTEJD81TCPApF0skRM1lwWmtmPjDDyV86SVSJiE3E+NM/TfDZZJFfHh/lF8b2kbA3M2LnilXq\noWY8HdvUN3PWhNBOZGIMG3/Z0tIS9953P3//5a9x5qknWTxzgqeeOovvvxF4G8IaBsAHgHcghvDW\nlk6ncV0X27axbZtqCOtL81t8Oq8DfhtFLyc5yH7OcDsHuAfJxbMsi1tuuYWvfOUrzb8o10M+cO9p\nRrNxfvxaydir+CGfeXKe9arP9x0eYF9XAq01Dy1I/thkLs7zhrPNoNfT+SpPr5ZJOBbXDWTIeg5h\npDlTqLJY8Zs5cNk2WbcWRsyVRaqM2xZDSbczfkRrin6dkl8nQuNZNhnXI9YBxiKqYZFqWCQiFHnS\nShKzU5v6TDbM+oFeJNKiHigS2JYx6m/VT1JrBHzNISxkY/GaocWGZS8gSQbmHlkQEGZeF5UQEGYP\niC1gF10uiApQnzH37xyNbhliVWiwYH3S5m23LdIiX8aEBgCrz7fS7ZUjBUVefxv42ns1n7BPa60x\ntLG3WzqcrMmm3AC+nL3bOlqvGwm7VZ6Dynwn8OoIYrdaFppES5WR88ldFmkRzGddXpa5q7yALi8a\nwLUN6PIyQookxOTfTGqIGxD2DKQfwHc7KNvGU6ajQL6E8oqAn/KKAW7LUFqC0gKEGwLoYlkD2AbA\ngDWV7of0ICQuHB9wqZvWkTBs5QUoLaLLC1BelJ8ry3RUkDpxSA1BehiVHoH0MKRHwLv4m2vrc9JC\nZ5fnZa/MmeMCrfBcS26w5JDsqVFIj6KcvRlXt3z9sNpZWFCdFw9bo49kfAiSY5Ach8TYRb9mq2LJ\nDJi180Y2QPwg8X0QG4fY2N4Hy6higmxnZaDXBvw5feBNQmxi9yZfXYdwGoJzSBsoC+xhsPeZSWen\nfKUSAs7m2K20uVdwFkY+xWCVQNdwlIe3lub460/ykWCFgQX4waODHH7fYSpJWKtXsXREzLLpjie2\n8Cppzhaq+JGY+9ulzCiK+Nx93+bLX/4yZx/+Fg9+6wFOnTq18XSAm5AGITAy+jDPetEXuf0FKZ57\nxUEGBgY4XoLZusMbX3QVMbdzcfGRb53jNc+b2ObDzHI9d/Et/oQp0uyjiOt52LbdZMqGhlqRjP/y\n9AIPTq3x2hsn6E/HKNUDPvvkAoV6wMsO9zOWSxBpzf0zec7mqxzuTnLdoHzGfhhxbLnIfNlnKOlx\ndV8K17Io+yHH1ypUwojRlMdoulXhGmnNkmltZSkYSLh0eW1SZhQJGAvqpm+lQ9qAsfbvvhoWqYQF\nU9gRJ2antqyebFX2LppUfacZu7JtZe+mamIL8YQZIHYhEKVrEM4YX2ajYtoWFszuF9lfpXe8J8Qw\nP9cCYpEBMVbGsNwj4A7u2orQ9Jg1CpKaMT9mbnW62pj5wT0z8/IakbBe1bm2heximzVEtUUZDTar\n5C+1ulEHFQFfDQBWnpfH7azXRi9XwxYT674sbBcgxXvVFZkfSwtmrjTzZaWt+AyMhai3CbyaFqKk\nHP+fiMfaavtfEpTttGmtoVYQAFRaBLPL4yXDXLUBIcuFzCCkh1CZIcgMotJyvNxgaNO5Ni7Cklx4\nurwApTkozgr71tjcVBOgqQZQSw+j3EsHSB3no0NZCTVuysYNWltp/VKsB9JjAtJSY5AauSw3gA5r\nUJmB8nmonJfHDYDo9QpAM0BNXaCN1Y6vE+Shek4AWm3KrLAsiA0LQIvvMwPqXli0htQ5BbWzLRbN\nGYTYJHgTu/e4RWsCzsIpIJCASnsfOOPs2EBd+0jXgGk6pc2RbSWdrcHZMLa1WVaWir0yc1+Y4Vtv\nmeXdr4n41vNgPHR56rbnd7BiJb/OWr2KrRQ9sQSe3TlwN4BZEGmcwjL3/MsXufvuu7n77ruZm5vr\n+N1kMsn111/PoUPfz8Hre0mP7edHb7mBP35vN7fdBi99qeafTy6TdC1un+gB4Oxahc89vcDLrxhg\nPNf5uX3ykWl+7Jqt2yIBvBP4NeADlsWbY7EtwRhI0cAH7z/DtSM5vu+KQYr1gM88MU/JD/mBIwOM\nZOMEkeYbU2vMluo8uz/NVb2yQl+vBXx7sUA1iLiiO8lkVibWhYrPmXwVx5LuBzmTOdboTzlX8Qki\nTc6zGUh4HVJmwa9T8GUCT9guGc/ryJITk3+xrco2TsLJbtnZQWufIFoi0BLvIO29+k2O2HZm/RXk\n+ltCJtAsrdy9C0zcui6Vy+G0kSUR4GUPtmTJHdgruQdXWiAsaCzyHMknNEBM2duzyJueMyhAbbq1\nN4Cd8kyR0WDTy3oxwEhkwGkZ6yrTUJmlGf6tXIlIirUDsP5LAkBahyI7lmc7x/h2m4uT6LC2NJST\nS/Ujd5xHWIfSPJTm0MVZM+fNm9iodqk3LmqXUZJUsh9S5vFlnvs6zi+oQnEBnDgqPbCnv/3/QdlF\nbDoKBXUXF9HFeSjOoQvmoigudl4UbhIyQ8KwJXuEVUv1GS9br2lo/syANl0rQGkWijNy4RZmBKy1\ne7RiXQLWUoMml63fZLP1XrbVC5iVVGkGSlOS1l+aaruRFSQGIDUix4TJXIvtfaXY8ZpRICvG8nko\nT0FlqrVidLIC0BLDEB+W4NuL8EhINdCcgLTqOZNlhjTOjY/JQB4b27PvTYfrUDsje5RHKoiGwRsH\nd3R31Zw6FLYgPCfFAmCKA8aERdspDoAlhD1bQ5p6jANj206OG8GZrbpwrdGOarKoHnHqbaf44LEp\n/ujnoJSGHsviDw8f4K6h0U33Qj0MWamVCbWmy4uTcj3zWprHHnuMv//0p/m7T32aRx78946/Gxoa\n4kW33cbB61/AC55/Ez/w/Ov5z//Z4YMfhLvviYj2r5FwbF4wnG2+5qOLRR5bKvGDh/pIujZ+GPGh\nB89zrVvnxuI8PP00LC3B6iqnFvL85Z//D1aA48CjwPm21/+2UlyrNX/88pfzIx/84CYw1tg++cg0\n51crvP4Fk1hK8anH56gGAsiGMnH8KOIr59ZYqfhcP5ThYLdMJDPFGseWini2xbX9abrjLpHWnFyv\nsFwNyHk2B3OJZqWpH4lUWfQjYpba1MOyFgas1qqEOiJhO2S9eEfYqyT0l6gEeSLCbdtsSaRKmTBa\nIjTGeUvlcKw+LLYY65qJ+vNmryEesUFkIXCB61xXTaeMOfGJoc0CZFR2K7v93zaeIiwLG+bPQX26\nxVbbPS02zOnfpR8sNB7VBWHBajOtimwrDrExiI1IhqKzt2xDsXHkJf6oZvbKrFRfygtIMVRiBBKj\nAsC8ix8/O3zGTcvKvICxhsyn7E3eYpKDprry0uY0UWKKJqrK5IxWVyQJoTQvClGD9VKWzFupIQFb\nqYGWvecZIEVkXlkXta2yiq6syePqGrq0JDigKnObOvy9WNe+ak/P/90Nyq46oO/7xPtR6V5UqhtS\nvZDYvjz/cmw6CuXCKbSAmi7MCdtWWYVog27txJsATSV7Bai1P05cXJulbc9Pa5FCi21grTgj9G5H\ndosyVG6f8a0ZwJYQ0HZZmC2/CMWpFlArz3VW+FiuWWUZ+TM5LCuuiywqEGp/sQ2kTYtfrfF+Y/1m\nUDNALda3d/kgLEL1vAC0+kzLj+bkzKA8BrHRXbNesnpfFXBWP9vqMmD3gDcK7pgpo99h4IlKAs7C\n82bi8cCZFP/ZjuxZETiNgDQX2If4zrYGdVpHBNECgV4AbDxrFNvqonKmwtde+yi/8ZISX79FfvcV\nPd2890APvS7E7QxJe7NPL9KalVqZWhgyd/I0n/rbT/Cxj32MkydPNn8nFo/zwttewp0/8DK+5447\nuOqqq1BKMV2scb5Y48ruJH/wWw7veQ+8733wA6+scmy5xPUDGQaSci2v1wI+f3KJm1fPM/7t++Cr\nX6V6z1eJL27lHdu8nQLuVoqnLYvfCUOiZBJreRniWzMgj8/l+cfH57j1QC83T/by9bMrPDpf4IeP\nStskrTXfmF5nulDjBaM5xg0TNl2s8chSkZ6Yw7UDGWKmZ+XTaxXWagHj6RgjKa/p2cvXQ+YqdbSW\npuLtrZO01qzXa5SCOrZSdHkJ4k5nnEgnGPMMGOt8TxJlsUoQLZvwYQtb9QgY2ypEVZcRELYAlJGw\n426EFdtGMtca9JoBYvNGpkeuX3vE+Cgv3LZMqrDnBYT5c2bBgzBX7oi5p4ZR1oXviaYUWZtr6ziy\nRLMysFHNbe73vTDnWociQVbmoDorPtraUqcU6GSMRWPUgLChi/SaFYXpqix2er5qjSiexuulWgvn\n1IiMxfG+S/J7taRGEzlVNgHpjZzQjRYiOy7+rtSQKFHGpkPy0ti/jnPSEVTzxntmvN3lZfGkl5fF\n6lQrsMmTrmxIdMncnR6E9KAwZN0T8vMetu9qUHb9RI++960v7fxHy4FUNyrVC2lzTPWg0j2Q6kVl\n+iG5Db1+iVuzwqPc+KKXO7/w0nKn5AiAMh62AfmS060jqYHLVoAgxQZFuTnLi3KDlJeMFr8I/obO\nVvEeI4cOo1JDkBmRm+USwZoOqiYYd6HlUSjPSvRIY/O62oCaAWvxi1sVar8oA19lFqozcmywaco1\nBQTDAtbiw3vqTiCr2xWROKvTZiUuLWFw+4VJi42BN7TL0ngzEfhT8lwNecVKQewQxA7uzKBpLfJO\ncFpy0FDGe7bfpJBf4L3pdQScrSKBtJNIxebWn3ukK9TD82gqrH/G5fhrl/ip34s4dRCyWLzvyiO8\nelAGrFKwSi0q4ao4abe3I0x0dnaWj370o3z4r/6SR779UPPf+/r6+MEf/EHuvPNObr7tJSxFNhnX\nZjTlEUWKD30IkinNVd9TxFaK/bEUKyuKiQkBel+ZWiPpWtzUm4SvfAX96U9T+dQ/kJyZ6ngf9WQK\n+6qrsK+6EgYHobub6ZLPn/32OxkEDgPXI5CiY/sP/wH+/u+3/GyeXizyqUdnGMsl+PFrRqmFER99\neJrDvSluOyB9MB9bLPLoUolrB9JcYSoyZ4o1Hl4q0ht3uH4gK3EXWvP0apn1esj+bJxBAzIjrZkt\n16V9km0xkvI6Mtrqhh0LdETKccl68abvrCEzl4M8EQG28qRTg+o042sdGAAulcAiUfZiqy3M7loj\nrOs5RKYE6AIGgG1ajDWAWHDOFLOYidrqMf1jB6UoZbvcvKhuqiQNCGvYAnAk/sYdkn0XXTk6pMj6\ndMso39HybUBkyV3mHsqcsCxjUHVOgFhtvqW2WLGm7Ci7ZH3tVeqUzM2FNkuJGVvbDfeWZyrr+zb5\nvi56IRwZubM0Z+aVpRbwqq5ssAE58trNjjrG79WIinL23sNz0/noSOba4iK6tNACX+2gq13pAklv\nSBmyJNENZleJruZjKbC7PJjhuxqU3XDDDfqBr/wLurQMpVV0cRlKK+jSChSX5VhagWAjInch3ScA\nLdOPMjuZPlRmAFKXnjy83aaDmtC1pQZoW2rJpKUFCadr3+Jdm4FaZlgk08tYMar9sikuMKCtNAfF\nOaGSm1UrSm6idFuhQcpIo/YllE83iwrmOvdK+8rUheSINH/NTEB6H8rdQ2Brx2utCjirzBjD7Fzr\nRnWykN4Pqf2QmtzT4ChS57yAtNq0PEabqs7hFpPm7oL5orHqn4baKVMNhqz2Y4fBG90Z6EUlCE/L\nhEcgLIOz3zAOF5I2VxFwto4kpE8Cg1uCs7AecvKtjzHzBzIJP/oLST79ky4fuvoqxjcwSNWwSClY\nxcIhaXVz979+mfe///189rOfJYrke85ks/zAD/8QP3nXf+Jld3wPdpsHbanqs1jxefJej1//FYdj\nxwRD3XfMZzascCAbb7JiaM3Ml76K/+EPM/5Pn8ZabUWhVPsHiH/f98Ktt7L83Jv4RJDljoP9HO5r\nXU9PLxa5YiCDZwz8d73qP3Fo5Lm8YO4kQ/d/ncNrM6i//Et40Ys2fSanlkt88pFphjJx/uO1Y8Qc\ni6+eWebJxSI/8ZxRsjGHqXyVr0+vM5mLc6ORWNsZsusHszgmf+yptTL5etjx/uphxFSpRi3U9Mfd\njkwyicGoUfQNOxZLELdbvrN6VKESrhPqAFu5JO3cpnwxrSNpZh8tABG26sKx+lDbRlksImCsgLCt\nYwig32aM0r54IoOzSIcLG+whA8QGLhzdEpagfgbq50xWmEZiKgZaIMzp3XEM12GpzQ+2QYr0RoQB\ni42YNkS7jLuor5hF4FzLjN/wgFmesF/xIcPWD5mU+73InJHIjuW5VhFWec54ehsdVhoKRJvnK0Qz\nu3QAACAASURBVNFvssUustIyCmRuMP4uXZwT60xpgU12nkTDItMnCkzj54uIj9jyXIKavG5xAV00\nxXHmSGmD50xZAqqSvW1xWQ2lqmExemaqLLfbvutB2U6eMjH1lwQEFZfRhUUoLJrjkhwrG7K6LEcA\nWroPlRuE3DAqN4TKDUF2EOU8c1Ubul4yF9t854VXXJActOZmGLbsKCo70nYcvqyZbLISMjdj0Zgu\ni8YE2lwFKTFXZvehshOQ2weZsUtn1SLfrP6M16F4XnxrjZsu3icgLT0hQC3ed5HtlULD3s1A+QyU\nzho2TQmDltoP6QMiIewlxyyqy2Bfm5K9kZFm5yB5BJKHUc7uChJ0WIDaSdmjskx2sYMQP4Syd3gO\nHZgJ8DToAiJtToA9CdvJOE1T9mlkok0i4GygyVpUz1f5x184xn1BiR/6vGL8t9IM/aKNrbrw7LEt\nk8vPz5zlAx/8E/7yz/+Gc2fFpeU4Dq94xSu46667ePnLX05ZSaJ8zouTdlvX0IkTmp97c8QXPitA\nbWIC3vMe+LEf0zy+WqYWRlxTWcX5y4/ARz4Cx4+3XvjoUbjzTs7d9n18c/QIrzgyQMq1ibTmww9O\nMdmd4HbDYAHM5Cvc8Nzruf3WF/Le33oXTrqb3/3Xp+lJeqyU6/z2nVdv2c/z7GqZTzw8TW/S45XX\njRF3bfI1n489MsNV/WleNNnLWtXnS2dWycYcXjLRjW0ppopVji2V6DEMWQOQPblapuCHHMol6DMN\nxgv1kJlyDQWMpDqz3OphyGqtQqAjko5Lro0dC3VAyV/F11Vs5ZCwc5uqKaWJ+Ap+NAcEWCqLaw1h\nbSWB6xCpnjwPVIAEIn0Pbg36m6zYWTHsE5qIl0mzUNh+YaejuoCw2mnxiAHYvcYXNmR8YTsY/cOK\nWA4aQCxotFHzBHzFRvcuRfoFKJ1pjRuNdkMNFj4+JJ6s+LDxgO2xq0hQlXGveM4cz7d5hpWJmWjz\neyWHpNrxohP1I1mIF6bNwny2yYJ1jPeJXqOkDKHMwpxk/2Uz18t5LEF+Bl2YgfwsujAr82BtQ8it\nmxTiItXfIi7SA1IAkOi+bJEbHecXRaJ8KVtUuD1s/8uDst1s2q8JW5VfRBeXDGhbgPwiOj8P1XbJ\nUUG6twXSckOo3DCqywC2S2CMdjzPxgohP4vOz8gFm5+Bwmzn6iDZB9mRFljLjcrxcjJrbSsnKTKY\ngvzZ1g2jLKkAze5D5SYgOyHs2qUmL0e++NOKZ6FwVgarhvTpJCFtmLTMPkiNXry5vzIDxdNQOi0r\nXxDPQ3LSMGkHUO7uq7Sg4Uc7B+XjMjmA+FISRyBxEGXvLCFIIO4s1I5DfQrQwhDEDkFs34XL97WW\ngoDgNERzgJLm6M5+U722xYTRLAg4jRi2U8ABlv5Z8+6/eoL/66ciAhc+FzvMS28eIdDzBNE84OBZ\nY9iWAMaHHnqI9773vXzsYx8jCIR53Tcxzute/1pe/9o3dhjltdas1CpUw4DuWIKw4vJbvwW///tQ\nr4tk+cZfCnjnWx3SSQVRROULX6Tyh39E9798DmVYN4aGWPnR/8hjL/8RnnvHzaRcm9WqzxdPr3DT\nSJZJU3H5xeOLLJRq3HVNqxAhX/X5H984zcuuGODa0S7m81V+/+7jZOMOtSDiN17xrE0f1dRahY8/\nPEUu7vKq68ZJenKtf/nUEieWS7zymlFcy+JfziwTaXjpZA8J1+Z8ocqjyyV64y7XD2SwLUVgAFnR\nDzmcS9CbcNEm6mKpGhCzFWOpWFOubK+sbPQaTThu8/+qYZFyKIvPpJ0jbqc3gbFIr+NHc2hqUmFr\nD2OrLQpYtI9U704huWIZBIz1b3MNNVixM2ZRYJsw5IkLesTkWp8Rprg+BYQSVxHbD7H9KHs3Rv8i\nVE5D5ZRE06AFMHnDLRDm7syqtZ6vKp7V0hnZ66Zds52A1CQkJ8QDFtv9c3a838qSAWAGhFXaYoAS\nA2ZcGxOFIjFwaQGvDQCWP4fOn4f8OchPtbxtyhKWy/i7xOc1LKDnMsVJ6NCXxX5+FvIzUJiRx4W5\nzsD1WBYywy3FqA2EKe/iwsV3PrcAikvo9TnBAetz8nh9DvILEAVY17wC++af3NPz7haUXT6n+Xfg\nptwYdI+hurcugde1Inptznwps/KlrM8RnbwXau0tlpQwbN1jqO5ReT5zVLFLX0EoJwa5cciN0z6M\n6SgQ6nZ9ug2sTaMXHocoMKS2EhatawK69qG6zfEiL2hlOS3PWfu5VNcgfxa9flZu8vmH0NPfkP+0\nXHRmDHITqOw+6DogVaB7WD0qy4XspOw0jJtLAtAK5wSsrT3Z+MDQmQnIHYLcQUgO72qgVMo28Rrj\nwK1Sll46A6VTAtQK8vw61gepg5A9AvGRHd+HstOQOgqpo5K2XTkO5adh/Wuw/nV0fJ8waPGJbfvj\nKWWJWdkblRy02imonoDSN6D8ANqbhPhhlNO71R9LjpPdL2xbeEZYi/qsJJ47R4V92Pg39IPuA+aJ\ngtM89I5jvNlTfPUN8is/1TXAC589hFIKVw1hqxz18By18DR3f/4R/vAPPsK//uuXAAlX/eEf/mHe\n8IY3cPPtN+BTwbVsIh01fWbKRGQslMv86Z8HvPvXHebn5LN9zWvg7b+h8TM+q8vLpD7wUdT730/i\n6adJAJHrEvzoj+G+9qfhjjtIYlGaWuVMvsKzetPkYg6upVgs+01QNpqLc2q1zHo1oMuwUSkTwlqs\ny2InjOQuCkJNzNl8Dc3mq3zi4WnSnsNPXDvWBGRrFZ+nl0o8ezBD0rW559wqlSDiJROdgKwv7vLc\nNkD2xEqJchBxpCtBT9wljDTTpRqlICLn2QwlvSYD5kfCjvmRVFbmYvFm7lsQ1SkGq4S6jmvFSTnd\nm3pShlERP5pFU0YRw7MmTTPwjTJlFWHFZpFg1R4EjHVtBlZaS4uj8KxkihEKAHOfI4Bs2wpfLZJk\n/ZQUv+iaYbIOQuwAODuz4TrICxCrnjQWAiSBP/NcCYX2dmbVWucTSsFQ6YwwYZUZmpaE5Dh0PUfA\nWGxg7yxYWBfw1VhcFqdaLJiTgPQ49D5bFpqpsUtSQDoB2DnIn+8EYJYH2TEYuxmVHYfMmICvy9Ss\nW+tIWK718+j1KfTaOQFhRVNVCzTVn8wwavBZMl9ljPrzTAEvHYnVaW0GvToDZn7X63NQaGcHAScG\nuUGZzyevF2Jm4NAzcl7wHQrK9No8wVc/Brl+VKYXle2V42UAQO2biqVRg4dgcPMXoKtF9PpsC0Wv\nTaNXp9HTj0LYhvRT3aiuUVTPGHSNoDIDqGw/pPsFFF7K+VkOZIblYm4/Nx0ZsDaFXj2LXjuHXnwK\nzn2zVVuS7BVw1jUhjFp6SFYfF8mqKZOGrAauMeegZfW3fhadPwvr52DqG+joHvkDL4vuPojq2g+Z\ncciM7okCV8oyMRsDMPA8eU2/KACtcAbWT8D5L8hc4iTRuUOQPdAmd+4CpDlJyB2F3FEjhy8Kg1Y8\nBSsPwMp94GTQmSOQOSxhtjtUCyknDZnr0OlrZRIqPw3lE1A9A8pDJw5A4hDERradQJSVgMSz0PGj\nYnaunRCQVjuOdgYhcVTiNbaaLKwkWEfBOSIshv8U1L8unh73qDASnR80telu/uYt5/ivP6iYH4J0\nAB94Vi+vGrqyw28WhS5/+zf38Tu/+9s89qgA2FQqxc/+7M/ypje9icnJSfmetKYaFSkHa+T9eTJu\nH7Zh+u69V/GmNyV54AE595tu0rzvfYobbwSOn6T2m7+H+9d/hSobI/PYGOEb3sCjP/xKrKFBru6V\neIY4MJqOMVWscagrScy26E+6LJZbPtMxU/U4la82QZltKRKuTakurF5olAQ/ikjHO1mCxWKNjz80\nRdy1eOV1Y6Rjre/+W9Nr2JbiupEc354vsFj2uWkkS2/CbQGyhMtz+wWQ+VHEEytlKgaQdcddqoH4\nx/xIM5TsDIJtZL1ZCJBtZ8cq4TqVsIDCIu30bpIqI13Bj2ZNY3AX1xrDVltIbLqE+MUaVaoDwD7J\nCdu46dCEHJ/czIpdoEWYDvMmIua0qZi0wBsTIOZufw803ivBsrDQlVNSLQnSnDtzIyQOoNxNZRrb\nP1d9BcpnoXgSSucMM6jEB9b7AgFhiZE9VwQ2q9GL5yF/WqrStekakBhoAbD0+EVbMcCoCaUFqb7P\nn4f1MxcGYNl94gu+HH6vKDBG+3l0YR7y0wLA1qfaqi0VZIaEXBi/yag6Rgp9Bjrr6DAQr3lxSSxL\n+XkBYWszsDbT6Tn3EqJ8DRxAHbpZ7EtZo4ol9+b/u9TtOxKUUa8SfO1jsLF81UsIOMv0QLYPle5B\nZfvk33L9sscvD/JW8TQqfhgGOzvF6yiCwoIAtNUp9Oo0rE4RPXkP+NXOJ0l2obKDkB1AZQdb3rXs\nICQuPhNGKUs6EqQHUaPXt86tloe1c+jVc7BmwNrMQ+j2zzHZB7mGT20ElR2V4x5Xa0opkynTjxq+\nwXw2ofgU1k6h107B6kn0/Ldb5xfvFbk1MyYrtswYxHef+6PcNPQclR3Q9TysnxSAlj8By4/IL9px\ndHqfgMH0BKTHdgxAVEo1m6fTe5PIGcUTkH8K1h6C1X8H5aJT+yB1ANIHUN72E4JSSiaPXB86+3zx\noFWehspJKD8JKiYALXWlSRff/BnIc0hApU4+T8BZ9QkofBnsLDp+FcQObM2+Kcd4esZE1gyOQ+3L\nYE+AewUo01/xS6v8n3/0KL/5cyGRDdeT4G9vTnIgsQR8G/RRgtDlb/7mb3jXu97FiRMnABgeHuJ/\n+/m7eO3P3El/zyEca6jjvBN2Bke5FPxl8vVFst4Ab32Lw+/9HoBiZETztnfVuPPHfAaPHYMfeS98\n6lPEDEgqvvh2Yj//X3DvvBPbcRit+JxYr7BU9elPCHiazMaZKtaYKdbYn0vQl/CYKRaphxGebZGN\nOaQ9m5l8lasHW2A07dkUagaUGabM34Ip+9LxRSyleOV142TjLWZhvljjxEqZa4ezVIKIE6sVjvQk\nmcwlWK8FPLYBkDU8ZBUTFtsVc6iFEeeKVRSKyUys2SZJoi6qlAKfmG3THWt1RQi1T8FfJtQ+MStJ\nckM/Uq19/GiOUK8ANo41jKO2WKDoOiJbzyKRFqPAePOa6PzdmsiTwWmgLl4x9xrjFduGFYvqEgNT\nO2kqjZEw5cRRE6Z8AbN/VGsFPFfPC/MLUh2Zfb4AsV34NQWELQv4Kp8TabJRdenmoOvZRpbct7ei\nH7/Uym0sTcvjZm6jBelRGHqhLBDT4xfFgkmlYcPvO4sumpzK8kKL4bEcGd/GbhZ1Ijt+yQBMFqbr\nLZ9Xu9+rvNTJLrkp6BpH7X8xdI2hcvvMPHI5rTShsF35BZlz8wst+1FxEUprdGIEJXNt1zBq5Fmo\n7hEhSrpGIHF5+05fyvYdCcrUwASxX/kEurAEhRV0fgldWEYXVtCFJTmefhiKq50XCkAsKeAsO9AC\narmB5lEqMC/+y1GWZfxmQzDZBoi0hvKqOedFuYDy85CfR888jn763+i4gNx4C6xlh4Q+zQ2JNHqR\nyF3FsjB4NWrw6tZ5BTUTkjsvHjXjV9Pzj7VJoAizlt0CrLm7L6lWlg2ZUWHFxqV6Tdfy4ksrTKEL\nU7LCWjjW+iycBNpInqprP+Qmd82oKS8L/ddB/3Umx21JVquFs3KcOk7Dt6FTo9B1WCTP1PiOHjhl\nxyF3NeSulkmmdK4lcxZPwjxot0sKBVL7IbX9ZKOUJTEa8TF0160y2VROGZnzCXC60amrIHFkW/+Z\nsjxIHEXHr5QJr/I4lO6D8kPo+BGIX7F1RpNywD0sTc/9p0XaDKfQ9kHOvTfG6V89y9U90P06xU9N\nDPPbzzqEa1mgFwiCx/jrv34Xv/nfP8aJE6cBOHjwIG9729u46667cF0HP5om0AtEUQ3P2tcxKbhW\nnKzbT95fIO8v8pxrBonFLH75l+Gtb9HE7/484ff9Ds43vyl/4Hnwkz9J8ItvZmp0PxnPZtRkb/XG\nHWZLFlPFGr1xF0spMp5D2rVZqNTZ35aAn68F9CUl72s4E2cqX0Fr3byn0jGHogFl7fdZvK3l01rF\n58xqmVv29zZZNoBSPeALxxfJeDbXDmd5cL6Aayme1ZcijDSPLBXxbMW1felm7MWTq2VKvjBkXTEH\nP4o4V5T4lolMyz8WGc9dLQxIOR45L9Y8v1pYohSsAoqM04vX1mdVTPzL+JF4qxzVj2MNbAbrOkSo\n5XNI9fMIMLl1RWSUh+CU6S4RSXixc3Db1l/iE5sTIFY/D4Sm8OW54E1eMPJFRz5Uz0LlhAAyQil4\niY+bThtjYhG4wNZkusvn20CYAXROpgnASI2Du7uFoHjBFiF/Stj54hTU24qy4n2QmWy2oSM5vOf0\nex36Mj6unxX5sWHAb/quGub7ERi4ptXVJXXx/Ymbtpj8bKfZvjALfluEkR2TNICeSdh3U0e8E/HL\nwy41Fal8O+iSxxQ3AEGlTLrCAGrsOVKwl+mHTC8q3Sf/9wwW612u7TsSlAEox0V1D0P38La/I8zM\nmoC2/BJ6fQG9vtg8RucflwrN9s12BaB1DaF6hlHdZu8ZQuUGUc7Fae1KKclNS/XA0JHN5xrU28Da\nHKzPG7p1Fn3uoU5J1EuiukdbvrXuUfk5s7uE6o7zcmLQNSGes/bziUJzY06j89MtsNbhV0PAWvd+\nVM8kqns/dE+ivN1HVqhYFmJHoe9oU4IVoDgjlUCF87B+Fk593jB6Cp0eEpCW2y/+tGT/zr4upVod\nBfqfa16nUeF0Vhi16Xtg+stgx9DZA5A7DLnDqPiFq2yU5UHmkOyArq+KxFk6BWvHYPVBUDY6fRBy\nzxYWbTtpUjmQ2A+J/ejoRTIRlZ6A9W/A+r3CniWvkqDaLdkzC2L7xWMWLAg4qxyDymPo2H6IX4Vy\ntmDwVAy8Z0O0n2DpcT771vNk/8LF0nDDG/dx/KXjdMfk2o+iiI9//Ev82q+9nRMnJOj10KF9vP1X\n38Gr7vpJnLaQUtcaw9Jx/GiGWniCmL0fpVy0hr/7O5ia8vgvv9BP3l/kFT+2wFPP72Linr/6n+y9\neXhseV3n//qeU1uqkspSS1LZk5vcfeu+t28vdDcN0jD8VERkc3BBERlxVGgUEOgBB0UUGRRQlPnp\njD+dxfnJKAooINBCd9PbvX33LftaSS2pSiqVWs/5zh+fk1Ryc5fkLjyDM+d56ql6UnWWVJ3zPe/v\n+/3+vD9w7Pfg0iVcgN3USPntP4/v3e+GWAwX0FIoky5WCXltfC4DpRSdDV4uZQokCtIvEqDV72F0\nsUDZsgl65TtfKluEHcwSa/AylM6zVKrS6LBdDV4XSQcUGeu+4vVM2enZRRRwMFYznVdtzVeHkpQt\nmx/d20bV1kwvldgV8uMxDS4u5FmuWByNNuBeDYZdV2W56iGbypWwbU13g28NkFVtm3Rxhaq2r+iA\nYJOvZinZeVzKQ707tME7ZusyFXsKWy9jqHr5Pa6Mq9AakShHkeT9MLADlH/z5+ykSJR2EunD2gWu\n/s2y9+oq1qIjrY861cOOT8y3A8xr+0qlMnrKAWJjoKsivQf2irzvid44+sIuQ24YcpcEiFmrhUFB\nmSz5u+WxxYxCsWQkRIJcGoXcWC0PzNss8mP9fQLC/NtXF9b8X4ur3txxyM3UgIc3KOCu5aFa/+PA\nrUl/upiFzCQ6OyEqyuK0MF/rC8h8TeLv6r5frDLBdrHN1G2ve8E1j8GqOurS7Dp5MY7OzlxRbIcw\nWg0RVOsgavAlArqCUVQwKnmk5u2HNLpSQmfn0Zk5dHYOnZnD6N6Hueclt31f8H0MyrayCDMjfjM6\ndl31M7qY3wDU9FICnU2gs/PYMxehtLJ+gyKHNrc5QG0daGtuuyWPmHJ5HJDVsfkYtS3gMjsrJ+qC\nyKJ68iT64hO1D5puoWPXFRyoSC80bN+MKt9dm8yE1kugq361pVn04owjh46jZ16oAbVAVGZPzX2o\n5l4Batth1FxeaOqDpr51QK0o4Cw7is6OwdwJ9PRT8qa7Ht3Uh2rql/WC3VuqElIun7BjTYPQ+Qpp\nGbU0CotDkB2CzAXZt7fFKRoYhGD/DQdb5WmGliPQckRmnYVpuTksnYfcZTD96MZ90HgA5bt2/zRl\neGoFApW0gLOVy3KjMhvQ/t0Q2H1VlmCDtGktQeHCWrSGdsfAt1cSzq84L5bPw7/7bIXP/Libn3bB\nx1+1QvgHJ8FVD0T5xje+wXvf+15OnDgBwMDAAI9/6B386399GJerHolIaNhwHC4VQeGlbE9QtIbw\nmr2cP+fnDW8Q8utHfsRLR2s95f/4Wbo++ccwNSMrd3fDu9/N0k+8hXydV7xTznZDXjeZUpVksUJX\nvVx3TR4XDW6TmeUS0Tphy6J+DyOLBZKFCrGAB1MJU7a6tDnrxnOlNVBW73WRL1vYtt7w/XidCArb\n1pyOL9IfCqzJllprvj2eJpEv88qBCCG/h+NzSygFO5v9ZIoVxpaKdNZ7ifg9aK0ZzhZYdHLIwnXS\nTmlquUTZ1nTVe6lzQGDZqpIuFtBoQj7/WvaYmPnTWLpKnRmkzqxZHmoRF1Lte23fWAYYBpad320v\nqCs8YNpyqihHHb+YF1y7nSrKq/TGtMuSJ1YadeRJJTl7/qPg6bzmhESyuGaFIS6MioyqvFKl7B8A\nz40LdrRdFqZ66aI86yqYAagfcEBYF8pzbY/bxuPREpmzCsKWxqDqTOI9TdC0S2TIYB/KuzXv2oZt\nl7I1ALZaILVm+PdJ5XrvK9aq2JVva8d99f054/aqx9gBYattgwCJkmjqlvE+GHNyMWPbGruvewyV\nIjo9CZkZ8WBn4wLAlubBXgcC6xpFYuy7B+XIiyoYFdLBfftin9aOS2u5v66BrnnsbBydESBGPrNx\nBU8d1DX8X1B2pxblC6B8AWjt3fSeSI5L6EwcnZnDzsTl9UIc++LTUNgYmaGaWlHhLlSkCyPcJa9D\nHbdcgCAeMac7Qef+De/p0rLjW5up+djmL6OHn6p9yONHhXtR4T5UpA8V7hXwdhMxFRv8au131Y6j\nvCwXfGYMvTCOTo/A1HM1oFbfVgNq4UFh57axf+XyQWgXhHahWDerXPWnZcfQyTOrH5YigrAwcATa\ntgRKlasOWvZByz5n0EwLOFschtRJSDwHGOiGLmjcCaEDKN9Vqh3Xb9NwiTQS6EW3vkwYtMUzsHAc\nFp5H+1qFPQvulcKCa23HHYKmB9GN90mF2cpFyD0PuRfQ3i4I7HGqNzd/p8oMQv29aP9hKF2GwiXI\nfQPMRnTdQfHxKMXI/4jzc5cu8cSbZb26t7cSOtwA1kVOvfDfeN/j/42vfv1ZANrb2/mN3/gN3vrW\ntwozpjPABeA46H7Eg1T7zk0jSCk3gC8wRskaYc/eLt71rib29a3Q/T8/j/nJ38UTlwgSa88ujA98\nCPWmN4HbTaPWlIsrZEoFXIaB2zAxDUXI6yZZrFCoWtS5TGHL6r1cyKwwv1ImFvDS6DHxmgbzK2U6\n6r00eFwbQFlznRuvaTC3XGJ3RMBtvceFBvIVa0MBzSpTNrKQZ7ls8cr2mnfp9FyOy6k8Rzsa6W/x\nU6zajGUL9ASF7Xp+fgmfabC7xY/WmpHFIgulKj0NXqIOSJvJlyhYNh0BDwEHAK5UK2RKBUylCPsC\na03Ei1aefHUBhUHQHdnQHknYsWlsnXPYsS6MKyVInQdGgDQSFLyX9Vl08pmS4zccp+YXu0taH13l\nPNPVBSic2yxPevtQxtXPbfF2zTtAbATsgkRX+PoEiHmvDeLWtnEtINZ0EIK7pQBnq9EXlbxUcWeH\nhAmrOFX2nkaZvDX0CRDzbp8l0qVFSF9CL1yChcvSFg/ku2zohPZjAsAae6TX401njmkx3KeHITMu\nhvvsJFSLtf0F28XG0uyoJE1dtzFrTIvqk55Ap8bR6Ul0ekLA1+piuMTm09yJ6jsmvq6mGKq5HeW9\nQxWX1TJ6YRadnkGnZ7DT087raSiv93srCIYwmtswBo7Ifb25TdSz5janpeOd859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rAJl9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\n+nYjo29XMh/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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print (\"Notebook 2: Gradient Descent\")\n", + "#This cell sets up basic plotting functions awe\n", + "#we will use to visualize the gradient descent routines.\n", + "\n", + "#Make plots inline\n", + "%matplotlib inline\n", + "\n", + "#Make 3D plots\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import cm\n", + "#from matplotlib import animation\n", + "#from IPython.display import HTML\n", + "from matplotlib.colors import LogNorm\n", + "#from itertools import zip_longest\n", + "\n", + "#Import Numpy\n", + "import numpy as np\n", + "\n", + "\n", + "#Define function for plotting \n", + "\n", + "def plot_surface(x,y,z,azim=-60,elev=40, dist=10, cmap=\"RdYlBu_r\"):\n", + "\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111, projection='3d')\n", + " plot_args = {'rstride': 1, 'cstride': 1, 'cmap':cmap,\n", + " 'linewidth': 20, 'antialiased': True,\n", + " 'vmin': -2, 'vmax': 2}\n", + " ax.plot_surface(x, y, z, **plot_args)\n", + " ax.view_init(azim=azim, elev=elev)\n", + " ax.dist=dist\n", + " ax.set_xlim(-1, 1)\n", + " ax.set_ylim(-1, 1)\n", + " ax.set_zlim(-2, 2)\n", + " plt.xticks([-1, -0.5, 0, 0.5, 1],\n", + " [r\"$-1$\", r\"$-1/2$\", r\"$0$\", r\"$1/2$\", r\"$1$\"])\n", + " plt.yticks([-1, -0.5, 0, 0.5, 1],\n", + " [r\"$-1$\", r\"$-1/2$\", r\"$0$\", r\"$1/2$\", r\"$1$\"])\n", + " ax.set_zticks([-2, -1, 0, 1, 2])\n", + " ax.set_zticklabels([r\"$-2$\", r\"$-1$\", r\"$0$\", r\"$1$\", r\"$2$\"])\n", + " ax.w_xaxis.set_pane_color((1.0, 1.0, 1.0, 0.0)) \n", + " ax.w_yaxis.set_pane_color((1.0, 1.0, 1.0, 0.0)) \n", + " ax.w_zaxis.set_pane_color((1.0, 1.0, 1.0, 0.0))\n", + " ax.set_xlabel(r\"$x$\", fontsize=18)\n", + " ax.set_ylabel(r\"$y$\", fontsize=18)\n", + " ax.set_zlabel(r\"z\", fontsize=18)\n", + " return fig,ax;\n", + "\n", + "def overlay_trajectory_quiver(ax,obj_func,trajectory, color='k'):\n", + " xs=trajectory[:,0]\n", + " ys=trajectory[:,1]\n", + " zs=obj_func(xs,ys)\n", + " ax.quiver(xs[:-1], ys[:-1], zs[:-1], xs[1:]-xs[:-1], ys[1:]-ys[:-1],zs[1:]-zs[:-1],color=color,arrow_length_ratio=0.3)\n", + " \n", + " return ax;\n", + "\n", + "def overlay_trajectory(ax,obj_func,trajectory,label,color='k'):\n", + " xs=trajectory[:,0]\n", + " ys=trajectory[:,1]\n", + " zs=obj_func(xs,ys)\n", + " ax.plot(xs,ys,zs, color, label=label)\n", + " \n", + " return ax;\n", + "\n", + " \n", + "def overlay_trajectory_contour_M(ax,trajectory, label,color='k',lw=2):\n", + " xs=trajectory[:,0]\n", + " ys=trajectory[:,1]\n", + " ax.plot(xs,ys, color, label=label,lw=lw)\n", + " ax.plot(xs[-1],ys[-1],color+'>', markersize=14)\n", + " return ax;\n", + "\n", + "def overlay_trajectory_contour(ax,trajectory, label,color='k',lw=2):\n", + " xs=trajectory[:,0]\n", + " ys=trajectory[:,1]\n", + " ax.plot(xs,ys, color, label=label,lw=lw)\n", + " return ax;\n", + "#DEFINE SURFACES WE WILL WORK WITH\n", + "\n", + "#Define monkey saddle and gradient\n", + "def monkey_saddle(x,y):\n", + " return x**3 - 3*x*y**2\n", + "\n", + "def grad_monkey_saddle(params):\n", + " x=params[0]\n", + " y=params[1]\n", + " grad_x= 3*x**2-3*y**2\n", + " grad_y= -6*x*y\n", + " return [grad_x,grad_y]\n", + "#Define saddle surface\n", + "\n", + "def saddle_surface(x,y,a=1,b=1):\n", + " return a*x**2-b*y**2\n", + "def grad_saddle_surface(params,a=1,b=1):\n", + " x=params[0]\n", + " y=params[1]\n", + " grad_x= a*x\n", + " grad_y= -1*b*y\n", + " return [grad_x,grad_y]\n", + "\n", + "\n", + "# Define minima_surface\n", + "\n", + "def minima_surface(x,y,a=1,b=1):\n", + " return a*x**2+b*y**2-1\n", + "\n", + "def grad_minima_surface(params,a=1,b=1):\n", + " x=params[0]\n", + " y=params[1]\n", + " grad_x= 2*a*x\n", + " grad_y= 2*b*y\n", + " return [grad_x,grad_y]\n", + "\n", + "\n", + "def beales_function(x,y):\n", + " f=np.square(1.5-x+x*y)+np.square(2.25-x+x*y*y)+np.square(2.625-x+x*y**3)\n", + " return f\n", + "\n", + "def grad_beales_function(params):\n", + " x=params[0]\n", + " y=params[1]\n", + " grad_x=2*(1.5-x+x*y)*(-1+y)+2*(2.25-x+x*y**2)*(-1+y**2)+2*(2.625-x+x*y**3)*(-1+y**3)\n", + " grad_y=2*(1.5-x+x*y)*x+4*(2.25-x+x*y**2)*x*y+6*(2.625-x+x*y**3)*x*y**2\n", + " return [grad_x,grad_y]\n", + "\n", + "def contour_beales_function():\n", + " #plot beales function\n", + " x, y = np.meshgrid(np.arange(-4.5, 4.5, 0.2), np.arange(-4.5, 4.5, 0.2))\n", + " fig, ax = plt.subplots(figsize=(10, 6))\n", + " z=beales_function(x,y)\n", + " ax.contour(x, y, z, levels=np.logspace(0, 5, 35), norm=LogNorm(), cmap=\"RdYlBu_r\")\n", + " ax.plot(3,0.5, 'r*', markersize=18)\n", + "\n", + " ax.set_xlabel('$x$')\n", + " ax.set_ylabel('$y$')\n", + "\n", + " ax.set_xlim((-4.5, 4.5))\n", + " ax.set_ylim((-4.5, 4.5))\n", + " \n", + " return fig,ax\n", + " \n", + "#Make plots of surfaces\n", + "\n", + "x, y = np.mgrid[-1:1:31j, -1:1:31j]\n", + "fig1,ax1=plot_surface(x,y,monkey_saddle(x,y))\n", + "fig2,ax2=plot_surface(x,y,saddle_surface(x,y))\n", + "fig3,ax3=plot_surface(x,y,minima_surface(x,y,5),0)\n", + "\n", + "#Contour plot of Beale's Function\n", + "\n", + "fig4,ax4 =contour_beales_function()\n", + "plt.show()\n", + "\n", + "#This writes a simple gradient descent, gradient descent+ momentum,\n", + "#nesterov. \n", + "\n", + "#Mean-gradient based methods\n", + "def gd(grad, init, n_epochs=1000, eta=10**-4, noise_strength=0):\n", + " #This is a simple optimizer\n", + " params=np.array(init)\n", + " param_traj=np.zeros([n_epochs+1,2])\n", + " param_traj[0,]=init\n", + " v=0;\n", + " for j in range(n_epochs):\n", + " noise=noise_strength*np.random.randn(params.size)\n", + " v=eta*(np.array(grad(params))+noise)\n", + " params=params-v\n", + " param_traj[j+1,]=params\n", + " return param_traj\n", + "\n", + "\n", + "def gd_with_mom(grad, init, n_epochs=5000, eta=10**-4, gamma=0.9,noise_strength=0):\n", + " params=np.array(init)\n", + " param_traj=np.zeros([n_epochs+1,2])\n", + " param_traj[0,]=init\n", + " v=0\n", + " for j in range(n_epochs):\n", + " noise=noise_strength*np.random.randn(params.size)\n", + " v=gamma*v+eta*(np.array(grad(params))+noise)\n", + " params=params-v\n", + " param_traj[j+1,]=params\n", + " return param_traj\n", + "\n", + "def NAG(grad, init, n_epochs=5000, eta=10**-4, gamma=0.9,noise_strength=0):\n", + " params=np.array(init)\n", + " param_traj=np.zeros([n_epochs+1,2])\n", + " param_traj[0,]=init\n", + " v=0\n", + " for j in range(n_epochs):\n", + " noise=noise_strength*np.random.randn(params.size)\n", + " params_nesterov=params-gamma*v\n", + " v=gamma*v+eta*(np.array(grad(params_nesterov))+noise)\n", + " params=params-v\n", + " param_traj[j+1,]=params\n", + " return param_traj\n", + "\n", + "# Investigate effect of learning rate in GD\n", + "\n", + "x, y = np.meshgrid(np.arange(-4.5, 4.5, 0.2), np.arange(-4.5, 4.5, 0.2))\n", + "fig, ax = plt.subplots(figsize=(10, 6))\n", + "z=minima_surface(x,y,1,10)\n", + "ax.contour(x, y, z, levels=np.logspace(0, 5, 35), norm=LogNorm(), cmap=\"RdYlBu_r\")\n", + "ax.plot(0,0, 'r*', markersize=18)\n", + "\n", + "#initial point\n", + "init1=[-2,4]\n", + "init2=[-1.7,4]\n", + "init3=[-1.5,4]\n", + "init4=[-3,4.5]\n", + "eta1=0.1\n", + "eta2=0.5\n", + "eta3=1\n", + "eta4=1.01\n", + "gd_1=gd(grad_minima_surface,init1, n_epochs=100, eta=eta1)\n", + "gd_2=gd(grad_minima_surface,init2, n_epochs=100, eta=eta2)\n", + "gd_3=gd(grad_minima_surface,init3, n_epochs=100, eta=eta3)\n", + "gd_4=gd(grad_minima_surface,init4, n_epochs=10, eta=eta4)\n", + "#print(gd_1)\n", + "overlay_trajectory_contour(ax,gd_1,'$\\eta=$%s'% eta1,'g--*', lw=0.5)\n", + "overlay_trajectory_contour(ax,gd_2,'$\\eta=$%s'% eta2,'b-<', lw=0.5)\n", + "overlay_trajectory_contour(ax,gd_3,'$\\eta=$%s'% eta3,'->', lw=0.5)\n", + "overlay_trajectory_contour(ax,gd_4,'$\\eta=$%s'% eta4,'c-o', lw=0.5)\n", + "plt.legend(loc=2)\n", + "plt.show()\n", + "fig.savefig(\"GD3regimes.pdf\", bbox_inches='tight')\n", + "\n", + "#Methods that exploit first and second moments of gradient: RMS-PROP and ADAMS\n", + "\n", + "\n", + "def rms_prop(grad, init, n_epochs=5000, eta=10**-3, beta=0.9,epsilon=10**-8,noise_strength=0):\n", + " params=np.array(init)\n", + " param_traj=np.zeros([n_epochs+1,2])\n", + " param_traj[0,]=init#Import relevant packages\n", + " grad_sq=0;\n", + " for j in range(n_epochs):\n", + " noise=noise_strength*np.random.randn(params.size)\n", + " g=np.array(grad(params))+noise\n", + " grad_sq=beta*grad_sq+(1-beta)*g*g\n", + " v=eta*np.divide(g,np.sqrt(grad_sq+epsilon))\n", + " params= params-v\n", + " param_traj[j+1,]=params\n", + " return param_traj\n", + " \n", + " \n", + "def adams(grad, init, n_epochs=5000, eta=10**-4, gamma=0.9, beta=0.99,epsilon=10**-8,noise_strength=0):\n", + " params=np.array(init)\n", + " param_traj=np.zeros([n_epochs+1,2])\n", + " param_traj[0,]=init\n", + " v=0;\n", + " grad_sq=0;\n", + " for j in range(n_epochs):\n", + " noise=noise_strength*np.random.randn(params.size)\n", + " g=np.array(grad(params))+noise\n", + " v=gamma*v+(1-gamma)*g\n", + " grad_sq=beta*grad_sq+(1-beta)*g*g\n", + " v_hat=v/(1-gamma)\n", + " grad_sq_hat=grad_sq/(1-beta)\n", + " params=params-eta*np.divide(v_hat,np.sqrt(grad_sq_hat+epsilon))\n", + " param_traj[j+1,]=params\n", + " return param_traj\n", + "\n", + "#Make static plot of the results\n", + "Nsteps=10**4\n", + "lr_l=10**-3\n", + "lr_s=10**-6\n", + "init1=np.array([4,3])\n", + "fig1, ax1=contour_beales_function()\n", + "gd_trajectory1=gd(grad_beales_function,init1,Nsteps, eta=lr_s, noise_strength=0)\n", + "gdm_trajectory1=gd_with_mom(grad_beales_function,init1,Nsteps,eta=lr_s, gamma=0.9,noise_strength=0)\n", + "NAG_trajectory1=NAG(grad_beales_function,init1,Nsteps,eta=lr_s, gamma=0.9,noise_strength=0)\n", + "rms_prop_trajectory1=rms_prop(grad_beales_function,init1,Nsteps,eta=lr_l, beta=0.9,epsilon=10**-8,noise_strength=0)\n", + "adam_trajectory1=adams(grad_beales_function,init1,Nsteps,eta=lr_l, gamma=0.9, beta=0.99,epsilon=10**-8,noise_strength=0)\n", + "overlay_trajectory_contour_M(ax1,gd_trajectory1, 'GD','k')\n", + "overlay_trajectory_contour_M(ax1,gd_trajectory1, 'GDM','m')\n", + "overlay_trajectory_contour_M(ax1,NAG_trajectory1, 'NAG','c--')\n", + "overlay_trajectory_contour_M(ax1,rms_prop_trajectory1,'RMS', 'b-.')\n", + "overlay_trajectory_contour_M(ax1,adam_trajectory1,'ADAMS', 'r')\n", + "plt.legend(loc=2)\n", + "#init2=np.array([1.5,1.5])\n", + "#gd_trajectory2=gd(grad_beales_function,init2,Nsteps, eta=10**-6, noise_strength=0)\n", + "#gdm_trajectory2=gd_with_mom(grad_beales_function,init2,Nsteps,eta=10**-6, gamma=0.9,noise_strength=0)\n", + "#NAG_trajectory2=NAG(grad_beales_function,init2,Nsteps,eta=10**-6, gamma=0.9,noise_strength=0)\n", + "#rms_prop_trajectory2=rms_prop(grad_beales_function,init2,Nsteps,eta=10**-3, beta=0.9,epsilon=10**-8,noise_strength=0)\n", + "#adam_trajectory2=adams(grad_beales_function,init2,Nsteps,eta=10**-3, gamma=0.9, beta=0.99,epsilon=10**-8,noise_strength=0)\n", + "#overlay_trajectory_contour_M(ax1,gdm_trajectory2, 'GDM','m')\n", + "#overlay_trajectory_contour_M(ax1,NAG_trajectory2, 'NAG','c--')\n", + "#overlay_trajectory_contour_M(ax1,rms_prop_trajectory2,'RMS', 'b-.')\n", + "#overlay_trajectory_contour_M(ax1,adam_trajectory2,'ADAMS', 'r')\n", + "init3=np.array([-1,4])\n", + "gd_trajectory3=gd(grad_beales_function,init3,10**5, eta=lr_s, noise_strength=0)\n", + "gdm_trajectory3=gd_with_mom(grad_beales_function,init3,10**5,eta=lr_s, gamma=0.9,noise_strength=0)\n", + "NAG_trajectory3=NAG(grad_beales_function,init3,Nsteps,eta=lr_s, gamma=0.9,noise_strength=0)\n", + "rms_prop_trajectory3=rms_prop(grad_beales_function,init3,Nsteps,eta=lr_l, beta=0.9,epsilon=10**-8,noise_strength=0)\n", + "adam_trajectory3=adams(grad_beales_function,init3,Nsteps,eta=lr_l, gamma=0.9, beta=0.99,epsilon=10**-8,noise_strength=0)\n", + "overlay_trajectory_contour_M(ax1,gd_trajectory3, 'GD','k')\n", + "overlay_trajectory_contour_M(ax1,gdm_trajectory3, 'GDM','m')\n", + "overlay_trajectory_contour_M(ax1,NAG_trajectory3, 'NAG','c--')\n", + "overlay_trajectory_contour_M(ax1,rms_prop_trajectory3,'RMS', 'b-.')\n", + "overlay_trajectory_contour_M(ax1,adam_trajectory3,'ADAMS', 'r')\n", + "\n", + "init4=np.array([-2,-4])\n", + "gd_trajectory4=gd(grad_beales_function,init4,Nsteps, eta=lr_s, noise_strength=0)\n", + "gdm_trajectory4=gd_with_mom(grad_beales_function,init4,Nsteps,eta=lr_s, gamma=0.9,noise_strength=0)\n", + "NAG_trajectory4=NAG(grad_beales_function,init4,Nsteps,eta=lr_s, gamma=0.9,noise_strength=0)\n", + "rms_prop_trajectory4=rms_prop(grad_beales_function,init4,Nsteps,eta=lr_l, beta=0.9,epsilon=10**-8,noise_strength=0)\n", + "adam_trajectory4=adams(grad_beales_function,init4,Nsteps,eta=lr_l, gamma=0.9, beta=0.99,epsilon=10**-8,noise_strength=0)\n", + "overlay_trajectory_contour_M(ax1,gd_trajectory4, 'GD','k')\n", + "overlay_trajectory_contour_M(ax1,gdm_trajectory4, 'GDM','m')\n", + "overlay_trajectory_contour_M(ax1,NAG_trajectory4, 'NAG','c--')\n", + "overlay_trajectory_contour_M(ax1,rms_prop_trajectory4,'RMS', 'b-.')\n", + "overlay_trajectory_contour_M(ax1,adam_trajectory4,'ADAMS', 'r')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Section 3: Linear Regression\n", + "Automatically created module for IPython interactive environment\n" + ] + }, + { + "data": { + "image/png": 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5RUSSRGSfiHRzr/TV06zZHEpL8zh3brm7RdFoGjza7OWZeJRCsXGbUqqLUqo81ffjwCal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\nhNTUizGbkzp1fT1JbxWUA/FrktV1jXxdVc/zReV4NclvMxL5XWYSNn1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Dginrf5VPdn5AYnIiCUkJ5mdyAg/d9xAPVH2A01dOM2rVqAzHShcuzbCQYbSq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\nzz0H1avnttT2obUZ0ZQWINauhZMnzTF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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print (\"Section 3: Linear Regression\")\n", + "\n", + "%matplotlib inline\n", + "\n", + "#This code is modified from plot_cv_diabetes.py in the skit-learn documentation\n", + "#and plot_ridge_path.py\n", + "\n", + "\n", + "\n", + "from __future__ import print_function\n", + "print(__doc__)\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn\n", + "\n", + "from sklearn import datasets, linear_model\n", + "\n", + "#Load Training Data set with 200 examples\n", + "\n", + "number_examples=200\n", + "diabetes = datasets.load_diabetes()\n", + "X = diabetes.data[:number_examples]\n", + "y = diabetes.target[:number_examples]\n", + "\n", + "#Set up Lasso and Ridge Regression models\n", + "ridge=linear_model.Ridge()\n", + "lasso = linear_model.Lasso()\n", + "\n", + "\n", + "#Chooose paths\n", + "alphas = np.logspace(-2, 2, 10)\n", + "\n", + "# To see how well we learn, we partition the dataset into a training set with 150 \n", + "# as well as a test set with 50 examples. We record their errors respectively.\n", + "\n", + "n_samples = 150\n", + "n_samples_train = 100\n", + "X_train, X_test = X[:n_samples_train], X[n_samples_train:]\n", + "y_train, y_test = y[:n_samples_train], y[n_samples_train:]\n", + "train_errors_ridge = list()\n", + "test_errors_ridge = list()\n", + "\n", + "train_errors_lasso = list()\n", + "test_errors_lasso = list()\n", + "\n", + "\n", + "\n", + "#Initialize coeffficients for ridge regression and Lasso\n", + "\n", + "coefs_ridge = []\n", + "coefs_lasso=[]\n", + "for a in alphas:\n", + " ridge.set_params(alpha=a)\n", + " ridge.fit(X_train, y_train)\n", + " coefs_ridge.append(ridge.coef_)\n", + " \n", + " # Use the coefficient of determination R^2 as the performance of prediction.\n", + " train_errors_ridge.append(ridge.score(X_train, y_train))\n", + " test_errors_ridge.append(ridge.score(X_test, y_test))\n", + " \n", + " lasso.set_params(alpha=a)\n", + " lasso.fit(X_train, y_train)\n", + " coefs_lasso.append(lasso.coef_)\n", + " train_errors_lasso.append(lasso.score(X_train, y_train))\n", + " test_errors_lasso.append(lasso.score(X_test, y_test))\n", + " \n", + "###############################################################################\n", + "# Display results\n", + "\n", + "# First see how the 10 features we learned scale as we change the regularization parameter\n", + "plt.subplot(1,2,1)\n", + "plt.semilogx(alphas, np.abs(coefs_ridge))\n", + "axes = plt.gca()\n", + "#ax.set_xscale('log')\n", + "#ax.set_xlim(ax.get_xlim()[::-1]) # reverse axis\n", + "plt.xlabel(r'$\\lambda$',fontsize=18)\n", + "plt.ylabel('$|w_i|$',fontsize=18)\n", + "plt.title('Ridge')\n", + "#plt.savefig(\"Ridge_sparsity_scale.pdf.pdf\")\n", + "\n", + "\n", + "\n", + "plt.subplot(1,2,2)\n", + "plt.semilogx(alphas, np.abs(coefs_lasso))\n", + "axes = plt.gca()\n", + "#ax.set_xscale('log')\n", + "#ax.set_xlim(ax.get_xlim()[::-1]) # reverse axis\n", + "plt.xlabel(r'$\\lambda$',fontsize=18)\n", + "#plt.ylabel('$|\\mathbf{w}|$',fontsize=18)\n", + "plt.title('LASSO')\n", + "#plt.savefig(\"LASSO_sparsity_scale.pdf\")\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "# Plot our performance on both the training and test data\n", + "plt.semilogx(alphas, train_errors_ridge, 'b',label='Train (Ridge)')\n", + "plt.semilogx(alphas, test_errors_ridge, '--b',label='Test (Ridge)')\n", + "plt.semilogx(alphas, train_errors_lasso, 'g',label='Train (LASSO)')\n", + "plt.semilogx(alphas, test_errors_lasso, '--g',label='Test (LASSO)')\n", + "#plt.vlines(alpha_optim, plt.ylim()[0], np.max(test_errors), color='k',\n", + "# linewidth=3, label='Optimum on test')\n", + "plt.legend(loc='upper right')\n", + "plt.ylim([0, 1.0])\n", + "plt.xlabel(r'$\\lambda$',fontsize=18)\n", + "plt.ylabel('Performance')\n", + "#plt.savefig(\"Ridge_LASSO_sparsity_performance.pdf\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Section 4: Hamiltonian\n" + ] + }, + { + "data": { + "image/png": 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FfYGC94XY98zmzexm2IY3tGWqWc5Fki8mTsyDvzxvDyHcnuPsMf4cwC8HBnAZfgrgC0he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\n2ba3kzmQezPw+RmeHkIIicGos5PXQVwI4SvAV3LbzOxBYD+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KoaOfc3bs9nOOd1jXZ1NeQ/1lyDlDcUEpYPY5J+W1zXbnwClTzun1iiyVK+cM\nOYW9SN0MKaO04mlO7bTUAibV1X/mxP6v2XRL5IjTmTgREREREZEKoTlxIiIiIiIiFUaDOBERERER\nkQqiQZyIiIiIiEiFUGETERERERGRCmNHuwNH2JwaxI0dNHr7p1Y0SymAxersA1Hb7TvXurFntT0c\ntbWuWOHGXn1JXOXPqwgHsGlT3OatdtfOU9zl250qXo0je91YBrLx8u0dfmxN/LS2t/uh9SNxVbex\nuhPc2GUNTsW87dujpn2tq93lF8ebwEDdSjf22GPjtgtf7VcC7B2J15FWrWukId5nzQO74sCUFXjH\nY3OTXwlz2e74GHUPEGBRJm7b0e8/DytH7it4vY2Zqc9vdXCehAVsbAx6+6ZegJFWXW9l5ujnnHdu\nil+DLzwxvoDk54/4OafNO34zheec1tbCc053tx9aO1T6nDPY7uecGi/nNPixbs7ZmFIFcqjwnPPk\nsXG109Z+p7plSpJ2c06DX3GyY2AO5JxsSsVWOeK8p6i/34/1KlFWV7/Gifv6bLslUhYGVB/tThxh\nc2oQJyIiIiIiUizNiRMREREREakQ+okBERERERGRCqNBnIiIiIiISIVQdcqjrHY8Q8fI1AnfHe0p\ns8X74q63tKSs2Jsw3tfnxzoT9Ddu9EP9IibxRPwbPud/N3DRRXHbMH5Bg8aBPVFb81DcBrCjP55I\nv3LobjfW24jajD+Zn61bo6Z9Lz4ramtd5E9sH8w2R21dWaeoCDC+dHnUNpqJlwfoIH68PX1+bFdn\n/PyMNcSPVTvgF3toaGmM2gaH/Oe32TsgneMLoLnG2edt8WMBULfKb3eMt+QVKkh5/IXKyzmpFSqc\nnJMWWlTOqYuLVKTlHL+IySxzTk3hOac1m5JznphlzsmO+rF3/jhqGlwX55xmJwdASs7JOEVFgPHO\nuFjJaMZ/DXY0zDLnLIkfq5icM5ypdSKhcZY5p6Y9JefUFJFzGlLWIXNCas5yeEVMqqv95HTo0K2H\n2yWRktDllCIiIiIiIhVmoQ3iFtr2ioiIiIjIPFNV4K1QZvZOM3vUzDJmdr+ZvXya2A1mFpyb/3ss\nJVDQtphZu5l9wszuMbPRXKc6nbg6M/uYmf3KzA7k4k8rdadFZP5T3hGRUlNeEZmfJi6nLNUgzszO\nB/4JuBo4Cbgb+JaZpfxg6q+dCDx30u2XRW1IEQrdlm7gj4EngR9NE/fPwNuBvwNeDfwK+I6ZrZlN\nJ0VkQVLeEZFSU14RmadKfCbuMuDGEMJnQwg/DyG8iyQPvGOG5R4PIfRPuh0qekMKVOicuLtCCK0A\nZvY2IJpZbmYvBt4IvDWE8L/CitL/AAAgAElEQVRybT8EHgE+AJwz46NUV0NTU0Ed2tuyOmpbO+IX\nySDTEDXd1RdPxAd/0u/yAX+C/q6dp0RtXkGBi98WT2wHuOzyOPbSS91Q6trj/qYVIFlZNxY3DnS6\nscM18WT8xqxfJGBsg1PExJuMb/5hte2huG3DhrioCEDtj++K2urXr3djycRNIyN+KN/7XvxYaev1\n+tXfG7X1j/hfytR1xu1Zp68ADQ1xoYLmjF/sYTBTH8emFHaoyi+mkUnpwNxU/rzj5Zxs1g31cs7q\nEuQcrxZFWlGQnz9y5HJOQ2fc36oh/zhb2eQ8Xn+nG+vmnEzhOafZyzkpxTv8nBMXFQE/59StTznx\n4ryMUl9aZcg5u1NyTucsc07jiP+eMugUeCk458w9R+bzzDzgpcK0AibV1a9xYuPCKCLlUsrqlGZW\nC5wMfDzvrtuBU2dYfJuZHQPsADaHEH5Qom5FChqQhhD8TwRTnQMcBG6ZtFwW+BLwh7kNEhEpiPKO\niJSa8orI/GVmBd2AFjPbNul2cd6qWoBqYF9e+z4grcbrxFm684BzgV8A3y/nZdilrE55IvBoCCH/\n9MEjQC3JJQyPlPDxRESUd0Sk1JRXRCqNWeE/o3Tw4EAIYV0BkSH/UZy2JDCEX5AM3Cbck5tvezkQ\nX+pRAqWsTtlMco15vsFJ90fM7OKJkfD+J54oYXdEZAEoOu8o54jIDGb/eWb//rJ1TkRS1NQUdpvZ\nAHCI+KzbCcRn56ZzL/CCIuKLUspBXNro1KZbKIRwQwhhXQhh3dLjjy9hd0RkASg67yjniMgMZv95\nZunS8vRMRHwTZ+JKMIgLIYwB9wNn5t11JkmVykKtIbnMsixKeTnlIODNtl4y6X4RkVJS3hGRUlNe\nEak0VVVQV1dY7NNPFxJ1DfAFM7sP+AmwCVgGXA9gZjcBhBAuzP19KdDDby67fjOwkWSOXFmUchD3\nCPA6M6vPu458JTAG7D6staaMmL2KbuNtfqVDz2l1KTl4586oaVeLX4imZShuu+iiuM2rCAdwzcfj\n+dXv+As/9tN/61Rk6+lxY1nh/K5gf78b2tjklC5LeRHUOu9bvdllUVub89yAX/kzraJb7SlxFb7h\nEX/fNO6OD63V3j4AhjvjaneNQ86+TdkHvSPxVTQru51qoMBo1qn+1rfDjaWzM2oazsZVKMF/SfQO\nuVf30NAytT1bU2CCqxylzzspz32L05yWc6qIX9upOcc5fnc0+TmnrZJyzsCAG9roveiPYM5Jq1zb\n7OSctFgv56xMyzntRy7njBHnnPqeInIOcRVKmF3OqVDl+TxTYQqdXgR+JUqvYmVarMisFTMnrgAh\nhFvM7HjgSpLfe9sOnB1CeCwXkv9FTy1JNcvnAQdI8sirQgjfLFmn8pTycsrbgEXAGyYazKwGOB+4\nPYTwbAkfS0QElHdEpPSUV0QqUenmxAEQQrguhNAZQjgmhHByCOGuSfdtCCFsmPT3lhBCdwhhcQih\nOYTw8nIO4KCIM3Fm9vrcf0/O/ftHZrYf2B9C+GEI4SEzuwW41swWAY+SlNp8PvCmUnZaRBYG5R0R\nKTXlFZF5qMRn4ipBMVv7f/L+vi737w+BDbn//xnwIWAz0AT8O/DKEMIDs+ijiCxcyjsiUmrKKyLz\njQZx6UII01ZlysUcAC7L3UREZkV5R0RKTXlFZB7SIO7oenZ8EXsyUyetdzUMu7F9fXFbV7s/2duz\n76A/+bp11aqo7TkH/HU0Zx+P2oYzJ0Rtl17qL+8VFPj0p+LCAwDvuyKezL/lygZ/xU7hgNEVa91Q\n73ivHXAm3QNks1FTB71R2+CIV9TLL0Yz5BRqAGisiYsiNDakbK9TfeCB3f4E/e7uwpZPSwRNTXHb\ncCYuJgDQ2BA/l4NtK93YZqf4QKN3kAO3ExdKOGudXzRjtG7qcV5Vylmw84Cbc1IKkJQt5zgFMY5P\nyzmZ+LU5XBPnhjmRc7pX+7GOeq/QB5Ql56QWNsnGyagxrdLZbHOOV9yliJwzOOLnnOamuZdzZOFK\nK2BSXb3Rib213N2R+c6s8OqU88ScGsSJiIiIiIgURWfiREREREREKogGcSIiIiIiIhVEgzgRERER\nEZEKokGciIiIiIhIhdEg7ujJZmH//qltXQ1OFS+gqyauJDZe41co87RaXFkSYKwuri55XNpeGoj7\n1jiyJ2qra+9yF//038YV2byKcABbPhJXHXvfFX41tC1XxBXd6nem/LSNUxlvrMXvQ23Prji2c3nU\n1pwd9R8rG1d0G26I9zcAmXinj9b421t/yilR21qn8hrA3dvjSm1r1sTbkOahbXHbaev96n47dsaV\nAFeu8GOHa+J+Nazwq8q9eH/cNlzjV4RrHJhaya8qW3g1xYXAzznx6wegqyauikhNuxs7lo2f+9Lk\nnLhvjQNxzmnoPMI55/I4F9Zvv8+NxakAPDdyTtxUVM7pi/sKcPf2uL9r1vjPj6fSc44sXE5xWcCv\nRFld/ZqUWL/CpUikqkrVKUVERERERCqGLqcUERERERGpIBrEiYiIiIiIVBAN4kRERERERCqMBnFH\nT309nHRSXmO2wQ/O+AVPPFW74wnnvXV+MYuOkcGobXuPP4H7ec+LC6m0ZuMiA7WZYb9jPT1R05Yr\n/e31Cgp4hQcALrwo7u9Nm+MJ/mn6+vz2rra2qM3ZBJZ3Fz6xtHH3w/4dLS1RU9p81d6++njxTn+C\n/qnepPuaeLsY8ffXaeuborZx4mICACvb4+d9LOsXSvBUZfxiDYsXx9u7e7e/jrXxbpRJZptz0p57\nryBHMTlnZ5+fc1pbC8s5VUPxOoEy5py4WMhNmwvP0f39fnvHbHOO84beuNsvekRT/NouJue0OQVX\nAE6tK33OSTPrnJNS+GjRotqoLTXntM2pjxVyFBXzeTqtgIlX8ETFTsSlwiYiIiIiIiIVZAFeTul/\njSwiIiIiIlIJJgZxhdwKXqW908weNbOMmd1vZi+fJvZcM7vdzPab2dNmdq+ZnZMXc5GZBed2WKcQ\nNYgTEREREZHKVsJBnJmdD/wTcDVwEnA38C0zS/tR6tOBO4BX5eK/CXzNGfiNAs+dfAshFD7/YJKF\ndd5RRERERETml9JfTnkZcGMI4bO5v99lZq8E3gH8dX5wCOE9eU3/YGavAjYCP5oaGlJmghdHZ+JE\nRERERKRylfBySjOrBU4Gbs+763bg1CJ6dRzwZF7bYjN7zMz6zOwbZpZfXq1gc+pMnD2biau6tbf7\nwdls1DQ0lLLilrhqWMeIUzEMeLgvPku6dpVfscs7EHY80RW1raxLWX7Firgtpermlivi7fWqUALc\ndGNcQe6cjf7Z39s+Eldq6+rsdGOpi6vYeaF7evzvBlpa4opujatWubH79sfraE2pnNbWFldOq63x\nq+i5lYuc53Gswd+3tdvjapqZ7tVubP3AQLx8WuW2unjfMOIfCzVO7NoVfiXLUaY+7+M18b5ayGzs\nWWr78qo7OhURgdnnnKG4iiTAw31xzli9YpY5pynl+C8m51wet3tVKGH2OaejbDknPt4bVviVa/fv\nj9vKlnMcxeSc0bLlHL9CZl1d3Lf0nLPMfzyRw+BVovQqVqbFygJSXHXKFjPbNunvG0IIN0y+H6gG\n9uUttw94RSEPYGZ/AbQDX5jU/AvgrcC/kwzw3gP8xMxeHEL4ZaGdnzCnBnEiIiIiIiJFK/xyyoEQ\nwroC4kLe3+a0RczsPOBjwAUhhMd+vbIQ7gHumRR3N/AQ8C7g3QX0ZwoN4kREREREpHKVdk7cAHAI\nyL805wTis3N53bDzSM6+XRhCuG262BDCodwZwRccTic1J05ERERERCpXCefEhRDGgPuBM/PuOpOk\nSmVKF+yPgZuBi0IIX565y2bAauBXM3bKoTNxIiIiIiJSuUpfnfIa4Atmdh/wE2ATsAy4Pnk4uwkg\nhHBh7u8LSM7AXQ7cZWYTZ/HGQgiDuZi/B7YCvwQaSS6hXE1S8bJoc2sQd+hQXCkgZcL7HT3xZP60\nufEtLU5jymT+7u64bVePXwzCq7mycsgZoA+kdKw/rjA6umKtG1q/84Go7abN/iR0r6DAbbf6k+5v\n+Fw8yf/iBr/oCw1xkYHavr6orSulWAk9PVHTaE38PAK0PuMUgXjWP1xrnYmsgzV+AQac9uahwXid\nKYlgsD0uKNBc4xc/GGyKt+3g0363WpfGz0/viF/ooIO4vzgFDQDqd+6c8nfVcFoljgUqm433XUox\npVnnnBReztmx2885Xqybc/pTOuYcJ6lFMrbfF7XdtNnPm0c05zh5s8sr2AJuzhmrmws55/GC1gkw\n3Bk/P40pOWe4Jd62A0c65/yy6Ln5IkVJK2BSXX2eE/uVcndH5gqzYgqbzCiEcIuZHQ9cSfJ7btuB\nsyfNcct/49tEMq66Nneb8ENgQ+7/TcANJJdpPgU8CJwWQojfcAswtwZxIiIiIiIixSj9mThCCNcB\n16Xct2G6v1OWeS/w3lL0DTSIExERERGRSlaGQdxct7C2VkRERERE5hcN4kRERERERCqIBnEiIiIi\nIiIVRIO4o+zYYxlf99IpTVU9TsUw4IxT8n9/DwYz9W5sYyauBEZTkxvrFdx6znPcUOpHnPU6VdKG\na/yKX41NcaW31OMvrfqa47aP7IjavIpwABe/La5Qdt31caU5gAsuiNsG6uJtW54ZdZcf74wrpw3E\nxS0BaGuPY1MKirrFiJq3x9U8Ab+8XyYbNY03+c9Zc9avCleop57y25csiX+ysaPOOb6AQZxqd93+\n8RwdUIsXT9u/BcfLOX1+pcQzTolLThaVc5xKi+DnnJT0RK1T1bConJP2IvKkVZl1lCvnvPnNcVu/\ns23F5Jz+cuWcnQ/7wV4J0zjlMN7Q6C7e6G6b/0aRddZ71HOOSImlvS69SpTV1RtTYm8tZZdkLihx\ndcpKoGwrIiIiIiKVS2fiREREREREKogGcSIiIiIiIhVEgzgREREREZEKo0Hc0fPUU/Dtb09tO7tt\nyI0dboknoR88mLLiff1R09iK1W5oXC4FakcG3dixhniyd21mOGprzPrLexMwawf2+o/Vsixq60uZ\noN/lTKS/uMEv1uAVFHjnprjwAMC5r48nwn/pS3Hc4Ihf7MGbbppS64Ef/zhuW7fOj/X0tqx12zsa\nnG0bio+xKvx94CWI4ZF4vwA0Z+Lnsj8bP4/gFySoTZm93ewUH+jti49FiIs1hNpj3LiFys057X7O\nGW2JXyulyDktznNfn43zCMBYnZNzsnHhi8ZM4TmnfqjwnNMfbxYAHUcw59x8cxyXVmDGyzlpRWO8\nnHPKKX6sp7fJf37dnDMyEjWl5hznOauknCNSamm1K7xjOq2ASXX1a5zYr8+mW3K06UyciIiIiIhI\nBamqUnVKERERERGRiqEzcSIiIiIiIhVGgzgREREREZEKoTNxIiIiIiIiFUSDuKPrOQ2HOHt9XlW2\nfr98YWMmrpbFYr9aFj09UdP2rF9JbM2auG1vptmNXdbkVBPbujVqGttwlrt8LU4FOa+8ElDbsytq\n62rzamkCdc4+SykDecEFcZtXEQ7gq1+Ot/d/3hjHvvnNfrdqa+Ll6x+K9xfAiSeeGrWlVbKs6tkT\ntbV3plRI8/avNxE2rfSnkyCydX71N6/DK+tSqgYOxNXq0iboDtbEx3lHjV9hkOzUUnwWUirgLVBu\nzunz02K9U/Exu9jPDbPOOf2Nbuwyr9LhnXFZxXLlnI4S5BwvPxzJnOPlaPBzTtoceS/nFFWV0fug\nMYdzzrBTFbUjW1jOETlSivn87lWirK7e6MT51S1lDlJhExERERERkQqzwM7E+V9/ioiIiIiIVIKJ\nyykLuRW8SnunmT1qZhkzu9/MXj5D/Om5uIyZ7TGzTbPermnMOIgzs9eb2VfM7DEzO2BmvzCzD5vZ\ncXlxS8zsc2Y2YGbPmNn3zOxF5eu6iMxXyjsiUg7KLSLzVIkHcWZ2PvBPwNXAScDdwLfMrCMl/vnA\nN3NxJwEfBj5hZueVYOtchZyJuxw4BLwfeCXwaeAdwHfNrArAzAy4LXf/u4DzgEXAD8ysvQz9FpH5\nTXlHRMpBuUVkPir9mbjLgBtDCJ8NIfw8hPAu4Fck+cKzCdgbQnhXLv6zwOdJck5ZFLIlrwkh7J/0\n9w/NbJCkYxuAO4BzgPXAGSGEHwCY2T3Ao8D7gHcX1BtvUmLaRPpMJmpq7HnYDR1cf07UtrZu1I3d\nt78+akvrAtu3x4+1Li4o0DzgTwDvzcaT0zvodWPHOpdHbU7tBAA6O+O22pRJ8wN1cWGGL33JX69X\nUOCtF8WFA976Nv+7gQ9/OG5vbSp8Evydd/rtZ6yKJ/P/9Kd+7AtfWBu1HQjxpP2lKW/TVVvvjtoe\nyvhFBtavj4tT1I74RQbG2+MvdvbvdwKBJU69iIf7/D405L1Mnj1YMVdQH5m84+Wc9pQn3805D7ih\nyjlQ29/vxvbXxDnn5pv99Raacy7e5B/XH/zgkcs5Dz7ox77oRXEfni5TztmwIc45VUOzzznHOZ8U\ndgz5faiLXyZzzZH7TCNzllfPyStiUl3tn0Q5dOgrpe6SzFZx1SlbzGzbpL9vCCHc8JtVWS1wMvDx\nvOVuB+IqWInfy90/2XeAt5jZohDCwUI7V6gZP9HlJbsJEx+Rn5f79xyS0ecPJi33FPB14LWz7aSI\nLCzKOyJSDsotIvNTCDCWrSroBgyEENZNut2Qt7oWoBrYl9e+D0j7mrUtJb4mt76SO9yv5U/P/fvz\n3L8nAvFXxPAI0GFmKcXhRUQKprwjIuWg3CJS4UJIzrAWcitmtXl/m9M2U7zXXhJFD+LM7HnAB4Dv\nhRAmTkU2A0864RPXcSyZZn0Xm9k2M9u2f2Cg2O6IyAJQyryjnCMiE8qWW9KuTRWRsijxIG6AZO5s\n/lm3E4jPtk3oT4nPAk8UviWFK2oQl/v26d9yHfqzyXfhjzLNaZsihHDDxOnMpS1lOdsoIhWs1HlH\nOUdEoMy5ZenS0nVURGZUykFcCGEMuB84M++uM0mqT3ruAV7hxG8rx3w4KOLHvs2sjqRaUxdweghh\ncqWMQZJvrvJNfFvlfaMVGx+Pigf0DsUTtQE6RpxCHd3dbmzzUDzJf99Bf1L2E85YudUed2P3ta6O\nY3EmkadMtGxzPj8OjriVS2nOxkURlnf7v0y/pycem3etWuXGLs/E6x0ciQstALz5zXGbV8Tkf34u\nLjwA8L4r4tgtG4fc2NbOuF9LN/j9IhsXKvjdFw67oYPZ+HhqXRzHPvCQf9ytXbcuajvjzvx5rBM2\nxE1OcQyAqjvviPuV8pztHYiLIqQlpWOPzXuciqlrkih73nFyzp4B/7nvyjg5Z8UKN7ZcOWewPc45\nzXM156TsGzfnZArPOV4Rkxuu93PO+6+MY69+9RHOORkn5yyKn7OHt3uHMqwuKufkf36guJyzZo0b\nu3co7luhOWeuOiKfaWTO8lKk91JJK2DiFTxRsZOjr8hLJWdyDfAFM7sP+AlJ9cllwPUAZnYTQAjh\nwlz89cAlZnYt8BngZcBFwJ+UtFeTFDSIM7NFwFeAlwKvCCH8LC/kESAukQYrgd4QwsiseikiC47y\njoiUg3KLyPwzcSaudOsLt5jZ8cCVwHNJ5smeHUJ4LBfSkRf/qJmdDfwjyc8Q7AXeHUIo2+i+kB/7\nrgL+BfgD4LUhhK1O2G3A88zs9EnLNQKvyd0nIlIw5R0RKQflFpH5aeLCmkJuhQohXBdC6AwhHBNC\nODmEcNek+zaEEDbkxf8whLA2F//8EML1JdtARyFn4j4FvAH4EPCMmZ0y6b6+3CUIt5FcC3qzmf0V\nyaUGf01y/fiW0nZZRBYA5R0RKQflFpF5qNRn4ipBITNk/ij379+QJLXJt7cBhBDGgVcD3wWuA75G\nUtXl90MI/1HiPovI/Ke8IyLloNwiMk+V4ScG5rQZz8SFEDoLWVEIYRB4a+4mInLYlHdEpByUW0Tm\np4V4Jq7g6pRHS0dNXOUNYLBtZdTWTFxdDHAvgF3a6Ye2LhmLG7P+73oudg6WwWxc0GrbQ/5jtTm/\n+Z5a8Txb+DzqlhanolpPjxs73tkVtfn156C2Jq4A9+EPxydzvSqUAFs+Ei9/2eWnurGXOPumq81/\nfu9+KN7eurpaN3ZtW3w89WbjqoEH04rBehdTN8WV6gAYcZ4z70kHRpviPtTX+RX3lg3Fle2WNfi/\ndzZ63PIpf1dXu2ELl1lUpqyrptcNHW6Pc05jjZMvoGw5p+Zo55yUqpctLc7rrUw554MfjPOLV4US\n4OrNcyDntMeVRnszcYXZAwfcxf1PJWk5Z8ipvFmKnDMSV95cNtLvrzcv54hUijonEaXNn/IqUVZX\nX5wSe8NsuiUF0iBORERERESkgji/GDTvaRAnIiIiIiIVTWfiREREREREKoQupxQREREREakgGsQd\nbdksDOQVaOjsdENrnDn3YzVOQQ/gyWPjifStA/Fkc/AnnHcM7XRjBxpWR21dmR1R24YNcUEE8K/d\n9ealAww3xP1q3P2wG9u4alXUNloT7wOAgb64rcGvqUD9Q/FvorY6E+y3bPQ3wisocM3H/Yn0X701\nLlTQtcafSH9qTVzUo7flpW7sA/3xZP61nXGhkA7b7S6/70C83qXr/Mfqc/ZtR9Y/7uq9IihFXNy9\nt8k/xpb17Zryd9XYArtgfCYHD0L/1OPKK7wBgJdz8ItZzNWc4x1mXhuk5Zz4sQAaVsSPN1bn78d+\n53WRVqeDrYXlnKtfPYdzTl+8H92cs6jHXX7f02ujtiOec5xPRntb4mMR4pwjUsm8YicAu52PCGkF\nTKqr3+TE/stsuiUODeJEREREREQqiAZxIiIiIiIiFSQEVacUERERERGpGDoTJyIiIiIiUkE0iBMR\nEREREakgGsQdbdXVcWnElHKNBw42x20H/NW2LnWqkWX8Eowd/U7Fx5TyRF5FtXGnSmDtj+9yl689\n5ZSordGpegZAxnmqWlrc0H374yprrc/scWPb2uMKcj/+sd+FE0+MK715WjtH3fZL2uI2ryIcwLkb\n4+fsfVf41e62bG6P2tpTjuyO9ni9Y9n4WKpNKdHZung4bhzwL8KuqYmr0u0ZidsAuryHq0nZiPZ4\ne6v3+6ELLqMVy8k5VUNx5UDwc07a7i1Xzjn22LhtvLPwnNPs5JzmbEpJXO+wTikjud85/pRzEgXn\nnDq/EmYxOQfi/LJryM85y72nMi3ntMU7svrJlC4o58gC0N0dt3l5EPxKlNXVG1Nib51NtxY0DeJE\nREREREQqzEIbxPlfSYqIiIiIiFSA8fGkOmUht8NhiavMbK+ZHTCzO83sxBmWebuZ/cjMBs1syMx+\nYGbr82KuMrOQd/MvzcijQZyIiIiIiFSsicspC7kdpvcBfwm8C3gJ8DjwXTM7bpplNgC3AH8A/C7w\nC+A7ZvaCvLhfAM+ddHtRIR3S5ZQiIiIiIlKxyjknzswMuBT4SAjhK7m2t5AM5N4IfMbvU3hT3nre\nAWwEXgn8ctJd2RBCQWffJptbg7iaGsZbpk7C3rrVD12zJm6rx5/c7k3Q/+q3693Qczeuitpuutk/\nYXnhq+MCCKOZeMJ6/fr1URvA8Ei83saUghqjNY1RW0rtA1qzY3Hjs/5T7Z1WXrfOX6/XtTvvjNuW\nbvD3bVdb/Px0rfGPWa+gwJaPOMUigHf8RW3U9qEPuaE0NMT7fOfOOG71qhX+Cm6NJx0PbjjXDW1x\nCgc8mVYMwNu5KU/w3v54G5Y1pRz7z+StwyylAwtUETlnVZwaaKwpPOfc8nX/dXH+G4rIORvjIhej\nGSc3rD/NXX5kJG5rTDnOjmTOceqtpD7efMg527fHcWvXpOScb3wjahrecI4b2launDMQb2/BOUdk\ngVi61G/3BhZpBUyqq1/jxH59Nt1aUIoYxLWY2bZJf98QQrhhmvjnA23A7RMNIYQDZnYXcCopgzhH\nLVAH5GfmLjP7T2AMuBd4fwjBrw42ydwaxImIiIiIiBShyDNxAyGElFMWrokSvfvy2vcBzytiPZuB\nEeC2SW33AhcBO0lKDF8J3G1mJ4YQnphuZRrEiYiIiIhIxZoobFIKZvYmpp5de1Xu35Af6rSlrfM9\nwJ8Drwgh/PqymhDCt/LitgJ7gLcA10y3Tg3iRERERESkYpV4TtxtJGfIJhyT+7cN+I9J7ScQn52L\n5AZwm4E/CiHcN11sCGHEzB4B8oufRDSIExERERGRilaqQVwI4Wng6Ym/c4VN+oEzgZ/m2uqAlwN/\nNd26zOwy4APA2SGEH8/02Ln1rgB+MFOsBnEiIiIiIlKxylmdMoQQzOxa4G/MbCewi2Tu2gjwxYk4\nM/s+cF8I4a9zf/8V8CHgzcAuM5uYW3cghPBULubjwNeBXpIze38LHAt8fqZ+za1BXAhU5VU5O7Vp\ntx/b71TAamlxQ2/5Vlxl7cwz/dV6lf8uXLfDje0dWRm1dRBXrPQq1QE07na2zSsfB9Q75dt6+/yK\nbG1tcSWx2pSqY2nV5jxVPXGhnDNWORXOsk6JNODuh+L+nloz4MZu2dwetXkV4QA+/am4gtwXv+RX\n97vggrjN2wejGX/5+g0borbm3Slnxjs7o6bWpf4xOk68b9KSUfUBp3FoyA/Of03UzK2X/FHn5ZyW\nHj92wNl3Jcg5+/YXkXOGnJzToJwzl3POGy+IY72Klak5x6lu3LgzJed0d0dNS5fGFZPhCOYckQWu\nmLddrxJldfV5KbFfOdwuzUvlHMTlbAEWA58ClpBcbnlW7qzdhN9m6uWWfwEsIvmtuMk+T1LMBKAd\n+FegBdgPbAVOCSE8NlOH9IlOREREREQqVrkHcSGEAFyVu6XFdE73d8oyzumFwmgQJyIiIiIiFSuE\n0lWnrBQaxImIiIiISMU6ApdTzjkaxImIiIiISMXSIO4oO5g19g5MnUi+rMmfsE5bW9TkFQgAOP/5\n8STwh/te6sY2OHPm/dUfEXwAAB6BSURBVEa3C+zpiyeRp9QNYPWKFVHbA7vjgggAa3viQgctnXGR\nA4Damngi/WDNCW5s8/YHorbelrVubHtnV9T205/Gcb/7wuG4Eairi4sE9Lb4z0O7c2R+6ENuqFtQ\nwCsmAPB3V8Wxl17qr9flnKu/K+NvwypnG5p3+gUrqpyZz5m25W7s0qVx2zjL3Nj9+6f+fXC82o1b\nqNyck/J6P6I5J6X6R6E5J+2SkpXF5Jy+XfHjd/rHZFE5Z+fDUVtv02o3tq09zjkPPhjHzeuc47yB\n3DHib8Map615e7y/AfcYK0fOEZHCebk7rYCJV/BkIRc70SBORERERESkgmgQJyIiIiIiUkFU2ERE\nRERERKSC6EyciIiIiIhIBdEgTkREREREpIJoEHeULaoeZ1nT6JS24axfAasxOxa1tS71N2dsSVzJ\nq67H70NX02DcuN0PfvKYjnj5TqdC2fe+5y4/3HlW1Nbd7ffr7u1xJcpTB3r9YK+yXUqlOO8BOxr8\nKmveq+OFL4yrvw1mU6rdte2N2h7o95/fjva4Dw0NfiXAC5zfuvcqwgF84Kp4vdddH8du2uQu7jqt\n5m63/ZtbT43aurv9iqLLW+LjzilYCfjXfNePPO7Gti6aupJFtsAy3AzKlXNGj4tzTk2P3wc/5/S5\nsU8eG1drLCrntBeTc+JKhafWlSDndHZGTak5x/GiF8Wv18FMSs5pj18XD/T5/Som53iVKMuWc5xE\ncEZdMTnHr/y5vCneN0XlnIxz3AKtyjEih81LpWnzvLxKlNXVG524W2fbrYqgQZyIiIiIiEiF0SBO\nRERERESkQoyPqzqliIiIiIhIxdDllCIiIiIiIhVEg7ijbCxbRe9A/ZS2jqZhP9g7ZToy4obWNjVF\nbd3d9U4ksG133LZqlRva2r8jahtbEheuqF2/3l2+cSgu9JG2DWvWxEUGqGlzY73Z6c1D/iR0Ms4R\nPzTkxzozbg+EuEhA62L/Oet1Ckas7fT7NZZtjtp27iy4W1x6qR/rFRR456a48MA116YVUYm3Ydmq\nBjf2lU7z/v1+v3b0x9u7ssUvVuJlqfE2vxhH1UDKOgSAZw9Wsad/ai7oapl9zql3cs6KFXM056Rc\nf7JmTVxEJTXnOJqH0o5fpy1lP3q57Gkv5yzy80hvJo4tJuds3+53yyt4Mtuc8z8+6eec179+djmn\nv9/v146BeN+sRDlHZK7xPuOAP2DxiphUV7/GXf7Qoa/PpltzkgZxIiIiIiIiFWIhnonzv/oTERER\nERGpABODuEJuh8MSV5nZXjM7YGZ3mtmJMyxzkZkF55ZyfrU4BQ3izOwPzewOM+s3s2fNrM/M/reZ\nrcyL+y0z+7KZPWVmw2b2VTOLf0xNRGQGyjsiUmrKKyLz00R1ykJuh+l9wF8C7wJeAjwOfNfMjpth\nuVHguZNvIYSS1NEs9HLKZuB+4DpgP9ABXAFsNbMXhRAeM7N64A7gWeAtQAA2Az8ws9UhhGdK0WER\nWTCUd0Sk1JRXROapcl1OaWYGXAp8JITwlVzbW0gGcm8EPjPN4iGEkDI7eXYKGsSFEP4V+NfJbWZ2\nH7ATeD3w34G3A13A74QQdudiHgZ+Cfw5cM1Mj1PLGB30Tm3M+hO4aXDa0569vr6oqaq724/1Cgqk\nFfpob4+aagecwgFpvNmqzkT+VCnFAMYa4gn6tSnrHW+KY6uIJ90D7n5cGu8CHnio0V384MG4rcOc\nog5ArfP8rl61wo0dzRR+VfCmTXGbV8Tkskv9ffC+K+LYK67wt7fO+Z7l2Wf9fq0cujtqG24/1Y1t\nHOqN2lKfs/z9WFU5V1AfibxzjI3RVXOUc84K57hOK/RRSTknZTb+eEP8epltznl4e/z4AAcOxG0d\ni3rc2Nq6+D127Zry5ByviMm7LylPzkkz65yTHfNX7L1O5pAj9XlGpNwKTd1pBUy8gieVXOykyDlx\nLWa2bdLfN4QQbpgm/vlAG3D7bx4vHDCzu4BTmX4Qt9jMHgOqgYeAvw0hPFhwT6cxm090T+T+nfho\nfg6wdSLhAYQQHgV+Arx2Fo8jIjJBeUdESk15RWQeCGG8oBswEEJYN+k23QAOkgEcwL689n2T7vP8\nAngrSd74E5I61z8xsxcUv3WxogZxZlZtZrW5B/8M0A98KXf3iYBXkPkRIK6BLSJSAOUdESk15RWR\n+SYAhwq8Tc/M3mRmIxM3YNGkB5kS6rT9pkch3BNC+HwI4aEQwo+A84H/RzKvbtaK/YmBe4GTc//f\nDZwRQpj4UZhm4ElnmUFgSdoKzexi4GKAjuc9r8j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BnDMcF5QCSs85Ke9ttjsHToVyTp9XZKlSOWfYKexF6mZIBeXnsEk7dsbHb1oB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\nfX3TOO69347KRjZc5Nat2bM7LnQWlgOwJk4o4GlNWOC/11m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Ds59ztu/yc463W9dnU95DfWXIOYNxQSlg5jkn5b3NNmfHKVPO6fGKLJUr5ww6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\n51HjwsDpa8YPwGidv7C8t3cKx/3B96KyoQ0XunVr9uyOC52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d57c7VbwaRna7sQxk4+e3d/ix1fFubW/3Q+tG4qpuY7VHu7Ft9U6lqq1bo6b+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\nrtn6WNQ22L7ajW3yKoylVatz2qs2xz9ArF23zn+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n4/nbO/zY6vhlbW/3Q+uG46puo7XHurFt9U7FvK1bo6Y9Lavc+Y+MN4H+2hVu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\n921dd0Lygu41UdGGTr+ql1Bg4/v99n7kY1P79txQi7/RBrW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ec41vu+66uO/Nn/eT+d8S5Mus7o3TSHc2nenaTj4QP9ZJwZba1dsc9l2/xk/m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\nqTB5EFfJY/qs4HozGzCzfWZ2r5mddIjn3GtmwXk8UtLn4oQ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juXDDI3FhKtlkS39c5oXJeAkBwFRzvA3acont5QUoJEIGvLCHjtZWt27DuPN6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\nREQybOHSKc3MgHcDHwkh3FZqexPwOHA58Fl3RCHMunjYzN4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GWXS2BfgJjKOJBMZWnATERMqgl0TppVCCn0S5a3dc293tpyrWlF7opCXmEsmd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\neCIiMvd0OqWIiIiIiEhF6Jo4ERERERGRitE1cSIiIiIiIhW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bkKRZmNlLgTcBb3X3/6/U9h3gQeDDwLlTvsrChdDeXlGH9nSemLStH4pDMhhu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\niCdxZmZmZmZmFeJJnJmZmZmZWYX8H/uoYib+P8K/AAAAAElFTkSuQmCC\n", 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oCmzahrebtxR+QjiLfv3AwwPWrjU7iWhGUvg1sedXP0+XN7pQbis3O4oQFyQ2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V27tiYlJRXYWOT06dP6/PPP61VXXaVRUVEaFRWlHTt21L/+9a+ak5Nzwfzbtm1TQFeuXFnoe1KU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\n2cAlqpoQ5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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print (\"Section 4: Hamiltonian\")\n", + "import numpy as np\n", + "import scipy.sparse as sp\n", + "np.random.seed(12)\n", + "\n", + "\n", + "import warnings\n", + "#Comment this to turn on warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "### define Ising model aprams\n", + "# system size\n", + "L=40\n", + "\n", + "# create 10000 random Ising states\n", + "states=np.random.choice([-1, 1], size=(10000,L))\n", + "\n", + "def ising_energies(states,L):\n", + " \"\"\"\n", + " This function calculates the energies of the states in the nn Ising Hamiltonian\n", + " \"\"\"\n", + " J=np.zeros((L,L),)\n", + " for i in range(L):\n", + " J[i,(i+1)%L]-=1.0\n", + " # compute energies\n", + " E = np.einsum('...i,ij,...j->...',states,J,states)\n", + "\n", + " return E\n", + "# calculate Ising energies\n", + "energies=ising_energies(states,L)\n", + "\n", + "# reshape Ising states into RL samples: S_iS_j --> X_p\n", + "states=np.einsum('...i,...j->...ij', states, states)\n", + "shape=states.shape\n", + "states=states.reshape((shape[0],shape[1]*shape[2]))\n", + "# build final data set\n", + "Data=[states,energies]\n", + "\n", + "# define number of samples\n", + "n_samples=400\n", + "# define train and test data sets\n", + "X_train=Data[0][:n_samples]\n", + "Y_train=Data[1][:n_samples] #+ np.random.normal(0,4.0,size=X_train.shape[0])\n", + "X_test=Data[0][n_samples:3*n_samples//2]\n", + "Y_test=Data[1][n_samples:3*n_samples//2] #+ np.random.normal(0,4.0,size=X_test.shape[0])\n", + "\n", + "from sklearn import linear_model\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", + "import seaborn\n", + "%matplotlib inline\n", + "\n", + "# set up Lasso and Ridge Regression models\n", + "leastsq=linear_model.LinearRegression()\n", + "ridge=linear_model.Ridge()\n", + "lasso = linear_model.Lasso()\n", + "\n", + "# define error lists\n", + "train_errors_leastsq = []\n", + "test_errors_leastsq = []\n", + "\n", + "train_errors_ridge = []\n", + "test_errors_ridge = []\n", + "\n", + "train_errors_lasso = []\n", + "test_errors_lasso = []\n", + "\n", + "# set refularisations trength values\n", + "lmbdas = np.logspace(-4, 5, 10)\n", + "\n", + "#Initialize coeffficients for ridge regression and Lasso\n", + "coefs_leastsq = []\n", + "coefs_ridge = []\n", + "coefs_lasso=[]\n", + "\n", + "for lmbda in lmbdas:\n", + " \n", + " ### ordinary least squares\n", + " leastsq.fit(X_train, Y_train) # fit model \n", + " coefs_leastsq.append(leastsq.coef_) # store weights\n", + " # use the coefficient of determination R^2 as the performance of prediction.\n", + " train_errors_leastsq.append(leastsq.score(X_train, Y_train))\n", + " test_errors_leastsq.append(leastsq.score(X_test,Y_test))\n", + " \n", + " ### apply Ridge regression\n", + " ridge.set_params(alpha=lmbda) # set regularisation parameter\n", + " ridge.fit(X_train, Y_train) # fit model \n", + " coefs_ridge.append(ridge.coef_) # store weights\n", + " # use the coefficient of determination R^2 as the performance of prediction.\n", + " train_errors_ridge.append(ridge.score(X_train, Y_train))\n", + " test_errors_ridge.append(ridge.score(X_test,Y_test))\n", + " \n", + " ### apply Ridge regression\n", + " lasso.set_params(alpha=lmbda) # set regularisation parameter\n", + " lasso.fit(X_train, Y_train) # fit model\n", + " coefs_lasso.append(lasso.coef_) # store weights\n", + " # use the coefficient of determination R^2 as the performance of prediction.\n", + " train_errors_lasso.append(lasso.score(X_train, Y_train))\n", + " test_errors_lasso.append(lasso.score(X_test,Y_test))\n", + "\n", + " ### plot Ising interaction J\n", + " J_leastsq=np.array(leastsq.coef_).reshape((L,L))\n", + " J_ridge=np.array(ridge.coef_).reshape((L,L))\n", + " J_lasso=np.array(lasso.coef_).reshape((L,L))\n", + "\n", + " cmap_args=dict(vmin=-1., vmax=1., cmap='seismic')\n", + "\n", + " fig, axarr = plt.subplots(nrows=1, ncols=3)\n", + " \n", + " axarr[0].imshow(J_leastsq,**cmap_args)\n", + " axarr[0].set_title('$\\\\mathrm{OLS}$',fontsize=16)\n", + " axarr[0].tick_params(labelsize=16)\n", + " \n", + " axarr[1].imshow(J_ridge,**cmap_args)\n", + " axarr[1].set_title('$\\\\mathrm{Ridge},\\ \\\\lambda=%.4f$' %(lmbda),fontsize=16)\n", + " axarr[1].tick_params(labelsize=16)\n", + " \n", + " im=axarr[2].imshow(J_lasso,**cmap_args)\n", + " axarr[2].set_title('$\\\\mathrm{LASSO},\\ \\\\lambda=%.4f$' %(lmbda),fontsize=16)\n", + " axarr[2].tick_params(labelsize=16)\n", + " \n", + " divider = make_axes_locatable(axarr[2])\n", + " cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", + " cbar=fig.colorbar(im, cax=cax)\n", + " \n", + " cbar.ax.set_yticklabels(np.arange(-1.0, 1.0+0.25, 0.25),fontsize=14)\n", + " cbar.set_label('$J_{i,j}$',labelpad=-40, y=1.12,fontsize=16,rotation=0)\n", + " \n", + " fig.subplots_adjust(right=2.0)\n", + " \n", + " plt.show()\n", + " \n", + "# Plot our performance on both the training and test data\n", + "plt.semilogx(lmbdas, train_errors_leastsq, 'b',label='Train (OLS)')\n", + "plt.semilogx(lmbdas, test_errors_leastsq,'--b',label='Test (OLS)')\n", + "plt.semilogx(lmbdas, train_errors_ridge,'r',label='Train (Ridge)',linewidth=1)\n", + "plt.semilogx(lmbdas, test_errors_ridge,'--r',label='Test (Ridge)',linewidth=1)\n", + "plt.semilogx(lmbdas, train_errors_lasso, 'g',label='Train (LASSO)')\n", + "plt.semilogx(lmbdas, test_errors_lasso, '--g',label='Test (LASSO)')\n", + "\n", + "fig = plt.gcf()\n", + "fig.set_size_inches(10.0, 6.0)\n", + "\n", + "#plt.vlines(alpha_optim, plt.ylim()[0], np.max(test_errors), color='k',\n", + "# linewidth=3, label='Optimum on test')\n", + "plt.legend(loc='lower left',fontsize=16)\n", + "plt.ylim([-0.01, 1.01])\n", + "plt.xlim([min(lmbdas), max(lmbdas)])\n", + "plt.xlabel(r'$\\lambda$',fontsize=16)\n", + "plt.ylabel('Performance',fontsize=16)\n", + "plt.tick_params(labelsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "notebook 6: Logistic Regression, Ising\n" + ] + }, + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/Users/dylansmith/Dropbox/MachineLearningReview/Datasets/isingMC/Ising2DFM_reSample_L40_T=All.pkl'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0;31m# load data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0mfile_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"Ising2DFM_reSample_L40_T=All.pkl\"\u001b[0m \u001b[0;31m# this file contains 16*10000 samples taken in T=np.arange(0.25,4.0001,0.25)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 30\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath_to_data\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mfile_name\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# pickle reads the file and returns the Python object (1D array, compressed bits)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 31\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munpackbits\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1600\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# Decompress array and reshape for convenience\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'int'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/Users/dylansmith/Dropbox/MachineLearningReview/Datasets/isingMC/Ising2DFM_reSample_L40_T=All.pkl'" + ] + } + ], + "source": [ + "print (\"notebook 6: Logistic Regression, Ising\")\n", + "import numpy as np\n", + "\n", + "import warnings\n", + "#Comment this to turn on warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "np.random.seed() # shuffle random seed generator\n", + "\n", + "# Ising model parameters\n", + "L=40 # linear system size\n", + "J=-1.0 # Ising interaction\n", + "T=np.linspace(0.25,4.0,16) # set of temperatures\n", + "T_c=2.26 # Onsager critical temperature in the TD limit\n", + "\n", + "##### prepare training and test data sets\n", + "\n", + "import pickle,os\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "###### define ML parameters\n", + "num_classes=2\n", + "train_to_test_ratio=0.5 # training samples\n", + "\n", + "# path to data directory\n", + "path_to_data=os.path.expanduser('~')+'/Dropbox/MachineLearningReview/Datasets/isingMC/'\n", + "\n", + "# load data\n", + "file_name = \"Ising2DFM_reSample_L40_T=All.pkl\" # this file contains 16*10000 samples taken in T=np.arange(0.25,4.0001,0.25)\n", + "data = pickle.load(open(path_to_data+file_name,'rb')) # pickle reads the file and returns the Python object (1D array, compressed bits)\n", + "data = np.unpackbits(data).reshape(-1, 1600) # Decompress array and reshape for convenience\n", + "data=data.astype('int')\n", + "data[np.where(data==0)]=-1 # map 0 state to -1 (Ising variable can take values +/-1)\n", + "\n", + "file_name = \"Ising2DFM_reSample_L40_T=All_labels.pkl\" # this file contains 16*10000 samples taken in T=np.arange(0.25,4.0001,0.25)\n", + "labels = pickle.load(open(path_to_data+file_name,'rb')) # pickle reads the file and returns the Python object (here just a 1D array with the binary labels)\n", + "\n", + "# divide data into ordered, critical and disordered\n", + "X_ordered=data[:70000,:]\n", + "Y_ordered=labels[:70000]\n", + "\n", + "X_critical=data[70000:100000,:]\n", + "Y_critical=labels[70000:100000]\n", + "\n", + "X_disordered=data[100000:,:]\n", + "Y_disordered=labels[100000:]\n", + "\n", + "del data,labels\n", + "\n", + "# define training and test data sets\n", + "X=np.concatenate((X_ordered,X_disordered))\n", + "Y=np.concatenate((Y_ordered,Y_disordered))\n", + "\n", + "# pick random data points from ordered and disordered states \n", + "# to create the training and test sets\n", + "X_train,X_test,Y_train,Y_test=train_test_split(X,Y,train_size=train_to_test_ratio)\n", + "\n", + "# full data set\n", + "X=np.concatenate((X_critical,X))\n", + "Y=np.concatenate((Y_critical,Y))\n", + "\n", + "print('X_train shape:', X_train.shape)\n", + "print('Y_train shape:', Y_train.shape)\n", + "print()\n", + "print(X_train.shape[0], 'train samples')\n", + "print(X_critical.shape[0], 'critical samples')\n", + "print(X_test.shape[0], 'test samples')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "notebook 5: Logistic Regression, SUSY\n", + "WARNING:tensorflow:From :61: softmax_cross_entropy_with_logits (from tensorflow.python.ops.nn_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "\n", + "Future major versions of TensorFlow will allow gradients to flow\n", + "into the labels input on backprop by default.\n", + "\n", + "See tf.nn.softmax_cross_entropy_with_logits_v2.\n", + "\n", + "Accuracy for alpha 1.0E-10 : 0.770\n", + "Accuracy for alpha 1.3E-09 : 0.770\n", + "Accuracy for alpha 1.6E-08 : 0.770\n", + "Accuracy for alpha 2.0E-07 : 0.770\n", + "Accuracy for alpha 2.5E-06 : 0.770\n", + "Accuracy for alpha 3.2E-05 : 0.770\n", + "Accuracy for alpha 4.0E-04 : 0.769\n", + "Accuracy for alpha 5.0E-03 : 0.764\n", + "Accuracy for alpha 6.3E-02 : 0.748\n", + "Accuracy for alpha 7.9E-01 : 0.659\n", + "Accuracy for alpha 1.0E+01 : 0.543\n" + ] + }, + { + "data": { + "image/png": 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LpoWyKGwBzlRK9VVKRQO/Al6rd0wp8EsApdS5OIuCXAoI0Yrk5xeRmjoDg2EqqakzyM8v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\nAJV0oVgYM5Tk0x+/H2fHG+77vm44D1zX+b42xnW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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy for alpha 1.0E-05 : 0.770\n", + "Accuracy for alpha 1.0E-10 : 0.790\n", + "Accuracy for alpha 1.3E-09 : 0.790\n", + "Accuracy for alpha 1.6E-08 : 0.790\n", + "Accuracy for alpha 2.0E-07 : 0.790\n", + "Accuracy for alpha 2.5E-06 : 0.790\n" + ] + } + ], + "source": [ + "print (\"notebook 5: Logistic Regression, SUSY\")\n", + "# Importing the SUSY Data set\n", + "import sys, os\n", + "import pandas as pd\n", + "\n", + "import numpy as np\n", + "import warnings\n", + "#Commnet this to turn on warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "\n", + "seed=12\n", + "np.random.seed(seed)\n", + "import tensorflow as tf\n", + "# suppress tflow compilation warnings\n", + "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'\n", + "\n", + "tf.set_random_seed(seed)\n", + "\n", + "columns=[\"signal\", \"lepton 1 pT\", \"lepton 1 eta\", \"lepton 1 phi\", \"lepton 2 pT\", \"lepton 2 eta\", \n", + " \"lepton 2 phi\", \"missing energy magnitude\", \"missing energy phi\", \"MET_rel\", \n", + " \"axial MET\", \"M_R\", \"M_TR_2\", \"R\", \"MT2\", \"S_R\", \"M_Delta_R\", \"dPhi_r_b\", \"cos(theta_r1)\"]\n", + "\n", + "#Load 1,500,000 rows as train data, 50,000 as test data\n", + "filename=\"/Users/dylansmith/Downloads/SUSY.csv\"\n", + "df_train=pd.read_csv(filename,names=columns,nrows=1500000,engine='python')\n", + "df_test=pd.read_csv(filename,names=columns,nrows=50000, skiprows=1500000,engine='python')\n", + "\n", + "%matplotlib inline\n", + "#import ml_style as style\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "#mpl.rcParams.update(style.style)\n", + "\n", + "def getTrainData(nVar):\n", + " ExamplesTrain = df_train.iloc[:,1:nVar+1].as_matrix()\n", + " #now the signal\n", + " ResultsTrain = df_train.iloc[:,0:1].as_matrix()\n", + " return (ExamplesTrain,ResultsTrain)\n", + "\n", + "def getTestData(nVar):\n", + " ExamplesTest = df_test.iloc[:,1:nVar+1].as_matrix()\n", + " #now the signal\n", + " ResultsTest = df_test.iloc[:,0:1].as_matrix()\n", + " return (ExamplesTest,ResultsTest)\n", + "\n", + "#let's define this as a function so we can call it easily\n", + "def runTensorFlowRegression(nVar,alpha):\n", + "\n", + " #make data array placeholder for just first 8 simple features\n", + " x = tf.placeholder(tf.float32,[None,nVar])\n", + " #make weights and bias\n", + " W = tf.Variable(tf.zeros([nVar,2])) #we will make y 'onehot' 0 bit is bkg, 1 bit is signal\n", + " b = tf.Variable(tf.zeros([2]))\n", + "\n", + " #make 'answer variable'\n", + " y = tf.nn.softmax(tf.matmul(x, W) + b)\n", + " #placeholder for correct answer\n", + " y_ = tf.placeholder(tf.float32, [None, 2])\n", + " #cross entropy\n", + " cross_entropy = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=y,labels=y_)+alpha*tf.nn.l2_loss(W))\n", + "\n", + " #define training step\n", + " train_step = tf.train.GradientDescentOptimizer(0.5).minimize(cross_entropy)\n", + " #initialize variables \n", + " init = tf.global_variables_initializer()\n", + " #setup session\n", + " sess = tf.Session()\n", + " sess.run(init)\n", + "\n", + " #ok now everything is setup for tensorflow, but we need the data in a useful form\n", + " #first let's get the variables\n", + " Var_train,Sig_train_bit1 = getTrainData(nVar)\n", + " #now the signal\n", + " Sig_train_bit0 = Sig_train_bit1.copy()\n", + " Sig_train_bit0 = 1 - Sig_train_bit0\n", + " Sig_train = np.column_stack((Sig_train_bit0,Sig_train_bit1))\n", + "\n", + " #now run with batches of 100 data points\n", + " for i in range(0,15000):\n", + " start = i*100\n", + " end = (i+1)*100-1\n", + " batch_x = Var_train[start:end]\n", + " batch_y = Sig_train[start:end]\n", + " sess.run(train_step, feed_dict={x: batch_x, y_: batch_y})\n", + " \n", + " \n", + " #now test accuracy\n", + " correct_prediction = tf.equal(tf.argmax(y,1), tf.argmax(y_,1))\n", + " accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))\n", + " #setup test data\n", + " Var_test = df_test.iloc[:,1:nVar+1].as_matrix()\n", + " #now the signal\n", + " Sig_test_bit1 = df_test.iloc[:,0:1].as_matrix()\n", + " Sig_test_bit0 = Sig_test_bit1.copy()\n", + " Sig_test_bit0 = 1 - Sig_test_bit0\n", + " Sig_test = np.column_stack((Sig_test_bit0,Sig_test_bit1))\n", + " print(\"Accuracy for alpha %.1E : %.3f\" %(alpha,sess.run(accuracy, feed_dict={x: Var_test, y_: Sig_test})))\n", + " \n", + " #get the weights\n", + " weights = W.eval(session=sess)\n", + " #get probabilities assigned (i.e. evaluate y on test data)\n", + " probs = y.eval(feed_dict = {x: Var_test}, session = sess)\n", + " #print probs\n", + " #now let's get the signal efficiency and background rejection on the test data\n", + " Acceptance = []\n", + " Rejection = []\n", + " theshes = np.arange(0,1,0.01)\n", + " for thresh in theshes:\n", + " it=0\n", + " nBkg = 0.0\n", + " nBkgCor = 0.0\n", + " nSig = 0.0\n", + " nSigCor = 0.0\n", + " for prob in probs:\n", + " if prob[0] > thresh:\n", + " sig=False\n", + " else:\n", + " sig=True\n", + " if Sig_test_bit1[it][0]: #actual signal\n", + " nSig+=1\n", + " if sig:\n", + " nSigCor+=1\n", + " else: #actual background\n", + " nBkg+=1\n", + " if not sig:\n", + " nBkgCor+=1\n", + " \n", + " it+=1\n", + " #now append signal efficiency and bakcground rejection\n", + " Acceptance.append(nSigCor/nSig)\n", + " Rejection.append(nBkgCor/nBkg)\n", + "\n", + " return (probs,Acceptance,Rejection)\n", + "\n", + "alphas = np.logspace(-10,1,11)\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "it=0\n", + "for alpha in alphas:\n", + " c1 = 1.*( float(it) % 3.)/3.0\n", + " c2 = 1.*( float(it) % 9.)/9.0\n", + " c3 = 1.*( float(it) % 27.)/27.0\n", + " probsSimple,accep,rej = runTensorFlowRegression(8,alpha)\n", + " ax.scatter(accep,rej,c=[c1,c2,c3],label='Alpha: %.1E' %alpha)\n", + " it+=1\n", + " \n", + "ax.set_xlabel('signal efficiency')\n", + "ax.set_ylabel('background rejection')\n", + "plt.legend(loc='lower left', fontsize = 'small');\n", + "plt.show()\n", + "\n", + "#now let's investigate how mixed the events are\n", + "probsSimple,accep,rej = runTensorFlowRegression(8,.00001)\n", + "Signal = df_test.iloc[:,0:1]\n", + "#print probsSimple[:,1]\n", + "\n", + "df_test_acc = pd.DataFrame({'PROB':probsSimple[:,1]})\n", + "df_test_acc['SIG']=Signal\n", + "df_test_acc_sig = df_test_acc.query('SIG==1')\n", + "df_test_acc_bkg = df_test_acc.query('SIG==0')\n", + "df_test_acc_sig.plot(kind='hist',y='PROB',color='blue',alpha=0.5,bins=np.linspace(0,1,10),label='Signal')\n", + "df_test_acc_bkg.plot(kind='hist',y='PROB',color='red',label='Background')\n", + "\n", + "alphas = np.logspace(-10,1,11)\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "it=0\n", + "for alpha in alphas:\n", + " c1 = 1.*( float(it) % 3.)/3.0\n", + " c2 = 1.*( float(it) % 9.)/9.0\n", + " c3 = 1.*( float(it) % 27.)/27.0\n", + " probsSimple,accep,rej = runTensorFlowRegression(18,alpha)\n", + " ax.scatter(accep,rej,c=[c1,c2,c3],label='Alpha: %.1E' %alpha)\n", + " it+=1\n", + " \n", + "ax.set_xlabel('signal efficiency')\n", + "ax.set_ylabel('background rejection')\n", + "plt.legend(loc='lower left', fontsize = 'small');\n", + "plt.show()\n", + "\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.linear_model import SGDClassifier\n", + "\n", + "def runSciKitRegressionL2(nVar,alpha):\n", + " X_train, y_train = getTrainData(nVar)\n", + " X_test, y_test = getTestData(nVar)\n", + " clf = SGDClassifier(loss=\"log\", penalty=\"l2\",alpha=alpha,max_iter=5,tol=None)\n", + " clf.fit(X_train,y_train.ravel())\n", + " predictions = clf.predict(X_test)\n", + " print('Accuracy on test data with alpha %.2E : %.3f' %(alpha,clf.score(X_test,y_test)) )\n", + " probs = clf.predict_proba(X_test)\n", + " #print probs\n", + " #get signal acceptance and background rejection\n", + " thresholds = np.arange(0,1,.01)\n", + " Acceptance = []\n", + " BkgRejection = []\n", + " for thresh in thresholds:\n", + " it=0\n", + " nPredSig=0.0\n", + " nPredBkg=0.0\n", + " nTotSig=0.0\n", + " nTotBkg=0.0\n", + " for prob in probs:\n", + " if prob[1]>thresh:\n", + " predSig=True\n", + " else:\n", + " predSig=False\n", + " if y_test[it][0]:\n", + " Sig = True\n", + " else:\n", + " Sig = False\n", + " if Sig:\n", + " if predSig:\n", + " nPredSig+=1\n", + " nTotSig+=1\n", + " else:\n", + " if not predSig:\n", + " nPredBkg+=1\n", + " nTotBkg+=1\n", + " it+=1\n", + " Acceptance.append(nPredSig/nTotSig)\n", + " BkgRejection.append(nPredBkg/nTotBkg)\n", + " return (probs,Acceptance,BkgRejection)\n", + "\n", + "\n", + "def runSciKitRegressionL1(nVar,alpha):\n", + " X_train, y_train = getTrainData(nVar)\n", + " X_test, y_test = getTestData(nVar)\n", + " clf = SGDClassifier(loss=\"log\", penalty=\"l1\",alpha=alpha,max_iter=5,tol=None)\n", + " clf.fit(X_train,y_train.ravel())\n", + " predictions = clf.predict(X_test)\n", + " print('Accuracy on test data with alpha %.2E : %.3f' %(alpha,clf.score(X_test,y_test)) )\n", + " probs = clf.predict_proba(X_test)\n", + " #print probs\n", + " #get signal acceptance and background rejection\n", + " thresholds = np.arange(0,1,.01)\n", + " Acceptance = []\n", + " BkgRejection = []\n", + " for thresh in thresholds:\n", + " it=0\n", + " nPredSig=0.0\n", + " nPredBkg=0.0\n", + " nTotSig=0.0\n", + " nTotBkg=0.0\n", + " for prob in probs:\n", + " if prob[1]>thresh:\n", + " predSig=True\n", + " else:\n", + " predSig=False\n", + " if y_test[it][0]:\n", + " Sig = True\n", + " else:\n", + " Sig = False\n", + " if Sig:\n", + " if predSig:\n", + " nPredSig+=1\n", + " nTotSig+=1\n", + " else:\n", + " if not predSig:\n", + " nPredBkg+=1\n", + " nTotBkg+=1\n", + " it+=1\n", + " Acceptance.append(nPredSig/nTotSig)\n", + " BkgRejection.append(nPredBkg/nTotBkg)\n", + " return (probs,Acceptance,BkgRejection)\n", + "alphas = np.logspace(-10,1,11)\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "it=0\n", + "for alpha in alphas:\n", + " c1 = 1.*( float(it) % 3.)/3.0\n", + " c2 = 1.*( float(it) % 9.)/9.0\n", + " c3 = 1.*( float(it) % 27.)/27.0\n", + " probs,accept,rej = runSciKitRegressionL1(8,alpha)\n", + " ax.scatter(accept,rej,c=[c1,c2,c3],label='Alpha: %.1E' %alpha)\n", + " it+=1\n", + "\n", + "ax.set_xlabel('signal efficiency')\n", + "ax.set_ylabel('background rejection')\n", + "plt.legend(loc='lower left', fontsize = 'small');\n", + "plt.show()\n", + "\n", + "#now let's investigate how mixed the events are\n", + "probsSimple,accep,rej = runSciKitRegressionL1(8,.5)\n", + "Signal = df_test.iloc[:,0:1]\n", + "#print probsSimple[:,1]\n", + "\n", + "df_test_acc = pd.DataFrame({'PROB':probsSimple[:,1]})\n", + "df_test_acc['SIG']=Signal\n", + "df_test_acc_sig = df_test_acc.query('SIG==1')\n", + "df_test_acc_bkg = df_test_acc.query('SIG==0')\n", + "df_test_acc_sig.plot(kind='hist',y='PROB',color='blue',alpha=0.5,bins=np.linspace(0,1,10),label='Signal')\n", + "df_test_acc_bkg.plot(kind='hist',y='PROB',color='red',label='Background')\n", + "\n", + "alphas = np.logspace(-10,1,11)\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "it=0\n", + "for alpha in alphas:\n", + " c1 = 1.*( float(it) % 3.)/3.0\n", + " c2 = 1.*( float(it) % 9.)/9.0\n", + " c3 = 1.*( float(it) % 27.)/27.0\n", + " probs,accept,rej = runSciKitRegressionL1(18,alpha)\n", + " ax.scatter(accept,rej,c=[c1,c2,c3],label='Alpha: %.1E' %alpha)\n", + " it+=1\n", + "\n", + "ax.set_xlabel('signal efficiency')\n", + "ax.set_ylabel('background rejection')\n", + "plt.legend(loc='lower left', fontsize = 'small');\n", + "plt.show()\n", + "\n", + "alphas = np.logspace(-10,1,11)\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "it=0\n", + "for alpha in alphas:\n", + " c1 = 1.*( float(it) % 3.)/3.0\n", + " c2 = 1.*( float(it) % 9.)/9.0\n", + " c3 = 1.*( float(it) % 27.)/27.0\n", + " probs,accept,rej = runSciKitRegressionL2(8,alpha)\n", + " ax.scatter(accept,rej,c=[c1,c2,c3],label='Alpha: %.1E' %alpha)\n", + " it+=1\n", + "\n", + "ax.set_xlabel('signal efficiency')\n", + "ax.set_ylabel('background rejection')\n", + "plt.legend(loc='lower left', fontsize = 'small');\n", + "plt.show()\n", + "\n", + "alphas = np.logspace(-10,1,11)\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "it=0\n", + "for alpha in alphas:\n", + " c1 = 1.*( float(it) % 3.)/3.0\n", + " c2 = 1.*( float(it) % 9.)/9.0\n", + " c3 = 1.*( float(it) % 27.)/27.0\n", + " probs,accept,rej = runSciKitRegressionL2(18,alpha)\n", + " ax.scatter(accept,rej,c=[c1,c2,c3],label='Alpha: %.1E' %alpha)\n", + " it+=1\n", + "\n", + "ax.set_xlabel('signal efficiency')\n", + "ax.set_ylabel('background rejection')\n", + "plt.legend(loc='lower left', fontsize = 'small');\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/MNIST Nielson.ipynb b/doc/Programs/JupyterFiles/Examples/MNIST Nielson.ipynb new file mode 100644 index 000000000..6573961b0 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/MNIST Nielson.ipynb @@ -0,0 +1,270 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import random\n", + "class Network(object):\n", + " \n", + " def _init_(self, sizes):\n", + " self.num_layers=len(sizes)\n", + " self.sizes=sizes\n", + " self.biases=[np.random.randn(y,1) for y in sizes[1:]]\n", + " self.weights=[np.random.randn(y,x) for x,y in zip(sizes[:-1], sizes[1:])]\n", + "\n", + "#sizes is the number of neurons in each layer\n", + "#for example, say n_1st_layer=3, n_2nd_layer=3, n_3rd_layer=1, then net=Network([3,3,1])\n", + "\n", + "#The biases and weights are initialized randomly, using Gaussian distributions of mean=0, stdev=1\n", + "#z is a vector (or a np.array)\n", + "\n", + " def feedforward(self,a):\n", + " #returns output w/ 'a' as an input\n", + " for b, w in zip(self.biases, self.weights):\n", + " a=sigmoid(np.dot(w,b)+b)\n", + " return a\n", + " \n", + "#Apply a Stochastic Gradient Descent (SGD) method:\n", + " def SGD(self, training_data, epochs, mini_batch_size, eta, test_data=None):\n", + " \"\"\"Trains network using batches incorporating SGD. The network will be evaluated against the\n", + " test data after each epoch, with partial progress being printed out (this is useful for tracking,\n", + " but slows the process.)\"\"\"\n", + " if test_data: n_test=len(test_data)\n", + " n=len(training_data)\n", + " for j in xrange(epochs):\n", + " random.shuffle(training_data)\n", + " mini_batches=[training_data[k:k+mini_batch_size] for k in xrange(o,n,mini_batch_size)]\n", + " for mini_batch in mini_batches:\n", + " self.update_mini_batch(mini_batch, eta)\n", + " if test_data:\n", + " print (\"Epoch {0}: {1}/{2}\".format(j, self.evaluate(test_data), n_test))\n", + " else:\n", + " print (\"Epoch {0} complete\".format(j))\n", + " \n", + " \n", + " def update_mini_batch(self, mini_batch, eta):\n", + " #updates w and b using backpropagation to a single mini batch. eta is the learning rate.\"\n", + " nabla_b=[np.zeros(b.shape) for b in self.biases]\n", + " nabla_w=[np.zeros(w.shape) for w in self.weights]\n", + " for x,y in mini_batch:\n", + " delta_nabla_b, delta_nabla_w=self.backprop(x,y)\n", + " nabla_b=[nb+dnb for nb, dnb in zip(nabla_b, delta_nabla_b)]\n", + " nabla_w=[nw+dnw for nw, dnw in zip(nabla_w, delta_nabla_w)]\n", + " self.weights=[w-(eta/len(mini_batch))*nw for w, nw in zip(self.weights, nabla_w)]\n", + " self.biases=[b-(eta/len(mini_batch))*nb for b, nb in zip(self.biases, nabla_b)]\n", + " \n", + " def backprop(self, x, y):\n", + " \"\"\"Return a tuple ``(nabla_b, nabla_w)`` representing the\n", + " gradient for the cost function C_x. ``nabla_b`` and\n", + " ``nabla_w`` are layer-by-layer lists of numpy arrays, similar\n", + " to ``self.biases`` and ``self.weights``.\"\"\"\n", + " nabla_b = [np.zeros(b.shape) for b in self.biases]\n", + " nabla_w = [np.zeros(w.shape) for w in self.weights]\n", + " # feedforward\n", + " activation = x\n", + " activations = [x] # list to store all the activations, layer by layer\n", + " zs = [] # list to store all the z vectors, layer by layer\n", + " for b, w in zip(self.biases, self.weights):\n", + " z = np.dot(w, activation)+b\n", + " zs.append(z)\n", + " activation = sigmoid(z)\n", + " activations.append(activation)\n", + " # backward pass\n", + " delta = self.cost_derivative(activations[-1], y) * \\\n", + " sigmoid_prime(zs[-1])\n", + " nabla_b[-1] = delta\n", + " nabla_w[-1] = np.dot(delta, activations[-2].transpose())\n", + " # Note that the variable l in the loop below is used a little\n", + " # differently to the notation in Chapter 2 of the book. Here,\n", + " # l = 1 means the last layer of neurons, l = 2 is the\n", + " # second-last layer, and so on. It's a renumbering of the\n", + " # scheme in the book, used here to take advantage of the fact\n", + " # that Python can use negative indices in lists.\n", + " for l in xrange(2, self.num_layers):\n", + " z = zs[-l]\n", + " sp = sigmoid_prime(z)\n", + " delta = np.dot(self.weights[-l+1].transpose(), delta) * sp\n", + " nabla_b[-l] = delta\n", + " nabla_w[-l] = np.dot(delta, activations[-l-1].transpose())\n", + " return (nabla_b, nabla_w)\n", + "\n", + " def evaluate(self, test_data):\n", + " \"\"\"Return the number of test inputs for which the neural\n", + " network outputs the correct result. Note that the neural\n", + " network's output is assumed to be the index of whichever\n", + " neuron in the final layer has the highest activation.\"\"\"\n", + " test_results = [(np.argmax(self.feedforward(x)), y)\n", + " for (x, y) in test_data]\n", + " return sum(int(x == y) for (x, y) in test_results)\n", + "\n", + " def cost_derivative(self, output_activations, y):\n", + " \"\"\"Return the vector of partial derivatives \\partial C_x /\n", + " \\partial a for the output activations.\"\"\"\n", + " return (output_activations-y)\n", + " \n", + " \n", + " \n", + "#Functions\n", + "def sigmoid(z):\n", + " return 1.0/(1.0+np.exp(-z))\n", + "\n", + "def sigmoid_prime(z):\n", + " return sigmoid(z)*(1-sigmoid(z))\n", + "\n", + "network=Network()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'Network' object has no attribute 'Network'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 86\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 88\u001b[0;31m \u001b[0mnet\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnetwork\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNetwork\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m784\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 89\u001b[0m \u001b[0mnet\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSGD\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtraining_data\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtest_data\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtest_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'Network' object has no attribute 'Network'" + ] + } + ], + "source": [ + "# %load neural-networks-and-deep-learning/src/mnist_loader.py\n", + "\"\"\"\n", + "mnist_loader\n", + "~~~~~~~~~~~~\n", + "\n", + "A library to load the MNIST image data. For details of the data\n", + "structures that are returned, see the doc strings for ``load_data``\n", + "and ``load_data_wrapper``. In practice, ``load_data_wrapper`` is the\n", + "function usually called by our neural network code.\n", + "\"\"\"\n", + "\n", + "#### Libraries\n", + "# Standard library\n", + "import pickle\n", + "import gzip\n", + "\n", + "# Third-party libraries\n", + "import numpy as np\n", + "\n", + "def load_data():\n", + " \"\"\"Return the MNIST data as a tuple containing the training data,\n", + " the validation data, and the test data.\n", + "\n", + " The ``training_data`` is returned as a tuple with two entries.\n", + " The first entry contains the actual training images. This is a\n", + " numpy ndarray with 50,000 entries. Each entry is, in turn, a\n", + " numpy ndarray with 784 values, representing the 28 * 28 = 784\n", + " pixels in a single MNIST image.\n", + "\n", + " The second entry in the ``training_data`` tuple is a numpy ndarray\n", + " containing 50,000 entries. Those entries are just the digit\n", + " values (0...9) for the corresponding images contained in the first\n", + " entry of the tuple.\n", + "\n", + " The ``validation_data`` and ``test_data`` are similar, except\n", + " each contains only 10,000 images.\n", + "\n", + " This is a nice data format, but for use in neural networks it's\n", + " helpful to modify the format of the ``training_data`` a little.\n", + " That's done in the wrapper function ``load_data_wrapper()``, see\n", + " below.\n", + " \"\"\"\n", + " f = gzip.open('../data/mnist.pkl.gz', 'rb')\n", + " training_data, validation_data, test_data = cPickle.load(f)\n", + " f.close()\n", + " return (training_data, validation_data, test_data)\n", + "\n", + "def load_data_wrapper():\n", + " \"\"\"Return a tuple containing ``(training_data, validation_data,\n", + " test_data)``. Based on ``load_data``, but the format is more\n", + " convenient for use in our implementation of neural networks.\n", + "\n", + " In particular, ``training_data`` is a list containing 50,000\n", + " 2-tuples ``(x, y)``. ``x`` is a 784-dimensional numpy.ndarray\n", + " containing the input image. ``y`` is a 10-dimensional\n", + " numpy.ndarray representing the unit vector corresponding to the\n", + " correct digit for ``x``.\n", + "\n", + " ``validation_data`` and ``test_data`` are lists containing 10,000\n", + " 2-tuples ``(x, y)``. In each case, ``x`` is a 784-dimensional\n", + " numpy.ndarry containing the input image, and ``y`` is the\n", + " corresponding classification, i.e., the digit values (integers)\n", + " corresponding to ``x``.\n", + "\n", + " Obviously, this means we're using slightly different formats for\n", + " the training data and the validation / test data. These formats\n", + " turn out to be the most convenient for use in our neural network\n", + " code.\"\"\"\n", + " tr_d, va_d, te_d = load_data()\n", + " training_inputs = [np.reshape(x, (784, 1)) for x in tr_d[0]]\n", + " training_results = [vectorized_result(y) for y in tr_d[1]]\n", + " training_data = zip(training_inputs, training_results)\n", + " validation_inputs = [np.reshape(x, (784, 1)) for x in va_d[0]]\n", + " validation_data = zip(validation_inputs, va_d[1])\n", + " test_inputs = [np.reshape(x, (784, 1)) for x in te_d[0]]\n", + " test_data = zip(test_inputs, te_d[1])\n", + " return (training_data, validation_data, test_data)\n", + "\n", + "def vectorized_result(j):\n", + " \"\"\"Return a 10-dimensional unit vector with a 1.0 in the jth\n", + " position and zeroes elsewhere. This is used to convert a digit\n", + " (0...9) into a corresponding desired output from the neural\n", + " network.\"\"\"\n", + " e = np.zeros((10, 1))\n", + " e[j] = 1.0\n", + " return e\n", + "\n", + "net=network.Network([784,30,30])\n", + "net.SGD(training_data,30,10,3,test_data=test_data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/Cubic Gaussian MLP.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/Cubic Gaussian MLP.ipynb new file mode 100644 index 000000000..e4add6c54 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/Cubic Gaussian MLP.ipynb @@ -0,0 +1,96 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1 0]\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[ 0.00598012, 0.99401988],\n", + " [ 0.00598012, 0.99401988]])" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.svm import SVR\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Generate sample data\n", + "X = np.sort(5*np.random.rand(40,1), axis=0)\n", + "y = X**3\n", + "y=y.ravel()\n", + "\n", + "# Add noise to targets\n", + "X[::4] +=3*(0.5 - np.random.rand(1))\n", + "y[::5] += 50 * (0.5 - np.random.rand(8))\n", + "\n", + "plt.plot(X,y, 'g^')\n", + "plt.show()\n", + "\n", + "#neural network example from scikit-learn website\n", + "from sklearn.neural_network import MLPClassifier\n", + "X1=[[0., 0.], [1., 1.]]\n", + "y1=[0,1]\n", + "clf=MLPClassifier(solver='lbfgs', alpha=0.001, hidden_layer_sizes=(5,2), random_state=1)\n", + "clf.fit(X1,y1)\n", + "print (clf.predict([[2., 2.], [-1., -2.]]))\n", + "[coef.shape for coef in clf.coefs_]\n", + "clf.predict_proba([[2., 2.], [1., 2.]])" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/Cubic Model Using Pipeline.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/Cubic Model Using Pipeline.ipynb new file mode 100644 index 000000000..61ad23aad --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/Cubic Model Using Pipeline.ipynb @@ -0,0 +1,137 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.943743942225\n", + "---------K-Nearest Neighbors-------\n" + ] + }, + { + "data": { + "text/plain": [ + "KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n", + " metric_params=None, n_jobs=1, n_neighbors=3, p=2,\n", + " weights='uniform')" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import mglearn\n", + "import numpy as np\n", + "from sklearn import linear_model\n", + "from sklearn.linear_model import LinearRegression\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "# Generate sample data\n", + "X = np.sort(5*np.random.rand(40,1), axis=0)\n", + "y = X**3\n", + "y=y.ravel()\n", + "\n", + "# Add noise to targets\n", + "X[::4] +=(0.5 - np.random.rand(1))\n", + "y[::5] +=(0.5 - np.random.rand(8))\n", + "\n", + "a=np.array(X)\n", + "b=np.array(y)\n", + "\n", + "X_train=a[:19]\n", + "X_test=a[19:]\n", + "y_train=b[:19]\n", + "y_test=b[19:]\n", + "\n", + "model=Pipeline([('poly', PolynomialFeatures(degree=3)),('linear', LinearRegression(fit_intercept=False))])\n", + "model=model.fit(X_train, y_train)\n", + "pred=model.predict(X_test)\n", + "\n", + "\n", + "poly=PolynomialFeatures(degree=3)\n", + "poly.fit_transform(X_train, y_train)\n", + "plt.scatter(X_test, y_test)\n", + "plt.plot(X_test, pred, color='green')\n", + "plt.show()\n", + "\n", + "print (model.score(X_test,y_test))\n", + "\n", + "print (\"---------K-Nearest Neighbors-------\")\n", + "\"\"\"neighbors_settings=range(1,11)\n", + "for n_neighbors in neighbors_settings:\n", + " clf=KNeighborsClassifier(n_neighbors=n_neighbors)\n", + " clf.fit(X_train, y_train)\n", + " training_accuracy.append(clf.score(X_train, y_train))\n", + " test_accuracy.append(clf.score(X_test, y_test))\n", + "\n", + "\n", + "print (mglearn.plots.plot_knn_regression(n_neighbors=3))\"\"\"\n", + "\n", + "from sklearn.neighbors import KNeighborsRegressor\n", + "\n", + "X, y=mglearn.datasets.make_wave(n_samples=40)\n", + "reg = KNeighborsRegressor(n_neighbors=3)\n", + "reg.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/Dice Simulation.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/Dice Simulation.ipynb new file mode 100644 index 000000000..3d8b14872 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/Dice Simulation.ipynb @@ -0,0 +1,86 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "'def simple_wager(wage):\\n turn=rollDice()\\n while wage>0:\\n if turn>=2 and turn<4:\\n wage=wa\\n print(wage)\\n elif turn>=4 and turn<=10:\\n wage-=200\\n print(wage)\\n elif turn>10:\\n wage+=20\\n print(wage)\\n \\nprint (simple_wager(100))'" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import random\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def rollDice():\n", + " roll1 = random.randint(1,6)\n", + " roll2 = random.randint(1,6)\n", + " return roll1+roll2\n", + "\n", + "x = 0\n", + "nums=[]\n", + "while x < 1000:\n", + " result = rollDice()\n", + " nums.append(result)\n", + " x+=1\n", + "plt.hist(nums, rwidth=0.75, bins=12)\n", + "plt.title(\"Sum of Rolling Two Dice\")\n", + "plt.xlabel(\"Value\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.show()\n", + "\n", + "\"\"\"def simple_wager(wage):\n", + " turn=rollDice()\n", + " while wage>0:\n", + " if turn>=2 and turn<4:\n", + " wage=wa\n", + " print(wage)\n", + " elif turn>=4 and turn<=10:\n", + " wage-=200\n", + " print(wage)\n", + " elif turn>10:\n", + " wage+=20\n", + " print(wage)\n", + " \n", + "print (simple_wager(100))\"\"\"" + ] + }, + { + "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 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/Fitting Gaussian Variables Using SVM.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/Fitting Gaussian Variables Using SVM.ipynb new file mode 100644 index 000000000..b0b89cacc --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/Fitting Gaussian Variables Using SVM.ipynb @@ -0,0 +1,105 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jx47lmWee8S537NjROyz5pk2b2L59e65zbNmyhfj4eEaPHk1CQgLJyclceeWV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\n5gU4LmNMCMqVJK54mU7X3gv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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "from sklearn.svm import SVR\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Generate sample data\n", + "X = np.sort(5*np.random.rand(40,1), axis=0)\n", + "y = X**3\n", + "y=y.ravel()\n", + "\n", + "# Add noise to targets\n", + "X[::4] +=3*(0.5 - np.random.rand(1))\n", + "y[::5] += 50 * (0.5 - np.random.rand(8))\n", + "\n", + "plt.plot(X,y, 'g^')\n", + "\n", + "#SVR Fit\n", + "svr_poly = SVR(kernel='poly', C=1e3, degree=3)\n", + "y_poly = svr_poly.fit(X, y).predict(X)\n", + "\n", + "# Plots\n", + "z = np.arange(0, 5, 0.1)\n", + "t = z**3\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "plt.plot(z,z**3, 'r--', label='Cubic Function with No Noise')\n", + "lw = 2\n", + "plt.scatter(X, y, color='darkorange', label='Gaussian Cubic Noise')\n", + "plt.plot(X, y_poly, color='green', lw=lw, label='Polynomial model')\n", + "plt.xlabel('data')\n", + "plt.ylabel('target')\n", + "plt.title('Cubic Gaussian Distribution')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/Function Examples.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/Function Examples.ipynb new file mode 100644 index 000000000..7909031ef --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/Function Examples.ipynb @@ -0,0 +1,166 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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zgKXd3h6jqmdFpBBYKyL7VLX8PTtUfRx4HGDOnDm6bNmya5a/+ps9pA67wITc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\nUVEWeyovcrml3elQHLepvBY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RzPObgGHB9GrgW9H0IyIisac7lUVEBFAgiIhIQIEgIiKAAkFERAIKBBERARQI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\nBYKIiAT+HxusMtfmvua9AAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"The sigmoid function (or the logistic curve) is a \n", + "function that takes any real number, z, and outputs a number (0,1).\n", + "It is useful in neural networks for assigning weights on a relative scale.\n", + "The value z is the weighted sum of parameters involved in the learning algorithm.\"\"\"\n", + "\n", + "import numpy\n", + "import matplotlib.pyplot as plt\n", + "import math as mt\n", + "\n", + "z = numpy.arange(-5, 5, .1)\n", + "sigma_fn = numpy.vectorize(lambda z: 1/(1+numpy.exp(-z)))\n", + "sigma = sigma_fn(z)\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.plot(z, sigma)\n", + "ax.set_ylim([-0.1, 1.1])\n", + "ax.set_xlim([-5,5])\n", + "ax.grid(True)\n", + "ax.set_xlabel('z')\n", + "ax.set_title('sigmoid function')\n", + "\n", + "plt.show()\n", + "\n", + "\"\"\"Step Function\"\"\"\n", + "z = numpy.arange(-5, 5, .02)\n", + "step_fn = numpy.vectorize(lambda z: 1.0 if z >= 0.0 else 0.0)\n", + "step = step_fn(z)\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.plot(z, step)\n", + "ax.set_ylim([-0.5, 1.5])\n", + "ax.set_xlim([-5,5])\n", + "ax.grid(True)\n", + "ax.set_xlabel('z')\n", + "ax.set_title('step function')\n", + "\n", + "plt.show()\n", + "\n", + "\"\"\"Sine Function\"\"\"\n", + "z = numpy.arange(-2*mt.pi, 2*mt.pi, 0.1)\n", + "t = numpy.sin(z)\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.plot(z, t)\n", + "ax.set_ylim([-1.0, 1.0])\n", + "ax.set_xlim([-2*mt.pi,2*mt.pi])\n", + "ax.grid(True)\n", + "ax.set_xlabel('z')\n", + "ax.set_title('sine function')\n", + "\n", + "plt.show()\n", + "\n", + "\"\"\"Plots a graph of the squashing function used by a rectified linear\n", + "unit\"\"\"\n", + "z = numpy.arange(-2, 2, .1)\n", + "zero = numpy.zeros(len(z))\n", + "y = numpy.max([zero, z], axis=0)\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.plot(z, y)\n", + "ax.set_ylim([-2.0, 2.0])\n", + "ax.set_xlim([-2.0, 2.0])\n", + "ax.grid(True)\n", + "ax.set_xlabel('z')\n", + "ax.set_title('Rectified linear unit')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/Functions in mglearn.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/Functions in mglearn.ipynb new file mode 100644 index 000000000..1fcd017c9 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/Functions in mglearn.ipynb @@ -0,0 +1,109 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import mglearn\n", + "import numpy as np\n", + "import pandas as pd\n", + "import os\n", + "from scipy import signal\n", + "from sklearn.datasets import load_boston\n", + "from sklearn.preprocessing import MinMaxScaler, PolynomialFeatures\n", + "from mglearn.make_blobs import make_blobs\n", + "\n", + "#DATA_PATH = os.path.join(os.path.dirname(__file__), \"data\")\n", + "\n", + "\n", + "def make_forge():\n", + " # a carefully hand-designed dataset lol\n", + " X, y = make_blobs(centers=2, random_state=4, n_samples=30)\n", + " y[np.array([7, 27])] = 0\n", + " mask = np.ones(len(X), dtype=np.bool)\n", + " mask[np.array([0, 1, 5, 26])] = 0\n", + " X, y = X[mask], y[mask]\n", + " return X, y\n", + "\n", + "\n", + "def make_wave(n_samples=100):\n", + " rnd = np.random.RandomState(42)\n", + " x = rnd.uniform(-3, 3, size=n_samples)\n", + " y_no_noise = (np.sin(4 * x) + x)\n", + " y = (y_no_noise + rnd.normal(size=len(x))) / 2\n", + " return x.reshape(-1, 1), y\n", + "\n", + "\n", + "def load_extended_boston():\n", + " boston = load_boston()\n", + " X = boston.data\n", + "\n", + " X = MinMaxScaler().fit_transform(boston.data)\n", + " X = PolynomialFeatures(degree=2, include_bias=False).fit_transform(X)\n", + " return X, boston.target\n", + "\n", + "\n", + "def load_citibike():\n", + " data_mine = pd.read_csv(os.path.join(DATA_PATH, \"citibike.csv\"))\n", + " data_mine['one'] = 1\n", + " data_mine['starttime'] = pd.to_datetime(data_mine.starttime)\n", + " data_starttime = data_mine.set_index(\"starttime\")\n", + " data_resampled = data_starttime.resample(\"3h\").sum().fillna(0)\n", + " return data_resampled.one\n", + "\n", + "\n", + "def make_signals():\n", + " # fix a random state seed\n", + " rng = np.random.RandomState(42)\n", + " n_samples = 2000\n", + " time = np.linspace(0, 8, n_samples)\n", + " # create three signals\n", + " s1 = np.sin(2 * time) # Signal 1 : sinusoidal signal\n", + " s2 = np.sign(np.sin(3 * time)) # Signal 2 : square signal\n", + " s3 = signal.sawtooth(2 * np.pi * time) # Signal 3: saw tooth signal\n", + "\n", + " # concatenate the signals, add noise\n", + " S = np.c_[s1, s2, s3]\n", + " S += 0.2 * rng.normal(size=S.shape)\n", + "\n", + " S /= S.std(axis=0) # Standardize data\n", + " S -= S.min()\n", + " return S\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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/Gaussian Noise.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/Gaussian Noise.ipynb new file mode 100644 index 000000000..af3576c5b --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/Gaussian Noise.ipynb @@ -0,0 +1,90 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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lpZqBLeVCK13jp7lgjp8u5amPd7Bo/QFaJcYx64YB/DStI1IxgnXfN/CSHdYD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\n/JwDbP7ng2RvPEX07lLOPbS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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.005\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import random\n", + "from sklearn.linear_model import Ridge\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "x=np.linspace(0.02,0.98,200)\n", + "noise = np.asarray(random.sample((range(200)),200))\n", + "y=x**3*noise\n", + "yn=x**3*100\n", + "poly3 = PolynomialFeatures(degree=3)\n", + "X = poly3.fit_transform(x[:,np.newaxis])\n", + "clf3 = LinearRegression()\n", + "clf3.fit(X,y)\n", + "\n", + "Xplot=poly3.fit_transform(x[:,np.newaxis])\n", + "poly3_plot=plt.plot(x, clf3.predict(Xplot), label='Cubic Fit')\n", + "plt.plot(x,yn, color='red', label=\"True Cubic\")\n", + "plt.scatter(x, y, label='Data', color='orange', s=15)\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "def error(a):\n", + " for i in y:\n", + " err=(y-yn)/yn\n", + " return abs(np.sum(err))/len(err)\n", + "\n", + "print (error(y))" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/GeneralNeuralNetwork.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/GeneralNeuralNetwork.ipynb new file mode 100644 index 000000000..3efc884ab --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/GeneralNeuralNetwork.ipynb @@ -0,0 +1,153 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from scipy import optimize\n", + "\n", + "class Neural_Network(object):\n", + " def __init__(self, Lambda=0): \n", + " #Define Hyperparameters\n", + " self.inputLayerSize = 2\n", + " self.outputLayerSize = 1\n", + " self.hiddenLayerSize = 3\n", + " \n", + " #Weights (parameters)\n", + " self.W1 = np.random.randn(self.inputLayerSize,self.hiddenLayerSize)\n", + " self.W2 = np.random.randn(self.hiddenLayerSize,self.outputLayerSize)\n", + " \n", + " #Regularization Parameter:\n", + " self.Lambda = Lambda\n", + " \n", + " def forward(self, X):\n", + " #Propogate inputs though network\n", + " self.z2 = np.dot(X, self.W1)\n", + " self.a2 = self.sigmoid(self.z2)\n", + " self.z3 = np.dot(self.a2, self.W2)\n", + " yHat = self.sigmoid(self.z3) \n", + " return yHat\n", + " \n", + " def sigmoid(self, z):\n", + " #Apply sigmoid activation function to scalar, vector, or matrix\n", + " return 1/(1+np.exp(-z))\n", + " \n", + " def sigmoidPrime(self,z):\n", + " #Gradient of sigmoid\n", + " return np.exp(-z)/((1+np.exp(-z))**2)\n", + " \n", + " def costFunction(self, X, y):\n", + " #Compute cost for given X,y, use weights already stored in class.\n", + " self.yHat = self.forward(X)\n", + " J = 0.5*sum((y-self.yHat)**2)/X.shape[0] + (self.Lambda/2)*(np.sum(self.W1**2)+np.sum(self.W2**2))\n", + " return J\n", + " \n", + " def costFunctionPrime(self, X, y):\n", + " #Compute derivative with respect to W and W2 for a given X and y:\n", + " self.yHat = self.forward(X)\n", + " \n", + " delta3 = np.multiply(-(y-self.yHat), self.sigmoidPrime(self.z3))\n", + " #Add gradient of regularization term:\n", + " dJdW2 = np.dot(self.a2.T, delta3)/X.shape[0] + self.Lambda*self.W2\n", + " \n", + " delta2 = np.dot(delta3, self.W2.T)*self.sigmoidPrime(self.z2)\n", + " #Add gradient of regularization term:\n", + " dJdW1 = np.dot(X.T, delta2)/X.shape[0] + self.Lambda*self.W1\n", + " \n", + " return dJdW1, dJdW2\n", + " \n", + " #Helper functions for interacting with other methods/classes\n", + " def getParams(self):\n", + " #Get W1 and W2 Rolled into vector:\n", + " params = np.concatenate((self.W1.ravel(), self.W2.ravel()))\n", + " return params\n", + " \n", + " def setParams(self, params):\n", + " #Set W1 and W2 using single parameter vector:\n", + " W1_start = 0\n", + " W1_end = self.hiddenLayerSize*self.inputLayerSize\n", + " self.W1 = np.reshape(params[W1_start:W1_end], \\\n", + " (self.inputLayerSize, self.hiddenLayerSize))\n", + " W2_end = W1_end + self.hiddenLayerSize*self.outputLayerSize\n", + " self.W2 = np.reshape(params[W1_end:W2_end], \\\n", + " (self.hiddenLayerSize, self.outputLayerSize))\n", + " \n", + " def computeGradients(self, X, y):\n", + " dJdW1, dJdW2 = self.costFunctionPrime(X, y)\n", + " return np.concatenate((dJdW1.ravel(), dJdW2.ravel()))\n", + " \n", + " \n", + "class trainer(object):\n", + " def __init__(self, N):\n", + " #Make Local reference to network:\n", + " self.N = N\n", + " \n", + " def callbackF(self, params):\n", + " self.N.setParams(params)\n", + " self.J.append(self.N.costFunction(self.X, self.y))\n", + " self.testJ.append(self.N.costFunction(self.testX, self.testY))\n", + " \n", + " def costFunctionWrapper(self, params, X, y):\n", + " self.N.setParams(params)\n", + " cost = self.N.costFunction(X, y)\n", + " grad = self.N.computeGradients(X,y)\n", + " return cost, grad\n", + " \n", + " def train(self, trainX, trainY, testX, testY):\n", + " #Make an internal variable for the callback function:\n", + " self.X = trainX\n", + " self.y = trainY\n", + " \n", + " self.testX = testX\n", + " self.testY = testY\n", + "\n", + " #Make empty list to store training costs:\n", + " self.J = []\n", + " self.testJ = []\n", + " \n", + " params0 = self.N.getParams()\n", + "\n", + " options = {'maxiter': 200, 'disp' : True}\n", + " _res = optimize.minimize(self.costFunctionWrapper, params0, jac=True, method='BFGS', \\\n", + " args=(trainX, trainY), options=options, callback=self.callbackF)\n", + "\n", + " self.N.setParams(_res.x)\n", + " self.optimizationResults = _res\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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/NN Iris Data.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/NN Iris Data.ipynb new file mode 100644 index 000000000..aff93a792 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/NN Iris Data.ipynb @@ -0,0 +1,173 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "train() missing 1 required positional argument: 'testY'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 114\u001b[0m \u001b[0mtrainX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtestX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrainY\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtestY\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrain_test_split\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miris\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'data'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0miris\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'target'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrandom_state\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 116\u001b[0;31m \u001b[0miris_train\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrainX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrainY\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtestX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtestY\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m: train() missing 1 required positional argument: 'testY'" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn.datasets import load_iris\n", + "iris=load_iris()\n", + "\n", + "from scipy import optimize\n", + "\n", + "class Neural_Network(object):\n", + " def __init__(self, Lambda=0): \n", + " #Define Hyperparameters\n", + " self.inputLayerSize = 2\n", + " self.outputLayerSize = 1\n", + " self.hiddenLayerSize = 3\n", + " \n", + " #Weights (parameters)\n", + " self.W1 = np.random.randn(self.inputLayerSize,self.hiddenLayerSize)\n", + " self.W2 = np.random.randn(self.hiddenLayerSize,self.outputLayerSize)\n", + " \n", + " #Regularization Parameter:\n", + " self.Lambda = Lambda\n", + " \n", + " def forward(self, X):\n", + " #Propogate inputs though network\n", + " self.z2 = np.dot(X, self.W1)\n", + " self.a2 = self.sigmoid(self.z2)\n", + " self.z3 = np.dot(self.a2, self.W2)\n", + " yHat = self.sigmoid(self.z3) \n", + " return yHat\n", + " \n", + " def sigmoid(self, z):\n", + " #Apply sigmoid activation function to scalar, vector, or matrix\n", + " return 1/(1+np.exp(-z))\n", + " \n", + " def sigmoidPrime(self,z):\n", + " #Gradient of sigmoid\n", + " return np.exp(-z)/((1+np.exp(-z))**2)\n", + " \n", + " def costFunction(self, X, y):\n", + " #Compute cost for given X,y, use weights already stored in class.\n", + " self.yHat = self.forward(X)\n", + " J = 0.5*sum((y-self.yHat)**2)/X.shape[0] + (self.Lambda/2)*(np.sum(self.W1**2)+np.sum(self.W2**2))\n", + " return J\n", + " \n", + " def costFunctionPrime(self, X, y):\n", + " #Compute derivative with respect to W and W2 for a given X and y:\n", + " self.yHat = self.forward(X)\n", + " \n", + " delta3 = np.multiply(-(y-self.yHat), self.sigmoidPrime(self.z3))\n", + " #Add gradient of regularization term:\n", + " dJdW2 = np.dot(self.a2.T, delta3)/X.shape[0] + self.Lambda*self.W2\n", + " \n", + " delta2 = np.dot(delta3, self.W2.T)*self.sigmoidPrime(self.z2)\n", + " #Add gradient of regularization term:\n", + " dJdW1 = np.dot(X.T, delta2)/X.shape[0] + self.Lambda*self.W1\n", + " \n", + " return dJdW1, dJdW2\n", + " \n", + " #Helper functions for interacting with other methods/classes\n", + " def getParams(self):\n", + " #Get W1 and W2 Rolled into vector:\n", + " params = np.concatenate((self.W1.ravel(), self.W2.ravel()))\n", + " return params\n", + " \n", + " def setParams(self, params):\n", + " #Set W1 and W2 using single parameter vector:\n", + " W1_start = 0\n", + " W1_end = self.hiddenLayerSize*self.inputLayerSize\n", + " self.W1 = np.reshape(params[W1_start:W1_end], \\\n", + " (self.inputLayerSize, self.hiddenLayerSize))\n", + " W2_end = W1_end + self.hiddenLayerSize*self.outputLayerSize\n", + " self.W2 = np.reshape(params[W1_end:W2_end], \\\n", + " (self.hiddenLayerSize, self.outputLayerSize))\n", + " \n", + " def computeGradients(self, X, y):\n", + " dJdW1, dJdW2 = self.costFunctionPrime(X, y)\n", + " return np.concatenate((dJdW1.ravel(), dJdW2.ravel()))\n", + " \n", + " \n", + "class trainer(object):\n", + " def __init__(self, N):\n", + " #Make Local reference to network:\n", + " self.N = N\n", + " \n", + " def callbackF(self, params):\n", + " self.N.setParams(params)\n", + " self.J.append(self.N.costFunction(self.X, self.y))\n", + " self.testJ.append(self.N.costFunction(self.testX, self.testY))\n", + " \n", + " def costFunctionWrapper(self, params, X, y):\n", + " self.N.setParams(params)\n", + " cost = self.N.costFunction(X, y)\n", + " grad = self.N.computeGradients(X,y)\n", + " return cost, grad\n", + " \n", + " def train(self, trainX, trainY, testX, testY):\n", + " #Make an internal variable for the callback function:\n", + " self.X = trainX\n", + " self.y = trainY\n", + " \n", + " self.testX = testX\n", + " self.testY = testY\n", + "\n", + " #Make empty list to store training costs:\n", + " self.J = []\n", + " self.testJ = []\n", + " \n", + " params0 = self.N.getParams()\n", + "\n", + " options = {'maxiter': 200, 'disp' : True}\n", + " _res = optimize.minimize(self.costFunctionWrapper, params0, jac=True, method='BFGS', \\\n", + " args=(trainX, trainY), options=options, callback=self.callbackF)\n", + "\n", + " self.N.setParams(_res.x)\n", + " self.optimizationResults = _res\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "trainX, testX, trainY, testY=train_test_split(iris['data'], iris['target'], random_state=0)\n", + "\n", + "iris_train=trainer.train(trainX, trainY, testX, testY)" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/PolynomialFeatures.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/PolynomialFeatures.ipynb new file mode 100644 index 000000000..712ba240c --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/PolynomialFeatures.ipynb @@ -0,0 +1,66 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 126.84247142 125.01176842]\n" + ] + } + ], + "source": [ + "from sklearn.preprocessing import PolynomialFeatures\n", + "from sklearn import linear_model\n", + "import matplotlib.pyplot as plt \n", + "\n", + "X = [[0.44, 0.68], [0.99, 0.23]]\n", + "vector = [109.85, 155.72]\n", + "predict= [[0.49, 0.18], [0.47, 0.22]]\n", + "\n", + "poly = PolynomialFeatures(degree=2)\n", + "X_ = poly.fit_transform(X)\n", + "predict_ = poly.fit_transform(predict)\n", + "\n", + "clf = linear_model.LinearRegression()\n", + "clf.fit(X_, vector)\n", + "y=clf.predict(predict_)\n", + "print (clf.predict(predict_))\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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/My Own Examples/Regression With Random Linear Variables.ipynb b/doc/Programs/JupyterFiles/Examples/My Own Examples/Regression With Random Linear Variables.ipynb new file mode 100644 index 000000000..6c55527b3 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/My Own Examples/Regression With Random Linear Variables.ipynb @@ -0,0 +1,177 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train: (37, 1)\n", + "y_train: (37,)\n", + "X_test: (13, 1)\n", + "y_test: (13,)\n", + "------------------------------------\n", + "Ordinary Least Squares\n", + "Prediction Shape: (13,)\n", + "Coefficients: \n", + " [ 0.5192848]\n", + "Mean squared error: 1.69\n", + "Variance score: 0.70\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "------------------------------------\n", + "Ridge Regression\n", + "Ridge Coefficient: [ 0.51927249]\n", + "Ridge Intercept: 4.67629565898\n", + "------------------------------------\n", + "Lasso\n", + "Lasso Coefficient: [ 0.51840761]\n", + "Lasso Intercept: 4.69186353707\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from sklearn import linear_model\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "\n", + "#creating data with random noise\n", + "x=np.arange(50)\n", + "\n", + "delta=np.random.uniform(-2.5,2.5, size=(50))\n", + "np.random.shuffle(delta)\n", + "y =0.5*x+5+delta\n", + "\n", + "#arranging data into 2x50 matrix\n", + "a=np.array(x) #inputs\n", + "b=np.array(y) #outputs\n", + "\n", + "#Split into training and test\n", + "X_train=a[:37, np.newaxis]\n", + "X_test=a[37:, np.newaxis]\n", + "y_train=b[:37]\n", + "y_test=b[37:]\n", + "\n", + "print (\"X_train: \", X_train.shape)\n", + "print (\"y_train: \", y_train.shape)\n", + "print (\"X_test: \", X_test.shape)\n", + "print (\"y_test: \", y_test.shape)\n", + "\n", + "print (\"------------------------------------\")\n", + "\n", + "print (\"Ordinary Least Squares\")\n", + "#Add Ordinary Least Squares fit\n", + "reg=LinearRegression()\n", + "reg.fit(X_train, y_train)\n", + "pred=reg.predict(X_test)\n", + "print (\"Prediction Shape: \", pred.shape)\n", + "\n", + "print('Coefficients: \\n', reg.coef_)\n", + "# The mean squared error\n", + "print(\"Mean squared error: %.2f\"\n", + " % mean_squared_error(y_test, pred))\n", + "# Explained variance score: 1 is perfect prediction\n", + "print('Variance score: %.2f' % r2_score(y_test, pred))\n", + "\n", + "#plot\n", + "plt.scatter(X_test,y_test,color='green', label=\"Training Data\")\n", + "plt.plot(X_test, pred, color='black', label=\"Fit Line\")\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "print (\"------------------------------------\")\n", + "\n", + "print (\"Ridge Regression\")\n", + "\n", + "ridge=linear_model.RidgeCV(alphas=[0.1,1.0,10.0])\n", + "ridge.fit(X_train,y_train)\n", + "print (\"Ridge Coefficient: \",ridge.coef_)\n", + "print (\"Ridge Intercept: \", ridge.intercept_)\n", + "#Look into graphing with Ridge fit\n", + "\n", + "print (\"------------------------------------\")\n", + "\n", + "print (\"Lasso\")\n", + "lasso=linear_model.Lasso(alpha=0.1)\n", + "lasso.fit(X_train,y_train)\n", + "predl=lasso.predict(X_test)\n", + "print(\"Lasso Coefficient: \", lasso.coef_)\n", + "print(\"Lasso Intercept: \", lasso.intercept_)\n", + "plt.scatter(X_test,y_test,color='green', label=\"Training Data\")\n", + "plt.plot(X_test, predl, color='blue', label=\"Lasso\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/KNNeighbors Example from Sci-Kit Learn Website.ipynb b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/KNNeighbors Example from Sci-Kit Learn Website.ipynb new file mode 100644 index 000000000..1ab61b9a6 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/KNNeighbors Example from Sci-Kit Learn Website.ipynb @@ -0,0 +1,122 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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wfCr68HOH08HIr0ay7ut1uLJctP1HWxotvzh4f4eTkSO/Yt26r3G5smjb9h80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\nsNlsDJ44mD2/7MGV5aLleS1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q/3YeD02BJcDYfv24+7LLmLZgAV194y7yjXteWlq55mMnXEcr9ujTgwXTFrDr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\n8b82qc01Sjt17AkyqSgfHCOpWy8xbCm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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import ListedColormap\n", + "from sklearn import neighbors, datasets\n", + "from sklearn.neighbors import KNeighborsRegressor\n", + "\n", + "n_neighbors = 15\n", + "\n", + "# import some data to play with\n", + "iris = datasets.load_iris()\n", + "\n", + "# we only take the first two features. We could avoid this ugly\n", + "# slicing by using a two-dim dataset\n", + "X = iris.data[:, :2]\n", + "y = iris.target\n", + "\n", + "h = .02 # step size in the mesh\n", + "\n", + "# Create color maps\n", + "cmap_light = ListedColormap(['#FFAAAA', '#AAFFAA', '#AAAAFF'])\n", + "cmap_bold = ListedColormap(['#FF0000', '#00FF00', '#0000FF'])\n", + "\n", + "for weights in ['uniform', 'distance']:\n", + " # we create an instance of Neighbours Classifier and fit the data.\n", + " clf = neighbors.KNeighborsClassifier(n_neighbors, weights=weights)\n", + " clf.fit(X, y)\n", + "\n", + " # Plot the decision boundary. For that, we will assign a color to each\n", + " # point in the mesh [x_min, x_max]x[y_min, y_max].\n", + " x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", + " y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", + " np.arange(y_min, y_max, h))\n", + " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", + "\n", + " # Put the result into a color plot\n", + " Z = Z.reshape(xx.shape)\n", + " plt.figure()\n", + " plt.pcolormesh(xx, yy, Z, cmap=cmap_light)\n", + "\n", + " # Plot also the training points\n", + " plt.scatter(X[:, 0], X[:, 1], c=y, cmap=cmap_bold,\n", + " edgecolor='k', s=20)\n", + " plt.xlim(xx.min(), xx.max())\n", + " plt.ylim(yy.min(), yy.max())\n", + " plt.title(\"3-Class classification (k = %i, weights = '%s')\"\n", + " % (n_neighbors, weights))\n", + "\n", + "plt.show()\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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/MNIST Scikit-Learn.ipynb b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/MNIST Scikit-Learn.ipynb new file mode 100644 index 000000000..dfea4eb86 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/MNIST Scikit-Learn.ipynb @@ -0,0 +1,118 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Automatically created module for IPython interactive environment\n", + "Iteration 1, loss = 0.32212731\n", + "Iteration 2, loss = 0.15738787\n", + "Iteration 3, loss = 0.11647274\n", + "Iteration 4, loss = 0.09631113\n", + "Iteration 5, loss = 0.08074513\n", + "Iteration 6, loss = 0.07163224\n", + "Iteration 7, loss = 0.06351392\n", + "Iteration 8, loss = 0.05694146\n", + "Iteration 9, loss = 0.05213487\n", + "Iteration 10, loss = 0.04708320\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/sklearn/neural_network/multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (10) reached and the optimization hasn't converged yet.\n", + " % self.max_iter, ConvergenceWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set score: 0.985733\n", + "Test set score: 0.971000\n" + ] + }, + { + "data": { + "image/png": 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58+fPq2WD+Z9AIKBcBPMg9Py5XK6oCGJVOJ1OBINBhEIh5a14f/TO+XxeuVgy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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(__doc__)\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import fetch_mldata\n", + "from sklearn.neural_network import MLPClassifier\n", + "\n", + "mnist = fetch_mldata(\"MNIST original\")\n", + "# rescale the data, use the traditional train/test split\n", + "X, y = mnist.data / 255., mnist.target\n", + "X_train, X_test = X[:60000], X[60000:]\n", + "y_train, y_test = y[:60000], y[60000:]\n", + "\n", + "# mlp = MLPClassifier(hidden_layer_sizes=(100, 100), max_iter=400, alpha=1e-4,\n", + "# solver='sgd', verbose=10, tol=1e-4, random_state=1)\n", + "mlp = MLPClassifier(hidden_layer_sizes=(50,), max_iter=10, alpha=1e-4,\n", + " solver='sgd', verbose=10, tol=1e-4, random_state=1,\n", + " learning_rate_init=.1)\n", + "\n", + "mlp.fit(X_train, y_train)\n", + "print(\"Training set score: %f\" % mlp.score(X_train, y_train))\n", + "print(\"Test set score: %f\" % mlp.score(X_test, y_test))\n", + "\n", + "fig, axes = plt.subplots(4, 4)\n", + "# use global min / max to ensure all weights are shown on the same scale\n", + "vmin, vmax = mlp.coefs_[0].min(), mlp.coefs_[0].max()\n", + "for coef, ax in zip(mlp.coefs_[0].T, axes.ravel()):\n", + " ax.matshow(coef.reshape(28, 28), cmap=plt.cm.gray, vmin=.5 * vmin,\n", + " vmax=.5 * vmax)\n", + " ax.set_xticks(())\n", + " ax.set_yticks(())\n", + "\n", + "plt.show()\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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Polynomial Interpolation.ipynb b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Polynomial Interpolation.ipynb new file mode 100644 index 000000000..8b66554c5 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Polynomial Interpolation.ipynb @@ -0,0 +1,107 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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VFN217ozvNJ4ZcTOsOhF6K4xmMyeL1DUQQ66zBZ5087KyCqkynqf//UPQuenw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\n9r9Vjj+RmpF9YZ/XqUNcs5Klq+gRoU6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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import random\n", + "\n", + "from sklearn.linear_model import Ridge\n", + "from sklearn.preprocessing import PolynomialFeatures\n", + "from sklearn.pipeline import make_pipeline\n", + "\n", + "\n", + "def f(x):\n", + " \"\"\" function to approximate by polynomial interpolation\"\"\"\n", + " return x*np.sin(x)\n", + "\n", + "\n", + "\"\"\"sample = 200\n", + "x = np.arange(sample)\n", + "noise = 1e-8*np.asarray(random.sample(range(0,200),sample))\n", + " \n", + "y = x**3*noise\n", + "y_norm=x**3*1e-6\n", + "plt.plot(x, y, label='Cubic With Noise')\n", + "plt.plot(x,y_norm, label='Cubic Without Noise')\n", + "plt.legend()\n", + "plt.show()\"\"\"\n", + "\n", + "# generate points used to plot\n", + "x_plot = np.linspace(0, 10, 100)\n", + "\n", + "# generate points and keep a subset of them\n", + "x = np.linspace(0, 10, 100)\n", + "rng = np.random.RandomState(0)\n", + "rng.shuffle(x)\n", + "x = np.sort(x[:20])\n", + "y = f(x)\n", + "\n", + "# create matrix versions of these arrays\n", + "X = x[:, np.newaxis]\n", + "X_plot = x_plot[:, np.newaxis]\n", + "\n", + "lw = 2\n", + "plt.plot(x_plot, f(x_plot), color='cornflowerblue', linewidth=lw,\n", + " label=\"ground truth\")\n", + "plt.scatter(x, y, color='navy', s=30, marker='o', label=\"training points\")\n", + "\n", + "degree=3\n", + "model = make_pipeline(PolynomialFeatures(degree), Ridge())\n", + "model.fit(X, y)\n", + "y_plot = model.predict(X_plot)\n", + "plt.plot(x_plot, y_plot, color='green', linewidth=lw,\n", + " label=\"degree %d\" % degree)\n", + "\n", + "plt.legend(loc='lower left')\n", + "\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Ridge Regression Sklearn Tutorial.ipynb b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Ridge Regression Sklearn Tutorial.ipynb new file mode 100644 index 000000000..acc17723b --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Ridge Regression Sklearn Tutorial.ipynb @@ -0,0 +1,86 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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nPXsWGTvDPXPv2S7FA6A4WsyNh9xIdaKaX7zxi44xIsp1qf7lL5FolDG/+PkQ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\nQCKFozaPnKsrsFePck+i80N49a+g9T2YNh+u+ye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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn import linear_model\n", + "\n", + "# X is the 10x10 Hilbert matrix, a square matrix with elements being the unit fractions\n", + "X = 1. / (np.arange(1, 11) + np.arange(0, 10)[:, np.newaxis])\n", + "y = np.ones(10)\n", + "\n", + "# #############################################################################\n", + "# Compute paths\n", + "\n", + "n_alphas = 200\n", + "alphas = np.logspace(-10, -2, n_alphas)\n", + "\n", + "coefs = []\n", + "for a in alphas:\n", + " ridge = linear_model.Ridge(alpha=a, fit_intercept=False)\n", + " ridge.fit(X, y)\n", + " coefs.append(ridge.coef_)\n", + "\n", + "# #############################################################################\n", + "# Display results\n", + "\n", + "ax = plt.gca()\n", + "\n", + "ax.plot(alphas, coefs)\n", + "ax.set_xscale('log')\n", + "ax.set_xlim(ax.get_xlim()[::-1]) # reverse axis\n", + "plt.xlabel('alpha')\n", + "plt.ylabel('weights')\n", + "plt.title('Ridge coefficients as a function of the regularization')\n", + "plt.axis('tight')\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Stochastic Losses Scikit-Learn.ipynb b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Stochastic Losses Scikit-Learn.ipynb new file mode 100644 index 000000000..bb9c4aaed --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Scikit-Learn Website Examples/Stochastic Losses Scikit-Learn.ipynb @@ -0,0 +1,254 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Automatically created module for IPython interactive environment\n", + "\n", + "learning on dataset iris\n", + "training: constant learning-rate\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/sklearn/neural_network/multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (400) reached and the optimization hasn't converged yet.\n", + " % self.max_iter, ConvergenceWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set score: 0.980000\n", + "Training set loss: 0.096922\n", + "training: constant with momentum\n", + "Training set score: 0.980000\n", + "Training set loss: 0.050260\n", + "training: constant with Nesterov's momentum\n", + "Training set score: 0.980000\n", + "Training set loss: 0.050277\n", + "training: inv-scaling learning-rate\n", + "Training set score: 0.360000\n", + "Training set loss: 0.979983\n", + "training: inv-scaling with momentum\n", + "Training set score: 0.860000\n", + "Training set loss: 0.504017\n", + "training: inv-scaling with Nesterov's momentum\n", + "Training set score: 0.860000\n", + "Training set loss: 0.504760\n", + "training: adam\n", + "Training set score: 0.980000\n", + "Training set loss: 0.046248\n", + "\n", + "learning on dataset digits\n", + "training: constant learning-rate\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/anaconda3/lib/python3.6/site-packages/sklearn/neural_network/multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (15) reached and the optimization hasn't converged yet.\n", + " % self.max_iter, ConvergenceWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training set score: 0.956038\n", + "Training set loss: 0.243802\n", + "training: constant with momentum\n", + "Training set score: 0.992766\n", + "Training set loss: 0.041297\n", + "training: constant with Nesterov's momentum\n", + "Training set score: 0.993879\n", + "Training set loss: 0.042898\n", + "training: inv-scaling learning-rate\n", + "Training set score: 0.638843\n", + "Training set loss: 1.855465\n", + "training: inv-scaling with momentum\n", + "Training set score: 0.912632\n", + "Training set loss: 0.290584\n", + "training: inv-scaling with Nesterov's momentum\n", + "Training set score: 0.909293\n", + "Training set loss: 0.318387\n", + "training: adam\n", + "Training set score: 0.991653\n", + "Training set loss: 0.045934\n", + "\n", + "learning on dataset circles\n", + "training: constant learning-rate\n", + "Training set score: 0.830000\n", + "Training set loss: 0.681498\n", + "training: constant with momentum\n", + "Training set score: 0.940000\n", + "Training set loss: 0.163712\n", + "training: constant with Nesterov's momentum\n", + "Training set score: 0.940000\n", + "Training set loss: 0.163012\n", + "training: inv-scaling learning-rate\n", + "Training set score: 0.500000\n", + "Training set loss: 0.692855\n", + "training: inv-scaling with momentum\n", + "Training set score: 0.510000\n", + "Training set loss: 0.688376\n", + "training: inv-scaling with Nesterov's momentum\n", + "Training set score: 0.500000\n", + "Training set loss: 0.688593\n", + "training: adam\n", + "Training set score: 0.930000\n", + "Training set loss: 0.159988\n", + "\n", + "learning on dataset moons\n", + "training: constant learning-rate\n", + "Training set score: 0.850000\n", + "Training set loss: 0.342245\n", + "training: constant with momentum\n", + "Training set score: 0.850000\n", + "Training set loss: 0.345580\n", + "training: constant with Nesterov's momentum\n", + "Training set score: 0.850000\n", + "Training set loss: 0.336284\n", + "training: inv-scaling learning-rate\n", + "Training set score: 0.500000\n", + "Training set loss: 0.689729\n", + "training: inv-scaling with momentum\n", + "Training set score: 0.830000\n", + "Training set loss: 0.512595\n", + "training: inv-scaling with Nesterov's momentum\n", + "Training set score: 0.830000\n", + "Training set loss: 0.513034\n", + "training: adam\n", + "Training set score: 0.850000\n", + "Training set loss: 0.334243\n" + ] + }, + { + "data": { + "image/png": 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Vqk6RkZH5ERERRTU1NYxCoWj2GDBo0KCKMWPGpPN4PCxfvtwiKirKav369bda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\nDcO42DAMs2EYHQzD+L0ugz4VnbQFA6dJ2mJiwN//jMVIqmv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jL9ObpL3+FBXB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g7NmzJqf5E56e8MILsG4d/Pij2WmEEMKqpGgTJe6++25uvfVWpkyZQmZmpikZbr0VRo6EBQvg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\nPoJ9+4z3WrWCnj2hVy9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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(__doc__)\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn import datasets\n", + "\n", + "# different learning rate schedules and momentum parameters\n", + "params = [{'solver': 'sgd', 'learning_rate': 'constant', 'momentum': 0,\n", + " 'learning_rate_init': 0.2},\n", + " {'solver': 'sgd', 'learning_rate': 'constant', 'momentum': .9,\n", + " 'nesterovs_momentum': False, 'learning_rate_init': 0.2},\n", + " {'solver': 'sgd', 'learning_rate': 'constant', 'momentum': .9,\n", + " 'nesterovs_momentum': True, 'learning_rate_init': 0.2},\n", + " {'solver': 'sgd', 'learning_rate': 'invscaling', 'momentum': 0,\n", + " 'learning_rate_init': 0.2},\n", + " {'solver': 'sgd', 'learning_rate': 'invscaling', 'momentum': .9,\n", + " 'nesterovs_momentum': True, 'learning_rate_init': 0.2},\n", + " {'solver': 'sgd', 'learning_rate': 'invscaling', 'momentum': .9,\n", + " 'nesterovs_momentum': False, 'learning_rate_init': 0.2},\n", + " {'solver': 'adam', 'learning_rate_init': 0.01}]\n", + "\n", + "labels = [\"constant learning-rate\", \"constant with momentum\",\n", + " \"constant with Nesterov's momentum\",\n", + " \"inv-scaling learning-rate\", \"inv-scaling with momentum\",\n", + " \"inv-scaling with Nesterov's momentum\", \"adam\"]\n", + "\n", + "plot_args = [{'c': 'red', 'linestyle': '-'},\n", + " {'c': 'green', 'linestyle': '-'},\n", + " {'c': 'blue', 'linestyle': '-'},\n", + " {'c': 'red', 'linestyle': '--'},\n", + " {'c': 'green', 'linestyle': '--'},\n", + " {'c': 'blue', 'linestyle': '--'},\n", + " {'c': 'black', 'linestyle': '-'}]\n", + "\n", + "\n", + "def plot_on_dataset(X, y, ax, name):\n", + " # for each dataset, plot learning for each learning strategy\n", + " print(\"\\nlearning on dataset %s\" % name)\n", + " ax.set_title(name)\n", + " X = MinMaxScaler().fit_transform(X)\n", + " mlps = []\n", + " if name == \"digits\":\n", + " # digits is larger but converges fairly quickly\n", + " max_iter = 15\n", + " else:\n", + " max_iter = 400\n", + "\n", + " for label, param in zip(labels, params):\n", + " print(\"training: %s\" % label)\n", + " mlp = MLPClassifier(verbose=0, random_state=0,\n", + " max_iter=max_iter, **param)\n", + " mlp.fit(X, y)\n", + " mlps.append(mlp)\n", + " print(\"Training set score: %f\" % mlp.score(X, y))\n", + " print(\"Training set loss: %f\" % mlp.loss_)\n", + " for mlp, label, args in zip(mlps, labels, plot_args):\n", + " ax.plot(mlp.loss_curve_, label=label, **args)\n", + "\n", + "\n", + "fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n", + "# load / generate some toy datasets\n", + "iris = datasets.load_iris()\n", + "digits = datasets.load_digits()\n", + "data_sets = [(iris.data, iris.target),\n", + " (digits.data, digits.target),\n", + " datasets.make_circles(noise=0.2, factor=0.5, random_state=1),\n", + " datasets.make_moons(noise=0.3, random_state=0)]\n", + "\n", + "for ax, data, name in zip(axes.ravel(), data_sets, ['iris', 'digits',\n", + " 'circles', 'moons']):\n", + " plot_on_dataset(*data, ax=ax, name=name)\n", + "\n", + "fig.legend(ax.get_lines(), labels, ncol=3, loc=\"upper center\")\n", + "plt.show()" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Two Layer Neural Network.ipynb b/doc/Programs/JupyterFiles/Examples/Two Layer Neural Network.ipynb new file mode 100644 index 000000000..353717f43 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Two Layer Neural Network.ipynb @@ -0,0 +1,84 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Output after training: [[ 6.55109972e-03 9.93684857e-01 9.93925710e-01 6.62304973e-03]\n", + " [ 1.71082162e-03 9.97516440e-01 9.97766376e-01 1.82685927e-03]\n", + " [ 2.05800960e-03 9.98268211e-01 9.97548919e-01 1.77362990e-03]\n", + " [ 5.35659849e-04 9.99320839e-01 9.99100767e-01 4.87503198e-04]]\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "\n", + "#sigmoid\n", + "def nonlin(x, deriv=False):\n", + " if (deriv==True):\n", + " return x*(1-x)\n", + " return 1/(1+np.exp(-x))\n", + "\n", + "#input data\n", + "x=np.array([[0,0,1],[0,1,1],[1,0,1],[1,1,1]])\n", + "\n", + "#output data\n", + "y=np.array([0,1,1,0]).T\n", + "\n", + "#seed random numbers to make calculation\n", + "np.random.seed(1)\n", + "\n", + "#initialize weights with mean=0\n", + "syn0=2*np.random.random((3,4))-1\n", + "\n", + "for iter in range(10000):\n", + " #forward propogation\n", + " l0=x\n", + " l1=nonlin(np.dot(l0,syn0))\n", + " l1_error=y-l1\n", + " #multiply error by slope of sigmoid at values of l1\n", + " l1_delta=l1_error*nonlin(l1,True)\n", + " #update weights\n", + " syn0+=np.dot(l0.T, l1_delta)\n", + " \n", + "print(\"Output after training: \",l1 )" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Deep Learning Sentdex.ipynb b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Deep Learning Sentdex.ipynb new file mode 100644 index 000000000..a8ce22299 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Deep Learning Sentdex.ipynb @@ -0,0 +1,157 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes.\n", + "Extracting /tmp/data/train-images-idx3-ubyte.gz\n", + "Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes.\n", + "Extracting /tmp/data/train-labels-idx1-ubyte.gz\n", + "Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes.\n", + "Extracting /tmp/data/t10k-images-idx3-ubyte.gz\n", + "Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes.\n", + "Extracting /tmp/data/t10k-labels-idx1-ubyte.gz\n", + "WARNING:tensorflow:From :45: softmax_cross_entropy_with_logits (from tensorflow.python.ops.nn_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "\n", + "Future major versions of TensorFlow will allow gradients to flow\n", + "into the labels input on backprop by default.\n", + "\n", + "See tf.nn.softmax_cross_entropy_with_logits_v2.\n", + "\n", + "WARNING:tensorflow:From /anaconda3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py:118: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n", + "Instructions for updating:\n", + "Use `tf.global_variables_initializer` instead.\n", + "Epoch 0 completed out of 10 loss: 1664569.60834\n", + "Epoch 1 completed out of 10 loss: 414550.968437\n", + "Epoch 2 completed out of 10 loss: 229022.354944\n", + "Epoch 3 completed out of 10 loss: 136420.393392\n", + "Epoch 4 completed out of 10 loss: 88019.3560204\n", + "Epoch 5 completed out of 10 loss: 56024.820509\n", + "Epoch 6 completed out of 10 loss: 37434.4423951\n", + "Epoch 7 completed out of 10 loss: 29640.3100017\n", + "Epoch 8 completed out of 10 loss: 24399.9572706\n", + "Epoch 9 completed out of 10 loss: 23351.0056713\n", + "Accuracy: 0.9534\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "from tensorflow.examples.tutorials.mnist import input_data\n", + "mnist=input_data.read_data_sets(\"/tmp/data/\", one_hot=True) #one component is on, all others are off\n", + "#10 classes, 0 through 9\n", + "#one-hot outputs 0=[1,0,0,0,0,0,0,0,0], being the 1 is in the algorithm's guess (0)\n", + "#3=[0,0,0,1,0,0,0,0,0]\n", + "n_nodes_hl1=500 #hl1 = hidden layer 1\n", + "n_nodes_hl2=500\n", + "n_nodes_hl3=500\n", + "n_classes=10 #number of categories\n", + "batch_size=100 #divies up the data to be more efficient, as opposed to loading all samples at once\n", + "\n", + "x=tf.placeholder('float',[None, 784])\n", + "y=tf.placeholder('float')\n", + "\n", + "def neural_network_model(data):\n", + " #(inputs*weights)+biases\n", + " hidden_1_layer={'weights':tf.Variable(tf.random_normal([784, n_nodes_hl1])), \n", + " 'biases': tf.Variable(tf.random_normal([n_nodes_hl1]))}\n", + " \n", + " hidden_2_layer={'weights':tf.Variable(tf.random_normal([n_nodes_hl1, n_nodes_hl2])), \n", + " 'biases': tf.Variable(tf.random_normal([n_nodes_hl2]))}\n", + " \n", + " hidden_3_layer={'weights':tf.Variable(tf.random_normal([n_nodes_hl2, n_nodes_hl3])), \n", + " 'biases': tf.Variable(tf.random_normal([n_nodes_hl3]))}\n", + " \n", + " output_layer={'weights':tf.Variable(tf.random_normal([n_nodes_hl3, n_classes])),\n", + " 'biases': tf.Variable(tf.random_normal([n_classes]))}\n", + " \n", + " l1=tf.add(tf.matmul(data, hidden_1_layer['weights']), hidden_1_layer['biases'])\n", + " l1=tf.nn.relu(l1)\n", + " \n", + " l2=tf.add(tf.matmul(l1, hidden_2_layer['weights']), hidden_2_layer['biases'])\n", + " l2=tf.nn.relu(l2)\n", + " \n", + " l3=tf.add(tf.matmul(l2, hidden_3_layer['weights']), hidden_3_layer['biases'])\n", + " l3=tf.nn.relu(l3)\n", + " \n", + " output=tf.matmul(l3, output_layer['weights'])+ output_layer['biases']\n", + " \n", + " return output\n", + " \n", + "def train_neural_network(x):\n", + " prediction=neural_network_model(x)\n", + " cost=tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=prediction,labels=y))\n", + " optimizer=tf.train.AdamOptimizer().minimize(cost)\n", + " \n", + " hm_epochs=10\n", + " \n", + " with tf.Session() as sess:\n", + " sess.run(tf.initialize_all_variables())\n", + " \n", + " for epoch in range(hm_epochs):\n", + " epoch_loss=0\n", + " for _ in range(int(mnist.train.num_examples/batch_size)):\n", + " epoch_x,epoch_y=mnist.train.next_batch(batch_size)\n", + " _,c=sess.run([optimizer,cost], feed_dict={x:epoch_x, y:epoch_y})\n", + " epoch_loss+=c\n", + " print('Epoch', epoch, 'completed out of ', hm_epochs, 'loss:', epoch_loss)\n", + " \n", + " correct=tf.equal(tf.argmax(prediction,1), tf.argmax(y,1))\n", + " \n", + " accuracy=tf.reduce_mean(tf.cast(correct, 'float'))\n", + " print('Accuracy:', accuracy.eval({x:mnist.test.images, y:mnist.test.labels}))\n", + " \n", + "\n", + " \n", + " \n", + "train_neural_network(x)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Digit Recognition Sentdex.ipynb b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Digit Recognition Sentdex.ipynb new file mode 100644 index 000000000..7d5c0076c --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Digit Recognition Sentdex.ipynb @@ -0,0 +1,101 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0. 0. 5. ..., 0. 0. 0.]\n", + " [ 0. 0. 0. ..., 10. 0. 0.]\n", + " [ 0. 0. 0. ..., 16. 9. 0.]\n", + " ..., \n", + " [ 0. 0. 1. ..., 6. 0. 0.]\n", + " [ 0. 0. 2. ..., 12. 0. 0.]\n", + " [ 0. 0. 10. ..., 12. 1. 0.]]\n", + "[[ 0. 0. 5. ..., 0. 0. 0.]\n", + " [ 0. 0. 0. ..., 10. 0. 0.]\n", + " [ 0. 0. 0. ..., 16. 9. 0.]\n", + " ..., \n", + " [ 0. 0. 1. ..., 6. 0. 0.]\n", + " [ 0. 0. 2. ..., 12. 0. 0.]\n", + " [ 0. 0. 10. ..., 12. 1. 0.]]\n", + "(1796, 64)\n", + "prediction: [0 1 2 ..., 8 9 8]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy\n", + "from sklearn import datasets\n", + "from sklearn import svm\n", + "digits=datasets.load_digits()\n", + "\n", + "clf=svm.SVC(gamma=0.001, C=100)\n", + "print(digits.data)\n", + "x,y=digits.data[:-1], digits.target[:-1]\n", + "clf.fit(x,y)\n", + "\n", + "print (digits.data)\n", + "print (x.shape)\n", + "\n", + "print(\"prediction:\", clf.predict(digits.data))\n", + "plt.imshow(digits.images[-2])\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Pandas Tutorial Sentdex.ipynb b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Pandas Tutorial Sentdex.ipynb new file mode 100644 index 000000000..b676aa4cd --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Pandas Tutorial Sentdex.ipynb @@ -0,0 +1,117 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Bounce_Rate Visitors\n", + "Day \n", + "1 65 43\n", + "2 72 53\n", + "3 62 34\n", + "4 64 45\n", + "5 54 64\n", + "6 66 34\n", + "Day\n", + "1 43\n", + "2 53\n", + "3 34\n", + "4 45\n", + "5 64\n", + "6 34\n", + "Name: Visitors, dtype: int64\n", + " Bounce_Rate Visitors\n", + "Day \n", + "1 65 43\n", + "2 72 53\n", + "3 62 34\n", + "4 64 45\n", + "5 54 64\n", + "6 66 34\n", + "[43, 53, 34, 45, 64, 34]\n", + "[[65 43]\n", + " [72 53]\n", + " [62 34]\n", + " [64 45]\n", + " [54 64]\n", + " [66 34]]\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import style\n", + "style.use('ggplot')\n", + "import numpy as np\n", + "\n", + "web_stats={'Day':[1,2,3,4,5,6],\n", + " 'Visitors':[43,53,34,45,64,34],\n", + " 'Bounce_Rate':[65,72,62,64,54,66]}\n", + "\n", + "df=pd.DataFrame(web_stats)\n", + "\n", + "#print(df) #df stands for data frame\n", + "#print(df.head()) #prints the first 5 rows\n", + "#print(df.tail()) #prints the last 5 rows\n", + "#Specifying the number in the parentheses gives that number of rows\n", + "#print(df.head(2))\n", + "#print(df.tail(2))\n", + "\n", + "#df=df.set_index('Day')\n", + "\n", + "#OR you can do this:\n", + "df.set_index('Day', inplace=True)\n", + "print(df)\n", + "\n", + "#print (df['Visitors']) #prints specific column OR\n", + "print (df.Visitors)\n", + "\n", + "#referencing multiple columns\n", + "print (df[['Bounce_Rate','Visitors']])\n", + "\n", + "#making a list out of a column; this only work with one column because more than one would\n", + "#treat the dictionary like an array, which it isn't\n", + "print (df.Visitors.tolist())\n", + "\n", + "#to make it an array\n", + "print (np.array(df[['Bounce_Rate','Visitors']]))" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Stocks Sentdex.ipynb b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Stocks Sentdex.ipynb new file mode 100644 index 000000000..5f0ae6a27 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/Stocks Sentdex.ipynb @@ -0,0 +1,142 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3377 3377\n", + "[ 1083.49335139 1056.60503202 1056.43792044 1045.04144897 1031.22382956\n", + " 1038.95835134 1053.15992699 1065.38172817 1070.13182025 1073.09201021\n", + " 1068.92817777 1072.40920946 1078.06308049 1092.56437887 1106.55304582\n", + " 1101.09232178 1094.60656404 1091.99682926 1090.3661724 1087.30577082\n", + " 1081.21288155 1076.87108698 1074.49633397 1094.30983622 1112.71982041\n", + " 1117.01227351 1131.90997769 1135.92300494 1134.44297075 1132.0172933\n", + " 1133.75516716 1152.40172044 1151.55913955 1161.34086434 1157.93452202] 0.978856956172 35\n" + ] + }, + { + "data": { + "image/png": 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kCPPmzfNUlYWofQo6CprTn0Lv/g0O/wXaLL14cAgqpkmp+4Vv8HgSSU1NZePG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\nZIwIERFFxogQEVFkH9VyLBFRnmZgAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import quandl, datetime\n", + "import sklearn\n", + "import pandas as pd\n", + "import math as mt\n", + "import numpy as np\n", + "from sklearn import preprocessing, cross_validation, svm\n", + "from sklearn.linear_model import LinearRegression\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import style\n", + "\n", + "style.use('ggplot')\n", + "\n", + "df=quandl.get('WIKI/GOOGL')\n", + "#print (df.head())\n", + "df=df[['Adj. Open', 'Adj. High', 'Adj. Low', 'Adj. Close', 'Adj. Volume',]]\n", + "df['HL_PCT']=(df['Adj. Close']-df['Adj. Open'])/df['Adj. Close']*100.0\n", + "#print (df['HL_PCT']) #shows high/low percent\n", + "df['PCT_change']=(df['Adj. High']-df['Adj. Close'])/df['Adj. Open']*100.0 #shows % change\n", + "\n", + "df=df[['Adj. Close', 'HL_PCT', 'PCT_change', 'Adj. Volume']]\n", + "\n", + "#print (df.head())\n", + "forecast_col='Adj. Close'\n", + "df.fillna('-99999', inplace=True)\n", + "forecast_out=int(mt.ceil(0.01*len(df)))\n", + "df['label']=df[forecast_col].shift(-forecast_out)\n", + "\n", + "#print (df.head())\n", + "#print (df.tail())\n", + "\n", + "X=np.array(df.drop(['label'],1))\n", + "X=X[:-forecast_out]\n", + "X=preprocessing.scale(X)\n", + "X_lately=X[-forecast_out:]\n", + "\n", + "df.dropna(inplace=True)\n", + "y=np.array(df['label'])\n", + "y=np.array(df['label'])\n", + "\n", + "print (len(X),len(y))\n", + "\n", + "X_train, X_test, y_train, y_test= cross_validation.train_test_split(X,y, test_size=0.2)\n", + "clf=LinearRegression(n_jobs=10)\n", + "clf.fit(X_train, y_train)\n", + "accuracy=clf.score(X_test, y_test)\n", + "\n", + "forecast_set=clf.predict(X_lately)\n", + "print (forecast_set, accuracy, forecast_out)\n", + "\n", + "df['forecast']=np.nan\n", + "\n", + "last_date=df.iloc[-1].name\n", + "last_unix=last_date.timestamp()\n", + "one_day=86400\n", + "next_unix=last_unix + one_day\n", + "\n", + "for i in forecast_set:\n", + " next_date=datetime.datetime.fromtimestamp(next_unix)\n", + " next_unix+=one_day\n", + " df.loc[next_date]=[np.nan for _ in range(len(df.columns)-1)]+[i]\n", + "df['Adj. Close'].plot()\n", + "df['forecast'].plot()\n", + "plt.legend(loc=4)\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Price')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/TensorFlow Tutorial Sentdex.ipynb b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/TensorFlow Tutorial Sentdex.ipynb new file mode 100644 index 000000000..9aa7680c9 --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/TensorFlow Tutorial Sentdex.ipynb @@ -0,0 +1,106 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tensor(\"Mul_11:0\", shape=(4,), dtype=int32)\n", + "[ 5 12 21 32]\n", + "[ 5 12 21 32]\n", + "30\n", + "30\n", + "30\n", + "30\n" + ] + } + ], + "source": [ + "# Import `tensorflow`\n", + "import tensorflow as tf\n", + "import os\n", + "\n", + "# Initialize two constants\n", + "x1 = tf.constant([1,2,3,4])\n", + "x2 = tf.constant([5,6,7,8])\n", + "\n", + "# Multiply\n", + "result = tf.multiply(x1, x2)\n", + "\n", + "# Print the result\n", + "print(result)\n", + "\n", + "# Intialize the Session\n", + "sess = tf.Session()\n", + "\n", + "# Print the result\n", + "print(sess.run(result))\n", + "\n", + "# Close the session\n", + "sess.close()\n", + "\n", + "#Or you can run the session like so:\n", + "with tf.Session() as sess:\n", + " output = sess.run(result)\n", + " print(output)\n", + "\n", + " \n", + "y1=tf.constant(5)\n", + "y2=tf.constant(6)\n", + "result=tf.multiply(y1, y2)\n", + "sess=tf.Session()\n", + "print(sess.run(result))\n", + "sess.close()\n", + "\n", + "#or\n", + "\n", + "with tf.Session() as sess:\n", + " print (sess.run(result))\n", + " \n", + "#this closes the session automatically\n", + "\n", + "#try this:\n", + "with tf.Session() as sess:\n", + " output=sess.run(result)\n", + " print (output)\n", + " \n", + "print (output)\n", + "#you can't run sess.run(result) outside of the with action" + ] + }, + { + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/featuresets.ipynb b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/featuresets.ipynb new file mode 100644 index 000000000..dfbe08f8e --- /dev/null +++ b/doc/Programs/JupyterFiles/Examples/Youtube Tutorials/featuresets.ipynb @@ -0,0 +1,112 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import nltk\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import WordNetLemmatizer\n", + "import numpy as np\n", + "import random\n", + "import pickle\n", + "from collections import Counter\n", + "\n", + "lemmatizer=WordNetLemmatizer()\n", + "hm_lines=1000000\n", + "\n", + "def create_lexicon(pos,neg):\n", + " lexicon=[]\n", + " for fi in [pos,neg]:\n", + " with open(fi, 'ri') as f:\n", + " contents=f.readlines()\n", + " for l in contents[:hm_lines]:\n", + " all_words=word_tokenize(l.lower())\n", + " lexicon+=list(all_words)\n", + " \n", + " \n", + " lexicon=[lemmatizer.lemmatize(i) for i in lexicon] \n", + " w_counts=Counter(lexicon)\n", + " l2=[]\n", + " for w in w_counts:\n", + " if 1000 > w_counts[w] >50:\n", + " l2.append(w)\n", + " \n", + " return l2\n", + " \n", + " \n", + "def sample_handling(sample, lexicon, classification):\n", + " featureset=[]\n", + " with open(sample, 'ri') as f:\n", + " contents=f.readlines()\n", + " for l in contents[:hm_lines]:\n", + " current_words=word_tokenize(l.lower())\n", + " current_words=[lemmatizer.lemmatize(i) for i in current_words]\n", + " features=np.zeros(len(lexicon))\n", + " for word in current_words:\n", + " if word.lower() in lexicon:\n", + " index_value=lexicon.index(word.lower())\n", + " feature[index_value]+=1\n", + " features=list(features)\n", + " featureset.append([features, classification])\n", + " \n", + " return featureset\n", + " \n", + " \n", + " \n", + " \n", + "def creat_featuresets_and_labels(pos, neg, test_size=0.1):\n", + " lexicon=create_lexicon(pos,neg)\n", + " features=[]\n", + " features+=sample_handling('pos.txt', lexicon, [1,0])\n", + " features+=sample_handling('neg.txt', lexicon, [0,1])\n", + " random.shuffle(features)\n", + " features=np.array(features)\n", + " testing_size=int(test_size*len(features))\n", + " train_x=list(features[:,0][:-testing_size]) #creates a list of the 0th element of every list in the overall list\n", + " train_y=list(features[:,1][:-testing_size])\n", + " \n", + " test_x=list(features[:,0][-testing_size:]) \n", + " test_y=list(features[:,1][-testing_size:])\n", + " \n", + " return train_x, train_y, test_x, test_y\n", + " \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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}