{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___\n", "# Decision Trees and Random Forests in Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the code for the lecture video which goes over tree methods in Python. Reference the video lecture for the full explanation of the code!\n", "\n", "I also wrote a [blog post](https://medium.com/@josemarcialportilla/enchanted-random-forest-b08d418cb411#.hh7n1co54) explaining the general logic of decision trees and random forests which you can check out. \n", "\n", "## Import Libraries" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get the Data" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df = pd.read_csv('kyphosis.csv')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Kyphosis Age Number Start\n", "0 absent 71 3 5\n", "1 absent 158 3 14\n", "2 present 128 4 5\n", "3 absent 2 5 1\n", "4 absent 1 4 15" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## EDA\n", "\n", "We'll just check out a simple pairplot for this small dataset." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sWdnLM2cWbN/Q3kp/5sz4625gsEB7r4mjChpPTs8ev5Ivb9oBBwDa+MqpR3Jy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\nq78Y5bHnnng4//iDIXp7J/GKGr9BXFlj7S3q+Iqa1Rg1fj3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df,hue='Kyphosis',palette='Set1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train Test Split\n", "\n", "Let's split up the data into a training set and a test set!" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X = df.drop('Kyphosis',axis=1)\n", "y = df['Kyphosis']" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Decision Trees\n", "\n", "We'll start just by training a single decision tree." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dtree = DecisionTreeClassifier()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n", " max_features=None, max_leaf_nodes=None, min_samples_leaf=1,\n", " min_samples_split=2, min_weight_fraction_leaf=0.0,\n", " presort=False, random_state=None, splitter='best')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dtree.fit(X_train,y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prediction and Evaluation \n", "\n", "Let's evaluate our decision tree." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "predictions = dtree.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.metrics import classification_report,confusion_matrix" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " absent 0.85 0.85 0.85 20\n", " present 0.40 0.40 0.40 5\n", "\n", "avg / total 0.76 0.76 0.76 25\n", "\n" ] } ], "source": [ "print(classification_report(y_test,predictions))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[17 3]\n", " [ 3 2]]\n" ] } ], "source": [ "print(confusion_matrix(y_test,predictions))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tree Visualization\n", "\n", "Scikit learn actually has some built-in visualization capabilities for decision trees, you won't use this often and it requires you to install the pydot library, but here is an example of what it looks like and the code to execute this:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['Age', 'Number', 'Start']" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image \n", "from sklearn.externals.six import StringIO \n", "from sklearn.tree import export_graphviz\n", "import pydot \n", "\n", "features = list(df.columns[1:])\n", "features" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PnD1syOIDKtpBLrJCPnweqBTdPvWL45eWFbT18rumxdAlB3H8ug+alMmjLee0\nuOcovbBLKgdwNIE6v65Sr+XZyjq5c3UV6eEuKXHF+y8kpc8bGmVX08HL4Lc49FsbpbBy2QGK/fvN\n7+vxK23YWvpTQ001vc9RK4+Arcg7SEFn5ZFlYLMyaP77Bvy64jBaVMwPB/vEFq1Xr+PPF5tP3sC1\n+37GbmnL0qRMii41i2ivDU9Y2eW1FftxAXjTmUaKUjrjv7rXRh5KIRxIivDjF6+QztEBrSdtws5z\ntzXVVNriGd1qWpyxTdtQToSAEIj3BETZjfePWBYoBIRARAh8oOgALIevPsCFO77KssvX35HCxhuj\nktol4kvlzrCdNkXlMnAjSEaJJ1hYgdMVbsuKLksCcjQtQEox+6C2r1ZIG9IsW7pUysp5/UFoBbJ7\nnaJaRZf7qFwwK0qSKwMnvGDl2VDYorzm6HWwH6tG0eU6bBltX60gre8+tnjcRDNym2AJa72qksGf\nDSduYCMd5iRXRiezyi777LIyO7R5OdQrkRPPAoJVAo+llKmu7ZTN2De2NVnWQ/x65+w4R+mKU2E8\nuXSUzJ0JJ8lizkp726mb6YdAWy1fc/ORe0JACNgOAVF2bedZy0qFgBAIBwEHUlb/16Q0xq05hmrD\nliufWPbXrUGv0KsVzqZ9tc4JJkrkzogjpDSuO3ZdKWTsS8uv2I1JNpdUesX2lI6YhV0ddCURJa3g\nyAOGwtZkQ8lHCvNJ8gl+SH7FhqKJt8uKZJcZ2/RuaxRxnqul69Xr4PMFbyrTtX4bqxNWCo6Z39eE\nPSng+bM4q+Y5M6RWPripkttj5tYz2HLqppYRc1nQt57WbaMIWX99yaWDs9ytP+6JbrX1/XmNzUfK\nhIAQsB0CXxyhbGfNslIhIASEgEUE+tPGMY/JHdQGMge7JFiw5wLYz7X8wMX0Oj1I9cFJHCoMWoJG\nY9eCN5dlc3FE5xqFVZxbY4M4UExYY8LRBCyR9E7JQ1VjRZVFozjrVvALDA65R4pkkkQJ9Y40KZKq\njXB5yUWAxZL1qooGf9hKnIyUdnNH0s9KvUFT7WXRHOm1iq62kE5qFAnZQHeNfHM1PwjYQm3on1yn\nmJtq5mnEGq7bn5wLASFgewTEsmt7z1xWLASEgAUE2HoY/OY9spLyOvibsupgBXcKWQ//2XUef+88\nj2H0yp2jNVy7/4z8dcujT/0S2p45WkJUCL/K581yunKPNq85kQXUWEKF7J8tyW5kKZ3ds45uM3yg\nBA6Bwe+QjPx1LV2vXgefL5ZSJIrz5OphTtKR68bPZCk3Jg9oA90ZimLBrhaulEBCV9h/mcU5VTIV\nDYPPP3z4yB96ovHzdXSw0yuXCyEgBISAWHblOyAEhIAQMELgEG0Oy/n9bBUiTHObraq9632lLv0/\np6nVKGMtaZOXruw482XzlG55ZM91N2VxX6yA7zl/B4VMxKbNkcFJKcF7KSzaOwO3iGmbTqk1sqJp\n6XqNzZ830i3ed8nswX69poT9ijtN36Z+SBjWWX/CUxWVzZtZWY4rFnDFudu+uPVIPx3yttO3VD32\n4RURAkJACOgSEMuuLg05FwJCQAh8JqCJ2Tpp/UkKbZWSrKku4LBXbNll0cSnZX/RXefuYPTKo6QI\nF8dj/yClIG8+eVPVu01hyDjGrbVkJSVVyEBKd8NSucFpc4cvPQROtcuxdo0JuxgMb1FOpRDuPmuH\nsj6nTGaH/87cwuQNJ9UGNw6ZFvj6nQp1FtZ6jY0xp1cd8BFR4bBhJcg14V9SmDlbWn0Ky8ab7VZR\nNIz9F++p669yhkSRGN6iPGqNWIkupBwPo/PMFHaMw74tohBuvI66xUPcGSI6F2knBIRA/CMgym78\ne6ayIiEgBKxAgBXCOfTav9fsnWg8bq22R46FO5QSQ9QqFuJLyq4LJyi82PKDV9TBvrdVKELCsYnt\nVEzcGVtPq4gN5rKCaTu34GR0m4qYvvk0/th8StVOQfOc0qW62axjHL6MXTJGUsQCTdSExOS/25Yi\nQ3D0A44KYel6LZhiuKvw+Iv7NSCFfLdal2Zt3FGn6oUwSkeRZ6V3xYBG6D1nF1pO3Kgdq85XOTCj\n25cQcdobciIEhIDNE0hAv55Dx6qxeSwCQAgIgbhG4Pfff8esqRNwenI7q0791Zt3uHLvKe6TX2ma\nlMnA8XM1ocN0B7p094lK2sAbrTiCgEaukz9vZsq8xlEbIiPzdp7DoH8PqFi5X+VMj8s0pxdkMWaL\nMyeJsEQ4+sJFmicnbihAUQ8yUxIHQ7F0vYbtrHXtTf7HN32eK4a5KakEK+HGhF0yrtCmNT9KlMER\nHDKkDr1xz1i78JbVGLEaNZu2wYQJE8LbVOoLASEQSwiIZTeWPAiZhhAQArGTAEc64NBifJgTU5bb\nvKQcW1vYEmpqPHNjseJYLl9mc1VUCDJL1mu2k0jczEIb1PgIS5KQewa7kIgIASEgBMIiIBvUwiIk\n94WAEBACQkAICAEhIATiLAFRduPso5OJCwEhYEsEkpMbBL+qT5JY/tm2pecuaxUCQiDyBMSNIfIM\npQchIASEQJQTaFWpAPgQEQJCQAgIgfAREGU3fLykthAQAkLAKAHOpLb7/G2UoXiwxlL6Gm0UCwo9\nffyw5XOYNJ5OB4p+YCw5Bd/jDW68MYw36pkTS+uZ6yMi93hzHUfLSJTwi/X79dv3+GvbGW13VSnV\nMyevEBECQsB2CIiyazvPWlYqBIRAFBK4+fC5imU77bvqcUrZvUoRDcatOYaMFK82KSmKjcvkMars\nctSDSoOXIiVlKDs2ob1JkpbWM9mBkRslf1qI8vldKQVzjVB3Ocbw2NVHsf2MF1hxT0yKbh5Kfzyi\nZQVUI8WWM8MtP3SFlPSPKqIGb9ITZTcURikQAvGawJefv/F6mbI4ISAEhIAQMEdgYZ968JjcEW6U\ncc2Y9P17Nx5RtrawxNJ6YfWjuc/xizlFsinpOXuHis3r4uiAwc3Kog4llbhBocuaT9igFGAOy8br\n2ji0makupFwICIF4TkAsu/H8AcvyhIAQEAKRJTB/9wXsuXAXTjrxg431aWk9Y211y3wopvGE9Sdw\n1uuxiiese0/3/N6TAKw5eh2NS+fG3z/UVckx+P7x6w9Qf/QajFp5BHW+ctNtIudCQAjYIAGx7Nrg\nQ5clCwFbJ3D+ti/qjVqNqRtPhkLhceOhureCLIoaOUzpaP+3cB9K/bQIhfr8g64z/8OCPRfw4eNH\nTZVQn9yGxzhw6Z7evSf+r1Q5p7fVFU4pPGDBXpQfuBj5e/6N9tO2UBri27pVYuT8GiXF+GXpQXIL\nKI/0lKbYlFhaz1R73XJOXXyL3EIcw3A5OHnDRzVrSRv3OPawRthvOkf6VPB84EdpkN9qiuVTCAgB\nGyUgyq6NPnhZthCwZQLuWZ3BPrZzd5wH+3zqygry7zzh6YOvcmVQxYeueKPpb+uw7th18OamdlXc\n8YAsjwMW7MNoshyakmfk48r9+AW+1qvCPqRc7v30pbacLZlVhi7FysNXVdKH1pULwJuslq0nb8Ls\n/85q60X3CW/uYsW+DCWi6Fa7qMnhLa1nsgODG+xzu3n4t+rglM2mJLm9HbrUKIyvDDac8UY1v5ev\nlQ9yMjt5gWmKn5QLAVshIP8K2MqTlnUKgXhOIHHixGYtrbrLT5woIZqVy0vK7jkco1fevPmJ5f2H\nj9hMkQmKk6Kbh1LVsqyj1+Rc//SUTto0wH3ql8BX/RZgx5nbGNmqoqoXmT/8up2V3x0jW6ixua+B\nzcqg+e8b8OuKw2hRMT9Sp0hqdIjNJ2/g2n0/o/c0hWlSJkWXmkU0lxZ/jlh+WPnprh7YRM9yatiB\npfUM20X2ui755/JhKPxc/V+9QRPabKcbmcGwniXXHz59An+3RISAEIi7BOT/wXH32cnMhYAQ0CHg\n6OgI/yB9K6rO7VCnLSrkV8ruJlJuNcouuxywJXZIxS/xbHt8/RW6klUzlY6/Koff4uuXryL/ivw5\njcd+pxwhgJVsjdhROtz21Qri8NX72OJxE+2qFtTc0vvccOIGNtJhTnJldAq3srvjrBf+2XUei/rW\nU8ksTPVvaT1T7a1Z/oKe/6BF+xXP3BlT47f2lSPdfQC5l6RKlSrS/UgHQkAIxBwBUXZjjr2MLASE\ngBUJuLm5kfL5GuwT65LKIcyei+RIh3yuabGVFMnxpBSxz+f6457q1XfTsnm07dnCy+G0/tx2Gh43\nHin3gluPXyCQYs5mMOPDqu0gjBN2p2Bh39IuM7bp1eZ4tSx3fE1HI5jVozZmfl9Lr53hxRdvVsM7\nxq85ZnDvObvQllw26pXMZbwSlVpaz2QHVrrxiayvC8kH+rfVx/CcFF52bRjWojw4zFhkhN0zvJ88\nR44cOSLTjbQVAkIghgmIshvDD0CGFwJCwDoEihYN8Sn1uPkQXxfPaVGnbN1lN4GTtCmtKCm/W0/d\nQr0SucDhqjQyY8tpjF97DGxpLZ8/MyoXzIL+jUqS8nsGHA0gvMKWXF3xCwxWl/bUfxJyl9CVNOS6\n8A25W+QlH1ZTwvOytvDmO7ZwB5Dl+oc5O7XdP3weCNIrVRknzggmZdCSej82LKntw9onTwNeofus\nHdh/8R4qkDvK6LaVUCibi1WGOXf7sfLpLl68uFX6k06EgBCIGQKi7MYMdxlVCAgBKxNImzYtSpYo\nTrFVb1us7H5TPi+Fpzqs/HR5QxlbUltVyq+dGStSfN85pQNOTu6gZymcstFDW8/YicaaargBTmPJ\nZWskS3aXkFfkbhlSY7bBZiyO9hAY/A7J7E3/U710/2Wcv+NrbArasnRk6f65SWntdVgnzpQhrSBt\n4vN6FGJ11tR/++4DeD/fpbtPkDBhAhTK6mJRPU17a3+yj3XbKZtx5tZjTO5cDR2qFbLqEJyoIqdb\nduTMadmPJ6sOLp0JASFgNQKm/wW12hDSkRAQAkIgegi0bdceQwb+D2PJumfJK+yMqVOgSsGs2Eyu\nDI/IapmJsohVcs+qnSxvGmOdtH7JnHr9cTSGi6TwsRJpSrK4OKpbtwwUxv9Oe+k1yUFJHDg9796L\nd1Uq3iQ6ltppm07hN8putmX4NyoNsV7DzxcHL3tjE21SMyc5yQobHmWXfZT5MJRqw5Ypa+7+cW20\ntyytp21gxRNWRk/dfITe9YpbXdFlv+yVRzzRo09/K85YuhICQiAmCIiyGxPUZUwhIASihED79u0x\nbOgQzNt5Dv0albJoDI500P2vHXjoF4i+DUsoi6WmIb+qT26fRPnyVi+SHbkzpcZJz4cqvS4r04EU\n4oqzdXG5oXB4M3tKvztn+zmK+eoEF8dkyk1iHym1usJuCMNblFOphvl1PEd64L7/O3MLkzecJLeJ\nrCidJ5NuE73zOb3qgI+4IDm6zkIQxdD1XdzHKtPlSBosQfQcfll6yGifw4htRFw9lhy4DN7w1q1b\nN6P9SqEQEAJxh4Aou3HnWclMhYAQCIOAk5MTfvp5AKZMHE/uCO5mowhoumIf3RRJ99IGsXdopROF\nge+z0jm9W030mUubteh1OQtnERvbtjIcyLWgF/mzVhi0GI//Da28sYI1v8/XKk5tD1JiE9IGuAoF\nXLG4fwOVVEJ19vlP2yoFEfzmPUaS/7AmsgKHO2tb2R1Dm5czG/ZLt5/Yfs4uHR8/u29YY67Hr/mo\nbjhzmynhEG7hVXY5wcfEDafQvXsPZM6c2VTXUi4EhEAcIZCA/MZCHMfiyIRlmkJACAgBcwRevXqF\ngu4FkDdtYizpV99cVYvvcTQGdlvgDGK8WUyTrYvLX5Bi5EauCKaE/Uo9ffyUy4Ozo2m3B27PPsM8\nThBFZiiQxRmZ06Y01a3Vylm55igQujF+rda5QUes7FYeshSHxrc1uBP1l3cpokXx/gvxW7vKRl00\ndGfQm37c7Lnqi2vXPZE6dWirvW5dORcCQiD2ExDLbux/RjJDISAEwkHAwcEBCxf9i6pVq4IjKfSu\nH/md9GnIp5bdCQyFy/kwJ2yhZcXVEmFLcjnKVhZfhTf7lY3l6+MNf8spVfSmTZtE0Y2vX0RZl80R\nEGXX5h65LFgIxH8ClSpVwsSJE/Hzzz+rTWecLU3EPIExq45QlrZkGNOmIjJFkUU5U5qUlNyisPmJ\nWPkuxy/uM3c3OIVwWLL7/B38RGmghw4digYNGoRVXe4LASEQRwiIshtHHpRMUwgIgfAR6N+/P3x8\nfNBj6hS8efcercn/VSQ0AY5AUf9z4ghr+tOGHgnoZiTCg7F61i7jdSW1S6zWydEvjAlnqetGGxV5\nk+OYMWOMVZEyISAE4igB8dmNow9Opi0EhIBlBIYPH66Ul+51imFEy/LQDe1lWQ9SKz4T4FjGk9af\nxMT1J9CrZ09MnzGDInLoJ/eIz+uXtQkBWyAgyq4tPGVZoxCwcQLLli1D1+++owQOKTGxY2Wzobxs\nHJVNLf/8bV8MWHQAl+49wR9/TKfoC91tav2yWCFgKwRE2bWVJy3rFAI2TsDLywvfd+uK3Xv2okbR\nHOhWq4hKKMGZwERshwAHIDpy9QHm7ToPdl0oW6Y05v0zHwUKFLAdCLJSIWBjBETZtbEHLssVArZO\nYOfOnRg3dgwOHDyENI7JUalAZpXylsOKOVACCZH4RyCYNqf5UurnK/ee4uBVH/g+f4nSpUpi0OAh\naNy4cfxbsKxICAgBPQKi7OrhkAshIARshYCnp6cKL7V//z5cunABvk+eIvj1a1tZvk2tM2lSe7ik\nTQv3ggVRsVJlNGrUCO7usmHRpr4EslibJiDKrk0/flm8EBACsYXAyZMnUbZsWSxYsEBFBIgt84rM\nPN6+fYuiRYsie/bs2LZtW2S6krZCQAgIgQgTEGU3wuikoRAQAkLAOgQ+fPiAEiVKqCQGe/futU6n\nsaSXw4cPg+Me8ybBli1bxpJZyTSEgBCwJQISX8WWnrasVQgIgVhJ4I8//sDVq1cxe/bsWDm/yEyq\nQoUK6Nq1K3788Uc8f/48Ml1JWyEgBIRAhAiIZTdC2KSREBACQsA6BO7du6ciAXC2t5EjR1qn01jW\ny4sXL5A/f37Uq1cP8+bNi2Wzk+kIASEQ3wmIshvfn7CsTwgIgVhNgDdLXbt2DRdok5y9vX2snmtk\nJrd69Wq0aNEC+/btQ+XKlSPTlbQVAkJACISLgCi74cIllYWAEBAC1iOwYcMGNGnSBOynW7VqVet1\nHEt7atCgAW7cuIHz58/Ha8U+luKXaQkBmyUgyq7NPnpZuBAQAjFJIDAwUL3ar1atGhYtWhSTU4m2\nsb29vZXLRr9+/TBq1KhoG1cGEgJCwLYJiLJr289fVi8E4hyBXbt2gf1cLZFmzZrBycnJkqrRXocV\nvn///Ve5MLi4uET7+DE1IG/G+9///oezZ89alLWMozgEBwebnW7FihWRJ08es3V0bz58+FCFQgtv\nO90+5FwICIG4Q0CU3bjzrGSmQkAIEIGGDRti8+bNFrG4fPmyRQqVRZ1ZsdKZM2dQqlQpzJkzB126\ndLFiz7G/q48fP6JMmTKws7PDoUOHkCCB+XTNGTNmxKNHj8wubP78+ejUqZPZOro39+/fr9xGeLOc\nrfHX5SDnQsBWCCS2lYXKOoWAEIgfBKZMmYJffvlFuxjOhNamTRvUqlULY8eO1ZbziZubm951bLhg\nZe/7779HuXLl0Llz59gwpWidQ8KECTF37lyULFlSKfvdu3cPc/zUqVNj3bp1Juvly5fP5D25IQSE\ngBAQZVe+A0JACMQpArly5dKbb5IkSdR1mjRpVGIGvZux8OLPP/9UG7TOnTsXplUzFk7fKlPirGr9\n+/fHoEGDVOpett6aE7YCV6lSxVwVuScEhIAQMEkgock7ckMICAEhEMcJsELJfplHjhxRGbxKly6N\ncePGqVW1b98ebdu2DbXC8ePHqzbv37/X3uM4sT179kTBggWRIUMGNG3aNELpb318fDB06FAMGDAg\nVrpXaBccDSccUzht2rTo3bu3VUdjF4VevXopH94sWbKgVatWKlkHZ6kzJydOnECNGjWUjzf7eZcv\nXx7//fdfqCbW+i6E6lgKhIAQiDICouxGGVrpWAgIgZgmwIoJp6vlTVHs6nD79m1orIinT58GH4bC\nobG4zadPn9St+/fvo1ixYmozGae9Zd/QO3fugMNoTZs2zbC52es+ffogXbp0GDZsmNl6tnAzWbJk\nmDVrFtauXYtNmzZZZckcw5cV1hUrVqB27dr47rvvwBEgevTogcGDB5scg7PXcVQM9g3mjYNDhgwB\nK8ecBGPHjh3adtb8Lmg7lRMhIASingD9gy4iBISAEIizBMh6y1rpp5YtW4ZaAyk/6l7ixIk/UeSD\nT69fv9bWKVCgwCfy9dRea07Ij1a1efv2rSoiJVldHz9+XFPl05s3bz5RXNxP9Hr907Nnz7Tl5k62\nbNmi+iHlyVw1m7vHfMkC+ykgIMDo2smS/omSbXxq3Lix0YOSVWjbUVpiVZfSEmvLKJLDJ+5D91lr\nvhe0QU3VGz58uHo2tHFQ246fP/0w+dS6dWttmbW+C9oO5UQICIFoISCW3aj/PSEjCAEhEMMEePNa\nu3btwp3IwM/PT7k/8GYqdoHQCPuQduvWDaQQmd04pan/6tUr9WqdFHK1kU5TLp/A1KlTwXzMWbvf\nvXuHo0ePGj3Y2qoR9gP28PDQCzfHz4g3uJEyrakW6pM3DbLMnj1bzYXP2Rf87t272vTG1voucN8i\nQkAIRC8B2aAWvbxlNCEgBGKAAL+Ojohcv35duTNwAghOdasrGuXp1q1busVGz9k/1d/fXyl2RivY\ncCHHGJ40aZIKAcauJhySzVC4Tljhx7gNR2UgSzsmT56MY8eOKXcTdkvhZ5UpUybDbrXXHB1j+fLl\nKkoEx/VlP++aNWuq7HbZs2dX9az1XdAOKidCQAhEGwGx7EYbahlICAiBmCJAr8EtHpoteBphxYmF\n27OlT/fgzVWsnLm7u2uqG/28cOGCUnJ/++03tbnNaCUbL+zYsaOKtkBuCNDdGBheLBMnToSrqytG\njx4Ntgaz/+7ChQvVZjNzffFGNvbbXbNmDerUqaOsw2wl5sgf3CeLNb4L5uYg94SAEIg6AmLZjTq2\n0rMQEAKxmAAnM9C8vtadJlvwWMiRTBunN3fu3FiyZIluNbWB6eXLl3BwcNAr173gPthqWKJECfWp\ne0/O9Qlwgo1ChQopq+zAgQP1b1pw9eTJExXKjK3AbM1NmTKltpVh/GXtjc8nbPlNlCgROOMeH/y9\nOHjwINjthDer/fDDD5H+LhiOKddCQAhEHwGx7EYfaxlJCAiBWESAX0/foagKbAHUCGdcu3nzpuZS\nWfZYeeId+br1uAJbatkX9OTJk9r6hieswJ06dUolTwgrU5hhW1u7ZisqbRTDr7/+CktcQwz5sH8t\nK6kcFk5X0eVoDByCzpywT3eRIkW0VTjxRZUqVVQ0BrY0848anl9kvgvazuVECAiBaCcgym60I5cB\nhYAQiA0EeMMZb17iV+gcm5VTx9KOf6RKlUo7Pd6IxkotW/44Ji+n+WVlmH1Cx4wZo/w6OR6rMXn8\n+LEKd8WhrAoXLmysipQZEOD4w6xUWpJVzaAp8ubNixQpUmDlypUqnTRbd9mFgTPVOTo6gv2uNVZ7\nw7ZNmjRRCjZbcVlp9vX1Vf0sXbpUWeU5XFxkvguG48m1EBAC0UwgWmI+yCBCQAgIgSgiYEnoMU2I\nKd0pBAUFfapbt64KOUX/7H7KnDnzJ8ropQ6+5vBiGpk+ffqnpEmTauuS7+4nUsjMhh3jUGjZsmX7\nxOOIWE6ANpZ9IsuqChXHrThsWPr06S3qYNWqVZ9I4dU+J8qq92nRokWfyBf3U/LkyT9xCDoWw9Bj\nHGZME1aMn73mKF68+CdKR603dkS+C3odyIUQEALRTiABj0j/xxYRAkJACNgkAfb1fPDggXqNbc7V\ngF9lnz17VlkI2beUNzWZkp07d6qkBhRbV70KN1VPyo0TYB9ZttDypjFnZ2fjlUyU8kYyfk6cPIRi\nKWtTMnM5xd9VlmMTTeHl5aWsvxSbFzly5ACnNTb2nQjPd8HUWFIuBIRA9BEQZTf6WMtIQkAI2AAB\nSlyh0gqzosS7+0XCT4DdRlhRrV69OsgyG/4OpIUQEAJCQIeA+OzqwJBTISAEhEBkCXDYK/b55BTF\nIhEjwD62M2fOVCmad+/eHbFOpJUQEAJC4DMBsezKV0EICAEhYCUCV65cUa++eQNb7969rdSr7XbD\nkRU4TvHFixeRLFky2wUhKxcCQiBSBETZjRQ+aSwEhIAQCCHA2x8qV64M9vc8ceIEOHyVSOQI+Pj4\nIH/+/OjZs6eKihG53qS1EBACtkpA/jW21Scv6xYCQsCqBObPn4+jR4+qmLqi6FoHLaf45dBvnE6Y\nLbwiQkAICIGIEBDLbkSoSRshIASEgA4BjuiQL18+tG/fXqUG1rklp5EkwIkiKlSooBJG8I8J+SER\nSaDSXAjYIAGx7NrgQ5clCwEhYF0CP//8s0obzJvTRKxLgJXbuXPnqoQef/75p3U7l96EgBCwCQKi\n7NrEY5ZFCgEhEFUEKEGBihowY8YMlcErqsax5X4LFiyI//3vfxg6dCju379vyyhk7UJACESAgLgx\nRACaNBECQkAIMAHKsqZSAbMLw8aNGwVKFBLg+MWcdpk3rAnrKAQtXQuBeEhALLvx8KHKkoSAEIge\nAuPHj1fZ19iqKxK1BChds9r8t2nTJqxduzZqB5PehYAQiFcERNmNV49TFiMEhEBUEDh58iTYsqgr\nnp6eKlLAqFGjkDVrVt1bch5FBKpWrYpOnTqpGMb+/v56owQGBoLjHIsIASEgBAwJiBuDIRG5FgJC\nQAjoEOBIC+nTp1cK7bx581CjRg11l1PZ+vn54dSpU0iUKJFOCzmNSgLMnN1GmjVrhlmzZqmhNm/e\njG7duuHly5dgJVieR1Q+AelbCMQ9Aonj3pRlxkJACAiB6CNw7NgxcMIIb29v1KxZE61atUL58uWx\nf/9+8D1RrKLvWfBIadKkwbRp09C2bVvUrVsXCxcuxPr165EgQQL1nDgeb7FixaJ3UjKaEBACsZqA\nWHZj9eORyQkBIRDTBAYPHowpU6bg7du3aiqJEydWihUrvHv37lXnMT1HWxuff3wUKlQIN27cUPF3\n379/r302U6dOxQ8//GBrSGS9QkAImCEgPrtm4MgtISAEhMCBAwe0ii7TYMXq3bt34PLSpUvj0qVL\nAikaCVy9ehVly5ZV/rn8A0Sj6PIUWAk+ePBgNM5GhhICQiAuEBBlNy48JZmjEBACMUKAFakzZ84Y\nHZsVq7Nnz6Jo0aJg6++HDx+M1pNC6xDgZzFixAhl0T19+rRSbA175mfAP0JEhIAQEAK6BMSNQZeG\nnAsBISAEdAiwUlWiRAmdktCn7CvKrg38Sj1btmyhK0iJVQh4eHigVKlSFvV19+5diZBhESmpJARs\ng4BYdm3jOcsqhYAQiAAB3oDGiqwp4XvOzs7q1bkouqYoWae8ZMmSWLVqFTjerrlnwj8+jhw5Yp1B\npRchIATiBQFRduPFY5RFCAEhEBUEDh8+bPR1OY/FURjYheH8+fMoU6ZMVAwvfRoQ+Pbbb1WoN1dX\nV5MKLyvCouwagJNLIWDjBETZtfEvgCxfCAgB0wR4s5MpX9yOHTsqpSpjxoymO5A7Vifg7u6Oc+fO\nqTBwCROG/k8Ybx7kKBkiQkAICAENgdD/UmjuyKcQEAJCwIYJPHr0CA8fPtQjwMoVW3Q5mQEnmLCz\ns9O7LxfRQyBVqlTYunUrhg8frgZk1wVduXbtmkowoVsm50JACNguAVF2bffZy8qFgBAwQ4D9dXWF\nX487OTmpZBLdu3fXvSXnMUCAFdyRI0eCs6c5ODjouTVwpAzD5xcDU5QhhYAQiCUERNmNJQ9CpiEE\nhEDsInD06FGt5ZatuQULFgRn56pQoULsmqiNz6Z+/foqBJybm5tW4WWLu/jt2vgXQ5YvBHQIiLKr\nA0NOhYAQEAIaAuyvq8ma1qZNGxw/fhyZM2fW3JbPWEQgd+7c4DBxDRs2VBnt+LlJvN1Y9IBkKkIg\nhglInN0YfgAyvBCISgK8ucrT0xP3799HQECASq0alePFl745gUG7du0Urw4dOuDrr7+OkqUlS5ZM\nhS7Lnz8/2A81Poqvry+uX7+O58+f4yC5PcwAAEAASURBVM2bN1G+xI0bN2LZsmXKyrt48WIY28QW\n5ZOIBwMwN0dHR2TJkgX8Y4LfbogIgbhKQJTduPrkZN5CwASB169fq3ikK1euxL59+xAcHGyiphTH\nJgLu5CbRuFEjdO7cGfxKPi4LZ51bsGABNm9cj7veD+LyUmTuRCBZUntUr14dzVu0BId/41jHIkIg\nLhEQZTcuPS2ZqxAwQ4CV3BkzZuC38ePVTvTSVWqjdNU6yFu4ODK4ZkfylI7qFa+ZLuRWNBN48zoY\nL549wa2rF3H26H4c3rEBvg8foFmzbzB27BjkzZs3mmcUueHYT3bwoIE4dPgI8mRMha8LOKOsWxrk\nSZ8CaZLbwS6xeM5FjnD0tf748RNevnmPe36vcM7bH7uvPcPea75wojcQg4cOQ69evWBvbx99E5KR\nhEAkCIiyGwl40lQIxBYCnPygY6dO8PHxQZOOvdCUjtTO6WLL9GQeFhJgt5OjuzZj0bQxuH/7BoYM\nGYJhw4ZpN15Z2E20V2MXmf79+uGf+fNRPpcLfqrpppTcaJ+IDBilBHwD3uDvw3fwzxFvZKXU2PMX\nLkK5cuWidEzpXAhYg4Aou9agKH0IgRgkMGnSJAwcOBClKtfCj2OmwyWjawzORoa2BoGPHz9i3cI/\nsWDySJQoXhxr1qxB+vTprdG11fu4fPkymjRqiBdPHmJco3yoXziD1ceQDmMXgQcvgvG/dVdxwPMJ\nJk6chH70Q0dECMRmAqLsxuanI3MTAmYIcCzR3r17qwQHXQeORfOufc3UlltxkYDXtUsY2aMl7Ghv\n0J7du5EjR45YtQwOz/Z1XXKVcbbH3DaFkN5RfDlj1QOK4sn8uc8LY//zRJ8+fTB16lRxk4pi3tJ9\nxAmIshtxdtJSCMQogb59+ypFd+gfi1CxTuMYnYsMHnUE2Kd3UMeGeBP4AsdIucyUKVPUDRaOnnkT\nWuVKFVE+hyPmtCkM+8SyWz8c+OJN1c3nH6Ln8gvo+2M/8FsmESEQGwmIshsbn4rMSQiEQWDmzJnK\nmjJ8xmJU/rppGLXldlwn4P/8GX5sXh1pU6VQCm9MbwziNMrFihRGvjQJsbhTMSRJJBvP4vp3LDLz\nX3/WBz2XnVc/viW7YGRIStuoIiDKblSRlX6FQBQRYIta6dKl0a7PELT9YVCkRnn62Acn9+9EEso4\nVbNJ60j1JY2jloDPXS/0aFgOHdq3A//YiSlh95mqVSrD+9p5bO9dCimTJgn3VLiPTecf4dTd5/B+\nHozUDnbInS45mpfIDOcUssM/vEBfvf1AlvWESJQwQXibWq3+pJ03MH3/HXh4nEKRIkWs1q90JASs\nQUCUXWtQlD6EQDQR4N36X9GGpQRJHTF52fZI+8j9M2kElv01Uc1+7tbjyJm/cDStJPYMs2v9coz/\nqQtWHL0BlwzGM6RZUkd3RbzB7Pv6ZfCBklMYSnrXbPht/nrDYouu92xciXH9OuHQoUMxlrZ47ty5\n6NmjB7b1LoPCruFPhOEf/A4t53rg3H1/paC5pLCD78u3ePvhI5KSwja+mTtalPiyydLjznMcvvkM\nbUtngUtK6ynCM/beQra0DmhYJKNF7GOiUtnxB1AuZxpM/rZQqOE5NNj47Z7YccUXN3wDkZgU3dzp\nUmBYvbyomtclVH3dAm5bY9oRfPjwSbdYnWdJkwxLupQIVR5WAffZeI4HPji6wuP0GUnmERYwuR+t\nBOTdU7TilsGEQOQILFq0CJcvXUK/sTMjreiyQrZz3TI4pEipJrVr/bLITS4Otg56GYBVf081O3NL\n6hh28IRi5fLmsoSUdSpVGme9w9EptWF1i6+rN2qBEhWro1//nyxuY82KQUFBGDZkML6rkDVCii7P\nZfD6y0rR/aV+PtwaWwseQ6vCa1wtLPuuBByTJcHPqy/hAinCGjlx2w8TdtzAYwp7ZU2ZvOsm1tHr\n99gqKz3u486zVyan13vFBcygDWLO9GPhf7Vyo3aB9LjpG4TW805h55XHJtvxDR//17j68CUppEBa\naq97ODmE31LPfSYkZXtS0wI4d+ECli5dykUiQiDWEEgca2YiExECQsAsAX71O2bsWNT5tgOyuOU2\nW9eSm2eO7MXTRw/Qfch4rJgzGXs2rgJHdbCFtKBbV8zH8b3bcfbYfgQHBRrFZUkdow2p0OfuLXVr\n8JR/rG4t7zJgFLkzlMfOnTtRq1YtU1OIkvI5c+YoXn2qFYtQ/x/I+rft4mOVZKJH5S+RJfj1O1sj\nB9bJjZ9I2d1z7UmElekITSyWNPKhkF6shHMShyukjJoSb0r0wIp6wyIZMLtNUe0PX/5h0PivExi7\n1RO1SPk1JRolemarInDP5GiqWrjLOXnIt8UzY8yoX9G2bVvtvMLdkTQQAlYmIJZdKwOV7oRAVBHY\nTaGnbnt5oVnnH6wyxPY1i5XlsWaTVqhUtwn8njyiLF77QvXNrhNL/5yAno0ronPt4pg1diAeet/B\n5MG9sGnJXL36gQEvMG14X1Xvm1LZMaJ7S5zYt12vTkQu3r19i31b1uDc8YMRaR6qzf3bN/HS/zly\nFSgCp7TGX/laUidUx58L7t+5qc5cc0T+R4nhGHkKFkOR0hUwe/Ycw1tRfj37rz/xTbEMKhtaRAZ7\nFvgWb95/VP65xtrXK5QBrAS7OSdXt39ecxGLjnmr836rLmLohivaZkdvPcPgdZdR7vcD+GrMPnRf\nco7q3gMr1Bq59CAAjf48jpO3n2PdGR/UnX4U/1t7SZXxPE54PVfnXC+icutJEKaTS4Q1JPDNB3hR\nf45JE6OoGRcRjzsv1HDNyd0jQYIvfrqlc6RBdnLN8CS3hiDKfmZKeAwWN5cQzqbqRaT8+4rZ4Xnz\nFvbv3x+R5tJGCEQJAbHsRglW6VQIWJ/AunXrkLfQV8iWK1+kOw8M8KfUtJtUIgpW9qrW/1YpruzK\nUKJiDb3+h3f7Vims+YuWQrGyVXDh5BHs37IWQYEB+Pjxg7buk4f30bd5Dfj7PUXNpm1UeuJTB3dj\n6HfN0H3oeHzTube2rqUnd25cxbaVC7Fr3VIEvPBTSTOKlqlkaXOT9b4fPE57j31g2RfWUCypY9hG\nc/3gzi2ky5RFWUHPHNmH50991XPLV7SkVSznNRq3xp+/9kdwcDCSJUumGTZKPzl5xI1bXphat0yE\nx0nnaI905He77dJjTNt9E61LZQGXaSQVuTGwe4NGWOm99igQ92kTm5uLA3I4O6hbR8iHt/nck6QU\nJkGTYhmV8n3wxlMMIuX3Lr361/QR8PodTpLP7zzK+rX5wiOkpZTFtQukU/6tvDkuJSmV7plSIrl9\n+MKmBb/7gK3U37KT93HMy498ie3Qp1pOzbQj/MmW0fU9Q/jefhpEirzxH3c8347lsqJYFn2fad6o\n9vzVW+X7nDSJ6TWxZdfVKalSiA/feIYngW+Uv+9XWZ0ivcktf8aUcHdNDf73qmrVqhFmIQ2FgDUJ\niLJrTZrSlxCIQgK79+xB6VrWCTO2b8tqvHv7RhuBoVDJcnBOn0kpwMGvgpDMIcTic2j7BqXoNiNF\nteew39Xq2NeXN3QZKoh/TxiOxw/uYea6/WDFmKXjj8NVjNi/fx+GWqQAOzqlUeXm/vD4B7auBbsR\nXDl7UkWKKFejPmp/004p4gf/Ww9Wgs1JqtRp0ajd9+aqROk9jpzwKvAlWlfMhzevg7Vj5aEfK4Mm\nz4v0D5aSlWvi9evXOH78eLQpFHv37oVT8qSkYDlp1xORkxktC6P9gtP4nfxw+WAFr0yO1ChFRx33\n9KR4fvnPUs8qbvhI7jun775A76o5UTBzyCv39ed8SGFNiOODK4MVZJYfqrqh1G/7sYs2bGmUXc38\nWLmeTuPya39NPGBWVAuQojuuibumWpifl30CsOSEt7ISB7x+TxZoBwyum0e9un8W9BYLj94Ns4/6\nZL3OmyHETz7MyiYq1CZOfBgKK/X+we/RiDbdmYvMwIr0S7L8lhpHbjzvPmq7KeLqSJyKqGeiLYzA\nSZVcqbFn144ItJQmQiBqCHz5VyVq+pdehYAQsAIBtuDdunkTbfsXtUJvwI41S5TltVyNeqo/fhVa\npX4zrPlnBim8G7VKMLs68L3OP43QjpuQlIyO/X7RU3bZ6srKb97CxbWKLjfgkGb1WnVR7geHtm9E\nvZadtP0Ynlw7f0pZcfduXqUsoqwY9h45BdUaNtdTkveTInxg2zrD5nrX7D4Qk8ruA/LZfRX0El1+\n/hUVajVU1m5muX31IrClfM6W49ofFHoTt/CCo0akJov8BdoMFF3WMx6LraC8ESkyUimPM06Qkrr6\n9APsv/4UZ+69gOfjQPx73FtZWJuTz+evDfObjd37faUc6FI+u1bR5fm8o2gOTqT4shJqKFVoTPYl\njYi8JOvw+rMPyYrrjfP3A5CClHFWmjliBCvoGuE1TNoZ4r6iKTP2mZNcByKr7Br2++LVO+XiwX68\nuaj/MY3zG1bRu7799BXYZWJwnTyoWzA9WFFfeeo+ltMPgI4LT2N3v/JwsIu4elCYlOZZBy/gzZs3\niOmY0HoLlwubJRDxb7PNIpOFC4HoJ+Dr6wveoGYqNFZ4ZnTv1nVcPXcSrBCu+nuatiln6mJhVwZN\nzF22ULpkdEXSZCGvjzWVM2XNATv7L6lhvb1uqFu82WvUD2011dQnWzhZfO55qU/DPzzGiB6tKHrB\nReU/ywpxnW/aI0de4xa3wVPmY+Ckvw270bvW9WPUuxFNFwMnziVF3167BtccueBevAxSOKZSzHV/\nUER0Si4ZM+PRo0cRbR7udg99fJDJMcSKGu7GBg04rfAPZKnl4z0pqbwhixW1jeceYsHRe6q2OYsr\nh9jyIwVt1oHbZPWlWL1+wfBSCtx7Sln8xS1CM2z1/Mb9sjX3TX1y7Ni/9t8m6+cHlKcQYGwdZr9i\nB87fbCAcJ5ijSoQldlZMwMH/JvCPhAkUgux58Dvl2jC0bl6kIPcMc/IHrYPj8ub7bGFm392S2VMr\ntxBmupU2EUb0xwGPmzFVUnJx+oinT58ic+aI/cgwN3+5JwTCS8D8/yPC25vUFwJCIEoIvHwZojAm\nS54i0v3vIAsjywPaRLVw6uhQ/bGP6TPfh0ibLiNt4npB7g2h45DypjX+D61GAijDFwsreImT6CtE\njqnTgENmZc9dQFNd75MTW7Ciy8pzkw49Ubd5ezW2XiWdC7YWx3Zhq7QxKV21jlJ2b1+/bOx2uMqS\nOaSA5nsRroYRrBxIYdpcImHt42GvkBvAbfIXZUurxl0hMSl/JUjR4qNT+WyoNPGQUnrNKbt/7fdS\n4cjsSGEr65YGFXM7o2/1VJh98DbukeJrKKzYRUTYH5cV3VI0t97kk1sxV1qTlm3+gZXMjJ9sRMY3\n1+Yp+dn+QGl6D3g+VbF4f22QX+vmYa4d3ytiYvNbDfpRwMrutUemI0GE1TffZ+s3S2Cg8Ugn6qb8\nEQLRSECU3WiELUMJgYgS0CiWkbVYspLKCRKc6TX48sPX6T/c+krAqr//wJzfBpNLwio079oXGSgB\nwvWLp5X/qSYeL6/Bm6zD7POrkYxk6WVhC+aQqQs0xeqTxwymV/r2SfWtw5pKBUuUw28LNigXhn+n\nj8WiaaNRsnItsu62Q9nq9ZQrhKYuf/63ahE8L53VLQp1nsYlPdr1HhyqPDoKfH3u49p5D3LpKIH0\nmbPoDfnw3m117ZQ2nV55RC4i+10I75jqOxg5DwbsJ8Vs9NbrmNWmCBoXzRRqCmyx5SgEF0kpfkvR\nEliZNRRW8sZsu642mx0bWFnPivnHHutERdCM+VfrIljh8UC5MLT82wOZyGL5LWV5a0FHjs8RIzR1\nfSkO8FTadBeWtCzlalLZDKut5j5bwzsuPIOz5AIygZJwtCuTVXMrzM8HFN7s7D1/FKXNba6p9Tc3\n8uY+lshmsSO9X4nm362QK/krBGKOgCi7McdeRhYCFhOwlmJz+vAeZbVt0a1fKEWXJ1OlXjOl7LIr\nAyu7udyLKJcHDvml8e/leluWz+cPrWTOllMlTvA4uAvv373Ts+4unzURC6aMwrSVu8Eb4QyFFe5S\npNzywVELdlLkhW0rF+DXXiEb2qo3akmxhdupMGHc9gyFR+NNauaEXTRiStl96e+n5l6vZWf0H6ef\n1pfDp7EY42BuPfHlHitYLCtJgWR3gCQGr/Q5kgBbFfNlSGFU0eW295+/prcKUO11X9ezEneJlGRr\nZlljd4u+1XNSpAU3lcVt6Yn7mEVuDaxUlyZ/3ZYlXdGgcAZlpfYn396l5NcblpQldwhTltWw2mru\nc9Y03rTXs0qOcCm63J79e7suPqsy0k38pqCmS/W5kVI4s/CGQREhEJ8IiLIbn56mrEUIhEFg++p/\nVQ2NT65h9XSZXFHgq9K4cuaEygDWrvcg7N6wHFOH9labrFKlSauSMXA0B10FnF0LvqNkB5MH91Tp\nbFt2/wnJUzjiyK4tWDJzPIpXqIaCJcoaDhfqOrVzOrAizseFk4dVRIYty//B+kV/qeQMfUf/gaHT\nFqojVOMYKuD5/UGxhdv1GYL2dLjlK4QCxUqpubMLR8XajZT/4u4NK8A/NirWaUyb+ErG0Gxjdthy\nOdOqUGG84avZ7BOkcGWlzVopwCGz2MWBM4K9IaslR1bQiMb6yFEQWpTMjNwuKZTPLPv3VsvnTBuy\nUoBTCnNkBw4lFkQbr25SnNlcZCU2J9yvB8Xf5Wxj7K+a2sG0ewx/19lVgg/2FebNdctI8eXYv0PW\nX1GW3t+auuPe+DrmhrTavRM0b5ZXtNZfNxuPTDKYfHfZMr74+D0Vkq1/zVz4qWZuFKDQYMWzOamo\nEqkpW9rX9KODLbBrKA4xu0TUK5QexSgEmYgQiE8ERNmNT09T1iIEzBDgJApHd29RypipzV/cnK27\nrOyydZdjzf6xag+mj/gRU4b0Ur1nz+OOSUu2qSQTyVOGWOr4xtctOlKYrVdkGR6qjZaQKHFifN28\nIzr/PFJPOVYdhfGncKkK4IMjMrDrBcfbvXXlPNxJGY9NwooCb8bRvLJlxWjUnFVK8V8+axL40EiD\nNl3Rg2IO27JM+qYQspCiOefgHfS9c0EPRV4KQzaaIjE0oNBZGqlECibHf+WEERzxYF2P0pjWvBB+\nJEWzw4IzqhpHYeAIDrxxrA+l0a0y+TDu/25e8exC/sHjaWMX97G2eynye02rGdLsZxqK1cvRIPhg\nJXspKeF7r4ds7jTb0Io3T5AvMctCYmJKBtTODTskVFZwzrOhcbHn7+fCjl+h/6pL6scF/8DQSIey\nWTGiQT7NpXwKgXhDIAH9A03/NxARAkIgNhO4dOkSChUqhAW7ziJrzrwxMtW3b/j18SfyvU0Gf9qQ\n1rR4FvyPog7UbhY6+sJNUko5MkOOvAUpuYKr1ebLMWt5/LgiHHfY28uTwrylUrF1df2eI7uGn1rV\nRvkShTFzpr6rRGT7NdW+csUKcPvojd/CEZfWVF9c7k/RA9gCyxvK2CKbJU0y5E1vOv7sI//XauOT\nxnWBLayc+YyjL3CsXs2bBi7nvg19ao3N5TVtPntKWd0yU4IFTXtj9cIq401s0bk5Laz5WHrfm5J1\n3KJnwLGK2V9aw9bS9qbqsStKVfrBcfXqVeTLJ8qzKU5SHn0ExLIbfaxlJCEQ5whs+He2svAOmDCH\noil8id3JySZYchUoHGpNrNCxRTYqJC4purz+9JmzqiMqWMT1PlnBKp4ttTosWUsG2hymK2xh5Zi9\nhsLlfFginGVM4yZhSX1TdeKiostrYQs7HyJCIL4TEGU3vj9hWZ8QiASB3AWL4c9RP+PXnq1VBjNO\nVXz1nAdWzp1CG9bqg10aRISAEBACQkAIxGYCouzG5qcjcxMCMUyA/WNHz10Nzv61YvZkirv7HBxm\n7OsWnSh98AQkShQ6uH4MT1mGFwJCQAgIASGgR0CUXT0cciEEhIAhgTLV6oIP3oTF2dA4C5iIEBAC\nQkAICIG4QiB0xO64MnOZpxAQAtFKgOPhsqLLSRM4MsKDO+EP4H9k12bs37o2WufNSnpkhZV83pRn\nTnhDnoj1CGy/9Bibzj8Md4ccb3cZxbu9/TQo3G0j0+AjhzyIYuFkEh+sPA5vOuXYuyJCID4TEMtu\nfH66sjYhEAUEOLUvx9MdOOlvZM6eM1wjLJn5Ozi1MIc3i2rZumI+hUBbT/F6D9E8c1Gs3+oqFrCd\nvX24hmYlt2vdUhRRwVFFw9BtHBjgj38mjVAKPK8raTIHFC1bGd2HjEcWt9y6VeU8nASm7blJMW3f\noaFOGDJLurj68CV+Wn0Jf7QobFFEBkv6NFXn1pMgLDhyFzsuP0bA6/cqXu/3lbKreLym2hgrX0Nx\ne3tTyLQzw6oio8FGPK6/9swDLDh6T0WfeE/Kbva0DuDQaRwqLGHCL2ntODzb/MN3jQ2B4fXzokb+\nL5n7WMEdvfUa1p/1oZTIHykxRiJUy+sCjhec1sINfkYHkkIhEAsJiLIbCx+KTEkIxGYCHPqME0jk\ndi8a7mk2bt+dYvEGh7tdeBtw8owpQ35AviIl0arHANy7eQ3rFswEp+sd+dcycPxfS2XSwB4q6xwr\nu7rCFrHh3b5VyS/yFy2Fxu2+B2eaO7FvO65fOI25W48jjUsG3SZyHg4CnUiZe01KWHgll0tyDKmb\nB4Vd9Z9XePsJqz6HG+uw4DQeUki0psUyUVKKJNh68RHazz+NZV1LoqxbmrC6UPdfUua1vw7cNll3\n1akH6LvyAiXPSI7vKmQnJh/UOEM2XMELCrHWr0YubVtOH/zAPxiFM4d2NbLXSb3MqZjb/HMKZ6h+\nK8oCVyK7k0ohzIk7eD2bfwg7AYx2UDkRAnGAgOX/4seBxcgUhYAQiHoCmbK5kQL5c4QGMozJG6FO\nwmjEbhZ/jh6gMrZNXrpdm7qYlfR/p4/D7o0rQsUGNtXlpiVz4XFwJ1KmCp0+9fyJQ0rRrdG4FQZP\n+Ud10YH+8hiLpo3BjjVLIszJ1HxsqbxFiYjFZ87unBy9q4XvjUNEuI7/zxNs2V3SpQSq53NRXXSt\nmF3Fl+1LVtqTQ6qY7XbJcW/svuar0hBz1jdTMvvgbbg5O2Bbn7IUjziJqsYZ5kr9tp+svXf1lN07\nz16hYq60WNCxuKnuVDkr0Kzo/lI/H3pUzqHKWpfKQrGGQRnXvHHO2x+a1M5mO5KbQiCOEBCf3Tjy\noGSaQiA6CNy6ehEjurdE64r5MKzrt9ixdgmluN2LX3u10fqscuixQR0bqXKe02XKtta3eXV4XjxD\nKXIXoHezKmhcLLMqYx9dXZkx8idMGNBNt8jq54d3blQb6b7p0ker6PIgtT4nv9i3ebVFY97xvIJZ\nYweh68AxSJMutIXW18db9VOkdEW9/r4qV1Vdvwp6qVcuFyEE2Of0jz23UPePo6g86RBGUrrbe36v\n8POai1hIyptGhpLlki2aGjlF2coa/Xkc5+/7q6xl9WceQ/5fdqsy9u/VCFs3W8/zwEFKfRuVsvLU\nfeSn1LsaRZfHcklpr1IYc7IGVibNiRf5FPuTK0GhTI4m3QYCyHLLCRqqkTKtUXS5T445XIGUWnZF\neEd+vBrhPnNS+uSwhN0i2FWBXSF0pQ/9SJjesjDSprAsTrFuWzkXArGZgCi7sfnpyNyEQDQSuHDy\nsFJUL3gcQaGS5cia6URpgvthxsj+OPjferwJDnE/8Pd7StbOXerVPk/v5Qs/XDp1DDMpHu9fY/6H\nXOTeULXBt7jjeVUpyZ6XzmpXceXsCbBFNCrl/u2bqvvi5avpDcMJHpLY2eE6KeVhCWeLG9O3A3Eo\nj6YdQ9IkG7YpXbWOUqb/W7UQHz6EWOb4k32FWcpW/9qwiVwTAX71z2l62deUFbbjlPqWldgN5x6S\nIhugZXT67nMcu+WnveZX9idJ4R2+8Qp+2XRVKYmNi2bE9ccv0XXxWVwgJZjlGWVQ23f9KR4FvNG2\ntfYJj+Ef/B6VcqcN1bUbWZZZzpN11JywVXV9zzLqqGwkOQa3TZwoATb0KAO25OoKK8FXyDeZ2yVJ\nFPKf8Vdv3+PJy7ek7Dooy+wKD9pISm4VnHnOULyevlJKuh25NtwlazD7HDO/DJSN7tvimSXRhCEw\nuY7zBMSNIc4/QlmAEIg8AY5YwFbXJHb2mL3piDbr17ff9UWPRuUtGsDnrhf+2X4KGVxDrEXFK1RT\nVmJWovNQcgpLhRXrOzeumq2eKnVaNCIfWWPC6Xl5o5hhal6OJpEpqxvu3bqulFNzMYLn/DYEzx4/\nxO+LNplMI8tz6PLzr2qD2relc4AtvKz0+z15pObGfrwi+gTYp3XPtSfoRq/7f20YkpGPoxjw5qx1\ntFHKErlNitr+nypQemEHVZ2zqHVedEYpzYVdQ/uqGuuTlVVdK7KxOlxWv1AG5M0QOoXxLd+QSA/p\nyJJrKDnJt5aF0xBHVhzsEqNUjtTabuaSS8P9F6+x+6qvisrAlliNMBeWiTtvKr9bTbkdKcM/1sip\ndXcIevMevi/fwDmlHdrNP0V9PdFUVX7B01oUsjirnbahnAiBWE5AlN1Y/oBkekIgOgjcvHwOHGWh\nZfeftIouj+uWryBFTvgGuzcsD3MaDdp01Sq6XFmTMpjdAcIjHJrswLZ1Zpu45shtUtnlkGgpnb4o\nCLodpSdF/C5tVnsVGGDUD5frHtuzDZwmeeSs5UibLqNu81DnHI2CUxiztfvMkX0IDAh5dc0/Hngj\nHivdIl8IsLWR/UIH1smjLWQL7/9q57ZY2eUIBBpFlzsp4xbyrK89sjz02zNSRCeRUhiWsOJqTNm9\n/SxE2eVNaYbimiYk/a4/WV+tLWwR58gJLHnSp4BummKNspueFHB2RWA/3x1XfLHwyD1M2HEDLins\n0bZMFgrJFqIUzzt0F9mpztjGBVAimxM8yGo+Zut1sryfwf6fK8CZ6osIgfhCQJTd+PIkZR1CIBIE\nfP7P3lUARLVt0eW3EQEVERsVu7u7u7u7uzue/ezu7lbs7u4OBAsDFQtBrPf3PnDHmWFmGGAYh+Hs\n/8e599yT685j1uy7z9qkUsCWMu0fEqJ055Ihi3Jo8J3DBNRN2dQVWv3ZwdOWCVkz9b60j6MxY9Jj\n7J1+90a3l/Cb31fhqbWx1b1T/733K0we0JEyxLVC8Yo19YwQWMweaI5l5lCHjoPHgT257DVeN+9f\nuK1dLMbpOWaGwT6i2kV+ZJ6c4k1tYkXXWHpqktKKo6YWoHFR6yRlgkAyqRQ7xA0knF/pMb6xlt4p\nHjzGVwixOntFdZmibPCBYma1zf97YEiLgw4irF03tOce4yvCgzbFcTjH+H0PUHnWWVwZWhpOFH7A\npH9rpwK0scxBhW/rIqlRNZszikw+gdnHHguyy+EgbN8p1ndJi9xI7xQY48te8bf0I4DjqTmkhJUf\npEkErAUBSXat5U7KdVg1AixzFZHGaYDZ7ByCyyX9DopHDWl89nCawjiuNjyWMHESvPB8hA/vvJHA\n0Umjq88UXxyf1qgvhGHXmsVCB/jrl88aG+nevWby/J8oY69yky79VckxWvcZIYguD8SKD52HTsSx\n3ZuFN1ySXQ34hVSWs10czUI6401rxn7C48TUJMrBOjOigH8sqXtFjWiiUUUJX3jmE1xGj7WB2Uyh\nVcv/3fN/+upaumnJ28wv/r3Xa+MtCgvxRmNSUmBPrC5vLBNhliI7R7HRfkTEOS6XLU8qBxXRFQX0\nT4UsToLsPnpjvJdcaSvfJQKWjIAku5Z8d+TcJAJBCBjyZJoCJCXO9s6VcyhSrqpGl+53b2icR/TJ\nvk0rob6pTdd4TGibdx+s65LwTnOc8Kvnnhpk15+8uqyzy0kf9JlDIkeky5yDyLLmI+4f3wOIdPyG\n+92biEaxv2we92+LDWrasbn2CR3hmiUXqVNcwY/v38WmOH3jRbXylAlshJqCLyVgsI3z5+vH3dsX\nAaT9ai7zps1r0w9r3mNdYzcqkAI5dcQBK5vQ2FOtbZzUgi03kcnw2uxjHphAEmer2+TVSAjB/Spk\n2otieNmOPXgriDErN6gbE2ZWu+CkEexRTx7kGf9FoTbaxhq+bOrKD9p15LlEIDIi8OevTWScvZyz\nREAiYBIEOFThf9GjCzmx9gP/dMnhDSw9Zk67evaYUH8wNCZ7V/WR3TI1GghFhH2bViFL7oKqbk5Q\nLDDH0WqTeVUFOqjdsot4qZfxcafqRURbThShWOr0mcGb4c4d2YOSVeo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HA8nrzOEe/COB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wZ7licTpIHvv/8eS5YswfwzT9Fn3QNwEgYpqVMDnGp42GZPTD7og5kzZ2L69OlJeiGVKlXC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UkF9i0lPnct/ZQwMbNmygkUy/WI2zfv02abBWerDscSfyLDU1cOTSbfpq6SbKZ2FFu3bv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qVamyxGEBAEBAFBQBAQBEoHAXF2SwfXMuv1xIkTmD59uto8V7t27TKbR2kN3LJlS4wfPx7vv/++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\nMfWC9YJ5HR3quiKcNIM///uyc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"text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dot_data = StringIO() \n", "export_graphviz(dtree, out_file=dot_data,feature_names=features,filled=True,rounded=True)\n", "\n", "graph = pydot.graph_from_dot_data(dot_data.getvalue()) \n", "Image(graph[0].create_png()) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Random Forests\n", "\n", "Now let's compare the decision tree model to a random forest." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "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=100, n_jobs=1,\n", " oob_score=False, random_state=None, verbose=0,\n", " warm_start=False)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "rfc = RandomForestClassifier(n_estimators=100)\n", "rfc.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "rfc_pred = rfc.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[18 2]\n", " [ 3 2]]\n" ] } ], "source": [ "print(confusion_matrix(y_test,rfc_pred))" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " absent 0.86 0.90 0.88 20\n", " present 0.50 0.40 0.44 5\n", "\n", "avg / total 0.79 0.80 0.79 25\n", "\n" ] } ], "source": [ "print(classification_report(y_test,rfc_pred))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Great Job!" ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }