{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Distribution Plots\n", "\n", "Let's discuss some plots that allow us to visualize the distribution of a data set. These plots are:\n", "\n", "* distplot\n", "* jointplot\n", "* pairplot\n", "* rugplot\n", "* kdeplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "## Imports" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data\n", "Seaborn comes with built-in data sets!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tips = sns.load_dataset('tips')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## distplot\n", "\n", "The distplot shows the distribution of a univariate set of observations." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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++egRYhOTZpckypiEfokzDIP+0SQOu5WagIz5LlWrm718YFsjPUMxvvXYUSan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\nbDxxaRZgdGLqPc9R7XPwvg0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(tips['total_bill'])\n", "# Safe to ignore warnings" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To remove the kde layer and just have the histogram use:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(tips['total_bill'],kde=False,bins=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## jointplot\n", "\n", "jointplot() allows you to basically match up two distplots for bivariate data. With your choice of what **kind** parameter to compare with: \n", "* “scatter” \n", "* “reg” \n", "* “resid” \n", "* “kde” \n", "* “hex”" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FwSQiIlZRMImIiFUUTCIiYhUFk4iIWEXBJCIiVlEwiYiIVRRMIiJiFQWTiIhYRcEkIiJW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\nT/oRkHc4nPJYmeZ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='total_bill',y='tip',data=tips,kind='scatter')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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IUEX1bdMin2OksU1Vh/bJsE3WffP7kUm0TR35/+xtyfYPSPMP2bbl0z+GQUSu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\nlTCiloxarSqiuNyuxuGsiaHbhWU7qrbj29efUN5bW7YLE1vz/BHFJRt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='total_bill',y='tip',data=tips,kind='hex')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZXUKqgQU3dJLkJISY1N6Wbl462gnA2Q4vgOx4e4VAMIQ3EJ1z0cNEFBU0C+wL\ngSQnIcSkOvpDk15eyFRVZcDjJZbU5CwxQfqck8GwsD6upX2REGJSS2psk15eqOLxOJ29HpIY0RuM\nOX2ulAJ6rYychBAiY9eGBoBx55wWOr8/iC8Uy+lo6UpaSU5CCDFKq9HIOaZhqqrSN+AhqRrympgA\ndLqFNdElyUkIIaYhGovR7wmiN5rRFaA4QScjJyGEEGP5/H4Ckbm3IJoLSU5CCCGAdCfx3oEhVI0R\nfYFbEMk5JyGEEMOdxIMYTFaKIS3IyEkIIRY4j9dHOKZkvQXRXEhyEkKIBSqZTNI36AOdCb3BUOhw\nxpFpPSGEWICCoTBD/khBix4mIyMnIYRYQPLVgmiuFlqzXUlOQogFK5FI0DvoR2cwozcU94e/TOsJ\nIcQC4A8MtyAyFu9oaSwZOQkhxDyWbkE0RELRlUxiAhk5CSHEvBWNxRgYCqan8XSF+7B3Xx7i0Jn+\nGT1GkpMQQsxDPr8ffzhZ0NGSNxjjqX1tvNk2NOPHyrSeEELMI4qi0NM/SEo1YDCaCxJDMqWw90Q3\nLx3pJJFUgPQGgjOhItu0CyHEvBCJRGnvjoLOgq5AMVzs8vH4njb6vZHMdUtqbNx343I+/vz0j5NK\nSXLKKZfLpQd+DDQDSeAjbrf7bL7jEELMbx6vj1BMoa6uEsj/1vKBcJxn91/m2PmBzHUWk447tzex\ndXXtjKfpkikl2yEWtUKMnO4GdG63e5fL5boN+Crw6wWIQwgxD6VSKXoHvKhaI4YCtCBSFJUDb/by\n/KF2ovFU5votrhru3N6E3TK7mJIycsq5s4De5XJpgDIgXoAYhBDzUCicbkGkL1DRQ3tfkMf3tNI1\nMDpSq6+0ct/uZSytd8zp2CkZOeVcEFgGnAGqgHsKEIMQYp4Z8AwRS2gKkpjC0SS/fOMyb5zuy5Qt\nGA1abt/ayPXr6rPSF0+m9XLvM8Av3G73F10u12LgZZfLda3b7Z50BFVTM7dvHblUrLEVa1wgsc2W\nxPZWiUSC7j4v9vJynFrtVe9TWWnLyXMrqsr+E938/OXzBCOJzPVb19TynluvocKRvepABaWof/7Z\nVojk5AFGfore4RimLKTp7w/kMqZZq6lxFGVsxRoXSGyzJbG9VSAYwhuMDq9dilz1PpWVNjye7BdE\n9HjCPL6nlUs9o6+7uszMvbuWsXJJGWoildXnDUcSRfvzn63Jkm0hktM3gR+6XK5XAQPwx263++r/\nq4QQ4ipB/Z1rAAAgAElEQVQyncRT2rwvqo3FU7x4uIN9J7tRhufw9DoNt2xezE0bF6HXXX30NldS\nSp5jbrc7BPxGvp9XCDE/xOJxBjwBtAYzen3+uiaoqsqJix6eeb0Nf3h0Cm91Uzn33NBMpTO3C3xT\niiQnIYQoSn5/EH84nveihwFvhCf2tnG+05e5rtxu5J4bmlnbXJnz59cgBRFCCFF0RjqJJ1U9+jy2\nIIonU7xytItXj3dlRi46rYYbNzRwy3WLMerz03dCqyXT9mihkOQkhChqsXicfk8AncGMLo/NT89c\nGuLJfW0MBWKZ65YvcnLv7mXUlud35KbTaognZVpPCFEEFFVlb0s3Hf0hltTYePetqwodUt4VYhpv\nKJDuHH760mjncIfFwN07l7JhRRWaAnQH12ohIdN6QohisLelm5eOdgJwtsOLw2Fm0/Lcn98oBoWY\nxkumFPa0dPPykc5MItBoYOe6em7bugSzsXAflzqNRqb1hBDFoaN//BqZth7/gkhOYzcEzNc03oVO\nH0/sbaXfG81c11Rn595dy1hUnZsFvDOh00JMkpMQohgsqbFxtsObudxc7yxgNPnh8wfwhxN5W7vk\nD8d5dv8ljp8fzFxnNem5a0cT17lqimiDP4VEaup7zSeSnIQoUrs2NABkzjm9fVsTg4PBAkeVG4qi\n0Dc4lLcNAVOKyoE3e3j+jQ5iYz71t66u5a7tjVjN+e9mPpnqMgv+nggpRUE3QYum+UaSkxBFSqvR\ncOPGRaOXs9A8tBhFIlEGvCEMpvxsCHi5N8Dje1rpHgxnrmuoSncOb6orzt51ZpMRiBBPKFhMkpyE\nECKnRjYENJhyP40Xjib4xcF2Dp3py1xnMui4fVsjO9bWZaVzeK4YhjthJJIKFlOBg8kTSU5CiLxL\nJpP0DfpAZ8r5hoCKqvLGmT6eO3CZcCyZuX7Tymruur4Jp9WY0+fPBpMhPaaMxpM4bcUfbzZIchJC\n5FUgGMIbiOZltNQ1EOKfnz7NxTFth2rKzdy7exkrFpXl/PmzxW5Jf1T7wwlqKwocTJ5IchJC5EWm\nk3hSk/PEFI0nef5QB/tP9aAON1Yw6LXcet1idq1vyFnn8FxxDG/t7g8tnI3DJTkJIXJuXCdxQ+7O\n7aiqSsuFQZ55/RKBMZv/rW2u4J07m6lwlOYJG4d1eOQkyUkIIbLD5/cTCCdz3oKobyjCE3tbudjl\nz1xX4TDx23euZnFl/rduzyYZOQkhRJaMXbuUyxZE8USKl492sqele1zn8Js2LuKWzYupq3XkZCfc\nfHIMn3PyhSU5CSHErKXXLgUxmKw5Xbv0ZpuHp/a14Q2Ofmhfs6SMd+1qprqstEdLYzmsMnISQog5\n8Xh9hGMKBpM1d8/hj/LUvjbOXB5t7+S0Grh7ZzPrl1cWpHN4LimJMBoNDPkj+P0+HA7nvHuNV5Lk\nJITIirFrl/Q5WruUTCm8drybl492kEylp/C0Grjh2gbevmUJJmN+Nv+bq1QyCUqCWMQXnvrecPBM\nP0a9lj5vhOcPnOf2HStxOkunFH42JDkJIeYsGArT3e/LaYn4+Y505/AB32jn8KV1Du7d3UxDVeE7\nh09HMpFAQxKnzYzD7qT77L7o1I8Ci9WGxRQhFE1isZbGa50rSU5CiFlTVZXBIS+WhD1nickfivP0\n65c4cXFM53CznnfsaGLzqmLqHD6xZCKOVpOiwmHBZp3diMdi0uMNxjNFH/OdJCchxKwkEgl6B/3o\nDGacBiOQmPIxM5FSVF4/2cOLh0c7h2uAbWtquWNbE1Zz8X98JRIx9BqFKqcNi2VuFYvm4SnLWHxh\n7J1R/D9dIURBXbld/K4NDYRCYbzBaM72XbrUk+4c3uMZPSWzqNrGfbuX0Vhrz8lzZlMyEUOvVakp\nt2E2ZWfh78hOvNHEwth0UJKTEFlytQ/xUphymsrY7eLd7UN4fT42uxblJDEFIwmeO3CZw2f7M9eZ\njTpu35ruHF7s24bE41FMeqitsGM0ZrdBq8U00vxVkpMQYgbGfoiP7GA7dj+mUjWyXXwyESeeiNPj\ns2W9Gk9RVQ6d6eO5g5eJxEanrTatrOYd1zfhKPLO4Yl4FJNeQ0OVI2dd1kdGTjEZOQkhZmLkQ3yi\ny6VqSY2Nkxe6SCkaDEZr1ivjOgdCPP7axXHvV22FhXt3NbO8yDuHJ2IRzEYtNTVl6HS5LWM3GtLN\nauNJSU5CiBlYUmPLjJhGLpc6RVFY0WBi+9rF9Pvi1Fdauc5Vk5VjR2JJnj/UzoE3e8d1Dn/7liXs\nWl9ftNuRq6pKIh7BZtZTU1ue86Q0YmRPp4QkJyEKL5vncXJ9TmjXhgaAcccvZWO3T9+xLnvnl1RV\n5dj5AZ7df5ngmM7h65ZV8s6dSym3F2fncFVVSSWiWE166uoq0eY5eRolOQlRPLJ5HifX54S0Gs28\nOMcEuds+vXcozBN72mjtHu0cXukw8a5dzbiainMXPUVRSCWi2CwGKioL0xrJ6xnEaC0HIBLNbsl+\nsZLkJIpaNs/jzNdzQtmUSqXoG/SiaIxZPbEfT6R46UgHe1p6UIbn8PQ6DTdvWsxNGxdh0BffFJ6i\nKCjJGA6rAWdVVUF72YVCfnauX8Izb/TidFhwOJwFiyVfJDmJopbN8zjz8ZxQNoXCYTy+cFY7iauq\nyqm2IZ7e14YvNL5z+L27llFVlrutNGZrpO+dw2rCWV1V6HAAqKisprKiDJ1WQzzJvG/6CpKcRJHL\n5nmc+XZOKJs8Qz7C8ex2Eh/0R3lqbxvu9tEvBGU2I++8oZl1zRVF9wGbjKdbDI30vSs2Go0Gm1lP\nKJosdCh5IclJFLVsnseZT+eEsiUXncQTSYVXj3fxyrHOMZ3DNexaX8+tW5Zkqs6KRSIexaCDqjLr\nnFsM5ZrVbCAk55yEEPNZKBxmyB/J6vbpZ9u9PLm3jUH/aLPt5noH9+5eRn1l7vZ3mo14LILZoKGu\nMvvdHHLFZtHT742gqmrRjTyzTZKTEAvQyDRethLTkD/Kvz9/lpOtnsx1NouBu3c0sema6qL5IFVV\nlWQ8isWky+sapWyxmQ2kFJVoPIXFNL8/vuf3qxNCjJNKpegd8GZtGi+lKOw70cNLRzrHdQ7fvraO\nO7Y1Fs0H6Ejlnc2sp7y+dHfKtQ13Yg9FE0Xz3ubK/H51QoiMcCSCxxfO2miptdvPE3ta6R2KZK5b\nUmPj3t3LWFJTHJ3DU8kkqXgEu5GiqbybC5s5/YUiHE1CcXd2mrOCJCeXy/V54F7AAHzX7Xb/qBBx\nCLFQeLw+wrHsTOMFIwme3X+Jo+cGMtdZTXpu39bIttW1RdE5fGRzvzKbmabFNfT3BwodUlbYLOnk\nFIrM/6KIvCcnl8t1M7DT7Xbf4HK5bMAf5jsGIRaKbE7jKYrKwTO9/PJgO9ExG95dt6qa37xzDclY\n4T8wE4kYBq2arrwzF3fl3WyMTOsFJDnlxJ3ASZfL9b+AA3i4ADEIMSultGdTOBJh0BvKytqljv4g\nj+9ppXNMV426Cgv33biM5nonTpsRTwGT00h38KpKe862rCgGlc50wh1bDTlfFSI5VQNNwD3AcuAJ\nYHUB4hAL2GyTTKns2TQyjTfXxBSJJfnlG+0cfLOX4cbhGA3pzuE3XFvYzuHpyrsINrOB2rqKvDdi\nzSefd4hAwI91OPH2jTnPN18VIjkNAqfdbncSOOtyuaIul6va7XYPTPagmhpHfqKbhWKNrVjjgsLH\n9vyBS7x2ohuA1h4/DoeZ23csBSaPbTAUH9cHbjAUz+trmeq5UqkU3X1DWBwO7OWzL5NWVZX9J3v4\n+cvnCIRHR0TXra7lvbdeQ4XzrVNmlZX5aQeVSqVQkjHK7BbKy+qmVXlX6P9vc1VeZud8X4JkKt0C\natAXKfnXNJVCJKc9wIPAN1wu1yLASjphTapYT2jW1DiKMrZijQuyE9tcp9dOXxwct/XA6YuDbFpe\nOWVsVTbjuMdV2Yx5e5+nii29xUVweLSUmvB+U+nxhHliTyttPaPPVeU0865dzaxqLEdNpvB4xjfN\nray0veW6bEsmEmhIpnveOewkEzAwEJzyccX+uzAdFnslqsaETg8mg5augVDRvqaZmOz15z05ud3u\np10u140ul+sg6SURn3S73epUjxNirLlOr822CWyx9ufzeH2E4+qcpvFiiRQvHe5g74lulOHfyGLo\nHJ5MxNBrVSodFqzWeV4/PQ3ldgO9QzH8oThOW2l0tpiNgpSSu93uzxfiecX8MdftL2abZIqtP99I\nbzxVa0Svn900nqqqnGz18PTrl/CP6Rzuaiznnl3NVF1lCi8fEvEoJj1Ul9swm4pzA8JCqHYa6R2K\nca7Dx5Ys7UpcjGQRrihJc93+otiSzGwEQ+neeHPZEHDQF+WJva2c6/BlriuzGbnnhmbWFqBz+MgW\n6BajjpqaspJrL5QPVc70aOl8p1eSkxDFplin1/JBVVUGPF5iSc2sE1MiqfDKsU5eOdZFShntHL57\nQwO3Xrc4syV4vmQq7yyGgmyBXkoqHQa0Gjjb7pv6ziVMkpMoahMVPsyHkc9sxOJxBjwBtAYzesPs\nRjXuy0M8ubcNTyCWuW5Zg5N7dzdTV5HfzuHpyrs4TpsBZ2Vhd5stFXqdluUNds53+fH4o5m1T/ON\nJCdR1PK9rkhRVF473lWUi2yHvH76PEEMs2xB5A3GeHrfJU61jXYOt1sM3L1zKRtX5DcxZHabtZlw\nOkq/512+bV5ZyfmuIG+c6ePO7U2FDicnJDmJojbXwoeZevGNy0W3yFZVVfoGPDgryjEYZ/4tOZlK\ndw5/8UhHpgxeo4Eda+u4fWt+O4eP7XlntxXfbrOlYuOKcv7ntXYOnu6V5CREIcy18GGm2nr84y7n\nOhlOJRqL0e8Jojea0en1QGzKx4x1scvPE3tbx3UUWFJj474bl7O4Oj+LZgHi8ShGnVTeZYvdYmBN\ncwWnWj30DoXzPh2bD5KcRFHLd+FDc72T42f7M5dznQwn4/P78YeTsyp6CITjPLv/MsfOjzZesZh0\n3LW9iS2ra/M2VRmPhbEYdTRUOeZ1z7tc83oGiUbSXzCikTCBgI3Ny52cavXw/MFW7t25ZNLHOxzO\nkjufJ8lJFLV8Fz68fVsTgUC0oFWAI9N4SdUw42k8RVE58GYvzx8a3zl8i6uGO7c3YbfkPkGM73kn\nlXfZoChJFCX98zSaTBxrDaKoYNRr2XOinzKrFt0EW5VEwiFu37ESp7O0FjBLchJiDK22sFWA0WiM\n/qEgBpOFmRZzt/cFeHxPG10Do1OR9ZVW7tu9jKX1ue/DlkqlUFNxHFapvMu2yuo6rLa3/gyvaYxx\nqtVDn19lxeL5dQ5PkpMQRcLr8xOIpmY8jReOJnnu4GUOnenLdA43GXTctnUJ16+rn/AbdbYkEwmU\nRBSHWSOVd3nmaiznVKsH92UvKxaX1shoKpKchCgwRVHoHRhC0RgxGKZfLKCoKkfP9vPsgcvpbbuH\nrV9exTt3Ls1537WxPe8aF1XPi0akpcZuNbC4xkZnf4ihQIwKx/wpNpHkJEQBjd0QcCbTeN2DIR7f\n08rl3tGu3NVlZu7dvYyVOf4GHY9FMBs01FbYMRrnb+PRUrFycRmd/SHOd/jYtqa20OFkjSQnIbIs\nqSj8+JkztPcFaay184G7V6O/SlGAZ8hHOD6zDQFj8RQvHG7n9ZM9mc7hBp2WWzYv5saNDeh1uSk+\nSBc5RDEbtSyuLZeed0VkSa0dk0HHxS4/17lqcj6Nmy+SnEpEKW0PXghzfX9GHj8YilNlM87p/f3x\nM2d440wfkN4bCeDD96zN3J5IJOjz+NHoTOinWV6tqiqHTvfyX8+78Y/Z/G/N0gruuWEpFY7ctLBR\nFAUlGcNq1lM3z3ebLVU6rYbli5ycvjRER18wL8Uv+SDJqUSUyvbghTLX92fk8Qa9NtNFYbbvb3tf\ncMLLgWAIbyA6o6KHfm+EJ/e2cb5ztNFnud3Iu25oZk1z5axinMpIeyG71YizqlIq74rc8sXp5NS+\n0JKTy+WqBXYDSeA1t9s9lNOoxFvku41PqZnr+9PeHyQYTpBUFPRaLe39U++wOpHGWntmxDRyWVVV\n+geHiKe0005M8WSKXx3t4rXjo53DdVoNN25o4JbrFmOc5f5Nk5H2QqWp0mHCYtLT2R9CUdV5Masy\nZXJyuVzvB/6W9PbqOuARl8v1Ebfb/UyugxOj8t3GJ9cmmoab6fTcyP07B9LJxW5NT5MtqbHN6FiR\naJJAOI5Go0FVk0SiyVnH+IG7VwNwuS+IyaBFR5LHf3Wabeub0BumNy12+tIQT+1rY2hM5/DVSyu4\na0cTteUWFFXl0Jk+ejxh6iutXOeqycSgqCpH3P1XvW0iiUQMg1a9anshmVIufhqNhoYqKxe7/PhD\nccrtpV+1N52R058AW9xudyeAy+VaCjwJSHLKo/m2f9FE03AznZ4bub+qpkcWNrOeHWvq2LWhYUbH\nspj0OKzGzMjJYtLPOka9VsuH71nLa8e7ePb1c7hDEXR6I3rTAFtXT15NNRSI8tS+S5y+NDo54bAa\nuPv6pdyyrYmhofSI7Ii7n/1v9gLQ1pMu4R459mS3XSldeaelvtI+YXshmVIuvLHtiwDMZgtc8f2g\nzJK+oqvXi1EzWmQTCZfmLMt0kpMf6B654Ha7L7lcrvgk9xc5MN/2L5poGm6m03Mjt2s0mvSaj2p7\n5n2aybEaa+2c6/Rlzjk11trnFGMikeDNC11otMZMEcHYqb4rJVMKe1q6eflIJ4nUaOfwG9bV8/at\nSzAb9ePO+1x5rLGXJ7stE18sMu3KO5lSLryx7YuikRA71lTjcIyfdl1UHeToBR9Ou4nd68d/eb3y\nvqVgOsnpBPCMy+X6EelzTu8Dul0u1+8CuN3un+QwPjFPTTRNOdPpy8nuP5NjjYxEx1br7W3pnlWM\nI0UPi+uraff0Zq6vr7x6yfj5Th9P7GllwBfNXNdUZ+feXctYNEHn8PpKa2ZUdOWxJ7ptpBzcatZR\nO4PKu/k2pVyKxrYvCocCOBzOt/TKayI9lReMqiXXR+9qppOctKRHTncNXw4P/3kboAKSnMSMTTRN\nOdPpy8nuP5NjjYxMa2ocmU4HM40xU/Sg6DCYLFznSpd3jz33M5Y/HOeZ1y/RcmEwc53VpOeuHU1T\nnicaOdbVjn3lbZtXVZOIhbGZDbMqB59vU8rzVbndhE6rYdAfnfrOJWDK5OR2uz+Uj0DEwjLRNOVM\npy8nu/9cp0JnEmM0FmNgKIjOYEav12Tud7VzPSlF5cCbPTz/RgexxGjn8G2ra7lzeyNW89RrnyY6\n9tjbFEUhlYhi1acor5p9I9b5NqU8X2m1GiocJjz+me35VawmTE4ul+spt9t9j8vlaoVMP0lIn4ZT\n3G73ipxHJ0QJ8PsD+MKJaW2ffrk3wON7WukeHD0P1FCV7hzeVDfx+hRFVdl7vJML7d4pK/BGFs46\nrAacc0hKovRUOs2ca/eSTCk56xaSL5ONnH5/+O+jwP8hnZTU4b9/lOO4hJiWQpY5z2TfpXA0wS8O\ntnNouHMEpDuH376tkR1r66ZsOXPE3c8hdx/JlDphBd7olhVGyqqlO/hCVOU0cRbwBmJUl898k8pi\nMllyesTlcm0EFgGbrnjM5ZxGJcQ0FarMORaP0+8JoDOY0U2xDuvQmT6eef0S8eHOEwCbVlZz1/VN\nOK3Ta5w6WQXeSDcHh80kW1YscJXO9JekQX90XienDwCVwD8AD465Pgn0XvURQuRZIcqc/f4g/nAc\n/RTTeF0D6c7hY9sX6XUadq6r5x3XL53Rc9ZXWukY07WivtJKMpFAS5Iyu3RzEGkjyWk+nHeaMDm5\n3W4/6TVO9+UvHCFmJp9lzqMtiHToJ5nGi8aTvHCog9dP9TC8NhgN6b137BZDphXRTFznqsFmM3Kh\n3UuNw8DmFQ7KHQZs1tIvGRbZU1uR/sLUNVj6a9Gk8asoafkoc1ZUlV8dvsTZywMsrqtiywRVcqqq\n0nJhkGf2XyIwpnN4Q5WVlKJmTlBPtN5pMlqNhm1rqlmzyEyZ3YrFkpsu5KK0Lat3ogEujGkSXKok\nOYmSlo8y5xcOXOSlox3oDWY6PH1orlLG3eeN8MSeVi52+TPXVThMvGtXM6say9/S624mRnacbaiq\nJyCb+y1IY9sXRSNhAoGJZwgWVVs41+Gjb8CD2Thx9w+Hw1nUlZySnISYgKqqDHi8tPWE0BtGRypj\nixHiyRQvH+lkT0v3uM7hN21cxC2bF2PQp0dLU/XUu5pEIoZRN9qM1Ww2EQhI57CFaGz7IqPJxLHW\nIBrN1afuyqx6OgdUfv5aG021Vx+lR8Ihbt+xsqg7SUhyEuIqEokEfYN+tAYzi2qdXB4Ybbo5Mi13\nus3Dk/va8AZHE8bKxWXcu6t5TpVSiXgUk14zaTNWsbCMbV80lWuaTLx5OcClvhirl9XlOLLckeQk\nSl621zoFQ2GG/JHMvktXtgNqbnDwk1+c4czl0UIMp9XA3TubWb989hvzjTRjra52otfLr6aYnTK7\nkUXVVroGwgz4IlSXlWZJufwGiBnLxcLX2R5TUVV+9PRpWi4OYtTrcLent5qYzXkoVVXp7ffgDcbH\nbQg40g4omVJ47Xg3//izFpIpdfg2uOHaBt6+ZQmmSeb3J3vORDyCxaijZhodwoWYjrXNlXQNhDl2\nboDbtjYWOpxZkeQkZiwXC19ne8y9Ld20XBwkFk8Ri6fn5Gez1mlkUW1NXRV6w1uLDs51eHlyb9u4\nzuFL6xzcd+OyWVXfjXQIt5n11NVVzrgZqxCTaaiy0lCVHj119odYXIKd5CU5iRmb7cLXkdHR2G0p\nRkZHsz1mR38Io16XSUzxZGrGa52GfH5eOdrFQFBhRWMM15KyTFy+UJxnXm/jxEVP5v5Ws5537Ghi\n86qpd5i9UjopRbBZDNTXz34KUIjJaDQatrhqeHrfJQ6e7uVdlc0l12tPkpOYsdkufB0ZHY1s6Aej\no6PZHnPs4+LJFBuWV017rZOiKPQNDnHgzBCHzqfXhXT0BwmF4mxeVc3rJ3t54XA78cTw5n/AtjW1\n3LGtCat5Zr86I81Y7RYDZZXSjFXkXqXTzJrmCt5sG+LYual3YS42kpzEjM124etko6PZHvNqj5vO\naCYUDuPxhTGYrPT7xnfjOtvuZd/JnnEl44urbdy3exlLau3TimtEKpVCScZx2ow4q2SkJPJr0zXV\ntPcFebNtiMU1NhqqSmd6r2DJyeVy1QKHgNvcbvfZQsUhZm6iha9TFTWMjHJUIBhO0DEQ5AdPvYnF\npKex1j6rwoqZLsJVVZXBIS/RBBhM6XNFIzvHphQVXzDG5d7RHnZm43Dn8DV1aKfoHD6WNGMVxUCv\n03LjhgaePXCZPS3d3HNDMxZTaYxJChKly+XSA/9EekddMU9MVdQwMso5en4Qrz9G72CYCx0+HFYj\n54bbreSy28PYtUt6w2ii2bSqmotdfk62Dmaq8AA2X1PNXTuacEyzczhAMhFHSwqnzYzDLs1YReFV\nl1u4blUNh9397Gnp5ratSwod0rQUKoX+LfAI8McFev55aezIZc3yKjYsq5hVifd0yroVVWVPSzcH\nT6enxLavrs1M06mqSjCc4PE9rRw43cv2NXXsHj7GjRsXMRCM0d4bIBBJoCgqsUQSO4a3TPvNpLz8\navcF2HO8i4Nn+ojFIqxtrmTHtY3jptY6+4M8vqd13HPXVli4d9cyli+afnJJxKMYdFDlnF3fu0Lu\nSyXmv7XNFfR40pV7J1s9rKgr/jZYeU9OLpfrg0Cf2+1+3uVyfSHfzz+fjR25tPb4CQSisxqJTKes\ne29LN0/ubSMQTndH6PVEWN1UDkAoksQXSl8fjCTo9UTQjDlGOJIkEI6jKCqKoqKq6Wm+zoEgrx3v\nynwwz6S8/Gr3BXhiTyserw+dwcSgX8FgMLN1dS2RWJLn32jnwOneTOdwg17Lu25czuYVleimWdod\nj0cx66Gu0o5xDn3vCrUvlSgNY3vrzda6RXoGvBqOnh3AoFphffabJGdTIUZOHwIUl8t1O+lNDH/i\ncrnudbvdfZM9qKZmeq07CqFYYhsMxTO93EYuzya26RxnMBQnqSiZUUhSUaissLJlbT1P7b1IOJZA\nGd5bL6ko445htRgod5iIJVIoiorJoEOr1RBLpHjtRDcOh5nbdyyd0eu52n3j8RjhaBiDOX0SOKmq\nDIVinOvy87OXzo3rHL7ZVcN7374qsx/OVGLRCFaTjqqKyqy0GJruay2W/2tXI7HljsmowWKZ2wJt\ni0XH1uVGDpyPc7I9jtlRVtTvS96Tk9vtvnnk3y6X62XgY1MlJoD+/kBO45qtmhpH0cRWZTNmSrQN\nei1VNuOsYht7nJHLVx6nymZEr9WiqkkA9Fot1XYjm5ZXEghEeWLMqEqvHR/LsgYnLef6MydmbWY9\noWhy+HyPyumLg2xaXjmtOCaK2ajEQKPBbLISiqaTkEaFE+cHeflwZ+Z+lU4T9+5axqrGckim10p5\nPBOvsYrHIliMWirKHOg0erzeKBCd8P7TNZ3XWkz/164ksc3OdJODxV6JZZq99SbTUGvkfYuN/PtL\nbfzZP+/ni/dvnfGyiGya7PUXumxj5ruuiQmNLaseOec01+NMVNa9a0MDKow75zRyv10bGlBVlYNn\n0t85tq+pG3eMt29rIhCIZo6vqiovH+vK3D6yxmkm5eUjt7V1e3GYYYNrEVqtFp3ewLHzAwwFYvhC\ncQKRdKLS6zTcvGkxN21cNG7EMpGRvneLc9RiKB/7UgkBsH11FQOBFL98o53vP3mKB9+zYUaVqPlS\n0OTkdrtvLeTzzzdjy6rn8m1xOuXZWk16W4ibJigpP9fhIxhO0Fhr54b19eNO7mu144+vqCoajeYt\nH8xTxXFlEcH6ZQ6a60wYhrdPV1UVi9mAxx/LnAMDuGZJGffuWkZV2dRTePFoGIsp933v8rEvlRAj\n3mlWC2IAACAASURBVPu2FXT2B2m5MMhPXzjHb99+TdGtwSv0yEmUoKkqy378zBneGB41jSxk/fA9\nayc83mw/mEeKCFRF4fjZDjz+RnasSx9n0B/lyb1tnG0f0zncZuSenUtZt2zyxbAjfe8sJi219dL3\nTsw/Oq2WT7z7Wv7q347w4pEOKstMvGPH0kKHNY4kJzFjU1WWtfcFx93/ysvZ0tEfIpmIkUgk0Rut\n9PviJJIKrx7v4pVjnWM6h2vYtb6eW7cswWSYePSjqirxaASTLjnrvndSEi5KhdVs4DPv3chf/uth\n/vvlC1TYTVy/rr7QYWVIchIzNlWT1sZa+7jWP40zbPkzlZEEcKG9F38ogcOe7vSgAf7xZy0M+kcL\nFJrrHdy7e/LO4WObsTYvqWNgYPbJVErCRSmpdJr5zHs38lf/dpgfPH2aMpuRNc2VhQ4LkOQkZmGq\nJq0fuHs1kB4xNdbaM5fnaiQp7TvZSUfPEHabDZ3OgEGvIZlU2XuyJ3Nfm1nP3dcvZdM11ROOgK7W\njHWu8+6z7a4uRKEsqbXzB//fBr7xX8f49mMn+PzvbMn6F8rZkOQkZmyqyjK9VjvpOabZ2tvSzXMH\nLjLoDaNoDETjCioa2vtCKEp6Ck8DbF9bxx3bGifsITaSlBxWQ9absS6usXHkbD/xZAqjXleS++iI\nhWfN0go+/M61fO+JU3zzv4/zxfu3THvNX65IchLAzM6VjC1gUFSVPce7OHC6F28wTrndSKXDjMWs\np7HGnklcY4/97ltXAenFuT9+5gyX+4KYDFqW1jtoqnWw49o6/vVZ97iRl06j4UxrDykFzBYL/lAC\n35hFtJBODPftXsaSmqt/60ulUqipOA6rkbLqHDVjVdXJLxcJOTcmrrRjbR1DgRj/9fJ5vvnfx/nj\n928paJNYSU4CmNtOtE/uu4Q3GENRVHo8YbQaDeV2E+c6fJn7jT22w2Fm0/LKTFVfariNUfdgmPOd\nfl5r6cp0Bu/xhEkmE9xz/RLqayq42BcnHIuOWyBn0Gu5+/qlbFtde9X1GvnsEN45EMZuNQCGzOVi\nJOfGSks22hcBRCNhAoGJR/M7Vzvp6q9hz8l+vv0/x/j9u1eiy8IaKIfDOeMZCklOC8hk35Zneq5k\n5FgvHu4gFE2gDo8QVBVUTXrjP67SzBWgrcfPpuWVmSq+kUQTH+6Q0OsZ/SVMxKO0dg6h0a8kqfjw\n+KPjOilYTHrWLatgx9q6cbEdcffT2eenvtzALVsaKcvTthWz3TQx3+TcWGlRlCSKkprzcYwmE8da\ng2g0E/+8a8v11FeYOH3Zz3cfd7N5ZdmcnjMSDnH7jpU4nTM7jiSnBWSyb8sz/VAdOVYomiSRVDIJ\nRqNJn/cx6nXjjjP22M31ThRVxWjQklTUzNSXcbhTQ12lhUs9fhKxCDqDiYpyB488fpLOMR+gep2G\nMrsJk0FHU+34FigHT3ay/80uDHo9PV4TlRV+btyYnxO8pdLpoVSSqEirrK7DmoX2RdN1yxYbv9h/\nmf+/vXuPkqO6Dzz+rep397zfbz0QlMRDQoAQIAEGDBhjsJ1kY59dJzaON4k3G2822ezZ7J747O45\nSTbZxMfJerM5m6xfSZw4cUx42oAxNiBAAgkhAVJJSBpJI2ner55+VnXV/lHdPd2jnp6HZqZrZn6f\nc0DTr6o7PTP9q3vv7/7uqUsxGuoibNuwuGozV0KC0zqylDvR5l5bFfZh2za2bRMMeGedcyo89n27\nevjnH58gbVqE/B7SRob66gA3XNVIT0s112+u4ZtPv8fgRIiMbXPi/EQ++KmqwrUb6rmqs5ah8QRt\nDWFu0pqB6Qrhk3GDUChyWVtXwmqp9LBagqioDL/Xw703d/Hs62d569ggDdUBWsssx1gOEpzWkXJX\nywv9UC08VnXEz707O9mzvX3WYcPCY6uqU6pIURSa6pxSQ9d01fHp+7YwPDpOLGagbWrj9BtniSXN\n/OuCfg+1ET+j0RTXqAofu2Mj4Az9eb0K7Y3V+Hw+NnUkOTMwPdcjvYLLrZYgKiqnKuTj7p0dPL//\nPK8eucQjezbiL7OIfalJcFpHFnq1XG6O6vYb2jhxfjyfUXf7DW3T5YRsm0Mnhth/bIDd2aKvuddZ\nts0L+89yYXiKqbhBJORFURSaa7xcGBhlOGrx5L5eevun6wJGgl56WquYiE1n5/WPxvMVwpuaavB6\np3+VpVcgxNJorQ9zw1WNHDk1wkF9iNuvX7kKEhKc1pGFXi2Xm6N6/Wg/fcMxFFWhbzjm3M4On8Wy\nmwmmzUy+53Pnjg4s2+Ybzxzj3d5RvKoK2ESCXq7tirCxo5rnDw3y2tFLWAWpeNVhH1UhHyG/Nx+c\nzHSStpraWSuEL3WvQNKuxXq2/apGzg1EOdk3gdZTt2LrnyQ4iVnNnKs5P+jsVNs3FOPCjBI/uQ/u\nE33j2Uy96aSI3HH2HbnEO6eGSaadTQZ9HovNLX58wRBfe/w4kwWVw+uqAvh9Kl6PkyQRCHi4eUsN\nw+MJtnS3c/dN3WUDRG4NVeFaKe8iC7hK2rVYz1RV4WathRcP9nH45DD33ty1IueV4CRmNXOOKpEy\n8x/SU9kFsM6aHue5uaG+aCyN5bWpCnnzj4ETpGwbzIyFmU5iejwcv5jkzQ8+yJ+jNuLnkT0biSUM\n9h9zKpub6STtNbV85I4tRcN35Sy0MjpMDzkeOz1S1EMqF6SlJyXWg87mCE21QS4MxYglDCKhK9/9\neS4SnESRwiGszuYI99zYwYXhOF3NEc4PTfeWIiEvkZCP3Eeybdu8lh3qqwr7UBIKkZAvP+cETpCy\nMgaWmcTrDwJKfqt0VVHYu72de2/qxO/zYNk2GSPJ0HiCq3s6uGtn14ICwGIqo+87colXjl7CMK2i\nHlK5IC09KbFeXN1dy/BEktMXJ7nhquVfNyjBSRR59Z2LPPXa2XxtOK27lrGpFEdPDxNPmcSzc0ge\nVaGrOULatIgnM3zvp6fwqCqW7VR7SKUzRONpUukMZwejJJMmlwZHyVgKqjdUdM6g30NzXZDGmgBe\nr4qRShDwKdTXVpMwvYva5K9UZfSZgRfbzgfePdvbZ021n5lgURikC5+3WEXtagqDonChRK/Msmzp\nsYmKccqCDTAwluCGFTifBCdR5MDxQaJxZ+4nnjQ5cHwQ24aMVVwjLmM5H+weVcEwLacEkW2iwHRC\ng2Vz6uIkvRdHMQwT1RcAij9MFSCVztA/EueFA6dRMike2nM1r707wE/euQQsrndSqjJ64dzRoRND\ngDMsmTt+V3OEM/2T+WPkhiNnJli88s7FotJMV5qqPle7cud+8c1z0mNbp5aqfFE5wWBo5p/nZaqC\nHobG48Rj899lOxFf3MWbBCcxKzv7P7tE8dLc73DatFBwnpO/is+XMnKG5iyPH9VXnOHj9Sj4vSqJ\ndIaMkcbOZPB5w0TTHjweT8lezEKy5kpVRi88Zi5pI1cDr28oxqfu20J1dbBozqmUpU5Vn6tdOb0F\ngXPmY2JtW6ryRbNJJmLs3tZEdXVN2ee9d3aKY+cm2bW1pezGnTPNddxSJDiJIrdua2VgNEHazODL\ndoGS6cxl1bUVRSES9FFf7WdgLIHPUjFMC59XJZEyMYw02DYeX7Co4KMCBPwegj4PmYxBJp1A9fjw\n+4OEAn46m8K88s7Fy9ZBdTVHrjhrrnDuKJdJWPiYqijcv3sDN24uv9naUqeqz9WunI1tNbyT7VnN\nfEysbctdvigei1JdXTNn/buG2jAwie0JUVMTKvvcKyXBSRTZu70dBfLzMrZlceD4IGPRFE6McQJN\nXZWf3dtauWN7O68f7ef84BSJlInfp3BpaJzTlyBdcKHnURXqq/1Uh3001QYYHJnE7w9xw5ZWxqJJ\nFEXh1q0toCj5AATOKvVcUsV3X/ygqK0L7TkU9nhKzTlVSlG7Ssw55dy3q4doNCmLi0XF5C6eCosv\nLxcJTqJIqV7B3TvLr2vIPX9sfJIXD13izEC6KDDdojXz4O4egj6VN9/r453To+AJks6A1l1XdL6/\n+9HJ/NdVYR+dTVWLLk47n+/NDebbLlV1Z/vF+jE9cr/8+5RJcBJXXAEhnkzy3Rd0Dp6ayGfzAbQ3\nhnl0zya6WyLOzrPBAHHTQ8JQSaSS+L2eyzLfygUgKUskRGUpBZmjy02Ck7gsfdy2be66sXPO11mW\nxflLI3zzuVOcHZxO2/Z6FB68tYfbrmsjYyQIeTPUZbdDTyRNJqbS2LaTbp4oCGZQPgC5tecjxHqR\nu2hdiQ2eJTiJovTxVDrDgeODcwan8YkoL79ziecP9Rf1lgBqIn52aQ34SNHWUl+0TikU8FJb5Xfm\np7yey7aBlgAkhHsF/M7fcjJtzvHMKyfBaY1azILNjGVjA2PRFFZhaniBRCLJsd5hnnxjeiv14vNm\nGB+f4OT5ce7btemyx7tbqugdiOaDUnfLymwCKIS4clVB5+82V9llOUlwWqMWsmDz1m2tnO2PYqYz\nKEDasNh35FLR89PpNBeHJnjh0AD73x/ML7T1ehSu6arjRN8YqUQCRVWpq69lcKL0ldWe7e3zWktU\nylJUB5cK40IsXnO9kz5eWH1luUhwWqNmLticWax09/WtfPvZ4xw/N47Pq+D1qHhUC79XxbIsnth3\nhv3HBrjlmia2doc59ME4z715seiKKeBT2dJZyyfu7OJbT0/ST5iAz0NVyEs8afB3Pzp5WQCY71qi\nUpaiOvh6rTAuQVkshZ4WZ63V2f75V4hYLAlOa9TMBZszi5W+cuQiZy5FsbJDeYriBI5kOkM85ZQh\nGhubpPfCKFWRMIPj06VT/F6VjGWRThu8c+IC/cOThMNBaiMZJ6nC52ThKYqypAGg3DbzK3mM1Wi9\nBuW1YrnLFyUTcaLRuZdmeLFpqPbzXu8Io2Nj+S1tFqq6uqZocX7pc4k1aeaCzZkp2wOjieK1Cjb4\nfCqWZWMkE6jYKN4gcUMhng1MHlXhzu3tHD87xsWhMSwbfP4wY7EMqJns9hk+0oaFok7/4pUKAIu5\nkr/SdU5LdYzVaL0G5bViucsX+QMBDp+ZQlHm/r1orPExeiHN9185S0fjwjceTMRj3L97y5zVKCQ4\nrVEzF2zOLFba2hDizCUzH6AUBfxqBsvOYPuDGFa2tl7W5o4aHt27iYaIh/GJCQbG/Hhwrpq8HjVb\nE86pB9fdUkXf8PQveakAsJgr+aVY57Re10qt16C8Vix3+aKF0Db4OHkhxumBJFt6mpftPBKc1omZ\nH8qFc04qBu2NITweH/3jaaZGpic7g34Pj+7dxPbNDVhmivpqP//mX+zij/72EGcHpvB7VRpqAvS0\nVBMKekkkTYJ+D11NEUJBL93NVSUDwGKu5JcizXy9pqqv16Asll5DTZC2xjD9I3FGJpI01i7Ptu0S\nnNYJVVHYs709P5TGuwN85oEtjE/GSBrwxrERXjp0ASNjZZ8Pt1/Xxn23dOFRMgRUk4ZWZyGtZdvs\n3d6B/9gAALdubWHvjo6i3pBt23Q3V9E3FGPfkUuXDdvJlfzKWq9BWSyP6zY20D8S5/3e0WX7vZLg\ntI7kgkfGNDly8gIj4+00NdTw5KtnGJ5I5p/X01rFx/duoq0hjGUkaaytIhgMAM5c0TeeOcaR0yP4\nvR5n11tFuWw781jC5MjpERpqgiWH7XJbuuf2W7r9hrYVeheEEFeqoylMXZWf3v4oO68xqFqGbdsl\nOK0j5waiJBMxbBSSaQ/PH+wnmZ6uAB4OePnI7h5u0pqxzDQeUpzsT/Lyu6N0NUe4/YY2vvXscQ4c\nH3R2u1WdCdpcUCrsDeVKIeXMHLZ7Pbulu6Iq9A3HeP1ov1zZC7FKKIrCdZsa2He0n2O9Y+za1rLk\n55DgtA7Yts3YxCQRv4XqDTIeTZFIF6/wDge83HNTJzdrzZjpJE11Ed46McpLhy8CTtLCifPjHDk9\ngmXZ+cKPaTOTH5IrnNeIJ42ySRFzzTnJuhwh3G1jew1vnxjmZN84O7Y04l/A5oPzIcFpDcsFpXjS\nxOML0tZST/zoCIl0cUpq0O+hrjrA8NgUXtK0tTlzSzMDxvnBKfxeD0nFBFVBVRW2b27MB6XCeY1S\nwaXQXHNOsi5HCHfzqApXd9fyzgcjXBiOsal94bvdlrPiwUnTNC/wdWAj4Ad+T9f1p1a6HWuZbdsM\nj47T1z+G1x8iZcFzL5/mLX16Ua6iQNDnwTAzBH0ezHSCze3NNDfW55+TCyBTcYO0maG1PoSNBwiQ\nNjNs39zIYw9vK9mjmWsCfq7sMVmXI4T7dbVUOcFpaA0EJ+AzwLCu67+oaVo9cBiQ4LQELMtifDJK\nLGHQ0taExx/iLX2IH+4/RyI1Xetux5ZGOhojjE+lOD8wQSqR4KquVu7ZtbHoeHu2t+eH8nweldFo\nioDXg9+n0lIf5OruuoW30bZ5Yf/ZfG29T923pWRwm61nJfX1hHCPhuoAqqIwGUsv+bErEZz+AfjH\n7NcqsPzlbdeI2YbKfnroHB+cH6G5LsSu67vx+L08+fJpXjhwFjMzvZQ24PNwVWcNKqCfH2dsfJKp\nhEEGH0PvD7L/2CAeFXw+D631IZLpDKOTabweBdtjE4ubxFWTtJHh0kicY2fHefzlU3zizs35XtJs\nH/q5tu8/NsDwRJKg31N2uK5UNl9hpqBl2SgKnDg/PmvvbbYgVGrIMJdmPzyVZnQsTijgpbulSgKX\nEGUoioLfpy7Ltu0rHpx0XY8DaJpWjROk/stKt2G1mvmhapoGsViCV98bxOsLcHbYwFYHeb93lFMX\nJy97fdrIcObiJMm0iZlOoHj8qJ7pFFDLBisDRibDmUvT5Y5SBsRTzlBdxrIp3ARzImbwvZ+cyn+A\nzzZPlGv76GSStGGRCfmoCvtmHa4rlc0HcOT0CPGkiWXZqKrCkdMjl1VQn+39yrWn1JBh7rmJlMl4\nNEV12M/JCxNF34MQlbLctfVmCgZDMI9rMjNjkTIyhAIq8dj8isEm4vMboq9IQoSmad3A94Gv6br+\n3fm8prnZHaU7Slmpto3E0vi8KpmMiZFK0Ts4wdBEhrih4LMMFEXhuTfPkTZKX8UoCqTSKTKGgS8Q\nxmZhO1oqClglDm1kLEay3Xqfd7oQ5EgsnX9vcm0PBbykjTSmZeHzqmzb3Fjy/cs9v/A2OJsVxpNm\n/g8nFPAWnWeuYzQ3V7NtcyNnCqq2b9vcSG//JD6vyvhUBkVR8u2b7diV4qa2zCRtWz4Bv0IotLTZ\ncLNJxOPcc/NGamvL174DOHpqFPu1fm6/vo1P3HPVvM9RU+PCwq+aprUCzwG/puv6S/N93dDQ8pdo\nX4zm5uoVa1ttQCEajWKj4vUFiMWhfyhGMmkQm1ELT1GKA49t25hGklAwgKKGc3cy39gU8nsIBXwk\n0yaxGTvf+jwqjRE/QFH3vjHiz783jRE/hmnlNxlsqg2ye1sr2zfVl3z/cs8vvA1OMAr6PSTSGYJ+\nD0G/p+g8cx1jaCjK9k31RUVxc7cN0yLg85BImnhVZ6hitmNXwkr+ri2UtG1x5hs0Q1UNhFaotp6N\nH8NQSafLVxy3bZvHXz4HwPbNzXM+v9DwsDMyU+77r0TP6XeAOuB3NU37Ms5n6kO6rqcq0JZVwTAM\nxiam2NxRxZ4dG+kfjdPWEKZveArTsikc7vWoCnfuaCeeNDl6ahgzY+NVLVpqfHS0thIO+UkkDcai\nKcZjaSwrw0TMwMxYgIKCXTTnNBlzpgQbagKoqsrHbu/hZN8Eh08NY5o2jbUBHtjVU5RtVyoDrzA7\nb9vmRrZvqi87l1Mum+/80BSJpFk0L7SQY5TKJMw9VmrOSQhxuTfeG+DE+XF2Xt3ENYtIjppLJeac\nfgP4jZU+72qUyWQYHZ8kadj4/EECAbhlawjbtjl2doyjp0aLsvBa6kN85oFr6L0U5fTFQeprQpjp\nBPfevIlQMFj0IT09H+MhGPBz787OknMrpZIK7t7ZVbK9VpkxwsKAMJ8r2dlS0Rcy/7OQenK557r5\nKlsItzhxfpxv/OA4AZ+HT927ZVnOIYtwXSidTjM+OUXKBJ8/iM8//djoZJKnXutFPzedZu33qtx4\ndROP7NmIoig88eoZhifiGMkE/mCInx4ZzK/eziUGzHcd0UI+4GXhrBBr35lLk/zZ945g2za/9skb\naKkPL8t5JDi5SCKRZGIqjpG5PCiZGYuX37nIT96+kE8PVxW444Z27rupi4DfCT5vHR9kYHiCWDyN\n4glgJC0SqTj11QGqws4Bc72gwnVEnU3hom3cF5NCLQtnhVjbDupD/OVT72GYFl/42LVcv7lx2c4l\nwckFpmIxJmNJLNuD1xdkZomqk33jPLWvt6hy+Ia26nzl8BzbtunrH6a2OkTCUMlkc74tG8ajaSLZ\nysHxpMH5oSlnz6Xs3IrN7Gng8120KttgCLE2WbbNs6+f5fGXT+P3efj1n93OjVc3Les5JThV0GR0\nimgsBaoPjzfEzFyXiViaZ18/y9HTI/n7IkEvD922gZ1XNxWlYppGmoDX5trN7QxMXkRRivNLbGyq\nQj7qqwJFBVlzc03feeFEvkyR3+vh/OD0OqfccN1U3OCN9/tnXfgqG9oJsfaMRVP81dPvc+zsGPXV\nAb70s9vZ0Lb8mYMSnFaYbduMT0wSS5ooHj8ef+iy52Qsm9ff7edHB8/n1ywpwK5tLTywq4dwsPjH\nZqQS1NeEqIqEqa+v5WTfBCMTSaYS08U3QgEvnU1Vl50rN/SWSJlE485aolQ6U5Ro0TcUYypu5B+f\nbeGrbGgnxNph2zYH9SG+/ZzOVMLgxi1NPPbRrVSH/XO/eAlIcFohlmUxPhElljTw+kN4/aU35zrb\nH+WJV8/QPzq9VXpnU4SP791EV8t0cLFsmzePDXBY7yMYDHH7dR3s3RHKV1ZobQiTHpjEzDiVFADO\nD0UxTYuB7LFVBcJBL6+8c5FgwEt12J/vOYUKAmBXc4Q33u/Htp3qEIZpsf/YwLzmpeaqTr7UpG6e\nEFdufCrNt144ytsnh/F5VT7zwDXcs7NzzoWzS0mC0zKzLIvR8QniqQw+fwhfoHRQmkoYPLf/HAdP\nTFcOD/o93L+rm93bWlFVZ3v0g8cHOXJ6hLGJKaKxJKgBFCXG8MRZUBQOHBtgdDJJKOAlEvQRTRjY\nNsRTJuf6o6QMC7tg8e3ASJwfv32BrqYIVWEf4LSvu3k6EOYKwB48MYRlWliWzcBoYtayQYVKZfD9\nzIeXtnrxXOeT3pxY7cbHRpmaurIEo0g4jKKWDy62bXP87BhPvdFPyrDY2lPHZz+yldaG5cnIK0eC\n0zLJrVFKpDP4A2H8gdLPc3pAgzz/5jkSqel9lnZe3cRHdvcUdaEP6UO8dOgCE5OTZPDg8fpRbfAo\nzqZ/B44NMDCaIJXOOPXrLAvbzlaOsHECE4CiONV/bBsj4wwbhgJe7t3ZWbKHoyoKjz28jbGpVH5P\np3J18QqtdAafZAyKtaguYJG8gl5LMpXguu4GGhoaZn1O/2iC7/7kLGf6k4QDXj730DXcub19RXtL\nhSQ4LbH8wtm0hS8QmjUoAVwYmuKJV88UfYC21Id4dM8mNndc3ru4MDRJIjGF1x9EtZ2elG3bgJLf\nEj0Scn6kpmVhmgqGaZGxnJ6SonBZjaPc67pbqsr2MFRFYfe21qLSReWy8XLDaxeGp5iKG0RCXhRF\nWfYMPskYFGtRdW09Yf/iqzAkEzGqq2uoqbm8Xp5hWjzzei/PvH6WjGWza2sL//LDV1NbVebDawVI\ncFoiuYWzScPGHwjhK/NzTaRMXnjzPPuPDeTr3/m8Kvfd3MWeG9rwqJfXqDLTSXqag3xwoYZoPI1H\ngaDXQ03ET311gFu3tmDbNk+/fo60mSEU8HLdhnr08xOkzQyWZdPTWkVDdZCxaAobqK/yEw756G6e\nX5mehWTjFQ6vAVSFfOze1rrsc06SMSjE/J3sG+ebPzjOpRFnLeQvPKAte4r4fElwukLJZIr+odH8\nwtlyPSXbtjn8wTDPvnGOWEEm3XUbG3j4jg3UlbhSsW0by0zS3FDNg631RMIRDhwfBODWba3sLZjw\nf/mdi0Wvvbq7Dq2nfsmSAxaSjVfYG6wK++hsKt8zWyqSMSjE3BIpk+/95BQvvX0BBbjvpi5+5u7N\n+cLMbuCelqwyiUSS8WiMmFEDnssXzs40MBrnyX1nOHNpum5bQ02AR/dsmrVoYm7tUlNLQ37c964b\nO7nrxk7g8sy0vsEpqsI+bNtLImXy1Gu9tDWEuXVry4pnrcnwmhDu9F7vKN989hgjkyk6myJ89qGt\nbOmce3uMlSbBaYFi8TgTU4lsNYcQPp+fcpv5powMLx3q49Uj/fnCqF6Pwl07Orj7xs6i/YYKFa5d\nms3MzLSuJicAxBImE7EUtg1TcYOB0QTKCvco1vLwmqSri9Uomc7w7R8e5yeHL6IqCo/csZFH9mzE\n65n/VhcrSYLTPE1Gp4jGU6CUruYwk23bvNc7xjOv9TKR3SgP4JruWh7Zs4nGmmDJ11mWBZkU7c21\neL3lfzwzM9FCQSfj7sWDfcRTJplsJl7azKx41tpaHl6TdHWx2gyMJXn+oM74lEFXc4RfevjaFany\ncCUkOJVh2zaT0SiTMQPV68fju7yaQykjk0me2tfLifPTw1q1ET8P37GR6zbWz5qaaZppwn6Fhqb5\nFVOcOXTW3Tw9r/PMG2cZjzoljPxez6zDatILWDhJVxerhWFaHNQHOXF+AlXB9b2lQhKcSrBtm4nJ\nSaYSJqo3gC8wv6BkmE7l8J8eLqwcrrB3exv33NRFoMzElJlO0FgbIRQq3aMqZbahsz3b26mqCvLi\nm2cB8nNOpUgvYOFkPk2sBmPRFC8fvshELE1txMfnHtjIDq270s2aNwlOBWzbZmxikliifImhUk6c\nH+fJfWcYnZwuuLqxvZqP79lEa0MYy7Z56/hgfhfbm7RmVEUhY5p4FIOOlnpUVZ21JzPb/aUC/tWG\njwAAEMhJREFUiaooPHDbBnZeNfuCO3B6TfuzFSX8Xg+RkHfBvYD12PNay/NpYm34oG+C/e8PkLFs\ntm2o59qeMF1NK1/l4UpIcKKw7p2J1x+ctcRQKWOTSb7zwgnePTOavy8S8vHR3T3cWFA5/JA+xBvv\nDwDQ2+9k7N24uYaasJ+amulhvNl6MsvRw9l35FK+okQq7VSnWGgvYD32vNbyfJpY3SzL5i19kONn\nx/F7Ve7c0U5PazXJxOobel7XwWlmiaGFBKWMZfHa0X5+fOgCKcP5YFeA3de2cv+u7svWCxQWcnX2\nXRrh/ls6CPiLK/zONp+xHPMcfUOxbD09J2mitSG04F6AzL8Isfw2dNQRiyXLPieZtnjy0BBnB5M0\nVfv45O3N1EV8QBI7pFJd7e4EiJnWZXAyDMOp5jCPEkOlnLk0yROvnmFwLJG/r6vZqRze2Xz5thQA\nbQ1hevujWBkT2zK4dnP3ZYEpd5xS8xnLMc+RO2au4Ovuba0LHpKT+Rchll9PV2fZxyfjab7y3cOc\nG0yy/apGfuXR61y1oHYxVnfrFyiZSjERjZEywe8Pli0xVEo0nuaH+8/x9snh/H3hoJf7b+lm19aW\n/NYUpdykNWMaScaiabZ0N83aQymX5FDq/iuxFMeU+RchKmssmuKP//5tLo3EuWtHO7/44Nayn0Wr\nxboITolEkompOKal4PUFKdFhKcuybA4cG+D5N8+TTE9XDr/pmiY+/eA2zNTsi3Cd11vYmRQP33EV\nPl/5ocNySQ5LPc+xFMeU+RchKmcqYfAn3z3MpZE4D+zq5lP3bqlYFfGltqaD01QsxmQsma3mEMQ7\nR4mhUvoGncrhFwq2Nm9rCPPo3o1sbKuhJuJntExwMowUkYA677VLQggxHykjw5997wgXh2N8+Jau\nNRWYYI0Gp4VWcyglkTJ57sA53jw2mN9lwu9T+fDN3dx+fWvJyuGFbNsmYyRprqsiGKxs6XkhxNpi\n2zZ//ZzOBxcmuO3aVj5939VrKjDBGgpOTjWHKaLxNIpn/tUcSh3n0Ikhfrj/XNHeRTdsbuCjt2+k\nNjL3mGCuYGtba8Oa+4URQlTeq0cu8dq7/Wxqr+axj25bk2sLV31wsm2b8YlJYkmnmoPXv7igBE66\n9xOvnuFs/3Tl8MbaII/u2cjVXfPb6MtIxamvCZct2CqEEIs1OpnkOz8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot(x='total_bill',y='tip',data=tips,kind='reg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## pairplot\n", "\n", "pairplot will plot pairwise relationships across an entire dataframe (for the numerical columns) and supports a color hue argument (for categorical columns). " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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grnDA6bCjwuVAvd+F0al5TEUWcPzkEIDkCMbRa3bg+qtb4HTYcf3VzZiKLKDS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\n9cc70toMpnz4J9tkSl1uo22YjJOZQ7Z1Jj2QZd0btfWT7fajzG2duq0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(tips)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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319rP2InzZK/V3y39ev2PRIcpX1ubSO/c+1BbdQ+l7xBaXsv7NeTGSZbbG14M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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(tips,hue='sex',palette='coolwarm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## rugplot\n", "\n", "rugplots are actually a very simple concept, they just draw a dash mark for every point on a univariate distribution. They are the building block of a KDE plot:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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hKUn6eoa7JBVkuEtSQYa7JBVkuEtSQYa7JBVkuEtSQYa7JBX0/0QmDj6TEurVAAAAAElF\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.rugplot(tips['total_bill'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## kdeplot\n", "\n", "kdeplots are [Kernel Density Estimation plots](http://en.wikipedia.org/wiki/Kernel_density_estimation#Practical_estimation_of_the_bandwidth). These KDE plots replace every single observation with a Gaussian (Normal) distribution centered around that value. For example:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 1)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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M+F2VumFjjZtwH2y8rxoi5PeUu7RVApa3663Wh40pv+h6gjF4YXyn8cRriKoq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\nIz+iIooiq6uXsVgsHB7umf2yp+8VDM4RjydNibpOp83u7jb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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Don't worry about understanding this code!\n", "# It's just for the diagram below\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from scipy import stats\n", "\n", "#Create dataset\n", "dataset = np.random.randn(25)\n", "\n", "# Create another rugplot\n", "sns.rugplot(dataset);\n", "\n", "# Set up the x-axis for the plot\n", "x_min = dataset.min() - 2\n", "x_max = dataset.max() + 2\n", "\n", "# 100 equally spaced points from x_min to x_max\n", "x_axis = np.linspace(x_min,x_max,100)\n", "\n", "# Set up the bandwidth, for info on this:\n", "url = 'http://en.wikipedia.org/wiki/Kernel_density_estimation#Practical_estimation_of_the_bandwidth'\n", "\n", "bandwidth = ((4*dataset.std()**5)/(3*len(dataset)))**.2\n", "\n", "\n", "# Create an empty kernel list\n", "kernel_list = []\n", "\n", "# Plot each basis function\n", "for data_point in dataset:\n", " \n", " # Create a kernel for each point and append to list\n", " kernel = stats.norm(data_point,bandwidth).pdf(x_axis)\n", " kernel_list.append(kernel)\n", " \n", " #Scale for plotting\n", " kernel = kernel / kernel.max()\n", " kernel = kernel * .4\n", " plt.plot(x_axis,kernel,color = 'grey',alpha=0.5)\n", "\n", "plt.ylim(0,1)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# To get the kde plot we can sum these basis functions.\n", "\n", "# Plot the sum of the basis function\n", "sum_of_kde = np.sum(kernel_list,axis=0)\n", "\n", "# Plot figure\n", "fig = plt.plot(x_axis,sum_of_kde,color='indianred')\n", "\n", "# Add the initial rugplot\n", "sns.rugplot(dataset,c = 'indianred')\n", "\n", "# Get rid of y-tick marks\n", "plt.yticks([])\n", "\n", "# Set title\n", "plt.suptitle(\"Sum of the Basis Functions\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So with our tips dataset:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(tips['total_bill'])\n", "sns.rugplot(tips['total_bill'])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/marci/anaconda/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2miPLZQhhBxL6Sehsa+QkrszcSVqGYXDblgWYwG9eP211OUIkTEI/CZ1u7ccw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\nhwCn1voa4H8DX7e4nriUUv8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.kdeplot(tips['tip'])\n", "sns.rugplot(tips['tip'])" ] }, { "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 }