{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sebastian Raschka \n", "\n", "CPython 3.6.1\n", "IPython 6.0.0\n", "\n", "numpy 1.12.1\n", "matplotlib 2.0.2\n", "seaborn 0.7.1\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -a 'Sebastian Raschka' -v -p numpy,matplotlib,seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory Data Analysis" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn.apionly as sns\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histogram" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEKCAYAAAAIO8L1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read dataset\n", "df = pd.read_csv('../datasets/winequality/winequality-red.csv',\n", " sep=';')\n", "\n", "# create histogram\n", "bin_edges = np.arange(0, df['residual sugar'].max() + 1, 1)\n", "fig = plt.hist(df['residual sugar'], bins=bin_edges)\n", "\n", "# add plot labels\n", "plt.xlabel('count')\n", "plt.ylabel('residual sugar')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatterplot" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEKCAYAAAAfGVI8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJLIlvNt0BAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create scatterplot\n", "fig = plt.scatter(df['pH'], df['residual sugar'])\n", "\n", "# add plot labels\n", "plt.xlabel('pH')\n", "plt.ylabel('residual sugar')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatterplot Matrix" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['fixed acidity', 'volatile acidity', 'citric acid', 'residual sugar',\n", " 'chlorides', 'free sulfur dioxide', 'total sulfur dioxide', 'density',\n", " 'pH', 'sulphates', 'alcohol', 'quality'],\n", " dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvwAAALICAYAAAADsyQ0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create scatterplot matrix\n", "fig = sns.pairplot(data=df[['alcohol', 'pH', 'residual sugar', 'quality']], \n", " hue='quality')\n", "\n", "# add plot labels\n", "plt.xlabel('pH')\n", "plt.ylabel('residual sugar')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bee Swarm Plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- useful for small datasets but can be slow on large datasets" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEKCAYAAAAfGVI8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLfEyHv6+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# create bee swarm plot\n", "sns.swarmplot(x='quality', y='residual sugar', \n", " data=df[df['quality'] < 6])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Empirical Cumulative Distribution Function Plots" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "92.18 percent have 4 or less units residual sugar\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiISUimIiEhIpSAiIiGVgoiIhP4HN3YwK3wPkngAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# sort and normalize data\n", "x = np.sort(df['residual sugar'])\n", "y = np.arange(1, x.shape[0] + 1) / x.shape[0]\n", "\n", "# create ecd fplot\n", "plt.plot(x, y, marker='o', linestyle='')\n", "\n", "\n", "# add plot labels\n", "plt.ylabel('ECDF')\n", "plt.xlabel('residual sugar')\n", "\n", "percent_four_or_less = y[x <= 4].max()\n", "print('%.2f percent have 4 or less units residual sugar' % \n", " (percent_four_or_less*100))\n", "\n", "eightieth_percentile = x[y <= 0.8].max()\n", "\n", "plt.axhline(0.8, color='black', linestyle='--')\n", "plt.axvline(eightieth_percentile, color='black', label='80th percentile')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Boxplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Distribution of data in terms of median and percentiles (median is the 50th percentile)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 9.5, 10.2, 11.1])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "percentiles = np.percentile(df['alcohol'], q=[25, 50, 75])\n", "percentiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "manual approach:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAADxCAYAAADGO7BSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nR2XG8jD6XzkAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for p in percentiles:\n", " plt.axhline(p, color='black', linestyle='-')\n", "plt.scatter(np.zeros(df.shape[0]) + 0.5, df['alcohol'])\n", "\n", "iqr = percentiles[-1] - percentiles[0]\n", "upper_whisker = min(df['alcohol'].max(), percentiles[-1] + iqr * 1.5)\n", "lower_whisker = max(df['alcohol'].min(), percentiles[0] - iqr * 1.5)\n", "plt.axhline(upper_whisker, color='black', linestyle='--')\n", "plt.axhline(lower_whisker, color='black', linestyle='--')\n", "\n", "plt.ylim([8, 16])\n", "plt.ylabel('alcohol')\n", "fig = plt.gca()\n", "fig.axes.get_xaxis().set_ticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "using matplotlib.pyplot.boxplot:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAADxCAYAAADGO7BSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAADqlJREFUeJzt3X9sXtddx/HPZ4lg1GYjWZ+VjMY4/bHUwuqK9hSVkKKF\nZlNUbeuadRsWFYUZLBCEMgETYGktQpFGt6l/GAlkKV6KKNa2pB1jTFvaqVrkNLQ4U9a6uKyt4iRu\nt9ld0hanBFb65Q8/jlzPP67tnHttn/dLuspzz3Ovzzd/OJ/ce+451xEhAEC+3lR1AQCAahEEAJA5\nggAAMkcQAEDmCAIAyBxBAACZSxYEtvtsj9kemtG+x/bTtp+yfU+q/gEAxaS8Itgvadf0Bts7JN0i\n6V0R8QuSPpuwfwBAAcmCICIOSzozo/n3JX06Iv6nccxYqv4BAMWsL7m/d0q60fZeSecl/WlE/Pts\nB9ruktQlSU1NTe++5ppryqsSANaAY8eOvRgRtYWOKzsI1kvaKOkGSddL+qLtK2KWdS4ioldSryTV\n6/UYHBwstVAAWO1snyxyXNlPDY1KeiAmPS7pdUmXllwDAGCasoPgy5J2SJLtd0r6CUkvllwDAGCa\nZLeGbPdLeo+kS22PSrpLUp+kvsYjpf8r6Y7ZbgsBAMqTLAgiomOOr25P1ScAYPGYWQwAmSMIACBz\nBAEAZI4gAIDMEQQAkDmCAAAyRxAAQOYIAgDIHEEAAJkjCAAgcwQBAGSOIACAzBEEAJA5ggAAMkcQ\nAEDmCAIAyBxBAACZIwgAIHPJgsB2n+2xxvuJp9rutv287eON7eZU/QMAikl5RbBf0q5Z2u+NiOsa\n29cS9g8AKCBZEETEYUlnUv18AMDFUcUYwR7bTzRuHW2ooH9g2fr7+9Xe3q5169apvb1d/f39VZcE\nLFnZQfB3kq6QdJ2k70n63FwH2u6yPWh7cHx8vKz6gAX19/eru7tbPT09On/+vHp6etTd3U0YYNVy\nRKT74XarpK9GRPtivpupXq/H4ODgxS4PWJL29nb19PRox44dF9oeeeQR7dmzR0NDQ/OcCZTL9rGI\nqC90XKlXBLY3Tdu9VRK/NVh1hoeHtX379je0bd++XcPDwxVVBCxPysdH+yUdlbTV9qjtTkn32H7S\n9hOSdkj6RKr+gVTa2to0MDDwhraBgQG1tbVVVBGwPOtT/eCI6JileV+q/oCydHd3q7OzU/v27dP2\n7ds1MDCgzs5O7d27t+rSgCVJFgTAWtXRMfl/nD179mh4eFhtbW3au3fvhXZgtUk6WHyxMFgMAIu3\nIgeLAQArD0EAAJkjCAAgcwQBAGSOIACAzBEEAJA5ggAAMkcQAEDmCAIAyBxBAACZIwgAIHMEAQBk\njiAAgMwRBACQOYIAADJHEABA5ggCAMhcypfX99kesz00y3d/YjtsX5qqfyCl5uZm2b6wNTc3V10S\nsGQprwj2S9o1s9H2Zknvk3QqYd9AMs3NzTp37pxaW1v17LPPqrW1VefOnSMMsGolC4KIOCzpzCxf\n3Svpk5JW/suSgVlMhcCJEyd05ZVX6sSJExfCAFiNSh0jsH2LpOcj4jsFju2yPWh7cHx8vITqgOIe\nfvjhefeB1aS0ILB9iaS/lPSpIsdHRG9E1COiXqvV0hYHLNLOnTvn3QdWkzKvCK6UtEXSd2yPSLpc\n0rdt/2yJNQDL1tTUpJGREW3ZskXPPfectmzZopGRETU1NVVdGrAk68vqKCKelPT2qf1GGNQj4sWy\nagAuhomJCTU3N2tkZERXXXWVpMlwmJiYqLgyYGlSPj7aL+mopK22R213puoLKNvExIQi4sJGCGA1\nS3ZFEBEdC3zfmqpvAEBxzCwGgMwRBACQOYIAWIKWlpY3LDHR0tJSdUnAkhEEwCK1tLTo9OnT2rZt\nm1544QVt27ZNp0+fJgywahEEwCJNhcCRI0e0adMmHTly5EIYAKsRQQAswYEDB+bdB1YTggBYgttu\nu23efWA1KW1mMbAa2C503KOPPjrrsUXPj2DxXawcXBEA00yfLTzftnnz5ject3nz5sLnEgJYabgi\nAJbg1KnJ9yrZ5h92rHpcEQBA5ggCAMgcQQAAmSMIACBzBAEAZI4gAIDMEQQAkDmCAAAyl/KdxX22\nx2wPTWv7a9tP2D5u+5Dtd6TqHwBQTMorgv2Sds1o+0xEXBsR10n6qqRPJewfAFBAsiCIiMOSzsxo\ne2XabpMk5uYDQMVKX2vI9l5JvynpZUk75jmuS1KXJN78BAAJlT5YHBHdEbFZ0v2S/nCe43ojoh4R\n9VqtVl6BAJCZKp8aul/ShyvsHwCgkoPA9tXTdm+R9HSZ/QMAflyyMQLb/ZLeI+lS26OS7pJ0s+2t\nkl6XdFLS76XqHwBQTLIgiIiOWZr3peoPALA0zCwGgMwRBACQOYIAADJHEABA5ggCAMgcQQAAmSMI\nACBz884jsP2kZl8h1JIiIq5NUhUAoDQLTSh7fylVAAAqM28QRMTJqc+2L5N0fWP38YgYS1kYAKAc\nhcYIbH9U0uOSPiLpo5Ies31bysIAAOUoutZQt6Trp64CbNckPSzpQKrCAADlKPrU0Jtm3Ar64SLO\nBQCsYEWvCL5u+xuS+hv7H5P0tTQlAQDKVCgIIuLPbH9Y0q80mnoj4sF0ZQEAylL4fQQRcVDSwYS1\nAAAqUPSpod22n7H9su1XbP+X7VdSFwcASK/oFcE9kj4QEcMpiwEAlK/okz8/WGwI2O6zPWZ7aFrb\nZ2w/bfsJ2w/a/plFVQsAuOjmDYLGLaHdkgZtf8F2x1Rbo30++yXtmtH2kKT2xhpF35X0F0stHABw\ncSx0a+gD0z6/Kul90/ZD0gNznRgRh223zmg7NG333yQxOxkAKrbQWkO/nbDvj0v6wlxf2u6S1CVJ\nLS0tCcsAgLwVfWro8sY9/bHGdtD25Uvt1Ha3pNck3T/XMRHRGxH1iKjXarWldgUAWEDRweLPS/qK\npHc0tn9ptC2a7d/S5PLWvxERs73rAABQoqJBUIuIz0fEa41tv6RF/zfd9i5Jn5T0wYh4dbHnAwAu\nvqJB8EPbt9te19hu1+TCc3Oy3S/pqKSttkdtd0r6W0k/Lekh28dt//2yqgcALFvRCWUfl9Qj6V5N\nPi30qKR5B5IjomOW5n2Lqg4AkFzRRedOSvpg4loAABUo+tTQfdNnAdveYLsvXVkAgLIUHSO4NiJe\nmtqJiLOSfjFNSQCAMhV+Q5ntDVM7tjdqEUtYAwBWrqL/mH9O0lHbX5JkTS4NsTdZVQCA0hQdLP4H\n24OSfq3RtDsi/iNdWQCAsswbBI1bQFO+L+mfpn8XEWdSFQYAKMdCVwTHNDlvwI39qSUh3Ph8RaK6\nAAAlWWj10S1TnxtXB1dLenPqogAA5Sk0RmD7dyTdKelySccl3aDJ2cU3pSsNAFCGoo+P3inpekkn\nI2KHJucQvJysKgBAaYoGwfmIOC9Jtn8yIp6WtDVdWQCAshSdRzDaWGLiy5pcOfSspJPpygIAlKXo\nPIJbGx/vtv2IpLdK+nqyqgAApVn0MhER8a0UhQAAqlF0jAAAsEYRBACQOYIAADKXLAhs99kesz00\nre0jtp+y/brteqq+AQDFpbwi2C9p14y2IUm7JR1O2C8gSdq4caNsJ90kJe9j48aNC/xNgeVJ9nKZ\niDhsu3VG27CkC79AQEpnz55VRCx84ArH7wtSW7FjBLa7bA/aHhwfH6+6HABYs1ZsEEREb0TUI6Je\nq9WqLgcA1qwVGwQAgHIQBACQuZSPj/ZLOippq+1R2522b7U9KumXJf2r7W+k6h8AUEzKp4Y65vjq\nwVR9AgAWj1tDAJA5ggAAMkcQAEDmCAIAyBxBAACZIwgAIHMEAQBkjiAAgMwRBACQOYIAADJHEABA\n5ggCAMgcQQAAmSMIACBzBAEAZI4gAIDMJXsxDVC1uOst0t1vrbqMZYu73lJ1CVjjCAKsWf6rVxQR\nVZexbLYVd1ddBdaylO8s7rM9ZntoWttG2w/Zfqbx54ZU/QMAikk5RrBf0q4ZbX8u6ZsRcbWkbzb2\nAQAVShYEEXFY0pkZzbdIuq/x+T5JH0rVPwCgmLKfGrosIr7X+Px9SZfNdaDtLtuDtgfHx8fLqQ4A\nMlTZ46MxOYo350heRPRGRD0i6rVarcTKACAvZQfBD2xvkqTGn2Ml9w8AmKHsIPiKpDsan++Q9M8l\n9w8AmCHl46P9ko5K2mp71HanpE9Leq/tZyTtbOwDACqUbEJZRHTM8dVNqfoEACweaw0BQOYIAgDI\nHEEAAJkjCAAgcwQBAGSOIACAzBEEAJA5ggAAMscbyrCm2a66hGXbsIH3NyEtggBrVhmvqbS9Jl6H\nibxxawgAMkcQAEDmCAIAyBxBAACZIwgAIHMEAQBkjiAAgMwRBACQuUqCwPadtodsP2X7j6uoAQAw\nqfQgsN0u6Xcl/ZKkd0l6v+2ryq4DADCpiiuCNkmPRcSrEfGapG9J2l1BHQAAVRMEQ5JutP0225dI\nulnS5grqAACogkXnImLY9t9IOiTpnKTjkv5v5nG2uyR1SVJLS0upNQJATioZLI6IfRHx7oj4VUln\nJX13lmN6I6IeEfVarVZ+kQCQiUqWobb99ogYs92iyfGBG6qoAwBQ3fsIDtp+m6QfSfqDiHipojoA\nIHuVBEFE3FhFvwCAH8fMYgDIHEEAAJkjCAAgcwQBAGSOIACAzBEEAJA5ggAAMkcQAEDmCAIAyBxB\nAACZIwgAIHNVLToHrEi2SzknIhZ9DpAKQQBMwz/QyBG3hgAgcwQBAGSOIACAzBEEAJA5ggAAMkcQ\nAEDmKgkC25+w/ZTtIdv9tt9cRR0AgAqCwPbPSfojSfWIaJe0TtKvl10HAGBSVbeG1kv6KdvrJV0i\n6YWK6gCA7JU+szginrf9WUmnJP23pEMRcWjmcba7JHU1dids/2eJZQLAWvDzRQ5y2VPqbW+QdFDS\nxyS9JOlLkg5ExD+WWggAQFI1t4Z2SjoREeMR8SNJD0jaVkEdAABVEwSnJN1g+xJPLtt4k6ThCuoA\nAKiCIIiIxyQdkPRtSU82augtuw4AwKTSxwgAACsLM4sBIHMEAQBkjiAAgMwRBACQOYIAADJHEABA\n5ggCAMjc/wMFTrRG1QSBNQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.boxplot(df['alcohol'])\n", "\n", "plt.ylim([8, 16])\n", "plt.ylabel('alcohol')\n", "\n", "fig = plt.gca()\n", "fig.axes.get_xaxis().set_ticks([])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Violin Plots" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAADxCAYAAADGO7BSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.violinplot(df['alcohol'], [0], \n", " points=100, \n", " bw_method='scott',\n", " showmeans=False, \n", " showextrema=True, \n", " showmedians=True)\n", "\n", "plt.ylim([8, 16])\n", "plt.ylabel('alcohol')\n", "fig = plt.gca()\n", "fig.axes.get_xaxis().set_ticks([])\n", "plt.show()" ] } ], "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }