{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "# Set some Pandas options\n", "pd.set_option('display.notebook_repr_html', False)\n", "pd.set_option('display.max_columns', 20)\n", "pd.set_option('display.max_rows', 25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting and Visualization\n", "\n", "There are a handful of third-party Python packages that are suitable for creating scientific plots and visualizations. These include packages like:\n", "\n", "* matplotlib\n", "* Chaco\n", "* PyX\n", "* Bokeh\n", "\n", "Here, we will focus excelusively on matplotlib and the high-level plotting availabel within pandas. It is currently the most robust and feature-rich package available.\n", "\n", "### Visual representation of data\n", "\n", "We require plots, charts and other statistical graphics for the written communication of quantitative ideas.\n", "\n", "They allow us to more easily convey relationships and reveal deviations from patterns.\n", "\n", "Gelman and Unwin 2011:\n", "\n", "> A well-designed graph can display more information than a table of the same size, and more information than numbers embedded in text. Graphical displays allow and encourage direct visual comparisons." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matplotlib\n", "\n", "The easiest way to interact with matplotlib is via `pylab` in iPython. By starting iPython (or iPython notebook) in \"pylab mode\", both matplotlib and numpy are pre-loaded into the iPython session:\n", "\n", " ipython notebook --pylab\n", " \n", "You can specify a custom graphical backend (*e.g.* qt, gtk, osx), but iPython generally does a good job of auto-selecting. Now matplotlib is ready to go, and you can access the matplotlib API via `plt`. If you do not start iPython in pylab mode, you can do this manually with the following convention:\n", "\n", " import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEACAYAAACqOy3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAGhtJREFUeJzt3X2MXXWdx/HPFyq0BJEnzYjoNpkQTcSHEmH9w21vVjsX\n", "t7tRsuvThkUEd1kfaMOuRulM6RhodJfsrkx9iBvxsVFMdDXQ0TqNy+0siRCUIk911UYDFJAVCRRh\n", "wMJ3/5iZcmd6n849v/PwO+f9Sm46vXPmnt+5d+Z7fuf7+/5+x9xdAID4HFV0AwAAwyGAA0CkCOAA\n", "ECkCOABEigAOAJEigANApFIFcDNbaWa3mNntZnaPmX0yVMMAAL1Z2jpwMzvO3Z80sxWSbpL0EXe/\n", "KUjrAABdpU6huPuTC18eI+loSb9P+5oAgP5SB3AzO8rMbpf0W0k3uvs96ZsFAOgnRA/8OXd/vaTT\n", "Ja01s0bqVgEA+loR6oXc/TEzm5b0BkmtxefNjMVWAGAI7m69vp+2CuVUMztx4etVktZL2tuhEZV9\n", 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The `'ro'` argument is a shorthand argument telling matplotlib that I wanted the points represented as red circles.\n", "\n", "This plot was expedient. We can exercise a little more control by breaking the plotting into a workflow:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAbEAAADZCAYAAACuAA4yAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXncHEW197+/SFgChLAKCEmIooIXBMOiF4EE5PoSlUVB\n", "FJEkKoi8LyIioFchAa6yRAXhCgpiAmoEFLiALEo0AQRE5LIje2QRFBICBJUtOe8fVcPTGWaep2em\n", "l+mZ8/18+jNd3dVVp2e65nSdOnVKZobjOI7jVJFhZQvgOI7jOO3iSsxxHMepLK7EHMdxnMriSsxx\n", "HMepLK7EHMdxnMriSsxxHMepLK7EAEkfkHS7pKWS5km6VtL9kn4gaXgO9X1d0lOSpmVddi8iaUNJ\n", "f5C0tGxZnMZI2iO2oVckvTtxfENJcyUtknRJmTJGeY5J2/YkDYv/B0sljY7H3i/p1/lLCpKG19ef\n", "Ubl3SBqXVXllI58nFpC0IzAXWM7MlkoaBdwHnGhmp+ZQ30xgvpkdl3XZeSJpCjDZzCYmjs0i3Mux\n", "OdY7JtYx5IuXpLHAI2nyOtkR29Ac4E5gGzNbkjg3N/nMlEmrbS++PI01s8dielUzWzzENVOoaycd\n", "yLtM/S1eO4u6tilppJm90Klc3YI38gGUTJjZc8D1wA5F1ekMin9X1eAcYCxwVMlyDEXbz9NQCqzb\n", 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fig.add_subplot(121)\n", " ax1.set_xlabel('some random numbers')\n", " ax1.set_ylabel('more random numbers')\n", " ax1.set_title(\"Random scatterplot\")\n", " plt.plot(np.random.normal(size=100), np.random.normal(size=100), 'r.')\n", " ax2 = fig.add_subplot(122)\n", " plt.hist(np.random.normal(size=100), bins=15)\n", " ax2.set_xlabel('sample')\n", " ax2.set_ylabel('cumulative sum')\n", " ax2.set_title(\"Normal distrubution\")\n", " plt.tight_layout()\n", " plt.savefig(\"normalvars.png\", dpi=150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "matplotlib is a relatively low-level plotting package, relative to others. It makes very few assumptions about what constitutes good layout (by design), but has a lot of flexiblility to allow the user to completely customize the look of the output.\n", "\n", "If you want to make your plots look pretty like mine, steal the *matplotlibrc* file from [Huy Nguyen](http://www.huyng.com/posts/sane-color-scheme-for-matplotlib/).\n", "\n", "## Plotting in Pandas\n", "\n", "On the other hand, Pandas includes methods for DataFrame and Series objects that are relatively high-level, and that make reasonable assumptions about how the plot should look." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYFOW1x/HvARRxScYlkYDoqBdwd0TDolEnXlRcwBg1\n", 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All of this can be changed, however:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXIAAAEACAYAAACuzv3DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xnc1XP6x/HXVTFJCJGlaGbITlmyphsZCQ0Z22RM1uxL\n", "00j9GmJszYSUkH2ptJLKNsidQiFtWhAaIU1p32j5/P64Trrd3cu57/uc8z3fc97Px+N+OOe+v+f7\n", "vcrddT7n+n4+18dCCIiISHxVizoAERGpGiVyEZGYUyIXEYk5JXIRkZhTIhcRiTklchGRmCszkZtZ\n", "TTObYGaTzWyGmd1TwjEFZrbUzCYlvrqmL1wRESmuRlk/DCGsMbMTQgirzKwGMM7MjgshjCt26JgQ\n", "Quv0hSkiIqUpt7QSQliVeLglUB1YVMJhlsqgREQkeeUmcjOrZmaTgfnAOyGEGcUOCcAxZjbFzF41\n", "s/3TEaiIiJQsmRH5hhBCY6A+cLyZFRQ75BOgQQjhEKA3MDzlUYqISKmsIr1WzOwfwOoQQo8yjvka\n", "OCyEsKjY99XURUSkEkIIZZavy5u1UtfM6iQebwWcDEwqdkw9M7PE46b4m0NJdXRCCFn1ddttt0Ue\n", 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np.random.poisson(size=100)})\n", "variables.cumsum(0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an illustration of the high-level nature of Pandas plots, we can split multiple series into subplots with a single argument for `plot`:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXIAAADyCAYAAABQ405lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXlYldXWwH8bFMEBFAFFUBHnEQVzyLnB1NAsb045VdZN\n", "U9Nuln7d0tutLNMyG643zanJTC3nygn1aqYhOCEOGTigKMioMp71/XHgMAiIh3PggPv3POfxrPfd\n", "e7/rLN+zzma/a62tRASNRqPRlF/syloBjUaj0ZQM7cg1Go2mnKMduUaj0ZRztCPXaDSaco525BqN\n", "RlPO0Y5co9FoyjlFOnKl1FKlVLRS6liuYx8opU4qpY4opdYppVxynZuplDqjlApXSvW1puIajUaj\n", 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"collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYMAAAEACAYAAABRQBpkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXdcldX/wN+HoYIKIooDEUzAvdDcKWrOUEszzUr7apZl\n", "w75+TW38tGnDysqy0hzlrDRTc6PgHiEgDsTBUgQFFGUo6/z+eABBLnC5XLgXPe/X677kOc8ZH0Ce\n", "z3M+5zOElBKFQqFQPNhYmFoAhUKhUJgepQwUCoVCoZSBQqFQKJQyUCgUCgVKGSgUCoUCpQwUCoVC\n", "QQnKQAixRAgRJ4QIydf2hRDijBAiWAixXghhn+/eLCHEOSFEqBBiQHkKrlAoFA8ypX0+l0RJO4Ol\n", "wKB72nYAraSU7YAwYFaOEC2B0UDLnDE/CCHUzkOhUCjKB72fz/pQ7MNaSrkPuH5P204pZXbO5RGg\n", "Uc7Xw4HVUsoMKWUEcB7orK8gCoVCodCfUj6fS6Ssb+4TgC05XzcELuW7dwlwLuP8CoVCoTCM/M/n\n", "EjFYGQgh3gHSpZSriummcl0oFApFBaPn87kAVgYu9DwwBOiXr/ky4JLvulFO271jlYJQKBQKA5BS\n", "ipL6FPF8LpFS7wyEEIOA6cBwKeXtfLc2AmOEEFWEEE0AD+CorjmklOojJbNnzza5DObyUT8L9bNQ\n", "P4viP2V8PpdIsTsDIcRqoDdQRwgRDcxGO52uAuwUQgAcklK+IqU8LYT4HTgNZAKvSH2/A4VCoVCU\n", 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In Pandas, we just use the `plot` method with a `kind='bar'` argument.\n", "\n", "For this series of examples, let's load up the Titanic dataset:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ " pclass survived name sex \\\n", "0 1 1 Allen, Miss. Elisabeth Walton female \n", "1 1 1 Allison, Master. Hudson Trevor male \n", "2 1 0 Allison, Miss. Helen Loraine female \n", "3 1 0 Allison, Mr. Hudson Joshua Creighton male \n", "4 1 0 Allison, Mrs. Hudson J C (Bessie Waldo Daniels) female \n", "\n", " age sibsp parch ticket fare cabin embarked boat body \\\n", "0 29.0000 0 0 24160 211.3375 B5 S 2 NaN \n", "1 0.9167 1 2 113781 151.5500 C22 C26 S 11 NaN \n", "2 2.0000 1 2 113781 151.5500 C22 C26 S NaN NaN \n", "3 30.0000 1 2 113781 151.5500 C22 C26 S NaN 135 \n", "4 25.0000 1 2 113781 151.5500 C22 C26 S NaN NaN \n", "\n", " home.dest \n", "0 St Louis, MO \n", "1 Montreal, PQ / Chesterville, ON \n", "2 Montreal, PQ / Chesterville, ON \n", "3 Montreal, PQ / Chesterville, ON \n", "4 Montreal, PQ / Chesterville, ON " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "titanic = pd.read_excel(\"data/titanic.xls\", \"titanic\")\n", "titanic.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, 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false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAa0AAAD7CAYAAADZ9stpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4VeV59/HvD5RBBiGCilCFREMwiCBKwYnjxItR1FiV\n", "ChqJ1lqTOCTV1mhisEm12DRj3+RVa9W8QQnRGoU0iEk8RoVAQGYliopEIg4VFVER4e4fex3W5niG\n", "vc+eD7/Pde2LvdZ+1lr3voV9+zzPGhQRmJmZ1YIOlQ7AzMwsVy5aZmZWM1y0zMysZrhomZlZzXDR\n", "MjOzmuGiZWZmNWO3SgdQ6yT5mgEzszaICOW7jXtaRRARfkXwjW98o+IxVMvLuXAunIuWX23lomVF\n", "s3bt2kqHUDWci5RzkXIuCueiZWZmNcNFy4pmypQplQ6hajgXKeci5VwUToWMLVrmRAzn0MwsP5II\n", "n4hRPST51cqrPauvr690CFXDuUg5F4XzKe8l5B5Y89p70TKz0vDwYIGaGx5Mur4ViKg2OD9muzYP\n", "D5qZWbvnomVWAp67SDkXKeeicC5au4hZs2Yxbdq0ouyre/fuRdmPmVm+PKdVoGqa0/rwww/ZbbfS\n", "n1vTo0cPNm3aVNA+PKdltmvznFY7snnzZk455RSGDx/OIYccwsyZMxk0aBBvvPEGAIsWLeK4444D\n", "YOrUqZx//vkcffTRfO5zn2PMmDE89dRTO/ZVV1fH4sWLufPOO7nssst4++23GThw4E7H2n///dm2\n", 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Histograms are a sort of bar graph that displays relative frequencies of data values; hence, the y-axis is always some measure of frequency. This can either be raw counts of values or scaled proportions.\n", "\n", "For example, we might want to see how the fares were distributed aboard the titanic:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEACAYAAABVtcpZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAEZtJREFUeJzt3X/MnWV9x/H3R0onWKRpTMqPNqGbJVJhKmZApszij64a\n", "R/kLaiJhyvynOpxLmK1LBv7j0GVRlwWTqWg10q1ThxAZa0FO4h+u1QGKlA662IzW9SlxqGXLZhu+\n", "++PcHcfSPtjznOc8T8/1fiUnve7rvu4fX1rO57nu+9znSVUhSWrTS+b6BCRJc8cQkKSGGQKS1DBD\n", "QJIaZghIUsMMAUlq2LQhkOSOJFNJHh3o+4skjyf5fpKvJzl7YN2mJE8m2Z1kzUD/65M82q379OyU\n", "Ikk6WS82E/gCsPaYvm3Aq6vqNcATwCaAJKuA64BV3Ta3J0m3zWeAG6tqJbAyybH7lCTNgWlDoKq+\n", "DTxzTN/2qnquW9wBLOva64AtVXW4qvYCe4DLk5wLnFVVO7txXwKuGdH5S5JmYKb3BN4L3Nu1zwP2\n", 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We can override the default value (10):" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEACAYAAABS29YJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAF+ZJREFUeJzt3W+MXFd9xvHvkxg3JBA2FtX6rzRuiZs40JrQGFqgDKnj\n", "BkTsvAJTgWxKeZPyp0KlXlO1hhc1xlIFEhUvSkl2i7CpCzRy0ibYhgwCUWxCvBCycW1LbJsNeJMQ\n", "EsCg1iv/+mLOhmFrz87unbuz98zzkVZ77p0zM+fxWr+5+5s7dxURmJlZ3i7r9QLMzKx8LvZmZn3A\n", "xd7MrA+42JuZ9QEXezOzPuBib2bWB2Yt9pJ2SXpE0sOS9kv6NUnLJB2RdErSYUkDM+aflnRS0uZy\n", "l29mZp1Qu/PsJdWArwDXR8T/SPpn4N+BG4CnImKfpJ3ANRExJGk9sB+4CVgFHAXWRcSFcmOYmVk7\n", "sx3Z/wQ4D1wpaQlwJfADYAswkuaMALen8VbgQEScj4hx4AywsduLNjOzuWlb7CPiaeDvgP+mWeSf\n", "iYgjwGBETKZpk8BgGq8EJloeYoLmEb6ZmfVQ22Iv6TeBPwdqNAv5CyS9rXVONPtA7a654OsxmJn1\n", 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int(np.log2(n) + 1)\n", "square_root = lambda n: int(np.sqrt(n))\n", "from scipy.stats import kurtosis\n", "doanes = lambda data: int(1 + np.log(len(data)) + np.log(1 + kurtosis(data) * (len(data) / 6.) ** 0.5))\n", "\n", "n = len(titanic)\n", "sturges(n), square_root(n), doanes(titanic.fare.dropna())" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEACAYAAABVtcpZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAFfFJREFUeJzt3XGQXWV9xvHvIyFVEQkZxwBJ6kZNBmKpKw6EaaGsijFa\n", "JfwFOFOGFMZ/ooW2M5QNzhTtTNOYTsdUWzpTMW5wIDUVZXCKmCB7rZ0BIoUgElKIupXEZqM1sdGO\n", "Y0J+/eO+21zX3ZA95+6597zn+czc2fO+99xzzxPC/e19f+feKCIwM7NmekWvT8DMzHrHRcDMrMFc\n", "BMzMGsxFwMyswVwEzMwazEXAzKzBTloEJG2WNC7pmY65v5b0nKSnJX1J0lkd962T9IKkPZJWdsy/\n", 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"source": [ "titanic.fare.hist(bins=doanes(titanic.fare.dropna()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A **density plot** is similar to a histogram in that it describes the distribution of the underlying data, but rather than being a pure empirical representation, it is an *estimate* of the underlying \"true\" distribution. As a result, it is smoothed into a continuous line plot. We create them in Pandas using the `plot` method with `kind='kde'`, where `kde` stands for **kernel density estimate**." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAZQAAAEACAYAAACUMoD1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XuYVnW99/H31xlAEHFENwwwyICgqBEQipQnNNsS+WDb\n", "DqZWjs8u3SVl9Vw7sZ2J1bVTd7jd5M4sSd35PFLprkuLNM2ZNppiKicVFJRBQBgPgCcODvF9/vit\n", "gZthDvfM3Ou+11r353Vd65p1+K17/b443t9Zv+86mLsjIiLSUweUugMiIpINSigiIlIQSigiIlIQ\n", "SigiIlIQSigiIlIQSigiIlIQsSYUM5tmZivNbJWZXdFOm7nR9qVmNjFaN9zM6s3sWTN7xsy+mtN+\n", "tpmtN7PF0TQtzhhERCQ/lXF9sJlVADcBZwIbgL+a2b3uviKnzXRgtLuPMbMTgZuBKUAz8HV3X2Jm\n", "/YGnzOyP7r4ScOAGd78hrr6LiEjXxXmGMhlY7e6N7t4MzAfOadVmBnAHgLsvAqrMbLC7b3L3JdH6\n", 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style='r--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we had to normalize the histogram (`normed=True`), since the kernel density is normalized by definition (it is a probability distribution)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will explore kernel density estimates more in the next section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boxplots\n", "\n", "A different way of visualizing the distribution of data is the boxplot, which is a display of common quantiles; these are typically the quartiles and the lower and upper 5 percent values." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEaCAYAAAD9iIezAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", 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The blue crosses are \"outlier\" points that occur outside the extreme quantiles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One way to add additional information to a boxplot is to overlay the actual data; this is generally most suitable with small- or moderate-sized data series." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEaCAYAAADqqhd6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztvXt4VOd17/9ZmtGMLgiQuImbkLgIBAYbCLZjJ7YSXMcO\n", "qWOnadw0t6Zpkp7TNG1P2ydOz2lDTs/vpPE5p6f30zRJEyduc2kap3HjJHaw5Xt9BYeLDEggwCAQ\n", "d0ZIQtLo/f2x9ma2hhlpAMHM7Fmf5xGa2bNHesWavfZ611rv9xXnHIZhGEa4KMv3AAzDMIyJx5y7\n", "YRhGCDHnbhiGEULMuRuGYYQQc+6GYRghxJy7YRhGCDHnbpxHRJIisllEtojIKyLy5gn++a0i8vA4\n", "59w60b/3aiAiXSJSl+F4b77HYJQm0XwPwCgo+pxzqwFE5HbgC0DrVR7D24AE8PylvFlEBMBd/QUc\n", 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of tricks used above help the visualization:\n", "\n", "1. reducing the alpha level to make the points partially transparent\n", "2. adding random \"jitter\" along the x-axis to avoid overstriking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A related but inferior cousin of the box plot is the so-called dynamite plot, which is just a bar chart with half of an error bar." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXIAAAEKCAYAAAAPVd6lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAFcBJREFUeJzt3X+QZWV95/H3Z5klkbjaEDf8xiZRSocC2xSg2UpCG38U\n", "tSbAHynQrU1ozG6SJfHHVlLrjFnFqt1CJGbLxF3/yAo0ljIJMRQr0TUMxpuYqOAqo5iBANmdXQaX\n", "IQq4saJxJnz3j3v6Tk9zuwdu3+4+5973q6qr7nPuOec+c5/u7zz3c849J1WFJKm7/tFWd0CStD4W\n", 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"display_data" } ], "source": [ "titanic.groupby('pclass')['fare'].mean().plot(kind='bar', yerr=titanic.groupby('pclass')['fare'].std())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why is this plot a poor choice?\n", "\n", "- bar charts should be used for measurable quantities (*e.g.* raw data), not estimates. The area of the bar does not represent anything, since these are estimates derived from the data.\n", "- the \"data-ink ratio\" (*sensu* Edward Tufte) is very high. There are only 6 values represented here (3 means and 3 standard deviations).\n", "- the plot hides the underlying data.\n", "\n", "A boxplot is **always** a better choice than a dynamite plot." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXMAAAD7CAYAAACYLnSTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAEdJJREFUeJzt3W+MXFd9xvHvk5goUKAhoji245aoSUotoSaq4helUqZC\n", "WIBoHN6EgEojmiKkiD8NAmEj0QygQohKeFORNwQaaHFrlTZyVDUkodkWVJEI6kBgcbElLLFp4ggU\n", "VBC8sMmvL+baHi/r3evdHXbm8P1Io5w599y5Z+K7z5w5d2ZOqgpJ0mw7b6M7IElaO8NckhpgmEtS\n", "AwxzSWqAYS5JDTDMJakBvcI8yflJDia5r7s/TLLQ1R1M8pqxtnuTHE5yKMmuSXVcknTapp7t3gXM\n", "Ay/o7hdwZ1XdOd4oyQ7gDcAOYBvwUJIrq+rZdeqvJGkJK47Mk1wKvBb4FJCT1WPlcbuBfVV1vKqO\n", "AkeAnevTVUnS2fSZZvkE8F5gfHRdwDuSfCPJ3Uku6uq3Agtj7RYYjdAlSRO0bJgneR3wdFUd5MyR\n", "+F3AZcBVwJPAx5d5GH8vQJImbKU58z8ArkvyWuBC4IVJPltVf3qyQZJPAfd1d58Ato/tf2lXd4Yk\n", 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"plt.plot([x2]*len(data2), data2, 'ro')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise\n", "\n", "Using the Titanic data, create kernel density estimate plots of the age distributions of survivors and victims." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Scatterplots\n", "\n", "To look at how Pandas does scatterplots, let's reload the baseball sample dataset." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ " id player year stint team lg g ab r h ... rbi sb cs bb \\\n", "0 88641 womacto01 2006 2 CHN NL 19 50 6 14 ... 2 1 1 4 \n", "1 88643 schilcu01 2006 1 BOS AL 31 2 0 1 ... 0 0 0 0 \n", "2 88645 myersmi01 2006 1 NYA AL 62 0 0 0 ... 0 0 0 0 \n", "3 88649 helliri01 2006 1 MIL NL 20 3 0 0 ... 0 0 0 0 \n", "4 88650 johnsra05 2006 1 NYA AL 33 6 0 1 ... 0 0 0 0 \n", "\n", " so ibb hbp sh sf gidp \n", "0 4 0 0 3 0 0 \n", "1 1 0 0 0 0 0 \n", "2 0 0 0 0 0 0 \n", "3 2 0 0 0 0 0 \n", "4 4 0 0 0 0 0 \n", "\n", "[5 rows x 23 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "baseball = pd.read_csv(\"data/baseball.csv\")\n", "baseball.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scatterplots are useful for data exploration, where we seek to uncover relationships among variables. There are no scatterplot methods for Series or DataFrame objects; we must instead use the matplotlib function `scatter`." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 200)" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEACAYAAABS29YJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAFh1JREFUeJzt3XuQnXddx/H3Nw2VQ1ttQztJKXWaGVug2AlpFS+AWZXd\n", "UxgNhs6Ugjg7wBgd0CJdNA1Im6FTQhkXOiqIUUrWDqlWaupWcU+22p1hHWmVXggtsa22M9SSQI2X\n", "RldDzc8/nmeTk5O9n+tznvdr5kzPec7t96TJZ3/7/V2eSCkhSepvq7rdAElS+xn2klQChr0klYBh\n", "L0klYNhLUgkY9pJUAguGfURcGBH3RcSjEfH1iLg2P74mIiYj4vGI2BcRZ9e9Z3tEPBERByJiqN0n\n", "IElaXCw0zz4i1gHrUkoPR8SZwFeBnwPeBTyXUvpERGwDzkkpXR8RlwJ7gB8GLgDuBS5JKR1r94lI\n", "kua3YM8+pXQwpfRwfv8I8A2yEN8MjOUvGyP7AQDwFuCOlNJ3U0pPA08Cr21DuyVJy7Dkmn1EXARs\n", 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"cell_type": "markdown", "metadata": {}, "source": [ "We can add additional information to scatterplots by assigning variables to either the size of the symbols or their colors." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 200)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEACAYAAABS29YJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xd8XNWZ+P/PmSJpRr33ZmTLxlW23AuyITamGJKAgSSY\n", "EFI2m8CyqWT3m8Bvk18C2fBdkrBkU4CQbCiGYJtibAzYxMbdcpUtFyxZVu9lRhppyvn+ISEsq1iy\n", "6mie9+ulF1f3nnvvc4T8zNW5pyitNUIIIcY3w2gHIIQQYvhJshdCCB8gyV4IIXyAJHshhPABkuyF\n", "EMIHSLIXQggf0GeyV0olK6W2K6XylFInlFIPdeyPUEptU0qdUUq9q5QKu+ScHymlziql8pVSK4e7\n", "AkIIIa5M9dXPXikVB8RprY8opYKAQ8DtwP1Atdb6l0qpHwLhWutHlFLXAi8Cc4FE4D1gktbaM9wV\n", "EUII0bs+n+y11uVa6yMd2zbgFO1JfA3wQkexF2j/AAC4DXhJa+3UWhcC54B5wxC3EEKIAeh3m71S\n", 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It generates a matrix of pair-wise scatterplots, optiorally with histograms or kernel density estimates on the diagonal." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAtQAAAHyCAYAAADLMFlGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl8VOXV+L8nmUQWWWQLwR13FlONCirYRBRbqhaXaq31\n", "V7q9im3FBW1prdJFsWKLWAtW+1JfpbZW27q1fR2W8ApUVEIagvi+LnGpFYKghCUgmeT5/XFnwmQy\n", "+9w7996Z8/188smduduZc5577rnPPc95xBiDoiiKoiiKoijZUeK2AIqiKIqiKIriZzSgVhRFURRF\n", "UZQc0IBaURRFURRFUXJAA2pFURRFURRFyQENqBVFURRFURQlBzSgVhRFURRFUZQccDSgFpF5IvKC\n", "iNwb8/0IEVkuIqtFZFL4u/8QkRfDf1eEv6sRkXdEpE5EHnZSVkVRFEVRFEXJBscCahE5GehrjDkL\n", "KBeRU6JWfw/4ATAZuDX83fPGmNOBicBNUds+aoypNcZMc0pWRVEURVEURckWJ3uoxwHB8PJS4PSo\n", "dWOMMS8aY3YDO0WknzHm3fC6DiAUte0V4V7uLzooq6IoiqIoiqJkhZMB9UBgZ3i5Nfw5QmnUcuy6\n", "a4CnwsuvAMcBnwGuE5EhzoiqKIqiKIqiKNkRcPDYrUD/8PIAYHvUus6o5f7AxwAiMg4reJ4KEO7B\n", 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In particular, the addition of [Hadley Wickham's ggplot2 package](http://ggplot2.org) allows for flexible yet user-friendly generation of publication-quality plots. Its srength is based on its implementation of a powerful model of graphics, called the [Grammar of Graphics](http://vita.had.co.nz/papers/layered-grammar.pdf) (GofG). The GofG is essentially a theory of scientific graphics that allows the components of a graphic to be completely described. ggplot2 uses this description to build the graphic component-wise, by adding various layers.\n", "\n", "Pandas recently added functions for generating graphics using a GofG approach. Chiefly, this allows for the easy creation of **trellis plots**, which are a faceted graphic that shows relationships between two variables, conditioned on particular values of other variables. This allows for the representation of more than two dimensions of information without having to resort to 3-D graphics, etc.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use the `titanic` dataset to create a trellis plot that represents 4 variables at a time. This consists of 4 steps:\n", "\n", "1. Create a `RPlot` object that merely relates two variables in the dataset\n", "2. Add a grid that will be used to condition the variables by both passenger class and sex\n", "3. Add the actual plot that will be used to visualize each comparison\n", "4. Draw the visualization" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAYIAAAETCAYAAAA7wAFvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXl4VEXWh98CAklkUwnCyBImrMOAGVBAxAE/wAFkGHc0\n", "IBIRQRZR1CAYIhK28AEqMKgRRlEYFllVIugoiPuAH7tgWJQlIgSJCDSQ7Xx/1O2mk3TSSUjndif1\n", "Ps990vd2Laeh7q1bVef8SokIBoPBYCi/VLDbAIPBYDDYi+kIDAaDoZxjOgKDwWAo55iOwGAwGMo5\n", "piMwGAyGco7pCAwGg6GcU8luAwpCKWV8Ww1+g4io/L4zbdXgTxTUVj3h1x0BwK5du+w2wW/YsmUL\n", "CxcuZO7cuXabwtChQ9m5cydt2rTxC3t8TatWrbymMW31Mqat2kdh2mpu/L4jMPgn0dHRXLx4kXff\n", "fdduUwyGAjFt1TumI7CRlJQUhg4dSsuWLdm7dy8RERFMmTKF4OBgdu/eTUJCAhcuXKBy5crMnz8/\n", "R95du3aRkJBAeno6VapUIT4+nvDwcA4cOEBcXBwZGRlkZ2fz8ssvc+211/LMM89w8uRJsrKyGDJk\n", "CD169Lgi29u3b8+WLVuuqAxD4GDaatnGdAQ2c/jwYeLj44mMjCQuLo5ly5YRFRXFs88+y4wZM2jZ\n", "siUOh4MqVarkyPfHP/6RhQsXUrFiRb7++mtmz57NrFmzWL58Of369eOOO+4gMzOTrKwsNm/eTO3a\n", 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"qOb8P32y32ZL7KDBAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.tools.rplot import *\n", "\n", "titanic = titanic[titanic.age.notnull() & titanic.fare.notnull()]\n", "\n", "tp = RPlot(titanic, x='age')\n", "tp.add(TrellisGrid(['pclass', 'sex']))\n", "tp.add(GeomDensity())\n", "_ = tp.render(plt.gcf())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the cervical dystonia dataset, we can simultaneously examine the relationship between age and the primary outcome variable as a function of both the treatment received and the week of the treatment by creating a scatterplot of the data, and fitting a polynomial relationship between `age` and `twstrs`:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ " patient obs week site id treat age sex twstrs\n", "0 1 1 0 1 1 5000U 65 F 32\n", "1 1 2 2 1 1 5000U 65 F 30\n", "2 1 3 4 1 1 5000U 65 F 24\n", "3 1 4 8 1 1 5000U 65 F 37\n", "4 1 5 12 1 1 5000U 65 F 39" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cdystonia = pd.read_csv(\"data/cdystonia.csv\", index_col=None)\n", "cdystonia.head()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAsEAAALSCAYAAAA88wxBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8VOXZ+P/PPZM9ZCGBJICIgF8UEORhCUprjf6qLFVq\n", "WGWvioU+pSJgWbWyI2lFcMWlTwuKCKmCCEqgLVNrtSylIooWlbJKEsKShCyQ5f79kcw4SSbJzGSW\n", "M5Pr/XrNKzNnzpy5ZzLXOde5z70orTVCCCGEEEI0JyZ/F0AIIYQQQghfkyRYCCGEEEI0O5IECyGE\n", "EEKIZkeSYCGEEEII0exIEiyEEEIIIZodSYKFEEIIIUSzE+LNjSulZPw1IbxIa62cWU9iUQjvciYW\n", "JQ6F8C5nj4lWXk2CAQ4fPuzttxBN9MADD/DYY4/RvXt3j23ztddeY8uWLZhMJubNm8eAAQM8tm1R\n", "pUePHi6tL7FobBKHgcuVWJQ4ND6JxcDk6jERfJAEC+NTSqGUSydPDfr222/ZuXMnW7duJTc3l4cf\n", 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It is also useful for displaying multiple variables on the same panel, using combinations of color, size and shapes to do so." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cdystonia['site'] = cdystonia.site.astype(float)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAaAAAAGfCAYAAAAZGgYhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4VMXawH8nhZRN2yUQakIosiAIoSNgAtISUCJYQlFA\n", "pViuwIULwQLBCoqC10+kKOAVNNcLSixUS4BYEIRIkQWEFEAIkGxCep3vj01Cym6ym2TTmN/zzJPs\n", "mTlz3m3n3XfmLYoQAolEIpFIahubuhZAIpFIJLcnUgFJJBKJpE6QCkgikUgkdYJUQBKJRCKpE6QC\n", "kkgkEkmdYFfXAkgkEkl9QFEU6RJsZYQQSsnHUgFJJBJJITIsxXooilLumFRAEolEUg2uX7/OL7/8\n", "ws2bN3FxcaFv3760bt26rsVqEChS40skEolhCc7Y/fDcuXOcP3+e3NxcmjdvTp8+fbC1teXw4cP8\n", "e/lyvtm5k4FNmuBRUECqjQ0/ZWcz1N+ffyxeTEBAQO0/kXqKoijlluCkApJIJBJKK6C8vDy2b9/O\n", 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"ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.2" } }, "nbformat": 4, "nbformat_minor": 0 }