{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "*This notebook contains an excerpt from the [Python Data Science Handbook](http://shop.oreilly.com/product/0636920034919.do) by Jake VanderPlas; the content is available [on GitHub](https://github.com/jakevdp/PythonDataScienceHandbook).*\n", "\n", "*The text is released under the [CC-BY-NC-ND license](https://creativecommons.org/licenses/by-nc-nd/3.0/us/legalcode), and code is released under the [MIT license](https://opensource.org/licenses/MIT). If you find this content useful, please consider supporting the work by [buying the book](http://shop.oreilly.com/product/0636920034919.do)!*\n", "\n", "*No changes were made to the contents of this notebook from the original.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "< [Customizing Ticks](04.10-Customizing-Ticks.ipynb) | [Contents](Index.ipynb) | [Three-Dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb) >" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Customizing Matplotlib: Configurations and Stylesheets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib's default plot settings are often the subject of complaint among its users.\n", "While much is slated to change in the 2.0 Matplotlib release in late 2016, the ability to customize default settings helps bring the package inline with your own aesthetic preferences.\n", "\n", "Here we'll walk through some of Matplotlib's runtime configuration (rc) options, and take a look at the newer *stylesheets* feature, which contains some nice sets of default configurations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot Customization by Hand\n", "\n", "Through this chapter, we've seen how it is possible to tweak individual plot settings to end up with something that looks a little bit nicer than the default.\n", "It's possible to do these customizations for each individual plot.\n", "For example, here is a fairly drab default histogram:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "plt.style.use('classic')\n", "import numpy as np\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.random.randn(1000)\n", "plt.hist(x);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can adjust this by hand to make it a much more visually pleasing plot:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/tarrysingh/anaconda/lib/python3.6/site-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The axisbg attribute was deprecated in version 2.0. Use facecolor instead.\n", " warnings.warn(message, mplDeprecation, stacklevel=1)\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# use a gray background\n", "ax = plt.axes(axisbg='#E6E6E6')\n", "ax.set_axisbelow(True)\n", "\n", "# draw solid white grid lines\n", "plt.grid(color='w', linestyle='solid')\n", "\n", "# hide axis spines\n", "for spine in ax.spines.values():\n", " spine.set_visible(False)\n", " \n", "# hide top and right ticks\n", "ax.xaxis.tick_bottom()\n", "ax.yaxis.tick_left()\n", "\n", "# lighten ticks and labels\n", "ax.tick_params(colors='gray', direction='out')\n", "for tick in ax.get_xticklabels():\n", " tick.set_color('gray')\n", "for tick in ax.get_yticklabels():\n", " tick.set_color('gray')\n", " \n", "# control face and edge color of histogram\n", "ax.hist(x, edgecolor='#E6E6E6', color='#EE6666');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks better, and you may recognize the look as inspired by the look of the R language's ggplot visualization package.\n", "But this took a whole lot of effort!\n", "We definitely do not want to have to do all that tweaking each time we create a plot.\n", "Fortunately, there is a way to adjust these defaults once in a way that will work for all plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changing the Defaults: ``rcParams``\n", "\n", "Each time Matplotlib loads, it defines a runtime configuration (rc) containing the default styles for every plot element you create.\n", "This configuration can be adjusted at any time using the ``plt.rc`` convenience routine.\n", "Let's see what it looks like to modify the rc parameters so that our default plot will look similar to what we did before.\n", "\n", "We'll start by saving a copy of the current ``rcParams`` dictionary, so we can easily reset these changes in the current session:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "IPython_default = plt.rcParams.copy()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the ``plt.rc`` function to change some of these settings:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from matplotlib import cycler\n", "colors = cycler('color',\n", " ['#EE6666', '#3388BB', '#9988DD',\n", " '#EECC55', '#88BB44', '#FFBBBB'])\n", "plt.rc('axes', facecolor='#E6E6E6', edgecolor='none',\n", " axisbelow=True, grid=True, prop_cycle=colors)\n", "plt.rc('grid', color='w', linestyle='solid')\n", "plt.rc('xtick', direction='out', color='gray')\n", "plt.rc('ytick', direction='out', color='gray')\n", "plt.rc('patch', edgecolor='#E6E6E6')\n", "plt.rc('lines', linewidth=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With these settings defined, we can now create a plot and see our settings in action:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(x);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what simple line plots look like with these rc parameters:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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dLQ6Bkvn7eUsXNS7V2JdcMu5x+4orEO3taK+/jvHjHxP95CehLHWD+wuWbS/R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\nud3dqB0dqB0dgHPGhG07Z6LL7Et1LK07Ne7csBi6A5+sqeRHt3r49od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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(4):\n", " plt.plot(np.random.rand(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I find this much more aesthetically pleasing than the default styling.\n", "If you disagree with my aesthetic sense, the good news is that you can adjust the rc parameters to suit your own tastes!\n", "These settings can be saved in a *.matplotlibrc* file, which you can read about in the [Matplotlib documentation](http://Matplotlib.org/users/customizing.html).\n", "That said, I prefer to customize Matplotlib using its stylesheets instead." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stylesheets\n", "\n", "The version 1.4 release of Matplotlib in August 2014 added a very convenient ``style`` module, which includes a number of new default stylesheets, as well as the ability to create and package your own styles. These stylesheets are formatted similarly to the *.matplotlibrc* files mentioned earlier, but must be named with a *.mplstyle* extension.\n", "\n", "Even if you don't create your own style, the stylesheets included by default are extremely useful.\n", "The available styles are listed in ``plt.style.available``—here I'll list only the first five for brevity:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['_classic_test', 'bmh', 'classic', 'dark_background', 'fivethirtyeight']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The basic way to switch to a stylesheet is to call\n", "\n", "``` python\n", "plt.style.use('stylename')\n", "```\n", "\n", "But keep in mind that this will change the style for the rest of the session!\n", "Alternatively, you can use the style context manager, which sets a style temporarily:\n", "\n", "``` python\n", "with plt.style.context('stylename'):\n", " make_a_plot()\n", "```\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a function that will make two basic types of plot:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def hist_and_lines():\n", " np.random.seed(0)\n", " fig, ax = plt.subplots(1, 2, figsize=(11, 4))\n", " ax[0].hist(np.random.randn(1000))\n", " for i in range(3):\n", " ax[1].plot(np.random.rand(10))\n", " ax[1].legend(['a', 'b', 'c'], loc='lower left')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use this to explore how these plots look using the various built-in styles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Default style\n", "\n", "The default style is what we've been seeing so far throughout the book; we'll start with that.\n", "First, let's reset our runtime configuration to the notebook default:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# reset rcParams\n", "plt.rcParams.update(IPython_default);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see how it looks:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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DgkLoWLcjS/YsKfbcoCCzF3dpSJKZnTiba5teS2hwqPWNnzwJQ4aY/1hBQQSp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\nhT17QkfS1OOPw5Ah0daIWaHEUUREEjV16lRGjx7N1VdfTX1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_and_lines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FiveThiryEight style\n", "\n", "The ``fivethirtyeight`` style mimics the graphics found on the popular [FiveThirtyEight website](https://fivethirtyeight.com).\n", "As you can see here, it is typified by bold colors, thick lines, and transparent axes:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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XZ42M7dbUQNw92r3b68oQCdi05+aUQNyZwT7+z0qMeP14m8fnMkkKlu5qgH0d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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('fivethirtyeight'):\n", " hist_and_lines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ggplot\n", "\n", "The ``ggplot`` package in the R language is a very popular visualization tool.\n", "Matplotlib's ``ggplot`` style mimics the default styles from that package:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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ojGz02RcRiOEco127KM3K/qPdzE2PaUhxXTsZ9Kr3oV9/md7HHsT4+BeOX7u3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\nuVOzUaE0ik048E7f7hUu9rw5RDBw+mQ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MBhmiHBtBYMgv1OK7426cOtkVd3tLXshqUKPe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\np2SSECIpplRCqKmQpnBTGvwpqdKUTSQjCAJeffVVPPbYYygqKgJjDD/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('ggplot'):\n", " hist_and_lines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### *Bayesian Methods for Hackers( style\n", "\n", "There is a very nice short online book called [*Probabilistic Programming and Bayesian Methods for Hackers*](http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/); it features figures created with Matplotlib, and uses a nice set of rc parameters to create a consistent and visually-appealing style throughout the book.\n", "This style is reproduced in the ``bmh`` stylesheet:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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bQSIPFiVisTkKng9Z3f8cv7vcSl2Pmey4MN6xNG3qE9zAVN0AdjuR+VlowsbW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('bmh'):\n", " hist_and_lines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Dark background\n", "\n", "For figures used within presentations, it is often useful to have a dark rather than light background.\n", "The ``dark_background`` style provides this:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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75YLr2/egMC+fiRDrjY4d20BDQx0+PhEi6d/LKxy2w80h088GjusE/0FC0M9O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\nXcbUme6dvsbHxwdCoRB///vfUV9fDwAIC2Oz60VncByHlJRciMVCREe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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('dark_background'):\n", " hist_and_lines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grayscale\n", "\n", "Sometimes you might find yourself preparing figures for a print publication that does not accept color figures.\n", "For this, the ``grayscale`` style, shown here, can be very useful:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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H4HYV9YsvvsCZM2dw5swZ+eunTp1CSUkJ9u7dy9qzla04jrau1tnZGaGhofjl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\n+GE8/vjjVv8l0RNisRgvvvgihg0bBr1ej5SUFIwePVow/34SiQQrV66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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('grayscale'):\n", " hist_and_lines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Seaborn style\n", "\n", "Matplotlib also has stylesheets inspired by the Seaborn library (discussed more fully in [Visualization With Seaborn](04.14-Visualization-With-Seaborn.ipynb)).\n", "As we will see, these styles are loaded automatically when Seaborn is imported into a notebook.\n", "I've found these settings to be very nice, and tend to use them as defaults in my own data exploration." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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DgkLoWLcjS/YsKfbcoCCzF3dpSJKZnTiba5teS2hwqPWNnzwJQ4aY/1hBQQSp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\nERERkXZR4igiIiIi7aLEUURERETa5f8BZoNUxfTZTw0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn\n", "hist_and_lines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With all of these built-in options for various plot styles, Matplotlib becomes much more useful for both interactive visualization and creation of figures for publication.\n", "Throughout this book, I will generally use one or more of these style conventions when creating plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "< [Customizing Ticks](04.10-Customizing-Ticks.ipynb) | [Contents](Index.ipynb) | [Three-Dimensional Plotting in Matplotlib](04.12-Three-Dimensional-Plotting.ipynb) >" ] } ], "metadata": { "anaconda-cloud": {}, "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": 1 }