{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib styles examples\n", "\n", "The matplotlib documentation is pretty incomplete, and all you really want to know about its style sheets is what they look like - but they're not shown in an easily comparable way. So here they are!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['bmh',\n", " 'classic',\n", " 'dark_background',\n", " 'fivethirtyeight',\n", " 'ggplot',\n", " 'grayscale',\n", " 'seaborn-bright',\n", " 'seaborn-colorblind',\n", " 'seaborn-dark',\n", " 'seaborn-dark-palette',\n", " 'seaborn-darkgrid',\n", " 'seaborn-deep',\n", " 'seaborn-muted',\n", " 'seaborn-notebook',\n", " 'seaborn-paper',\n", " 'seaborn-pastel',\n", " 'seaborn-poster',\n", " 'seaborn-talk',\n", " 'seaborn-ticks',\n", " 'seaborn-white',\n", " 'seaborn-whitegrid']" ] }, "execution_count": 3, "output_type": "execute_result", "metadata": {} } ], "source": [ "%matplotlib inline\n", "\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "\n", "sorted(plt.style.available)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## And what do they look like?\n", "\n", "To globally change the style, use `plt.style.use()`. Here, we're going to temporarily switch between them using the context manager form: `with plt.style.context(())`. But first let's set up the plots we want to show." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def make_title(s):\n", " return s.replace('-', ' ').replace('_', ' ').title()\n", "\n", "\n", "def make_plots(style_str=None):\n", " fig, axes_array = plt.subplots(2, 2)\n", " ((ax1, ax2), (ax3, ax4)) = axes_array\n", " \n", " # sine and cosine line plots\n", " x = np.arange(10)\n", " y_sin = np.sin(x)\n", " y_cos = np.cos(x)\n", " ax1.plot(x, y_sin)\n", " ax1.plot(x, y_cos)\n", " ax1.set_title('sine and cosine line plots')\n", " \n", " # a random scatter plot\n", " points1 = np.random.rand(20,2)\n", " points2 = np.random.rand(20,2)\n", " ax2.scatter(points1[:, 0], points1[:, 1])\n", " ax2.scatter(points2[:, 0], points1[:, 1])\n", " ax2.set_title('a random scatter plot')\n", " \n", " # a random bar graph\n", " width = 0.4\n", " middles = np.arange(1, 6)\n", " heights1 = np.random.rand(5)\n", " heights2 = np.random.rand(5)\n", " ax3.bar(middles - width, heights1, width)\n", " ax3.bar(middles, heights2, width)\n", " ax3.set_title('a random bar graph')\n", " \n", " # a random pie chart\n", " values = np.random.rand(5)\n", " frac_values = values/values.sum()\n", " labels = ['A', 'B', 'C', 'D', 'E']\n", " ax4.pie(frac_values, labels=labels)\n", " ax4.set_title('a random pie chart')\n", " \n", " # draw them!\n", " fig.suptitle(\"{} (\\'{}\\')\".format(make_title(style_str), style_str) if style_str else 'Default Settings', fontsize=20)\n", " fig.subplots_adjust(hspace=0.3)\n", " fig.set_size_inches(10, 10)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Things you'll note\n", "\n", "- Pie charts don't play nice with style sheet colours\n", "- Seaborn styles are generally quite nice (note: your matplotlib starts using a seaborn style if you simply `import seaborn`!) \n", "- Matlab-like styles make horrible graphs for horrible people\n", "- None of these plots are really ready for presenting without more tinkering! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Default settings" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmAAAAKECAYAAACgvoZEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmRowERERkSL7/y5+BKMU3XHSAAAAAElFTkSuQmCC\n" }, "output_type": "display_data", "metadata": {} } ], "source": [ "make_plots()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3.0 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.0+" } }, "nbformat": 4, "nbformat_minor": 0 }