{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Seaborn style in matplotlib\n", "\n", "##### Gemain Salvato-Vallverdu [germain.vallverdu@univ-pau.fr](germain.vallvedu@univ-pau.fr)\n", "\n", "Matplotlib provides several styles in oder to produce aesthetic plots. Among them, there is a serie of `seaborn` styles from the python library of the same name." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['seaborn-talk',\n", " 'seaborn-poster',\n", " 'seaborn-muted',\n", " 'seaborn-colorblind',\n", " 'seaborn-white',\n", " 'seaborn-paper',\n", " 'seaborn-whitegrid',\n", " 'seaborn-pastel',\n", " 'seaborn-dark-palette',\n", " 'seaborn-bright',\n", " 'seaborn-notebook',\n", " 'seaborn-darkgrid',\n", " 'seaborn-ticks',\n", " 'seaborn-dark',\n", " 'seaborn-deep']" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "seaborn_style = [style for style in matplotlib.style.available if \"seaborn\" in style]\n", "seaborn_style" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actually, seaborn styles can be divided into 3 categories :\n", "\n", "* **color palette**\n", " * seaborn-bright\n", " * seaborn-colorblind\n", " * seaborn-dark-palette\n", " * seaborn-deep\n", " * seaborn-muted\n", " * seaborn-pastel\n", "* **themes mainly about elements' frame**\n", " * seaborn-dark(grid) => dark theme with or without grid\n", " * seaborn-white(grid) => white theme with or without grid\n", " * seaborn-ticks => white theme with ticks\n", "* **fonts and sizes**\n", " * seaborn-notebook\n", " * seaborn-paper\n", " * seaborn-poster\n", " * seaborn-talk\n", " \n", "Thus one should select one of each category to have a full theme." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Color palettes\n", "\n", "Hereafter, the 6 available color palettes are used in order to plot 6 lines." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "scrolled": false }, "outputs": 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ZdsDHK7vc1PlityMfn2Nl0fh0hhpePSJEwP02vqanQbpjjLRhz7gIe8ZChDB+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors = {\n", " \"seaborn-bright\": ['003FFF', '03ED3A', 'E8000B', '8A2BE2', 'FFC400', '00D7FF'],\n", " \"seaborn-colorblind\": ['0072B2', '009E73', 'D55E00', 'CC79A7', 'F0E442', '56B4E9'],\n", " \"seaborn-dark-palette\": ['001C7F', '017517', '8C0900', '7600A1', 'B8860B', '006374'],\n", " \"seaborn-deep\": ['4C72B0', '55A868', 'C44E52', '8172B2', 'CCB974', '64B5CD'],\n", " \"seaborn-muted\": ['4878CF', '6ACC65', 'D65F5F', 'B47CC7', 'C4AD66', '77BEDB'],\n", " \"seaborn-pastel\": ['92C6FF', '97F0AA', 'FF9F9A', 'D0BBFF', 'FFFEA3', 'B0E0E6'] \n", "}\n", "f, axes = plt.subplots(2, 3, figsize=(12, 6), sharex=True, sharey=True)\n", "x = np.linspace(0, 1, 100)\n", "for ax, cname in zip(axes.flat, colors):\n", " for i, color in enumerate(colors[cname]):\n", " ax.plot(x, (i+1)*x**2 + i, color=\"#\" + color, linewidth=5)\n", " ax.set_title(cname)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Themes about fonts and sizes \n", "\n", "The four themes : poster, talk, notebook and paper, mainly modify the sizes of fonts, lines, figure, ticks etc ... The poster theme set the largest sizes and the paper theme the smallest. \n", "\n", "On the examples below, the main differences are from the fontsizes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+lU9MLGDhwgcoLDwuxDUbXccbHWw4bQPOBv+Cs/TCUubcPAdHSnR0XYeDZpGK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\n6AfOB+4IkP1LwJeAM5w0c4ElwMXA40AycJeIrAhyGbcAVcANwFLnPKd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sp9GfA1UB0iRh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vBFp9o6I4aqrSOIalEcoFp0MKpF0cVN52gJkAz8FbgL+ApwGvAZIBdbmlOixIEDb9DcfC8tLfdP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\n4MiRdFcn7E6ySCRLtmeRdI6mw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "base = \"/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/matplotlib/mpl-data/stylelib/\"\n", "styles = [\"seaborn-notebook\", \"seaborn-paper\", \"seaborn-poster\", \"seaborn-talk\"]\n", "f, axes = plt.subplots(2, 2, figsize=(6, 6))\n", "x = np.linspace(0, 1, 100)\n", "for ax, style in zip(axes.flat, styles):\n", " rc = matplotlib.style.core.rc_params_from_file(base + style + \".mplstyle\")\n", " matplotlib.rcParams.update(rc)\n", " for i in range(6):\n", " ax.plot(x, (i+1)*x**2 + i, linewidth=5)\n", " ax.set_title(style)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Complete themes\n", "\n", "Now we will plot the same plots using either the dark theme either the white theme with one of the color palette." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the dark theme" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VgykREREROQUGUyIiIiJyCgymREREROQUGEyJiIiIyCkwmBIRERGRU2AwJSIi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\nfvihWLt2r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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "matplotlib.style.use([\"seaborn-darkgrid\", \"seaborn-colorblind\", \"seaborn-notebook\"])\n", "x = np.linspace(0, 1, 100)\n", "for i in range(6):\n", " plt.plot(x, (i+1)*x**2 + i)\n", "plt.title(\"With the darkgrid, colorblind and notebook styles\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the white theme\n", "\n", "The ticks style add the ticks to the white style. Nevertheless, whitegrid and ticks style are not consistant as the former remove the ticks and add a grid and the latter remove the grid and add the ticks." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WPmuturq63dVPiIiIiMi6hIeHw9vbu9OO1yXB1GAw4LnnnkNRURE+//zza7qF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\nSHN6JLoIB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+GrX/0q7r33XkxOTm5n12kLNnu+v/3tb+Oee+7BPffcg1tvvRWGYcAwDARB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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "matplotlib.style.use([\"seaborn-whitegrid\", \"seaborn-deep\", \"seaborn-notebook\"])\n", "x = np.linspace(0, 1, 100)\n", "for i in range(6):\n", " plt.plot(x, (i+1)*x**2 + i)\n", "plt.title(\"With the whitegrid, deep and notebook styles\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same as above, without the grid but with ticks and paper size." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qdPH+0To+Lm3AqRTRQTpWjE9lsgyCPS8SUIQQQohztNvQzj8PVNFstuGngcuG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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "matplotlib.style.use([\"seaborn-ticks\", \"seaborn-deep\", \"seaborn-paper\"])\n", "x = np.linspace(0, 1, 100)\n", "for i in range(6):\n", " plt.plot(x, (i+1)*x**2 + i)\n", "plt.title(\"With the white, ticks, deep and notebook styles\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }