{ "metadata": { "celltoolbar": "Slideshow", "name": "", "signature": "sha256:98f66c61706540c9627329eb5af5231396493e49077886533b54b073c16e69e7" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# PrettyPlotLib\n", "\n", "http://olgabot.github.io/prettyplotlib/\n", "\n", "- Package by [Olga Botvinnik](https://twitter.com/olgabot), a BioInformatics PhD student in San Diego\n", "- Focuses on prettifying matplotlib plots through customizing colors, transparencies, ticks & labels, etc.\n", "- Generally mirrors the standard matplotlib API" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%run talktools\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n" ], "metadata": {}, "output_type": "display_data", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import prettyplotlib as ppl\n", "\n", "from prettyplotlib import brewer2mpl" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " ppl.scatter(ax, x, y, label=str(i))\n", "\n", "ppl.legend(ax);" ], "language": "python", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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lGWzZUqCvr45CASRpAEUZpLHRw8yZOl1dNUcCp0Q8XkM0OjqpV/xBE1ZVnFIJ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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And here's matplotlib for comparison" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Show the whole color range\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " plt.scatter(x, y, label=str(i))\n", "\n", "plt.legend();" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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PwEWdLpwmk5vfffcd09PTaTLZCbSU1j8JDKNeHyCt5NcIVKXZHMiHHurNtm07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\npoa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pFmw6ZQOxn4HSsrkUMnYwUL5FSrx7GqW0Z6hab4giU6OTlHHuFwxkaBuJbjGUTcyX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\nEyZMXAlcLPdp6qK/RJMmTXD48OHzjg8fPhxt2rQBAAw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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Other plot types are available as well:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "for i in range(8):\n", " y = np.random.normal(size=1000).cumsum()\n", " x = np.arange(1000)\n", "\n", " # For now, you need to specify both x and y :(\n", " # Still figuring out how to specify just one\n", " ppl.plot(ax, x, y, label=str(i), linewidth=0.75)\n", "\n", "ppl.legend(ax);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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f+Ph4tm/fztmzZ5vgnTXc+vXr+cc//oGDg0OzbuoidhUThHtER0czYsQIBgwY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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Also some nice plot annotations with nice color selections:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import string\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "np.random.seed(14)\n", "n = 10\n", "ppl.bar(ax, np.arange(n), np.abs(np.random.randn(n)),\n", " annotate=range(n,2*n), grid='y', xticklabels=string.uppercase[:n])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "See more examples at http://olgabot.github.io/prettyplotlib/" ] } ], "metadata": {} } ] }