{ "metadata": { "celltoolbar": "Slideshow", "name": "", "signature": "sha256:4cb2897c5b6be9faaba5aaab68ac1c4f65e02f1fb83165ce4db2d01a5d9df0fc" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# ggplot\n", "\n", "http://blog.yhathq.com/posts/ggplot-for-python.html\n", "\n", "- Package created by the [yhat](https://yhathq.com/) team\n", "- focuses on duplicating the API and output of R's ggplot2 library" ] }, { "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": 1 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Now you can create matplotlib plots using R-like syntax:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from ggplot import *\n", "\n", "ggplot(meat, aes('date','beef')) + \\\n", " geom_line(color='black') + \\\n", " scale_x_date(breaks=date_breaks('7 years'), labels='%b %Y') + \\\n", " scale_y_continuous(labels='comma')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Px4XQ04f1zVpJORwO2Gw2kYtKY9eLU7fbbegEUqutQsTjcfH6enG6adMmJBIJ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\nyGutceDAAeGIzp49G0eOHAEAHDp0CNO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Ira+vNxWn0WhU5FySeJHTJlKplKgsLykpETmH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\nS8ShxWJJc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"text": [ "" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "ggplot also natively handles Pandas DataFrames:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "\n", "meat_lng = pd.melt(meat, id_vars=['date'])\n", "\n", "p = ggplot(aes(x='date', y='value'), data=meat_lng)\n", "p + geom_point() + \\\n", " stat_smooth(colour=\"red\") + \\\n", " facet_wrap(\"variable\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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vRqMRo9HI1atXEQSBSZMmeXurEp7ahtls5quvvqK2tpYxY8agVCpZuXKlx7Zj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i1bBqvVips3b0Kj0WD27Nn48MMPcePGDYSFhWHatGmQy+VO/1bdpC0sLAxRUVGNxpWXl+fwpaPV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"text": [ "" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Former R users who have switched to Python: this may be what you're looking for!\n", "\n", "Read more at http://blog.yhathq.com/posts/ggplot-for-python.html" ] } ], "metadata": {} } ] }