{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "> This is one of the 100 recipes of the [IPython Cookbook](http://ipython-books.github.io/), the definitive guide to high-performance scientific computing and data science in Python.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6.5. Converting matplotlib figures to d3.js visualizations with mpld3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. First, we load NumPy and matplotlib as usual." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Then, we enable the mpld3 figures in the notebook with a single function call." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from mpld3 import enable_notebook\n", "enable_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. Now, let's create a scatter plot with matplotlib." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "X = np.random.normal(0, 1, (100, 3))\n", "color = np.random.random(100)\n", "size = 500 * np.random.random(100)\n", "plt.figure(figsize=(6,4))\n", "plt.scatter(X[:,0], X[:,1], c=color,\n", " s=size, alpha=0.5, linewidths=2)\n", "plt.grid(color='lightgray', alpha=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The matplotlib figure is rendered with d3.js instead of the standard matplotlib backend. In particular, the figure is interactive (pan and zoom)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4. Now, we create a more complex example with multiple subplots representing different 2D projections of a 3D dataset. We use the `sharex` and `sharey` keywords in matplotlib's `subplots` function to automatically bind the x and y axes of the different figures. Panning and zooming in any of the subplots automatically updates all the other subplots." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAXMAAAFwCAYAAABKLps8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd8XFed8P/P9F40kka9WLJlyyWucRLHdnpIDA6hJWEJ\n", "PCm7/F4LG2A3sLCEhwd+v334AbvPLmwouwtJSAikk14cO4ljO+5FtmVZvffR9N7uff6QE2xjJ5Y0\n", "9ozG5/16zcu6o3PvfOd85TN3zj3nXBAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQRAEQciKh4Ex\n", "4OhJz/0LcBw4DPwJsGUhLkEQBGEK1gHLObUxvwFQnvj5xycegiAIwgWm/OgiH9gOeE97bjMgnfh5\n", "D1CZiaAEQRCEqZlKY/5R7gFey+DxBEEQhHOUqcb8ASAB/DFDxxMEQRDOo1pO7TMHuAt4D9CfaYe6\n", "ujoZEI/ceHSeKUfTIfKaU4+M5RVEbnPokdG8nq6WUxvzm4BjQNGH7CNP1QMPPDCry1+I15hOTEz+\n", "gWTKlF8/F+skH2LKcF6nnNt8qMNcjGmqeZ1KN8sTwE5gPjDAZB/5g4CZyQuhh4BfTeXFz0atVs/q\n", "8hfiNaYTU7blYp3kQ0zZNp06CQaD9PT0MDY2xmS7lbnjTzem81l+uvtM6fhTKPv5Mzz3cKYCEQTh\n", 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\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(3, 3, figsize=(6, 6),\n", " sharex=True, sharey=True)\n", "fig.subplots_adjust(hspace=0.3)\n", "X[::2,2] += 3\n", "for i in range(3):\n", " for j in range(3):\n", " ax[i,j].scatter(X[:,i], X[:,j], c=color,\n", " s=.1*size, alpha=0.5, linewidths=2)\n", " ax[i,j].grid(color='lightgray', alpha=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This use case is perfectly handled by mpld3: the d3.js subplots are also dynamically linked together." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> You'll find all the explanations, figures, references, and much more in the book (to be released later this summer).\n", "\n", "> [IPython Cookbook](http://ipython-books.github.io/), by [Cyrille Rossant](http://cyrille.rossant.net), Packt Publishing, 2014 (500 pages)." ] } ], "metadata": { "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": "3.4.2" } }, "nbformat": 4, "nbformat_minor": 0 }