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   "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",
     "collapsed": false,
     "input": [
      "#!pip install mpld3"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "2. Then, we enable the mpld3 figures in the notebook with a single function call."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from mpld3 import enable_notebook\n",
      "enable_notebook()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "3. Now, let's create a scatter plot with matplotlib."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "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)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "\n",
        "\n",
        "<style>\n",
        "\n",
        "</style>\n",
        "\n",
        "<div id=\"fig_el1532144920849442773559139\"></div>\n",
        "<script>\n",
        "function mpld3_load_lib(url, callback){\n",
        "  var s = document.createElement('script');\n",
        "  s.src = url;\n",
        "  s.async = true;\n",
        "  s.onreadystatechange = s.onload = callback;\n",
        "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
        "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
        "   // already loaded: just create the figure\n",
        "   !function(mpld3){\n",
        "       \n",
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        "   }(mpld3);\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "         \n",
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        "      });\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
        "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "                 \n",
        "                 mpld3.draw_figure(\"fig_el1532144920849442773559139\", {\"axes\": [{\"xlim\": [-3.0, 4.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [], \"xdomain\": [-3.0, 4.0], \"ylim\": [-3.0, 3.0], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#D3D3D3\", \"alpha\": 0.7, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 8, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#D3D3D3\", \"alpha\": 0.7, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 7, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el153214492084816\", \"ydomain\": [-3.0, 3.0], \"collections\": [{\"paths\": [[[[0.0, -0.5], [0.13260155, -0.5], [0.25978993539242673, -0.44731684579412084], 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cBA0oWUyGDDZTjOITnVSUaSgpszPSu4BV08LOndc3COhmkO8x5HzXnwuqgQOp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\nCCGEEDHwX1hgQPHm0nQ9AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10bbfc6d0>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "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",
     "collapsed": false,
     "input": [
      "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)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "\n",
        "<style>\n",
        "\n",
        "</style>\n",
        "\n",
        "<div id=\"fig_el153214492348304184935769\"></div>\n",
        "<script>\n",
        "function mpld3_load_lib(url, callback){\n",
        "  var s = document.createElement('script');\n",
        "  s.src = url;\n",
        "  s.async = true;\n",
        "  s.onreadystatechange = s.onload = callback;\n",
        "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
        "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
        "   // already loaded: just create the figure\n",
        "   !function(mpld3){\n",
        "       \n",
        "       mpld3.draw_figure(\"fig_el153214492348304184935769\", {\"axes\": [{\"xlim\": [-3.0, 6.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [], \"xdomain\": [-3.0, 6.0], \"ylim\": [-3.0, 6.0], \"paths\": [], \"sharey\": [\"el153214498426512\", \"el153214498590928\", \"el153214503987280\", \"el153214504143376\", \"el153214504047376\", \"el153214504421456\", \"el153214507941008\", \"el153214508063632\"], \"sharex\": [\"el153214498426512\", \"el153214498590928\", \"el153214503987280\", \"el153214504143376\", \"el153214504047376\", \"el153214504421456\", \"el153214507941008\", \"el153214508063632\"], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": \"\", \"grid\": {\"color\": \"#D3D3D3\", \"alpha\": 0.7, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 10, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": 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        "   }(mpld3);\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "         \n",
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        "      });\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
        "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "                 \n",
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n5IHDFCdjzC/MZVFlKRIk3L5oPj37msmrrUWuUNI+3E/7u89w+MQpIgOtFEr8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fAAAg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       "text": [
        "<matplotlib.figure.Figure at 0x10bc3cb90>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "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": {}
  }
 ]
}