notebooks/mpld3_demo.ipynb

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  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "D3 Viewer for Matplotlib"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This notebook shows a few examples of d3 views of matplotlib plots.\n",
      "The resulting plots can be panned and zoomed using the mouse.\n",
      "\n",
      "See more at http://github.com/jakevdp/mpld3\n",
      "\n",
      "Note that not every feature of matplotlib is yet implemented.  Here are a few examples:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%matplotlib inline\n",
      "import matplotlib.pyplot as plt\n",
      "import numpy as np"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from mpld3 import enable_notebook\n",
      "enable_notebook()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Scatter points\n",
      "fig, ax = plt.subplots()\n",
      "np.random.seed(0)\n",
      "x, y = np.random.normal(0, 1, (2, 200))\n",
      "color = np.random.random(200)\n",
      "size = 500 * np.random.random(200)\n",
      "\n",
      "ax.scatter(x, y, c=color, s=size, alpha=0.3)\n",
      "\n",
      "ax.set_xlabel('x axis')\n",
      "ax.set_ylabel('y axis')\n",
      "ax.set_title('Matplotlib Plot Rendered in D3!', size=14)\n",
      "\n",
      "ax.grid(color='lightgray', alpha=0.7)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "<style>\n",
        "\n",
        "</style>\n",
        "\n",
        "<div id=\"fig2132743977755683406297144\"></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",
        "function create_fig2132743977755683406297144(){\n",
        "  \n",
        "  mpld3.draw_figure(\"fig2132743977755683406297144\", {\"width\": 480.0, \"axes\": [{\"xlim\": [-3.0, 3.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"hanging\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"x axis\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [0.5, -0.080645161290322578], \"rotation\": -0.0, \"id\": \"213274397793360\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"y axis\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 10.0, \"position\": [-0.066364247311827967, 0.5], \"rotation\": -90.0, \"id\": \"213274397805328\"}, {\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"Matplotlib Plot Rendered in D3!\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 14.0, \"position\": [0.5, 1.0224014336917562], \"rotation\": -0.0, \"id\": 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        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\"){\n",
        "   // already loaded: just create the figure\n",
        "   create_fig2132743977755683406297144();\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"http://d3js.org/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"http://mpld3.github.io/js/mpld3.v0.1.js\", create_fig2132743977755683406297144);\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"http://d3js.org/d3.v3.min.js\", function(){\n",
        "        mpld3_load_lib(\"http://mpld3.github.io/js/mpld3.v0.1.js\", create_fig2132743977755683406297144);})\n",
        "}\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "png": 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cO3aM3/md3xkvo9FoePLJJ9mwYQOrV6/mK1/5Cp/85Cf57ne/O6Eur9c7o7mwWwlBmetn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mEf2YVFml4vZrfPYH0dYXkN/3aRwhWoSUlqN5tM+KOstwU2sisMh0V6ugPJnSDg6hAKQK9XQxQ0\nJMnBcDDAEvIMeiKteh/r+nmcHpVOYZ2pVpcD88+hOlR0Y4BTGy02j+Zgr6qQX9wkt5Fl5sD0Pc9N\n1RS8YQ8FSSe7XqG0o+N3TtCsGThlA59DQKqUKTTq1Dx5VLcbj8dDa3OT9AcWvqo62cpusVX3kUlk\nMOotWs0WwfDolCXJMi7XDG++eZ7ruRWMeJCKPqRQANsKMtRllksX6K7GSTp97J+c4fpOjng4Qr+Y\nh6CK4PPSb7Zo5Ey0UAyZdVSPHxCpbWbxmSITe2aoZLO0N/OEInGqZZE9yRKPpXw4HAbtThnTspFE\nAY8q48m4EAWNZkXi3YUq/sQYsUgAQ68juQNMP/4E6+fPofd2cIX9uD2euypfYbS5Z9dW6EiHCSIS\nkd2kYom7spB7/T7XF5bZLDSx1SCCrGLbNvYgj0vcIB5y0tYNbp8xbARh1G4xk46wuVkiFB5tJqIo\n0GzWCQTUe3oJA9RqNTarQ/xHjyHfR+cHwBeIID/2syxefp3+6nvUwxKN2pBMr8nBPUc5mkrdRdya\ncdt17RSE3YKx++Hq4g3UmcRdp8WPAlmWCR2Y5uyNy3wu+qnvaqzvBR5I/m+//TYw0pH5ET5+TExM\noH7hC1x89VXi2SzTkQgul4uD84/R6XT49qUzpP06mhIgOu6lqw9ZbDRwTUwwv3cPyh2L5H2tlfAH\nNIMmxnucXriKX1FYKlcI+Dw4VAeZqQnGJjLUShVKuSpqu83qtTdx92okwx5CHgfZzgCnIJMJRDAR\nqVsDNDlNoWpT7vVpd00G/T6CCMGAD5/XoF5vUSoX6BotwmkXRtuJPXRiqTD1dIr26TrjUpgzixfZ\nl5pGFMy7CEcUBObjGc6cX2Z6/xTCrUbfpmGRLzTI13p0TYG4HWEyE0LBxOsdFQ4auk5lMGCrtoU2\ndBLFpnRzAWN6Bts0b6VPgmGaVOoNioMeF5bLtAcetvU8zXaP6NIm470B0WgIy7QZDHQurzd5/Jlp\nBi2d7IqPUOJxpFvPvlYQ2Noq4D4e5vXT71DV4XDUSdkVplnXqdQ3yK2VwMqgdxuoXplOsYHZGeJS\nPajSSJ8mkkqRH+oUdrIkoh5yWx1OTHnwuTU+KEpgWjY7xRY7xQEv/uSTmKww0E1cTpm23mP+0GE0\np4uF8+fprBWoKwWcAR+iQ8ayLOqdLk3TwpRlUgEve5Pj9wjXtft9ri5s4E4dJDA+tdu4ZoQxBv0e\nq6UtzGaPlNok4vMBbdzaaCuYnZum2bpKubyBZSk0GmX0bpGpdJRTr72K7FAJxuMkxlK4XW62dkps\nix6mpuYfumZcHh8Te5+kk99hPBSmF2wSd1XZk7m3huNOWAIP9MMPh0MWCttMHnzioWN8WIQTcZau\nr1Kr1e7pmfxx45Fun1deeYVPf/rTd/3tT//0T3/k+vke4FF9RBOJBJ/8uZ/j5rVrvH3xIr7BgIAo\n4lFV+lYff8BHy7LJNhrI4TCZw4cJhx4uCncnnE4nJ/bsp3LqDNW6RfIOPX5RFAnHowTCIVbOnObn\nZiOMRWcp5gtce3uFY9697Dtoc7PYJuHJ4B/0ubp5AWc0g5sYta4E/RJICt3eEH3Qp2fq+FMeXHqZ\nibkMjpYPtdRHFMPYPZ2U20ko5EPzutjIlpE7OgHdwqebyJKE360SD4SQF20KOwUSmQS97oDVrQa6\nGsBySWgDgemgj3azCcJtV9X7aYx614OoaqzWu6TdDmqrK1iaRrPRoK/rrAw62IkwrmgCh+ggoE8S\nzYwxqDURJlNs9gesXl3GLrZRJmWcExMM+wZbiwbR9N0EMXP4Kcrb36Beq5Ad9FCbDSYOzSIXRRTd\noNbrIfZj9AtrCGIfRXNjyXUU1YHhdNLEQhBlvOEggXCIRitPpWYiB1JcWtzhwEwAhyJh29AfGnT6\nJrUeGLLK088fZnoqRbVQpVHMo4kixsBgY2OVen2NyX1eqlUoZJsMOiYOUwJFITm1j8eSKeRQjG++\nsnMP8eu6zvXNIuqRxwhG75++qGpOIuk5soMBZzcv8Im9KrLUxXvLreZQHBw5sp8rFy9RWF8k45DJ\npNK7LiLTtGisrXJ5ZRlXNMp7WyXkgz+Nz//od9vl9pOXZJyqikMM0GsX7vu5vqygGTqDoU5HVB7o\n8ikWi0hR3z1psN8N1LEouUL+Xz/5f+1rX+Nv/uZv+O3f/m1arRa/+Iu/iMPh+BH5f0xwOBwcOnaM\n/YcOUSqVqFUqFCsVSttXsaYi+MIhkl7vfYuMHoZSqcTC5hqPHzjMU/OHuPaPi6y/eZrhwb2EUvHd\nlMBKsUikW8IfUCmvbFBayjLrnSUWimHZFj0zy1ZlG58WJyS26NLHQkXRQhi6E8mhs7pewBsUUf0y\nen+dmflxyk2NxL59SM5VsktV7F4E7Zb/3uV1UZTrFNAxGn0mQh4ky8TaLjPuUhl3Zdi4mEdRHWxX\nTJRQEo+msrl4msNTPhyKhGFaCHckHNqWxebCBm5rFqdkY2teNnsdkg6Lmm3z5uYmwb0TBCankW7N\nQ3MpNEp9ur0BcsBHMD4in5bfS76zw2qthBb20Wv3EcUpPgjV6eHIi5/g6jt/Raul4pNlbCDs81Er\nlNg5t8QwZ+EcbhD1xXH2baCP1O1iN2qYkoTd61IqlQCbiCqiBaOkJlJkKzph3QEDExBQnQHcSTfz\nfg+VyhZ7pkcV1qFEhNL6JglNIl/IkYgMOHwgiCLLQIROp8/yWpvM1FOEgrcL7XqiTMg3oN1r4XHe\nTjIoVWo0RC97oikeBkEQSE4fZK2W5dTKNb5wQtu1rjvdDtfOnsUzGDA5OYUk3W11KzJoqoOYbXN9\ne4fTmwX2P/PhjBpVc+IY30cxv0zY/fB+2QCb1Qqpw8cfqIdTrldxBB89zncCT8BHbq3Cw88x3388\nkvxPnjzJ7/zO73DkyChY8rWvfY2f//mf/zjm9kOPh1n9H4Qsy7vSwwCV8grTe0P3pPp9WCiKgsfp\nRBRFVFXl8cPHaK3nCVb73Fi7wFAWERSFrauXOOYe4O36GFc1DCVKwDcqhxcFkcNjKWQhy7mlc+h4\nqWbXMJQUlhig3PAy7C3TEyWa1QLOTpP07AT5dpDA9BROrxNP2Iu0egmkGNatjk+Fcp2iJuFNZ7DN\nPqIM0agf07DY2C5jVSwS7r28+T8uknn2EG5NpVEr4VTaREOTo+clidiMxjN0neziNv0tD6nYAUyz\nRbO0RmI6zWZ2je38Ov0jsyAYyO0yDllGAFSPQeXGIl23m7H0HizTQpREuq0BvlSShgPyi68zc+TY\nA5+z0xtkz/EZVs69iiZ72d4e0Kx1Wbt0mX6uwazrOMhpOoJJQB2lhlq2hWEaDHpt9HYJf8iHLSsM\nZQF/wAJbwO9LkEwpBAN3W6yWZWHp24wlR9kr6VSY12wJPddBsExmpjJ3uTjcbo2JtMnVq2dJJmcw\nhkMEScTl9nBw0s0blzbwOEcnQsu2WdzK4514fHeDfBhEUcCf3k8zd5mGINDu9ZBFgatnzhCxbQIP\nsXwty2a5VicfCPOpUJpz7/4ToUiSUCT5wO+8j9j0QZY3ruOgSUy7v8WuGTrNTpc1W+TpPXseOFa1\n08IV+95a6C6vh1pn83s65kfBI8m/Vqtx9uxZZmZm2N7eZnNzc1fz/Ef4wcHtC9Hu9Aj4739cfRQC\ngQDHblWydrp1kumDWAOBpGmyN51haBg0220WvMt8cnoSSRIpVKog+nb98LphUKnU0XSZmZCHjmRT\nzK5TbOt0aWJsVOj1rrP/kweYPPwsqss/6gfQq9MpnqKbq9Nv5UlkquwsCQz6ETRVYafXJ7EvQ6/d\nR8ZDu1fH0+njdjuJZSKcq7ZQGja+yEuUb2xTWb+GrW1zbG9k971UHAr9dpVWoUc728MtjuF1R0cn\nJNvFRnaZTqTJWrHCcCxMem8CVYJqvozLGPnaO04Jz14Dt7OHNaxQKrRQHF5EQ8YURdCLTH7uAPlm\njeHAxLZn7lkXrWqO9N4ogw2N488eZuGVM7iK2zzlc7PUdDPmS6GoNjdaBRR5AlF8f0k6cCsODMNL\nq1HH67fwqE5qpTqOUBjVKWGYIyE+y7ZoNLoMdZ1KpcBEtI3DMRrH4VAITIxx4dI5PnMicndaqmGQ\nzVbYWSuQW6nhbJmoqoptWzR1g44Adkdgp+BjLD5Ou9NhZyCSzjy8Gc+dMIwiE/sCHPqZz/L2G6/T\nv3yeKdMg8AAJZdu2KbTbLHf6KJlJTuzZQ7vZpHB2i7V3/xHfy//zA4O+78PrD9F74sd457//3/zH\no6M4w3o+h2HqzI6NjyqEazWudAcc+vGfHBVXPgC2bd9Xb+u7gSCKWJb56A9+n/FI8n/66af56le/\nype//GW63S5f/epXefbZZ3nnnXc+jvn9UONRPv+HwR8eo9a4hNfjpFar0eq0aHabmJaJJEp4nB58\nbh/BYPCREq+1lk5wTwJ/KMaVb32Lo243qqLgUBTcqrJ7LDdNC4GRX3Y4HJItVLFlH4rbgQ+JRMBF\nzxbAtxctmEHowuJGhYnDRwkmE9Ry6wyr50gkTOLHPUiiC1EUmX3qOG99c51z3yhw/loIeXISUZYQ\nJQmHqNHRHdTbPdxuJ+3+EG08xkphwPyzs+j9FMWtkwgDmez5PHVPFUEQ0AcmhetFQq6nyIRTtFpD\nZCWIdKuYLKTu59w/fwPtyTjB2WlMY0B0PIWVjNDr9LFtG/+gxrNf3Mfq6U1KG8sMuh62swPSyWla\nvQ0OfXoP4ecPU11eZ1i8SHnnKqHEPiR51PSmWc3h0DYYm9lD06Nx9fQluleKPJ44TrGxTNgnEvKo\nmJZJSrbZ7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7j7HgJIIIHMREJUFaoa7wXpiAiP38Pd3//z9/++98Pnr2N5qcjg4BjHju1c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\n9sCuxA+wMJOnub0qa9U1RxhcqramfNz1k+f44vBMaP7/9b/+V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       "text": [
        "<matplotlib.figure.Figure at 0x10620bad0>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Histogram with modified axes/grid\n",
      "fig = plt.figure()\n",
      "\n",
      "ax = fig.add_subplot(111, axisbg='#EEEEEE')\n",
      "ax.grid(color='white', linestyle='solid')\n",
      "\n",
      "x = np.random.normal(size=1000)\n",
      "ax.hist(x, 30, histtype='stepfilled', fc='lightblue', alpha=0.5);"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\"){\n",
        "   // already loaded: just create the figure\n",
        "   create_fig213274397728592237643495();\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"http://d3js.org/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"http://mpld3.github.io/js/mpld3.v0.1.js\", create_fig213274397728592237643495);\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"http://d3js.org/d3.v3.min.js\", function(){\n",
        "        mpld3_load_lib(\"http://mpld3.github.io/js/mpld3.v0.1.js\", create_fig213274397728592237643495);})\n",
        "}\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x106200350>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Draw lines\n",
      "fig, ax = plt.subplots()\n",
      "x = np.linspace(-5, 15, 1000)\n",
      "for offset in np.linspace(0, 3, 7):\n",
      "    ax.plot(x, 0.9 * np.sin(x - offset), lw=5, alpha=0.4)\n",
      "ax.set_xlim(0, 10)\n",
      "ax.set_ylim(-1.2, 1.0)\n",
      "ax.text(5, -1.1, \"Here are some curves\", size=18, ha='center')\n",
      "ax.grid(color='lightgray', alpha=0.7)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
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        "\n",
        "</style>\n",
        "\n",
        "<div id=\"fig2132743979196966167524695\"></div>\n",
        "<script>\n",
        "function mpld3_load_lib(url, callback){\n",
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        "\n",
        "function create_fig2132743979196966167524695(){\n",
        "  \n",
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        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\"){\n",
        "   // already loaded: just create the figure\n",
        "   create_fig2132743979196966167524695();\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"http://d3js.org/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"http://mpld3.github.io/js/mpld3.v0.1.js\", create_fig2132743979196966167524695);\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"http://d3js.org/d3.v3.min.js\", function(){\n",
        "        mpld3_load_lib(\"http://mpld3.github.io/js/mpld3.v0.1.js\", create_fig2132743979196966167524695);})\n",
        "}\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "png": 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vvoLa79WC4V1HLxOIXqKfGNzguADC4WeJ1w0jhnj8C8oVJLq7u9Hb20u8Pjc3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hnGYvnx8WPcGbpDvp/5eXwchqbF5i8YlhXJic6D/lV/z62uLnxUV7y1NA0WIsOxWdPkfv7oqMYk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\n4OrjCnz19Pay2ZRNTcEVVReLg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       "text": [
        "<matplotlib.figure.Figure at 0x10622edd0>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# multiple subplots, shared axes\n",
      "fig, ax = plt.subplots(2, 2, figsize=(8, 6),sharex=True, sharey=True)\n",
      "fig.subplots_adjust(hspace=0.3)\n",
      "\n",
      "np.random.seed(0)\n",
      "\n",
      "for axi in ax.flat:\n",
      "    color = np.random.random(3)\n",
      "    axi.plot(np.random.random(30), lw=2, c=color)\n",
      "    axi.set_title(\"RGB = ({0:.2f}, {1:.2f}, {2:.2f})\".format(*color),\n",
      "                  size=14)\n",
      "    axi.grid(color='lightgray', alpha=0.7)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\"){\n",
        "   // already loaded: just create the figure\n",
        "   create_fig213274398258384625304573();\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"http://d3js.org/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"http://mpld3.github.io/js/mpld3.v0.1.js\", create_fig213274398258384625304573);\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"http://d3js.org/d3.v3.min.js\", function(){\n",
        "        mpld3_load_lib(\"http://mpld3.github.io/js/mpld3.v0.1.js\", create_fig213274398258384625304573);})\n",
        "}\n",
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nd/6Ii2P9aPY2YPm8JUWNjxCC4cAYEkSAz1mDkelxhPgIQny2MdJzOciHkr/Z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0uWcoLLomLNWMm+DuS6BpSXge2d5AVAVqvNRslS9lTKqepkXJUzBwQE77TuCUsWWg41N70cgLyY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\nNVPSaq1C5TUDS9GvN/QsBygdHRF3nPJvF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       "text": [
        "<matplotlib.figure.Figure at 0x1062818d0>"
       ]
      }
     ],
     "prompt_number": 6
    }
   ],
   "metadata": {}
  }
 ]
}