ipython notebook example

gistfile1.json

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   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Installation, running, configuration\n",
      "\n",
      "* almost any python distribution comes with ipython\n",
      "    * you have it already!\n",
      "* go to command prompt/bash/terminal and type `ipython notebook`\n",
      "* The behavior of the notebook is fully configurable\n",
      "    * type `ipython profile create`\n",
      "    * go to `c:/users/< user name >/.ipython/profile_default`\n",
      "    * open `ipython_notebook_config.py` using notepad++\n",
      "    * read the documentation\n",
      "* Some usefull config options\n",
      "    * add ema workbench to sys.path\n",
      "    * force matplotlib to inline figures\n",
      "    * specify default imports (e.g. numpy)\n",
      "    * change default location where notebooks are stored\n",
      "    * change working directory"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# why notebook?\n",
      "* mix text, code, results of code (literary programming)\n",
      "* interactive programming\n",
      "* easier and lighter than eclipse \n",
      "* Ideal for data analysis and testing ideas\n",
      "\n",
      "# why not notebook?\n",
      "* building of modules\n",
      "* debugging complex algorithms\n",
      "* hybrid way of working\n",
      "    * build snippets in notebook\n",
      "    * move to eclipse if mature"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Flu example"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from expWorkbench import ema_logging, load_results"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ema_logging.log_to_stderr(ema_logging.INFO)\n",
      "\n",
      "results = load_results('./data/1000 flu cases.tar.gz')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "[INFO/MainProcess] results loaded succesfully from ./data/1000 flu cases.tar.gz\n"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from analysis.plotting import envelopes, TIME\n",
      "import seaborn as sns # makes plots look a lot better\n",
      "\n",
      "experiments, outcomes = results\n",
      "oois = outcomes.keys()\n",
      "oois.remove(TIME)\n",
      "\n",
      "for ooi in oois:\n",
      "    fig, axes = envelopes(results, group_by='policy', \n",
      "                          outcomes_to_show=ooi, fill=True)\n",
      "    plt.savefig('{}.png'.format(ooi), dpi=300)\n",
      "plt.show()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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OnbFnzx5Mnz4dd955J06ePAmHw4GkpCQ88sgjhV7nnj17MG7cOERGRsJms2H58uX44Ycf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\nAAIbAAADHlz36I7IhwGhAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11a81a810>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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jARg2bBg7d+4MbbNYLLz77ru4XC5KS0sxDAObzcbu3bvxer1MmTKFyZMns337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\nffbZ3HDDDQBMnjyZq6++mhk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4IxllSwrDaFjTN3SdGO6HGlBUJ0eOVNHzhMT27dsVg8rK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\nLUIFfUVRFEVpESroK4qiKEqL+P8BR8A8vYksC/gAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11763c290>"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# even fancier"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import mpld3 \n",
      "from analysis.plotting_util import group_results\n",
      "\n",
      "sns.color_palette\n",
      "\n",
      "gs = set(experiments['policy'])\n",
      "groups = group_results(experiments, outcomes, group_by='policy', grouping_specifiers=gs)\n",
      "\n",
      "ooi = oois[0]\n",
      "\n",
      "fig = plt.figure()\n",
      "ax = fig.add_subplot(111)\n",
      "plt.subplots_adjust(right=0.7)\n",
      "\n",
      "handles = []\n",
      "labels = []\n",
      "keys = ['no policy', 'static policy', 'adaptive policy']\n",
      "for i, key in enumerate(keys):\n",
      "    value = groups[key]\n",
      "    min_value = np.min(value[1][ooi], axis=0)\n",
      "    max_value = np.max(value[1][ooi], axis=0)\n",
      "    handle = ax.fill_between(np.arange(0,max_value.shape[0]), min_value, max_value, color=sns.color_palette()[i], alpha=0.2)\n",
      "    handles.append(handle)\n",
      "    labels.append(key)\n",
      "\n",
      "legend = mpld3.plugins.InteractiveLegendPlugin(handles, labels)        \n",
      "mpld3.plugins.connect(fig, legend)\n",
      "mpld3.display()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "\n",
        "<style>\n",
        "\n",
        "    .legend-box {\n",
        "      cursor: pointer;\n",
        "    }\n",
        "    \n",
        "</style>\n",
        "\n",
        "<div id=\"fig_el59248670585124522528831\"></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.register_plugin(\"interactive_legend\", InteractiveLegend);\n",
        "    InteractiveLegend.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    InteractiveLegend.prototype.constructor = InteractiveLegend;\n",
        "    InteractiveLegend.prototype.requiredProps = [\"element_ids\", \"labels\"];\n",
        "    InteractiveLegend.prototype.defaultProps = {\"ax\":null,\n",
        "                                                \"alpha_sel\":1.0,\n",
        "                                                \"alpha_unsel\":0}\n",
        "    function InteractiveLegend(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    InteractiveLegend.prototype.draw = function(){\n",
        "        var alpha_sel = this.props.alpha_sel;\n",
        "        var alpha_unsel = this.props.alpha_unsel;\n",
        "\n",
        "        var legendItems = new Array();\n",
        "        for(var i=0; i<this.props.labels.length; i++){\n",
        "            var obj = {};\n",
        "            obj.label = this.props.labels[i];\n",
        "\n",
        "            var element_id = this.props.element_ids[i];\n",
        "            mpld3_elements = [];\n",
        "            for(var j=0; j<element_id.length; j++){\n",
        "                var mpld3_element = mpld3.get_element(element_id[j], this.fig);\n",
        "\n",
        "                // mpld3_element might be null in case of Line2D instances\n",
        "                // for we pass the id for both the line and the markers. Either\n",
        "                // one might not exist on the D3 side\n",
        "                if(mpld3_element){\n",
        "                    mpld3_elements.push(mpld3_element);\n",
        "                }\n",
        "            }\n",
        "\n",
        "            obj.mpld3_elements = mpld3_elements;\n",
        "            obj.visible = false; // should become be setable from python side\n",
        "            legendItems.push(obj);\n",
        "        }\n",
        "\n",
        "        // determine the axes with which this legend is associated\n",
        "        var ax = this.props.ax\n",
        "        if(!ax){\n",
        "            ax = this.fig.axes[0];\n",
        "        } else{\n",
        "            ax = mpld3.get_element(ax, this.fig);\n",
        "        }\n",
        "\n",
        "        // add a legend group to the canvas of the figure\n",
        "        var legend = this.fig.canvas.append(\"svg:g\")\n",
        "                               .attr(\"class\", \"legend\");\n",
        "\n",
        "        // add the rectangles\n",
        "        legend.selectAll(\"rect\")\n",
        "                .data(legendItems)\n",
        "             .enter().append(\"rect\")\n",
        "                .attr(\"height\",10)\n",
        "                .attr(\"width\", 25)\n",
        "                .attr(\"x\",ax.width+10+ax.position[0])\n",
        "                .attr(\"y\",function(d,i) {\n",
        "                            return ax.position[1]+ i * 25 - 10;})\n",
        "                .attr(\"stroke\", get_color)\n",
        "                .attr(\"class\", \"legend-box\")\n",
        "                .style(\"fill\", function(d, i) {\n",
        "                            return d.visible ? get_color(d) : \"white\";})\n",
        "                .on(\"click\", click);\n",
        "\n",
        "        // add the labels\n",
        "        legend.selectAll(\"text\")\n",
        "                .data(legendItems)\n",
        "            .enter().append(\"text\")\n",
        "              .attr(\"x\", function (d) {\n",
        "                            return ax.width+10+ax.position[0] + 40;})\n",
        "              .attr(\"y\", function(d,i) {\n",
        "                            return ax.position[1]+ i * 25;})\n",
        "              .text(function(d) { return d.label });\n",
        "\n",
        "        // specify the action on click\n",
        "        function click(d,i){\n",
        "            d.visible = !d.visible;\n",
        "            d3.select(this)\n",
        "              .style(\"fill\",function(d, i) {\n",
        "                return d.visible ? get_color(d) : \"white\";\n",
        "              })\n",
        "\n",
        "            for(var i=0; i<d.mpld3_elements.length; i++){\n",
        "                var type = d.mpld3_elements[i].constructor.name;\n",
        "                if(type ==\"mpld3_Line\"){\n",
        "                    d3.select(d.mpld3_elements[i].path[0][0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else if((type==\"mpld3_PathCollection\")||\n",
        "                         (type==\"mpld3_Markers\")){\n",
        "                    d3.selectAll(d.mpld3_elements[i].pathsobj[0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel)\n",
        "                        .style(\"fill-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else{\n",
        "                    console.log(type + \" not yet supported\");\n",
        "                }\n",
        "            }\n",
        "        };\n",
        "\n",
        "        // helper function for determining the color of the rectangles\n",
        "        function get_color(d){\n",
        "            var type = d.mpld3_elements[0].constructor.name;\n",
        "            var color = \"black\";\n",
        "            if(type ==\"mpld3_Line\"){\n",
        "                color = d.mpld3_elements[0].props.edgecolor;\n",
        "            } else if((type==\"mpld3_PathCollection\")||\n",
        "                      (type==\"mpld3_Markers\")){\n",
        "                color = d.mpld3_elements[0].props.facecolors[0];\n",
        "            } else{\n",
        "                console.log(type + \" not yet supported\");\n",
        "            }\n",
        "            return color;\n",
        "        };\n",
        "    };\n",
        "    \n",
        "       mpld3.draw_figure(\"fig_el59248670585124522528831\", {\"axes\": [{\"xlim\": [0.0, 800.0], \"yscale\": \"linear\", \"axesbg\": \"#EAEAF2\", \"frame_on\": true, \"texts\": [], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 800.0], \"ylim\": [0.0, 60000000.0], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 7, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el5924867059472\", \"patch_visible\": true, \"ydomain\": [0.0, 60000000.0], 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\"offsets\": \"data01\", \"yindex\": 0, \"id\": \"el5924867697488\", \"pathtransforms\": [], \"pathcoordinates\": \"data\", \"offsetcoordinates\": \"display\", \"zorder\": 1, \"xindex\": 0, \"alphas\": [0.2], \"facecolors\": [\"#C44E52\"]}], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.57499999999999996, 0.77500000000000002]}], \"height\": 440.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"element_ids\": [[\"el5924867637136\"], [\"el5924867696144\"], [\"el5924867697488\"]], \"type\": \"interactive_legend\", \"labels\": [\"no policy\", \"static policy\", \"adaptive policy\"], \"alpha_unsel\": 0.2, \"ax\": null, \"alpha_sel\": 1}], \"data\": {\"data01\": [[0.0, 0.0]]}, \"id\": \"el5924867058512\"});\n",
        "   }(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.v0.3git.js\", function(){\n",
        "         \n",
        "    mpld3.register_plugin(\"interactive_legend\", InteractiveLegend);\n",
        "    InteractiveLegend.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    InteractiveLegend.prototype.constructor = InteractiveLegend;\n",
        "    InteractiveLegend.prototype.requiredProps = [\"element_ids\", \"labels\"];\n",
        "    InteractiveLegend.prototype.defaultProps = {\"ax\":null,\n",
        "                                                \"alpha_sel\":1.0,\n",
        "                                                \"alpha_unsel\":0}\n",
        "    function InteractiveLegend(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    InteractiveLegend.prototype.draw = function(){\n",
        "        var alpha_sel = this.props.alpha_sel;\n",
        "        var alpha_unsel = this.props.alpha_unsel;\n",
        "\n",
        "        var legendItems = new Array();\n",
        "        for(var i=0; i<this.props.labels.length; i++){\n",
        "            var obj = {};\n",
        "            obj.label = this.props.labels[i];\n",
        "\n",
        "            var element_id = this.props.element_ids[i];\n",
        "            mpld3_elements = [];\n",
        "            for(var j=0; j<element_id.length; j++){\n",
        "                var mpld3_element = mpld3.get_element(element_id[j], this.fig);\n",
        "\n",
        "                // mpld3_element might be null in case of Line2D instances\n",
        "                // for we pass the id for both the line and the markers. Either\n",
        "                // one might not exist on the D3 side\n",
        "                if(mpld3_element){\n",
        "                    mpld3_elements.push(mpld3_element);\n",
        "                }\n",
        "            }\n",
        "\n",
        "            obj.mpld3_elements = mpld3_elements;\n",
        "            obj.visible = false; // should become be setable from python side\n",
        "            legendItems.push(obj);\n",
        "        }\n",
        "\n",
        "        // determine the axes with which this legend is associated\n",
        "        var ax = this.props.ax\n",
        "        if(!ax){\n",
        "            ax = this.fig.axes[0];\n",
        "        } else{\n",
        "            ax = mpld3.get_element(ax, this.fig);\n",
        "        }\n",
        "\n",
        "        // add a legend group to the canvas of the figure\n",
        "        var legend = this.fig.canvas.append(\"svg:g\")\n",
        "                               .attr(\"class\", \"legend\");\n",
        "\n",
        "        // add the rectangles\n",
        "        legend.selectAll(\"rect\")\n",
        "                .data(legendItems)\n",
        "             .enter().append(\"rect\")\n",
        "                .attr(\"height\",10)\n",
        "                .attr(\"width\", 25)\n",
        "                .attr(\"x\",ax.width+10+ax.position[0])\n",
        "                .attr(\"y\",function(d,i) {\n",
        "                            return ax.position[1]+ i * 25 - 10;})\n",
        "                .attr(\"stroke\", get_color)\n",
        "                .attr(\"class\", \"legend-box\")\n",
        "                .style(\"fill\", function(d, i) {\n",
        "                            return d.visible ? get_color(d) : \"white\";})\n",
        "                .on(\"click\", click);\n",
        "\n",
        "        // add the labels\n",
        "        legend.selectAll(\"text\")\n",
        "                .data(legendItems)\n",
        "            .enter().append(\"text\")\n",
        "              .attr(\"x\", function (d) {\n",
        "                            return ax.width+10+ax.position[0] + 40;})\n",
        "              .attr(\"y\", function(d,i) {\n",
        "                            return ax.position[1]+ i * 25;})\n",
        "              .text(function(d) { return d.label });\n",
        "\n",
        "        // specify the action on click\n",
        "        function click(d,i){\n",
        "            d.visible = !d.visible;\n",
        "            d3.select(this)\n",
        "              .style(\"fill\",function(d, i) {\n",
        "                return d.visible ? get_color(d) : \"white\";\n",
        "              })\n",
        "\n",
        "            for(var i=0; i<d.mpld3_elements.length; i++){\n",
        "                var type = d.mpld3_elements[i].constructor.name;\n",
        "                if(type ==\"mpld3_Line\"){\n",
        "                    d3.select(d.mpld3_elements[i].path[0][0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else if((type==\"mpld3_PathCollection\")||\n",
        "                         (type==\"mpld3_Markers\")){\n",
        "                    d3.selectAll(d.mpld3_elements[i].pathsobj[0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel)\n",
        "                        .style(\"fill-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else{\n",
        "                    console.log(type + \" not yet supported\");\n",
        "                }\n",
        "            }\n",
        "        };\n",
        "\n",
        "        // helper function for determining the color of the rectangles\n",
        "        function get_color(d){\n",
        "            var type = d.mpld3_elements[0].constructor.name;\n",
        "            var color = \"black\";\n",
        "            if(type ==\"mpld3_Line\"){\n",
        "                color = d.mpld3_elements[0].props.edgecolor;\n",
        "            } else if((type==\"mpld3_PathCollection\")||\n",
        "                      (type==\"mpld3_Markers\")){\n",
        "                color = d.mpld3_elements[0].props.facecolors[0];\n",
        "            } else{\n",
        "                console.log(type + \" not yet supported\");\n",
        "            }\n",
        "            return color;\n",
        "        };\n",
        "    };\n",
        "    \n",
        "         mpld3.draw_figure(\"fig_el59248670585124522528831\", {\"axes\": [{\"xlim\": [0.0, 800.0], \"yscale\": \"linear\", \"axesbg\": \"#EAEAF2\", \"frame_on\": true, \"texts\": [], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 800.0], \"ylim\": [0.0, 60000000.0], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 7, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el5924867059472\", \"patch_visible\": true, \"ydomain\": [0.0, 60000000.0], 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\"offsets\": \"data01\", \"yindex\": 0, \"id\": \"el5924867697488\", \"pathtransforms\": [], \"pathcoordinates\": \"data\", \"offsetcoordinates\": \"display\", \"zorder\": 1, \"xindex\": 0, \"alphas\": [0.2], \"facecolors\": [\"#C44E52\"]}], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.57499999999999996, 0.77500000000000002]}], \"height\": 440.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"element_ids\": [[\"el5924867637136\"], [\"el5924867696144\"], [\"el5924867697488\"]], \"type\": \"interactive_legend\", \"labels\": [\"no policy\", \"static policy\", \"adaptive policy\"], \"alpha_unsel\": 0.2, \"ax\": null, \"alpha_sel\": 1}], \"data\": {\"data01\": [[0.0, 0.0]]}, \"id\": \"el5924867058512\"});\n",
        "      });\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.v0.3git.js\", function(){\n",
        "                 \n",
        "    mpld3.register_plugin(\"interactive_legend\", InteractiveLegend);\n",
        "    InteractiveLegend.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    InteractiveLegend.prototype.constructor = InteractiveLegend;\n",
        "    InteractiveLegend.prototype.requiredProps = [\"element_ids\", \"labels\"];\n",
        "    InteractiveLegend.prototype.defaultProps = {\"ax\":null,\n",
        "                                                \"alpha_sel\":1.0,\n",
        "                                                \"alpha_unsel\":0}\n",
        "    function InteractiveLegend(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    InteractiveLegend.prototype.draw = function(){\n",
        "        var alpha_sel = this.props.alpha_sel;\n",
        "        var alpha_unsel = this.props.alpha_unsel;\n",
        "\n",
        "        var legendItems = new Array();\n",
        "        for(var i=0; i<this.props.labels.length; i++){\n",
        "            var obj = {};\n",
        "            obj.label = this.props.labels[i];\n",
        "\n",
        "            var element_id = this.props.element_ids[i];\n",
        "            mpld3_elements = [];\n",
        "            for(var j=0; j<element_id.length; j++){\n",
        "                var mpld3_element = mpld3.get_element(element_id[j], this.fig);\n",
        "\n",
        "                // mpld3_element might be null in case of Line2D instances\n",
        "                // for we pass the id for both the line and the markers. Either\n",
        "                // one might not exist on the D3 side\n",
        "                if(mpld3_element){\n",
        "                    mpld3_elements.push(mpld3_element);\n",
        "                }\n",
        "            }\n",
        "\n",
        "            obj.mpld3_elements = mpld3_elements;\n",
        "            obj.visible = false; // should become be setable from python side\n",
        "            legendItems.push(obj);\n",
        "        }\n",
        "\n",
        "        // determine the axes with which this legend is associated\n",
        "        var ax = this.props.ax\n",
        "        if(!ax){\n",
        "            ax = this.fig.axes[0];\n",
        "        } else{\n",
        "            ax = mpld3.get_element(ax, this.fig);\n",
        "        }\n",
        "\n",
        "        // add a legend group to the canvas of the figure\n",
        "        var legend = this.fig.canvas.append(\"svg:g\")\n",
        "                               .attr(\"class\", \"legend\");\n",
        "\n",
        "        // add the rectangles\n",
        "        legend.selectAll(\"rect\")\n",
        "                .data(legendItems)\n",
        "             .enter().append(\"rect\")\n",
        "                .attr(\"height\",10)\n",
        "                .attr(\"width\", 25)\n",
        "                .attr(\"x\",ax.width+10+ax.position[0])\n",
        "                .attr(\"y\",function(d,i) {\n",
        "                            return ax.position[1]+ i * 25 - 10;})\n",
        "                .attr(\"stroke\", get_color)\n",
        "                .attr(\"class\", \"legend-box\")\n",
        "                .style(\"fill\", function(d, i) {\n",
        "                            return d.visible ? get_color(d) : \"white\";})\n",
        "                .on(\"click\", click);\n",
        "\n",
        "        // add the labels\n",
        "        legend.selectAll(\"text\")\n",
        "                .data(legendItems)\n",
        "            .enter().append(\"text\")\n",
        "              .attr(\"x\", function (d) {\n",
        "                            return ax.width+10+ax.position[0] + 40;})\n",
        "              .attr(\"y\", function(d,i) {\n",
        "                            return ax.position[1]+ i * 25;})\n",
        "              .text(function(d) { return d.label });\n",
        "\n",
        "        // specify the action on click\n",
        "        function click(d,i){\n",
        "            d.visible = !d.visible;\n",
        "            d3.select(this)\n",
        "              .style(\"fill\",function(d, i) {\n",
        "                return d.visible ? get_color(d) : \"white\";\n",
        "              })\n",
        "\n",
        "            for(var i=0; i<d.mpld3_elements.length; i++){\n",
        "                var type = d.mpld3_elements[i].constructor.name;\n",
        "                if(type ==\"mpld3_Line\"){\n",
        "                    d3.select(d.mpld3_elements[i].path[0][0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else if((type==\"mpld3_PathCollection\")||\n",
        "                         (type==\"mpld3_Markers\")){\n",
        "                    d3.selectAll(d.mpld3_elements[i].pathsobj[0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel)\n",
        "                        .style(\"fill-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else{\n",
        "                    console.log(type + \" not yet supported\");\n",
        "                }\n",
        "            }\n",
        "        };\n",
        "\n",
        "        // helper function for determining the color of the rectangles\n",
        "        function get_color(d){\n",
        "            var type = d.mpld3_elements[0].constructor.name;\n",
        "            var color = \"black\";\n",
        "            if(type ==\"mpld3_Line\"){\n",
        "                color = d.mpld3_elements[0].props.edgecolor;\n",
        "            } else if((type==\"mpld3_PathCollection\")||\n",
        "                      (type==\"mpld3_Markers\")){\n",
        "                color = d.mpld3_elements[0].props.facecolors[0];\n",
        "            } else{\n",
        "                console.log(type + \" not yet supported\");\n",
        "            }\n",
        "            return color;\n",
        "        };\n",
        "    };\n",
        "    \n",
        "                 mpld3.draw_figure(\"fig_el59248670585124522528831\", {\"axes\": [{\"xlim\": [0.0, 800.0], \"yscale\": \"linear\", \"axesbg\": \"#EAEAF2\", \"frame_on\": true, \"texts\": [], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 800.0], \"ylim\": [0.0, 60000000.0], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 7, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el5924867059472\", \"patch_visible\": true, \"ydomain\": [0.0, 60000000.0], 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\"offsets\": \"data01\", \"yindex\": 0, \"id\": \"el5924867697488\", \"pathtransforms\": [], \"pathcoordinates\": \"data\", \"offsetcoordinates\": \"display\", \"zorder\": 1, \"xindex\": 0, \"alphas\": [0.2], \"facecolors\": [\"#C44E52\"]}], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.57499999999999996, 0.77500000000000002]}], \"height\": 440.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"element_ids\": [[\"el5924867637136\"], [\"el5924867696144\"], [\"el5924867697488\"]], \"type\": \"interactive_legend\", \"labels\": [\"no policy\", \"static policy\", \"adaptive policy\"], \"alpha_unsel\": 0.2, \"ax\": null, \"alpha_sel\": 1}], \"data\": {\"data01\": [[0.0, 0.0]]}, \"id\": \"el5924867058512\"});\n",
        "            })\n",
        "         });\n",
        "}\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "<IPython.core.display.HTML at 0x100432210>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sns.color_palette\n",
      "\n",
      "gs = set(experiments['policy'])\n",
      "groups = group_results(experiments, outcomes, group_by='policy', grouping_specifiers=gs)\n",
      "\n",
      "ooi = oois[1]\n",
      "\n",
      "fig = plt.figure()\n",
      "ax = fig.add_subplot(111)\n",
      "ax.set_ylabel(ooi)\n",
      "plt.subplots_adjust(right=0.7)\n",
      "\n",
      "handles = []\n",
      "labels = []\n",
      "keys = ['no policy', 'static policy', 'adaptive policy']\n",
      "for i, key in enumerate(keys):\n",
      "    value = groups[key]\n",
      "    min_value = np.min(value[1][ooi], axis=0)\n",
      "    max_value = np.max(value[1][ooi], axis=0)\n",
      "    handle = ax.fill_between(np.arange(0,max_value.shape[0]), min_value, max_value, color=sns.color_palette()[i], alpha=0.2)\n",
      "    handles.append(handle)\n",
      "    labels.append(key)\n",
      "\n",
      "legend = mpld3.plugins.InteractiveLegendPlugin(handles, labels)        \n",
      "mpld3.plugins.connect(fig, legend)\n",
      "mpld3.display()\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "\n",
        "<style>\n",
        "\n",
        "    .legend-box {\n",
        "      cursor: pointer;\n",
        "    }\n",
        "    \n",
        "</style>\n",
        "\n",
        "<div id=\"fig_el59248681916962125062690\"></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.register_plugin(\"interactive_legend\", InteractiveLegend);\n",
        "    InteractiveLegend.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    InteractiveLegend.prototype.constructor = InteractiveLegend;\n",
        "    InteractiveLegend.prototype.requiredProps = [\"element_ids\", \"labels\"];\n",
        "    InteractiveLegend.prototype.defaultProps = {\"ax\":null,\n",
        "                                                \"alpha_sel\":1.0,\n",
        "                                                \"alpha_unsel\":0}\n",
        "    function InteractiveLegend(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    InteractiveLegend.prototype.draw = function(){\n",
        "        var alpha_sel = this.props.alpha_sel;\n",
        "        var alpha_unsel = this.props.alpha_unsel;\n",
        "\n",
        "        var legendItems = new Array();\n",
        "        for(var i=0; i<this.props.labels.length; i++){\n",
        "            var obj = {};\n",
        "            obj.label = this.props.labels[i];\n",
        "\n",
        "            var element_id = this.props.element_ids[i];\n",
        "            mpld3_elements = [];\n",
        "            for(var j=0; j<element_id.length; j++){\n",
        "                var mpld3_element = mpld3.get_element(element_id[j], this.fig);\n",
        "\n",
        "                // mpld3_element might be null in case of Line2D instances\n",
        "                // for we pass the id for both the line and the markers. Either\n",
        "                // one might not exist on the D3 side\n",
        "                if(mpld3_element){\n",
        "                    mpld3_elements.push(mpld3_element);\n",
        "                }\n",
        "            }\n",
        "\n",
        "            obj.mpld3_elements = mpld3_elements;\n",
        "            obj.visible = false; // should become be setable from python side\n",
        "            legendItems.push(obj);\n",
        "        }\n",
        "\n",
        "        // determine the axes with which this legend is associated\n",
        "        var ax = this.props.ax\n",
        "        if(!ax){\n",
        "            ax = this.fig.axes[0];\n",
        "        } else{\n",
        "            ax = mpld3.get_element(ax, this.fig);\n",
        "        }\n",
        "\n",
        "        // add a legend group to the canvas of the figure\n",
        "        var legend = this.fig.canvas.append(\"svg:g\")\n",
        "                               .attr(\"class\", \"legend\");\n",
        "\n",
        "        // add the rectangles\n",
        "        legend.selectAll(\"rect\")\n",
        "                .data(legendItems)\n",
        "             .enter().append(\"rect\")\n",
        "                .attr(\"height\",10)\n",
        "                .attr(\"width\", 25)\n",
        "                .attr(\"x\",ax.width+10+ax.position[0])\n",
        "                .attr(\"y\",function(d,i) {\n",
        "                            return ax.position[1]+ i * 25 - 10;})\n",
        "                .attr(\"stroke\", get_color)\n",
        "                .attr(\"class\", \"legend-box\")\n",
        "                .style(\"fill\", function(d, i) {\n",
        "                            return d.visible ? get_color(d) : \"white\";})\n",
        "                .on(\"click\", click);\n",
        "\n",
        "        // add the labels\n",
        "        legend.selectAll(\"text\")\n",
        "                .data(legendItems)\n",
        "            .enter().append(\"text\")\n",
        "              .attr(\"x\", function (d) {\n",
        "                            return ax.width+10+ax.position[0] + 40;})\n",
        "              .attr(\"y\", function(d,i) {\n",
        "                            return ax.position[1]+ i * 25;})\n",
        "              .text(function(d) { return d.label });\n",
        "\n",
        "        // specify the action on click\n",
        "        function click(d,i){\n",
        "            d.visible = !d.visible;\n",
        "            d3.select(this)\n",
        "              .style(\"fill\",function(d, i) {\n",
        "                return d.visible ? get_color(d) : \"white\";\n",
        "              })\n",
        "\n",
        "            for(var i=0; i<d.mpld3_elements.length; i++){\n",
        "                var type = d.mpld3_elements[i].constructor.name;\n",
        "                if(type ==\"mpld3_Line\"){\n",
        "                    d3.select(d.mpld3_elements[i].path[0][0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else if((type==\"mpld3_PathCollection\")||\n",
        "                         (type==\"mpld3_Markers\")){\n",
        "                    d3.selectAll(d.mpld3_elements[i].pathsobj[0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel)\n",
        "                        .style(\"fill-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else{\n",
        "                    console.log(type + \" not yet supported\");\n",
        "                }\n",
        "            }\n",
        "        };\n",
        "\n",
        "        // helper function for determining the color of the rectangles\n",
        "        function get_color(d){\n",
        "            var type = d.mpld3_elements[0].constructor.name;\n",
        "            var color = \"black\";\n",
        "            if(type ==\"mpld3_Line\"){\n",
        "                color = d.mpld3_elements[0].props.edgecolor;\n",
        "            } else if((type==\"mpld3_PathCollection\")||\n",
        "                      (type==\"mpld3_Markers\")){\n",
        "                color = d.mpld3_elements[0].props.facecolors[0];\n",
        "            } else{\n",
        "                console.log(type + \" not yet supported\");\n",
        "            }\n",
        "            return color;\n",
        "        };\n",
        "    };\n",
        "    \n",
        "       mpld3.draw_figure(\"fig_el59248681916962125062690\", {\"axes\": [{\"xlim\": [0.0, 800.0], \"yscale\": \"linear\", \"axesbg\": \"#EAEAF2\", \"frame_on\": true, \"texts\": [{\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#262626\", \"text\": \"infected fraction R1\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 11.0, \"position\": [-0.092957427536231874, 0.5], \"rotation\": -90.0, \"id\": \"el5924869670288\"}], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 800.0], \"ylim\": [0.0, 0.45000000000000001], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 10, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el5924868191568\", \"patch_visible\": true, \"ydomain\": [0.0, 0.45000000000000001], \"collections\": [{\"paths\": [[[[0.0, 0.0], [0.0, 0.0], [1.0, 1.3643401085814985e-15], [2.0, 3.6006748018564076e-15], [3.0, 7.515598827144159e-15], [4.0, 1.1845100163850217e-14], [5.0, 1.4821014898756642e-14], [6.0, 1.7809370853592337e-14], [7.0, 2.0810305247694758e-14], [8.0, 2.3822671198453317e-14], [9.0, 2.6844320630313792e-14], [10.0, 2.9872365160926034e-14], [11.0, 3.290338785938082e-14], [12.0, 3.593364145191951e-14], [13.0, 3.2199496703948915e-14], [14.0, 2.226735099477087e-14], [15.0, 1.5357451028648154e-14], [16.0, 1.0569050958042244e-14], [17.0, 7.2611094722075e-15], [18.0, 4.981552381700099e-15], [19.0, 3.4137814289677197e-15], [20.0, 2.3372603630061536e-15], [21.0, 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\"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"Z\"]]], \"edgecolors\": [\"#C44E52\"], \"edgewidths\": [0.3], \"offsets\": \"data01\", \"yindex\": 0, \"id\": \"el5924871833168\", \"pathtransforms\": [], \"pathcoordinates\": \"data\", \"offsetcoordinates\": \"display\", \"zorder\": 1, \"xindex\": 0, \"alphas\": [0.2], \"facecolors\": [\"#C44E52\"]}], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.57499999999999996, 0.77500000000000002]}], \"height\": 440.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"element_ids\": [[\"el5924637805264\"], [\"el5924871831760\"], [\"el5924871833168\"]], \"type\": \"interactive_legend\", \"labels\": [\"no policy\", \"static policy\", \"adaptive policy\"], \"alpha_unsel\": 0.2, \"ax\": null, \"alpha_sel\": 1}], \"data\": {\"data01\": [[0.0, 0.0]]}, \"id\": \"el5924868191696\"});\n",
        "   }(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.v0.3git.js\", function(){\n",
        "         \n",
        "    mpld3.register_plugin(\"interactive_legend\", InteractiveLegend);\n",
        "    InteractiveLegend.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    InteractiveLegend.prototype.constructor = InteractiveLegend;\n",
        "    InteractiveLegend.prototype.requiredProps = [\"element_ids\", \"labels\"];\n",
        "    InteractiveLegend.prototype.defaultProps = {\"ax\":null,\n",
        "                                                \"alpha_sel\":1.0,\n",
        "                                                \"alpha_unsel\":0}\n",
        "    function InteractiveLegend(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    InteractiveLegend.prototype.draw = function(){\n",
        "        var alpha_sel = this.props.alpha_sel;\n",
        "        var alpha_unsel = this.props.alpha_unsel;\n",
        "\n",
        "        var legendItems = new Array();\n",
        "        for(var i=0; i<this.props.labels.length; i++){\n",
        "            var obj = {};\n",
        "            obj.label = this.props.labels[i];\n",
        "\n",
        "            var element_id = this.props.element_ids[i];\n",
        "            mpld3_elements = [];\n",
        "            for(var j=0; j<element_id.length; j++){\n",
        "                var mpld3_element = mpld3.get_element(element_id[j], this.fig);\n",
        "\n",
        "                // mpld3_element might be null in case of Line2D instances\n",
        "                // for we pass the id for both the line and the markers. Either\n",
        "                // one might not exist on the D3 side\n",
        "                if(mpld3_element){\n",
        "                    mpld3_elements.push(mpld3_element);\n",
        "                }\n",
        "            }\n",
        "\n",
        "            obj.mpld3_elements = mpld3_elements;\n",
        "            obj.visible = false; // should become be setable from python side\n",
        "            legendItems.push(obj);\n",
        "        }\n",
        "\n",
        "        // determine the axes with which this legend is associated\n",
        "        var ax = this.props.ax\n",
        "        if(!ax){\n",
        "            ax = this.fig.axes[0];\n",
        "        } else{\n",
        "            ax = mpld3.get_element(ax, this.fig);\n",
        "        }\n",
        "\n",
        "        // add a legend group to the canvas of the figure\n",
        "        var legend = this.fig.canvas.append(\"svg:g\")\n",
        "                               .attr(\"class\", \"legend\");\n",
        "\n",
        "        // add the rectangles\n",
        "        legend.selectAll(\"rect\")\n",
        "                .data(legendItems)\n",
        "             .enter().append(\"rect\")\n",
        "                .attr(\"height\",10)\n",
        "                .attr(\"width\", 25)\n",
        "                .attr(\"x\",ax.width+10+ax.position[0])\n",
        "                .attr(\"y\",function(d,i) {\n",
        "                            return ax.position[1]+ i * 25 - 10;})\n",
        "                .attr(\"stroke\", get_color)\n",
        "                .attr(\"class\", \"legend-box\")\n",
        "                .style(\"fill\", function(d, i) {\n",
        "                            return d.visible ? get_color(d) : \"white\";})\n",
        "                .on(\"click\", click);\n",
        "\n",
        "        // add the labels\n",
        "        legend.selectAll(\"text\")\n",
        "                .data(legendItems)\n",
        "            .enter().append(\"text\")\n",
        "              .attr(\"x\", function (d) {\n",
        "                            return ax.width+10+ax.position[0] + 40;})\n",
        "              .attr(\"y\", function(d,i) {\n",
        "                            return ax.position[1]+ i * 25;})\n",
        "              .text(function(d) { return d.label });\n",
        "\n",
        "        // specify the action on click\n",
        "        function click(d,i){\n",
        "            d.visible = !d.visible;\n",
        "            d3.select(this)\n",
        "              .style(\"fill\",function(d, i) {\n",
        "                return d.visible ? get_color(d) : \"white\";\n",
        "              })\n",
        "\n",
        "            for(var i=0; i<d.mpld3_elements.length; i++){\n",
        "                var type = d.mpld3_elements[i].constructor.name;\n",
        "                if(type ==\"mpld3_Line\"){\n",
        "                    d3.select(d.mpld3_elements[i].path[0][0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else if((type==\"mpld3_PathCollection\")||\n",
        "                         (type==\"mpld3_Markers\")){\n",
        "                    d3.selectAll(d.mpld3_elements[i].pathsobj[0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel)\n",
        "                        .style(\"fill-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else{\n",
        "                    console.log(type + \" not yet supported\");\n",
        "                }\n",
        "            }\n",
        "        };\n",
        "\n",
        "        // helper function for determining the color of the rectangles\n",
        "        function get_color(d){\n",
        "            var type = d.mpld3_elements[0].constructor.name;\n",
        "            var color = \"black\";\n",
        "            if(type ==\"mpld3_Line\"){\n",
        "                color = d.mpld3_elements[0].props.edgecolor;\n",
        "            } else if((type==\"mpld3_PathCollection\")||\n",
        "                      (type==\"mpld3_Markers\")){\n",
        "                color = d.mpld3_elements[0].props.facecolors[0];\n",
        "            } else{\n",
        "                console.log(type + \" not yet supported\");\n",
        "            }\n",
        "            return color;\n",
        "        };\n",
        "    };\n",
        "    \n",
        "         mpld3.draw_figure(\"fig_el59248681916962125062690\", {\"axes\": [{\"xlim\": [0.0, 800.0], \"yscale\": \"linear\", \"axesbg\": \"#EAEAF2\", \"frame_on\": true, \"texts\": [{\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#262626\", \"text\": \"infected fraction R1\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 11.0, \"position\": [-0.092957427536231874, 0.5], \"rotation\": -90.0, \"id\": \"el5924869670288\"}], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 800.0], \"ylim\": [0.0, 0.45000000000000001], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 10, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el5924868191568\", \"patch_visible\": true, \"ydomain\": [0.0, 0.45000000000000001], \"collections\": [{\"paths\": [[[[0.0, 0.0], [0.0, 0.0], [1.0, 1.3643401085814985e-15], [2.0, 3.6006748018564076e-15], [3.0, 7.515598827144159e-15], [4.0, 1.1845100163850217e-14], [5.0, 1.4821014898756642e-14], [6.0, 1.7809370853592337e-14], [7.0, 2.0810305247694758e-14], [8.0, 2.3822671198453317e-14], [9.0, 2.6844320630313792e-14], [10.0, 2.9872365160926034e-14], [11.0, 3.290338785938082e-14], [12.0, 3.593364145191951e-14], [13.0, 3.2199496703948915e-14], [14.0, 2.226735099477087e-14], [15.0, 1.5357451028648154e-14], [16.0, 1.0569050958042244e-14], [17.0, 7.2611094722075e-15], [18.0, 4.981552381700099e-15], [19.0, 3.4137814289677197e-15], [20.0, 2.3372603630061536e-15], [21.0, 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\"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"L\", \"Z\"]]], \"edgecolors\": [\"#C44E52\"], \"edgewidths\": [0.3], \"offsets\": \"data01\", \"yindex\": 0, \"id\": \"el5924871833168\", \"pathtransforms\": [], \"pathcoordinates\": \"data\", \"offsetcoordinates\": \"display\", \"zorder\": 1, \"xindex\": 0, \"alphas\": [0.2], \"facecolors\": [\"#C44E52\"]}], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.57499999999999996, 0.77500000000000002]}], \"height\": 440.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"element_ids\": [[\"el5924637805264\"], [\"el5924871831760\"], [\"el5924871833168\"]], \"type\": \"interactive_legend\", \"labels\": [\"no policy\", \"static policy\", \"adaptive policy\"], \"alpha_unsel\": 0.2, \"ax\": null, \"alpha_sel\": 1}], \"data\": {\"data01\": [[0.0, 0.0]]}, \"id\": \"el5924868191696\"});\n",
        "      });\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.v0.3git.js\", function(){\n",
        "                 \n",
        "    mpld3.register_plugin(\"interactive_legend\", InteractiveLegend);\n",
        "    InteractiveLegend.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    InteractiveLegend.prototype.constructor = InteractiveLegend;\n",
        "    InteractiveLegend.prototype.requiredProps = [\"element_ids\", \"labels\"];\n",
        "    InteractiveLegend.prototype.defaultProps = {\"ax\":null,\n",
        "                                                \"alpha_sel\":1.0,\n",
        "                                                \"alpha_unsel\":0}\n",
        "    function InteractiveLegend(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    InteractiveLegend.prototype.draw = function(){\n",
        "        var alpha_sel = this.props.alpha_sel;\n",
        "        var alpha_unsel = this.props.alpha_unsel;\n",
        "\n",
        "        var legendItems = new Array();\n",
        "        for(var i=0; i<this.props.labels.length; i++){\n",
        "            var obj = {};\n",
        "            obj.label = this.props.labels[i];\n",
        "\n",
        "            var element_id = this.props.element_ids[i];\n",
        "            mpld3_elements = [];\n",
        "            for(var j=0; j<element_id.length; j++){\n",
        "                var mpld3_element = mpld3.get_element(element_id[j], this.fig);\n",
        "\n",
        "                // mpld3_element might be null in case of Line2D instances\n",
        "                // for we pass the id for both the line and the markers. Either\n",
        "                // one might not exist on the D3 side\n",
        "                if(mpld3_element){\n",
        "                    mpld3_elements.push(mpld3_element);\n",
        "                }\n",
        "            }\n",
        "\n",
        "            obj.mpld3_elements = mpld3_elements;\n",
        "            obj.visible = false; // should become be setable from python side\n",
        "            legendItems.push(obj);\n",
        "        }\n",
        "\n",
        "        // determine the axes with which this legend is associated\n",
        "        var ax = this.props.ax\n",
        "        if(!ax){\n",
        "            ax = this.fig.axes[0];\n",
        "        } else{\n",
        "            ax = mpld3.get_element(ax, this.fig);\n",
        "        }\n",
        "\n",
        "        // add a legend group to the canvas of the figure\n",
        "        var legend = this.fig.canvas.append(\"svg:g\")\n",
        "                               .attr(\"class\", \"legend\");\n",
        "\n",
        "        // add the rectangles\n",
        "        legend.selectAll(\"rect\")\n",
        "                .data(legendItems)\n",
        "             .enter().append(\"rect\")\n",
        "                .attr(\"height\",10)\n",
        "                .attr(\"width\", 25)\n",
        "                .attr(\"x\",ax.width+10+ax.position[0])\n",
        "                .attr(\"y\",function(d,i) {\n",
        "                            return ax.position[1]+ i * 25 - 10;})\n",
        "                .attr(\"stroke\", get_color)\n",
        "                .attr(\"class\", \"legend-box\")\n",
        "                .style(\"fill\", function(d, i) {\n",
        "                            return d.visible ? get_color(d) : \"white\";})\n",
        "                .on(\"click\", click);\n",
        "\n",
        "        // add the labels\n",
        "        legend.selectAll(\"text\")\n",
        "                .data(legendItems)\n",
        "            .enter().append(\"text\")\n",
        "              .attr(\"x\", function (d) {\n",
        "                            return ax.width+10+ax.position[0] + 40;})\n",
        "              .attr(\"y\", function(d,i) {\n",
        "                            return ax.position[1]+ i * 25;})\n",
        "              .text(function(d) { return d.label });\n",
        "\n",
        "        // specify the action on click\n",
        "        function click(d,i){\n",
        "            d.visible = !d.visible;\n",
        "            d3.select(this)\n",
        "              .style(\"fill\",function(d, i) {\n",
        "                return d.visible ? get_color(d) : \"white\";\n",
        "              })\n",
        "\n",
        "            for(var i=0; i<d.mpld3_elements.length; i++){\n",
        "                var type = d.mpld3_elements[i].constructor.name;\n",
        "                if(type ==\"mpld3_Line\"){\n",
        "                    d3.select(d.mpld3_elements[i].path[0][0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else if((type==\"mpld3_PathCollection\")||\n",
        "                         (type==\"mpld3_Markers\")){\n",
        "                    d3.selectAll(d.mpld3_elements[i].pathsobj[0])\n",
        "                        .style(\"stroke-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel)\n",
        "                        .style(\"fill-opacity\",\n",
        "                                d.visible ? alpha_sel : alpha_unsel);\n",
        "                } else{\n",
        "                    console.log(type + \" not yet supported\");\n",
        "                }\n",
        "            }\n",
        "        };\n",
        "\n",
        "        // helper function for determining the color of the rectangles\n",
        "        function get_color(d){\n",
        "            var type = d.mpld3_elements[0].constructor.name;\n",
        "            var color = \"black\";\n",
        "            if(type ==\"mpld3_Line\"){\n",
        "                color = d.mpld3_elements[0].props.edgecolor;\n",
        "            } else if((type==\"mpld3_PathCollection\")||\n",
        "                      (type==\"mpld3_Markers\")){\n",
        "                color = d.mpld3_elements[0].props.facecolors[0];\n",
        "            } else{\n",
        "                console.log(type + \" not yet supported\");\n",
        "            }\n",
        "            return color;\n",
        "        };\n",
        "    };\n",
        "    \n",
        "                 mpld3.draw_figure(\"fig_el59248681916962125062690\", {\"axes\": [{\"xlim\": [0.0, 800.0], \"yscale\": \"linear\", \"axesbg\": \"#EAEAF2\", \"frame_on\": true, \"texts\": [{\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#262626\", \"text\": \"infected fraction R1\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 11.0, \"position\": [-0.092957427536231874, 0.5], \"rotation\": -90.0, \"id\": \"el5924869670288\"}], \"axison\": true, \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 800.0], \"ylim\": [0.0, 0.45000000000000001], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#FFFFFF\", \"alpha\": 1.0, \"dasharray\": \"10,0\", \"gridOn\": true}, \"visible\": true, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": 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