theory/python/matplotlib/3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "matplotlib.use('nbagg')\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0 -5 -2 -2  2]\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
    {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(0)\n",
    "x = np.arange(5)\n",
    "y = np.random.randint(-5,5,5)\n",
    "print (y)\n",
    "fig,axes = plt.subplots(ncols = 2)\n",
    "v_bars = axes[0].bar(x,y,color='red')\n",
    "h_bars = axes[1].barh(x,y,color='red')\n",
    "\n",
    "axes[0].axhline(0,color='grey',linewidth=2)\n",
    "axes[1].axvline(0,color='grey',linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "v_bars = ax.bar(x,y,color='lightblue')\n",
    "for bar,height in zip(v_bars,y):\n",
    "    if height < 0:\n",
    "        bar.set(edgecolor = 'darkred',color = 'green',linewidth = 3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(100).cumsum()\n",
    "y = np.linspace(0,10,100)\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "ax.fill_between(x,y,color='lightblue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,10,200)\n",
    "y1 = 2*x +1\n",
    "y2 = 3*x +1.2\n",
    "y_mean = 0.5*x*np.cos(2*x) + 2.5*x +1.1\n",
    "fig,ax = plt.subplots()\n",
    "ax.fill_between(x,y1,y2,color='red')\n",
    "ax.plot(x,y_mean,color='black')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_values = [1,2,3]\n",
    "variance = [0.2,0.4,0.5]\n",
    "bar_label = ['bar1','bar2','bar3']\n",
    "\n",
    "x_pos = list(range(len(bar_label)))\n",
    "plt.bar(x_pos,mean_values,yerr=variance,alpha=0.3)\n",
    "max_y = max(zip(mean_values,variance))\n",
    "plt.ylim([0,(max_y[0]+max_y[1])*1.2])\n",
    "plt.ylabel('variable y')\n",
    "plt.xticks(x_pos,bar_label)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1 = np.array([1,2,3])\n",
    "x2 = np.array([2,2,3])\n",
    "\n",
    "bar_labels = ['bat1','bar2','bar3']\n",
    "fig = plt.figure(figsize = (8,6))\n",
    "y_pos = np.arange(len(x1))\n",
    "y_pos = [x for x in y_pos]\n",
    "\n",
    "plt.barh(y_pos,x1,color='g',alpha = 0.5)\n",
    "plt.barh(y_pos,-x2,color='b',alpha = 0.5)\n",
    "\n",
    "plt.xlim(-max(x2)-1,max(x1)+1)\n",
    "plt.ylim(-1,len(x1)+1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "green_data = [1, 2, 3]\n",
    "blue_data = [3, 2, 1]\n",
    "red_data = [2, 3, 3]\n",
    "labels = ['group 1', 'group 2', 'group 3']\n",
    "\n",
    "pos = list(range(len(green_data))) \n",
    "width = 0.2 \n",
    "fig, ax = plt.subplots(figsize=(8,6))\n",
    "\n",
    "plt.bar(pos,green_data,width,alpha=0.5,color='g',label=labels[0])\n",
    "plt.bar([p+width for p in pos],blue_data,width,alpha=0.5,color='b',label=labels[1])\n",
    "plt.bar([p+width*2 for p in pos],red_data,width,alpha=0.5,color='r',label=labels[2])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = range(200, 225, 5)\n",
    "\n",
    "bar_labels = ['a', 'b', 'c', 'd', 'e']\n",
    "\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "\n",
    "y_pos = np.arange(len(data))\n",
    "\n",
    "plt.yticks(y_pos, bar_labels, fontsize=16)\n",
    "\n",
    "bars = plt.barh(y_pos,data,alpha = 0.5,color='g')\n",
    "\n",
    "plt.vlines(min(data),-1,len(data)+0.5,linestyle = 'dashed')\n",
    "for b,d in zip(bars,data):\n",
    "    plt.text(b.get_width()+b.get_width()*0.05,b.get_y()+b.get_height()/2,'{0:.2%}'.format(d/min(data)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_values = range(10,18)\n",
    "x_pos = range(len(mean_values))\n",
    "\n",
    "import matplotlib.colors as col\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "cmap1 = cm.ScalarMappable(col.Normalize(min(mean_values),max(mean_values),cm.hot))\n",
    "cmap2 = cm.ScalarMappable(col.Normalize(0,20,cm.hot))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.bar(x_pos,mean_values,color = cmap1.to_rgba(mean_values))\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.bar(x_pos,mean_values,color = cmap2.to_rgba(mean_values))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patterns = ('-', '+', 'x', '\\\\', '*', 'o', 'O', '.')\n",
    "\n",
    "fig = plt.gca()\n",
    "\n",
    "mean_value = range(1,len(patterns)+1)\n",
    "x_pos = list(range(len(mean_value)))\n",
    "\n",
    "bars = plt.bar(x_pos,mean_value,color='white')\n",
    "\n",
    "for bar,pattern in zip(bars,patterns):\n",
    "    bar.set_hatch(pattern)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
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