Basic Matplotlib Plotting.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic Plotting with matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can show matplotlib figures directly in the notebook by using the `%matplotlib notebook` and `%matplotlib inline` magic commands. \n",
    "\n",
    "`%matplotlib notebook` provides an interactive environment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'nbAgg'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "mpl.get_backend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0bcdf27d68>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# because the default is the line style '-', \n",
    "# nothing will be shown if we only pass in one point (3,2)\n",
    "plt.plot(3, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0bcffd8358>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# we can pass in '.' to plt.plot to indicate that we want\n",
    "# the point (3,2) to be indicated with a marker '.'\n",
    "plt.plot(3, 2, '.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see how to make a plot without using the scripting layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# First let's set the backend without using mpl.use() from the scripting layer\n",
    "from matplotlib.backends.backend_agg import FigureCanvasAgg\n",
    "from matplotlib.figure import Figure\n",
    "\n",
    "# create a new figure\n",
    "fig = Figure()\n",
    "\n",
    "# associate fig with the backend\n",
    "canvas = FigureCanvasAgg(fig)\n",
    "\n",
    "# add a subplot to the fig\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "# plot the point (3,2)\n",
    "ax.plot(3, 2, '.')\n",
    "\n",
    "# save the figure to test.png\n",
    "canvas.print_png('test.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use html cell magic to display the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<img src='test.png' />"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "<img src='test.png' />"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[0, 6, 0, 10]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a new figure\n",
    "plt.figure()\n",
    "\n",
    "# plot the point (3,2) using the circle marker\n",
    "plt.plot(3, 2, 'o')\n",
    "\n",
    "# get the current axes\n",
    "ax = plt.gca()\n",
    "\n",
    "# Set axis properties [xmin, xmax, ymin, ymax]\n",
    "ax.axis([0,6,0,10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0bcdc31f60>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a new figure\n",
    "plt.figure()\n",
    "\n",
    "# plot the point (1.5, 1.5) using the circle marker\n",
    "plt.plot(1.5, 1.5, 'o')\n",
    "# plot the point (2, 2) using the circle marker\n",
    "plt.plot(2, 2, 'o')\n",
    "# plot the point (2.5, 2.5) using the circle marker\n",
    "plt.plot(2.5, 2.5, 'o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0bcdc31dd8>,\n",
       " <matplotlib.lines.Line2D at 0x7f0bcdcc5630>,\n",
       " <matplotlib.lines.Line2D at 0x7f0bcdc31f60>,\n",
       " <matplotlib.spines.Spine at 0x7f0bcdcc5f98>,\n",
       " <matplotlib.spines.Spine at 0x7f0bcdcd01d0>,\n",
       " <matplotlib.spines.Spine at 0x7f0bcdcd03c8>,\n",
       " <matplotlib.spines.Spine at 0x7f0bcdcd05c0>,\n",
       " <matplotlib.axis.XAxis at 0x7f0bcdcd0780>,\n",
       " <matplotlib.axis.YAxis at 0x7f0bcdcdae48>,\n",
       " <matplotlib.text.Text at 0x7f0bcdc85828>,\n",
       " <matplotlib.text.Text at 0x7f0bcdc85898>,\n",
       " <matplotlib.text.Text at 0x7f0bcdc85908>,\n",
       " <matplotlib.patches.Rectangle at 0x7f0bcdc85940>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get current axes\n",
    "ax = plt.gca()\n",
    "# get all the child objects the axes contains\n",
    "ax.get_children()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatterplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f0bcdba7c88>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.array([1,2,3,4,5,6,7,8])\n",
    "y = x\n",
    "\n",
    "plt.figure()\n",
    "plt.scatter(x, y) # similar to plt.plot(x, y, '.'), but the underlying child objects in the axes are not Line2D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f0bcdb22048>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.array([1,2,3,4,5,6,7,8])\n",
    "y = x\n",
    "\n",
    "# create a list of colors for each point to have\n",
    "# ['green', 'green', 'green', 'green', 'green', 'green', 'green', 'red']\n",
    "colors = ['green']*(len(x)-1)\n",
    "colors.append('red')\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "# plot the point with size 100 and chosen colors\n",
    "plt.scatter(x, y, s=100, c=colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1, 6), (2, 7), (3, 8), (4, 9), (5, 10)]\n",
      "(1, 6) (2, 7) (3, 8) (4, 9) (5, 10)\n"
     ]
    }
   ],
   "source": [
    "# convert the two lists into a list of pairwise tuples\n",
    "zip_generator = zip([1,2,3,4,5], [6,7,8,9,10])\n",
    "\n",
    "print(list(zip_generator))\n",
    "# the above prints:\n",
    "# [(1, 6), (2, 7), (3, 8), (4, 9), (5, 10)]\n",
    "\n",
    "zip_generator = zip([1,2,3,4,5], [6,7,8,9,10])\n",
    "# The single star * unpacks a collection into positional arguments\n",
    "print(*zip_generator)\n",
    "# the above prints:\n",
    "# (1, 6) (2, 7) (3, 8) (4, 9) (5, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1, 2, 3, 4, 5), (6, 7, 8, 9, 10)]\n",
      "(1, 2, 3, 4, 5)\n",
      "(6, 7, 8, 9, 10)\n"
     ]
    }
   ],
   "source": [
    "# use zip to convert 5 tuples with 2 elements each to 2 tuples with 5 elements each\n",
    "print(list(zip((1, 6), (2, 7), (3, 8), (4, 9), (5, 10))))\n",
    "# the above prints:\n",
    "# [(1, 2, 3, 4, 5), (6, 7, 8, 9, 10)]\n",
    "\n",
    "\n",
    "zip_generator = zip([1,2,3,4,5], [6,7,8,9,10])\n",
    "# let's turn the data back into 2 lists\n",
    "x, y = zip(*zip_generator) # This is like calling zip((1, 6), (2, 7), (3, 8), (4, 9), (5, 10))\n",
    "print(x)\n",
    "print(y)\n",
    "# the above prints:\n",
    "# (1, 2, 3, 4, 5)\n",
    "# (6, 7, 8, 9, 10)"
   ]
  },
  {
   "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",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f0bcdaa0e10>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure()\n",
    "# plot a data series 'Tall students' in red using the first two elements of x and y\n",
    "plt.scatter(x[:2], y[:2], s=100, c='red', label='Tall students')\n",
    "# plot a second data series 'Short students' in blue using the last three elements of x and y \n",
    "plt.scatter(x[2:], y[2:], s=100, c='blue', label='Short students')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f0bcdaec7f0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add a label to the x axis\n",
    "plt.xlabel('The number of times the child kicked a ball')\n",
    "# add a label to the y axis\n",
    "plt.ylabel('The grade of the student')\n",
    "# add a title\n",
    "plt.title('Relationship between ball kicking and grades')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0bcdf454e0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add a legend (uses the labels from plt.scatter)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0bcdaba080>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add the legend to loc=4 (the lower right hand corner), also gets rid of the frame and adds a title\n",
    "plt.legend(loc=4, frameon=False, title='Legend')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.collections.PathCollection at 0x7f0bcdaa02b0>,\n",
       " <matplotlib.collections.PathCollection at 0x7f0bcdaa0e10>,\n",
       " <matplotlib.spines.Spine at 0x7f0bcdb2afd0>,\n",
       " <matplotlib.spines.Spine at 0x7f0bcdb3a208>,\n",
       " <matplotlib.spines.Spine at 0x7f0bcdb3a400>,\n",
       " <matplotlib.spines.Spine at 0x7f0bcdb3a5f8>,\n",
       " <matplotlib.axis.XAxis at 0x7f0bcdb3a7b8>,\n",
       " <matplotlib.axis.YAxis at 0x7f0bcdb46e48>,\n",
       " <matplotlib.text.Text at 0x7f0bcdaec7f0>,\n",
       " <matplotlib.text.Text at 0x7f0bcdaec860>,\n",
       " <matplotlib.text.Text at 0x7f0bcdaec8d0>,\n",
       " <matplotlib.legend.Legend at 0x7f0bcdaba080>,\n",
       " <matplotlib.patches.Rectangle at 0x7f0bcdaec908>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get children from current axes (the legend is the second to last item in this list)\n",
    "plt.gca().get_children()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# get the legend from the current axes\n",
    "legend = plt.gca().get_children()[-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.offsetbox.HPacker at 0x7f0bcdabae10>,\n",
       " <matplotlib.offsetbox.HPacker at 0x7f0bcdabaef0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# you can use get_children to navigate through the child artists\n",
    "legend.get_children()[0].get_children()[1].get_children()[0].get_children()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Legend\n",
      "    <matplotlib.offsetbox.VPacker object at 0x7f0bcdaceb38>\n",
      "        <matplotlib.offsetbox.TextArea object at 0x7f0bcdace8d0>\n",
      "            Text(0,0,'None')\n",
      "        <matplotlib.offsetbox.HPacker object at 0x7f0bcdac2e48>\n",
      "            <matplotlib.offsetbox.VPacker object at 0x7f0bcdac2e80>\n",
      "                <matplotlib.offsetbox.HPacker object at 0x7f0bcdace7b8>\n",
      "                    <matplotlib.offsetbox.DrawingArea object at 0x7f0bcdace0b8>\n",
      "                        <matplotlib.collections.PathCollection object at 0x7f0bcdace240>\n",
      "                    <matplotlib.offsetbox.TextArea object at 0x7f0bcdac2eb8>\n",
      "                        Text(0,0,'Tall students')\n",
      "                <matplotlib.offsetbox.HPacker object at 0x7f0bcdace898>\n",
      "                    <matplotlib.offsetbox.DrawingArea object at 0x7f0bcdace550>\n",
      "                        <matplotlib.collections.PathCollection object at 0x7f0bcdace748>\n",
      "                    <matplotlib.offsetbox.TextArea object at 0x7f0bcdace2b0>\n",
      "                        Text(0,0,'Short students')\n",
      "    FancyBboxPatch(0,0;1x1)\n"
     ]
    }
   ],
   "source": [
    "# import the artist class from matplotlib\n",
    "from matplotlib.artist import Artist\n",
    "\n",
    "def rec_gc(art, depth=0):\n",
    "    if isinstance(art, Artist):\n",
    "        # increase the depth for pretty printing\n",
    "        print(\"  \" * depth + str(art))\n",
    "        for child in art.get_children():\n",
    "            rec_gc(child, depth+2)\n",
    "\n",
    "# Call this function on the legend artist to see what the legend is made up of\n",
    "rec_gc(plt.legend())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Line Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0bcda32828>,\n",
       " <matplotlib.lines.Line2D at 0x7f0bcda329b0>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "linear_data = np.array([1,2,3,4,5,6,7,8])\n",
    "exponential_data = linear_data**2\n",
    "\n",
    "plt.figure()\n",
    "# plot the linear data and the exponential data\n",
    "plt.plot(linear_data, '-o', exponential_data, '-o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0bcdac2908>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot another series with a dashed red line\n",
    "plt.plot([22,44,55], '--r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0bcda481d0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.xlabel('Some data')\n",
    "plt.ylabel('Some other data')\n",
    "plt.title('A title')\n",
    "# add a legend with legend entries (because we didn't have labels when we plotted the data series)\n",
    "plt.legend(['Baseline', 'Competition', 'Us'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x7f0bcda48048>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fill the area between the linear data and exponential data\n",
    "plt.gca().fill_between(range(len(linear_data)), \n",
    "                       linear_data, exponential_data, \n",
    "                       facecolor='blue', \n",
    "                       alpha=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try working with dates!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0bcd9cd080>,\n",
       " <matplotlib.lines.Line2D at 0x7f0bcd9cd208>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "observation_dates = np.arange('2017-01-01', '2017-01-09', dtype='datetime64[D]')\n",
    "\n",
    "plt.plot(observation_dates, linear_data, '-o',  observation_dates, exponential_data, '-o')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try using pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0c113c6ba8>,\n",
       " <matplotlib.lines.Line2D at 0x7f0c1110e978>]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "plt.figure()\n",
    "observation_dates = np.arange('2017-01-01', '2017-01-09', dtype='datetime64[D]')\n",
    "\n",
    "# trying to plot a map will result in an error, convert the map to a list to get rid of the error\n",
    "observation_dates = list(map(pd.to_datetime, observation_dates))\n",
    "plt.plot(observation_dates, linear_data, '-o',  observation_dates, exponential_data, '-o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x = plt.gca().xaxis\n",
    "\n",
    "# rotate the tick labels for the x axis\n",
    "for item in x.get_ticklabels():\n",
    "    item.set_rotation(45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# adjust the subplot so the text doesn't run off the image\n",
    "plt.subplots_adjust(bottom=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f0c113c6390>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax = plt.gca()\n",
    "ax.set_xlabel('Date')\n",
    "ax.set_ylabel('Units')\n",
    "ax.set_title('Exponential vs. Linear performance')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f0c113c6390>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# you can add mathematical expressions in any text element\n",
    "ax.set_title(\"Exponential ($x^2$) vs. Linear ($x$) performance\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bar Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Container object of 8 artists>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure()\n",
    "xvals = range(len(linear_data))\n",
    "plt.bar(xvals, linear_data, width = 0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Container object of 8 artists>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_xvals = []\n",
    "\n",
    "# plot another set of bars, adjusting the new xvals to make up for the first set of bars plotted\n",
    "for item in xvals:\n",
    "    new_xvals.append(item+0.3)\n",
    "\n",
    "plt.bar(new_xvals, exponential_data, width = 0.3 ,color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Container object of 8 artists>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from random import randint\n",
    "linear_err = [randint(0,15) for x in range(len(linear_data))] \n",
    "\n",
    "# This will plot a new set of bars with errorbars using the list of random error values\n",
    "plt.bar(xvals, linear_data, width = 0.3, yerr=linear_err)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Container object of 8 artists>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# stacked bar charts are also possible\n",
    "plt.figure()\n",
    "xvals = range(len(linear_data))\n",
    "plt.bar(xvals, linear_data, width = 0.3, color='b')\n",
    "plt.bar(xvals, exponential_data, width = 0.3, bottom=linear_data, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\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",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\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 backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\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 * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\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'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\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 * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\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",
       "    var width = fig.canvas.width/mpl.ratio\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 + '\" width=\"' + width + '\">');\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 width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\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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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Container object of 8 artists>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# or use barh for horizontal bar charts\n",
    "plt.figure()\n",
    "xvals = range(len(linear_data))\n",
    "plt.barh(xvals, linear_data, height = 0.3, color='b')\n",
    "plt.barh(xvals, exponential_data, height = 0.3, left=linear_data, color='r')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}