{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting with Matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IPython works with the [Matplotlib](http://matplotlib.org/) plotting library, which integrates Matplotlib with IPython's display system and event loop handling."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## matplotlib mode"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make plots using Matplotlib, you must first enable IPython's matplotlib mode.\n",
    "\n",
    "To do this, run the `%matplotlib` magic command to enable plotting in the current Notebook.\n",
    "\n",
    "This magic takes an optional argument that specifies which Matplotlib backend should be used.  Most of the time, in the Notebook, you will want to use the `inline` backend, which will embed plots inside the Notebook:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also use Matplotlib GUI backends in the Notebook, such as the Qt backend (`%matplotlib qt`). This will use Matplotlib's interactive Qt UI in a floating window to the side of your browser. Of course, this only works if your browser is running on the same system as the Notebook Server.  You can always call the `display` function to paste figures into the Notebook document."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making a simple plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With matplotlib enabled, plotting should just work."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "AAAAgOQQagEAAAAAACA5hFoAAAAAAABIDqEWAAAAAAAAkkOoBQAAAAAAgOQQagEAAAAAACA5hFoA\n",
       "AAAAAABIDqEWAAAAAAAAkkOoBQAAAAAAgOQQagEAAAAAACA5hFoAAAAAAABIzv8PtKN7Annmb8kA\n",
       "AAAASUVORK5CYII=\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106622080>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 392,
       "width": 602
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 3*np.pi, 500)\n",
    "plt.plot(x, np.sin(x**2))\n",
    "plt.title('A simple chirp');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These images can be resized by dragging the handle in the lower right corner.  Double clicking will return them to their original size."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One thing to be aware of is that by default, the `Figure` object is cleared at the end of each cell, so you will need to issue all plotting commands for a single figure in a single cell."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading Matplotlib demos with %load"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "IPython's `%load` magic can be used to load any Matplotlib demo by its URL:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106d1b198>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 403,
       "width": 596
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load http://matplotlib.org/mpl_examples/showcase/integral_demo.py\n",
    "\"\"\"\n",
    "Plot demonstrating the integral as the area under a curve.\n",
    "\n",
    "Although this is a simple example, it demonstrates some important tweaks:\n",
    "\n",
    "    * A simple line plot with custom color and line width.\n",
    "    * A shaded region created using a Polygon patch.\n",
    "    * A text label with mathtext rendering.\n",
    "    * figtext calls to label the x- and y-axes.\n",
    "    * Use of axis spines to hide the top and right spines.\n",
    "    * Custom tick placement and labels.\n",
    "\"\"\"\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "\n",
    "\n",
    "def func(x):\n",
    "    return (x - 3) * (x - 5) * (x - 7) + 85\n",
    "\n",
    "\n",
    "a, b = 2, 9 # integral limits\n",
    "x = np.linspace(0, 10)\n",
    "y = func(x)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "plt.plot(x, y, 'r', linewidth=2)\n",
    "plt.ylim(ymin=0)\n",
    "\n",
    "# Make the shaded region\n",
    "ix = np.linspace(a, b)\n",
    "iy = func(ix)\n",
    "verts = [(a, 0)] + list(zip(ix, iy)) + [(b, 0)]\n",
    "poly = Polygon(verts, facecolor='0.9', edgecolor='0.5')\n",
    "ax.add_patch(poly)\n",
    "\n",
    "plt.text(0.5 * (a + b), 30, r\"$\\int_a^b f(x)\\mathrm{d}x$\",\n",
    "         horizontalalignment='center', fontsize=20)\n",
    "\n",
    "plt.figtext(0.9, 0.05, '$x$')\n",
    "plt.figtext(0.1, 0.9, '$y$')\n",
    "\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "\n",
    "ax.set_xticks((a, b))\n",
    "ax.set_xticklabels(('$a$', '$b$'))\n",
    "ax.set_yticks([])\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib 1.4 introduces an interactive backend for use in the notebook,\n",
    "called 'nbagg'. You can enable this with `%matplotlib notebook`.\n",
    "\n",
    "With this backend, you will get interactive panning and zooming of matplotlib figures in your browser."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "            fig.waiting = false;\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            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",
       "            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",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step});\n",
       "\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",
       "    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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\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",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.send_message('closing', {});\n",
       "    fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-danger\" href=\"#\" title=\"Close figure\"><i class=\"fa fa-times icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Close figure', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "x = np.linspace(0, 5 * np.pi, 1000)\n",
    "for n in range(1, 4):\n",
    "    plt.plot(np.sin(n * x))\n",
    "plt.show()"
   ]
  }
 ],
 "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": "3.4.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}