Filter_examples.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do `Kernel -> Restart & Run All` in top menu to run the notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from scipy.signal import butter, lfilter, freqz, resample, convolve\n",
    "import soundfile as sf\n",
    "import IPython"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Speech + noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# read the speech\n",
    "data, fs = sf.read('data/050a0508_1.4465_22gc0102_-1.4465.wav')\n",
    "# create white noise\n",
    "noise_all = np.random.randn(data.shape[0])\n",
    "# filter the noise to have it around 800 Hz\n",
    "b, a = butter(5, [0.2, 0.25], 'bandpass')\n",
    "noise_narrow  = lfilter(b, a, noise_all)\n",
    "# add noise to the speech\n",
    "data_noise = data + noise_narrow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# create bandstop filter to filter out frequencies corrupted by the noise\n",
    "b, a = butter(5, [0.15, 0.3], 'bandstop')\n",
    "data_filt = lfilter(b, a, data_noise)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean speech\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Corrupted speech\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filtered speech\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Clean speech')\n",
    "IPython.display.display(IPython.display.Audio(data, rate=fs))\n",
    "print('Corrupted speech')\n",
    "IPython.display.display(IPython.display.Audio(data_noise, rate=fs))\n",
    "print('Filtered speech')\n",
    "IPython.display.display(IPython.display.Audio(data_filt, rate=fs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "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": {
      "text/html": [
       "<img 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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(3,1)\n",
    "for a in ax:\n",
    "    a.set_ylim([-1, 1])\n",
    "ax[0].plot(data)\n",
    "ax[0].set_title('Clean speech')\n",
    "ax[1].plot(data_noise)\n",
    "ax[1].set_title('Corrupted speech')\n",
    "ax[2].plot(data_filt)\n",
    "ax[2].set_title('Filtered speech')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Speech + room reverb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# read the impulse response of the tunnel\n",
    "rir, _ = sf.read('data/middle_tunnel_1way_mono.wav')\n",
    "rir = resample(rir, rir.shape[0]//12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# convolve speech with IR\n",
    "data_reverb = convolve(data, rir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "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=\"1000\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,3))\n",
    "plt.plot(rir)\n",
    "plt.gca().set_title('Impulse response of the tunnel')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clean speech\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Impulse response\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reverberated speech\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Clean speech')\n",
    "IPython.display.display(IPython.display.Audio(data, rate=8000))\n",
    "print('Impulse response')\n",
    "IPython.display.display(IPython.display.Audio(rir, rate=8000))\n",
    "print('Reverberated speech')\n",
    "IPython.display.display(IPython.display.Audio(data_reverb, rate=8000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Global temperature"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Source of the signal with some more info https://datahub.io/core/global-temp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# load the data\n",
    "with open('data/monthly_csv.csv','r') as f:\n",
    "    temps = np.array([float(line.split(',')[2]) for line in f if line.startswith('GISTEMP')])\n",
    "temps = np.flip(temps, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# create a low-pass filter\n",
    "b, a = butter(5, [0.02])\n",
    "temps_filt = lfilter(b, a, temps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "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=\"1000\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,2, figsize=(10,5))\n",
    "ax[0].set_ylim([-1, 1])\n",
    "ax[1].set_ylim([-1, 1])\n",
    "ax[0].plot(temps)\n",
    "ax[1].plot(temps_filt)\n",
    "ax[0].set_title('Mean monthly temperature deviation')\n",
    "ax[0].set_xlabel('Month')\n",
    "ax[1].set_title('Filtered signal')\n",
    "ax[1].set_xlabel('Month')\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": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}