shrink-live.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "from matplotlib.pyplot import *\n",
    "from numpy import *\n",
    "from audio.coders import *\n",
    "from bitstream import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "N = 16000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Exponential (Independent) Values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[exponential distributions](https://docs.scipy.org/doc/numpy-1.12.0/reference/generated/numpy.random.exponential.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = random.exponential(scale=30.0, size=N).astype(uint16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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",
       "        fig.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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
    {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f0141ac2390>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure()\n",
    "plot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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",
       "        fig.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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure()\n",
    "hist(data, bins=r_[0:256], density=True)\n",
    "grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BitStream(0, unary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111111110"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BitStream(100, unary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "256000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N * 16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "stream = BitStream(data, unary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "190.988671875"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(stream) / (N * 16.0) * 100.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "000000000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BitStream(0, rice(b = 8, signed=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "000000010"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BitStream(1, rice(b = 8, signed=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "111111110"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BitStream(255, rice(b = 8, signed=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "000000000000000010111111110"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BitStream([0,1,255], rice(b = 8, signed=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0000011100101010"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0010101011111110"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 1024+512+256 + 42\n",
    "display(BitStream(n, uint16))\n",
    "display(BitStream(n, rice(b = 8, signed=False)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = rice.from_frame(data, signed=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44.608203125"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r = rice(b=6, signed=False)\n",
    "stream = BitStream(data, r)\n",
    "len(stream) / (16.0 * N) * 100.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pure Tone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = 44100\n",
    "dt = 1.0 / df\n",
    "t = r_[0:N] * dt\n",
    "f= 440\n",
    "data = sin(2*pi*f*t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import audio.wave as wave\n",
    "from IPython.display import *\n",
    "wave.write(data, \"A4.wav\", df=df)\n",
    "Audio(\"A4.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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",
       "        fig.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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f01416e4d10>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure()\n",
    "data = wave.read(\"A4.wav\", scale=False)[0]\n",
    "plot(t, data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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",
       "        fig.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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(array([3.11570153e-05, 1.37331197e-05, 1.12821393e-05, 1.01567864e-05,\n",
       "        9.74670024e-06, 9.86114290e-06, 1.01949340e-05, 1.13107500e-05,\n",
       "        1.37903410e-05, 3.13572900e-05]),\n",
       " array([-3.27680e+04, -2.62145e+04, -1.96610e+04, -1.31075e+04,\n",
       "        -6.55400e+03, -5.00000e-01,  6.55300e+03,  1.31065e+04,\n",
       "         1.96600e+04,  2.62135e+04,  3.27670e+04]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure()\n",
    "hist(data, density=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "rice(b=14, signed=True)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r = rice.from_frame(data, signed=True)\n",
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "104.17578125"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stream = BitStream(data, r)\n",
    "len(stream) / (16.0 * N) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16000, 15999)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data), len(diff(data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "ddata = r_[data[0], diff(data)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddata2 = diff(r_[0, data])\n",
    "all(ddata2 == ddata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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",
       "        fig.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\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    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",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(array([0.00050009, 0.00021893, 0.00018074, 0.0001634 , 0.00015427,\n",
       "        0.00015671, 0.0001634 , 0.00017861, 0.00022076, 0.00049735]),\n",
       " array([-2054. , -1643.2, -1232.4,  -821.6,  -410.8,     0. ,   410.8,\n",
       "          821.6,  1232.4,  1643.2,  2054. ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figure()\n",
    "hist(ddata, density=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "79.49140625"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stream = BitStream(ddata, rice.from_frame(ddata, signed=True))\n",
    "len(stream)/ (16.0 * N) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all(cumsum(ddata) == data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "54.731249999999996"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dddata = diff(r_[0, ddata])\n",
    "r = rice.from_frame(dddata, signed=True)\n",
    "#display(r)\n",
    "#r = rice(b=12, signed=True)\n",
    "stream = BitStream(dddata, r)\n",
    "len(stream)/ (16.0 * N) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package timit to /home/boisgera/nltk_data...\n",
      "[nltk_data]   Package timit is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from audio.index import *\n",
    "import nltk\n",
    "nltk.download(\"timit\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "wave.write(search(\"circle\")[0].parent.audio, \"circle.wav\", df=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(\"circle.wav\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}