Multi-LivePlot.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Setting up notebook\n",
    "\n",
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Make plots live-update while scans run.\n",
    "from bluesky.utils import install_nb_kicker\n",
    "install_nb_kicker()\n",
    "\n",
    "from bluesky.plans import count\n",
    "from bluesky.examples import noisy_det, det, motor, det1, det2\n",
    "from bluesky.callbacks import LivePlot, LiveTable\n",
    "from bluesky import RunEngine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "RE = RunEngine({})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "RE.waiting_hook = ProgressBarManager()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiple Plot steps\n",
    "- Initialize plot\n",
    "- setup plot \"variable\" (in order to keep RE call manageable)\n",
    "- RE call"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
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     "output_type": "display_data"
    },
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\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#\"initialize plot\":\n",
    "\n",
    "fig, ax = plt.subplots()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Setup plot variable as list of LivePlot objects\n",
    "\n",
    "#I think the plots can easily accommodate more than two plots by adding extra LivePlot calls.\n",
    "#Change noisy_det and det2 to the correct signal names matching those in the count call in the next frame\n",
    "\n",
    "multiLivePlot = [LivePlot(noisy_det, ax = ax, label='noisy_det'),LivePlot(det2, ax = ax, label='det2'),LivePlot(det1, ax = ax, label='det1')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A 'deferred pause' has been requested. The RunEngine will pause at the next checkpoint. To pause immediately, hit Ctrl+C again in the next 10 seconds.\n",
      "Deferred pause acknowledged. Continuing to checkpoint.\n",
      "Pausing...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "('9c4ea20d-001a-41ba-a4e0-e16cfff1164d',)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#RunEngine call\n",
    "\n",
    "#Starting count and updating plot. simply change noisy_det and det2 to the correct signal names\n",
    "\n",
    "RE(count([det1, noisy_det, det2], delay = 3, num = None), multiLivePlot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stopping: running cleanup and marking exit_status as 'success'...\n"
     ]
    }
   ],
   "source": [
    "RE.stop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 - BlueSky",
   "language": "python",
   "name": "python3-bs"
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