Data analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8e89d49e",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import h5py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d1058ccc",
   "metadata": {},
   "outputs": [],
   "source": [
    "class IndexTracker:\n",
    "    def __init__(self, ax, X, slice_axis=-2):\n",
    "        self.ax = ax\n",
    "        ax.set_title('use scroll wheel to navigate images')\n",
    "        self.slice_axis = slice_axis\n",
    "        self.X = X\n",
    "        self.slice_count = X.shape[self.slice_axis]\n",
    "        self.ind = self.slice_count//2\n",
    "        self.slice = [slice(None) for i in X.shape]\n",
    "        self.slice[self.slice_axis] = self.ind\n",
    "\n",
    "        self.im = ax.imshow(self.X[tuple(self.slice)])\n",
    "        self.update()\n",
    "\n",
    "    def on_scroll(self, event):\n",
    "        print(\"%s %s\" % (event.button, event.step))\n",
    "        if event.button == 'up':\n",
    "            self.ind = (self.ind + 1) % self.slice_count\n",
    "        else:\n",
    "            self.ind = (self.ind - 1) % self.slice_count\n",
    "        self.update()\n",
    "\n",
    "    def update(self):\n",
    "        self.slice[self.slice_axis] = self.ind\n",
    "        self.im.set_data(self.X[tuple(self.slice)])\n",
    "        self.ax.set_ylabel('slice %s' % self.ind)\n",
    "        self.im.axes.figure.canvas.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0bb7b667",
   "metadata": {},
   "outputs": [],
   "source": [
    "#ts = h5py.File(\"couette_runs/test_run/timeseries/timeseries_s1/timeseries_s1_p0.h5\",\"r\")\n",
    "#df = h5py.File(\"couette_runs/test_run/checkpoints/checkpoints_s99.h5\",\"r\")\n",
    "\n",
    "ts = h5py.File(\"couette_runs/test_run/timeseries/timeseries_s1/timeseries_s1_p0.h5\",\"r\")\n",
    "df = h5py.File(\"couette_runs/test_run/checkpoints/checkpoints_s2.h5\",\"r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fa4e9d60",
   "metadata": {},
   "outputs": [],
   "source": [
    "ts.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fd86f3b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "#ts['tasks/KE'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e6c2fd6c",
   "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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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 overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "ValueError",
     "evalue": "Invalid location identifier (invalid location identifier)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_4911/1970319218.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msemilogy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'scales/sim_time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tasks/KE'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'total KE'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msemilogy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'scales/sim_time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tasks/KE_pert'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'perturbation KE'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/envs/dedalus3/lib/python3.8/site-packages/h5py/_hl/group.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m    303\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid HDF5 object reference\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    304\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mbytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 305\u001b[0;31m             \u001b[0moid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5o\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_e\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlapl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lapl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    306\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    307\u001b[0m             raise TypeError(\"Accessing a group is done with bytes or str, \"\n",
      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mh5py/h5o.pyx\u001b[0m in \u001b[0;36mh5py.h5o.open\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Invalid location identifier (invalid location identifier)"
     ]
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.semilogy(ts['scales/sim_time'][:], ts['tasks/KE'][:,0,0,0], label='total KE')\n",
    "plt.semilogy(ts['scales/sim_time'][:], ts['tasks/KE_pert'][:,0,0,0], label='perturbation KE')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "25c6d87f",
   "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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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 overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
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     "output_type": "display_data"
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "ValueError",
     "evalue": "Invalid location identifier (invalid location identifier)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m/tmp/ipykernel_4911/2278873449.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'scales/sim_time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tasks/KE'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'total KE'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'scales/sim_time'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'tasks/KE_pert'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'perturbation KE'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32m~/miniconda3/envs/dedalus3/lib/python3.8/site-packages/h5py/_hl/group.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m    303\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Invalid HDF5 object reference\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    304\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mbytes\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 305\u001b[0;31m             \u001b[0moid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mh5o\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_e\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlapl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_lapl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    306\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    307\u001b[0m             raise TypeError(\"Accessing a group is done with bytes or str, \"\n",
      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mh5py/_objects.pyx\u001b[0m in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;32mh5py/h5o.pyx\u001b[0m in \u001b[0;36mh5py.h5o.open\u001b[0;34m()\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: Invalid location identifier (invalid location identifier)"
     ]
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(ts['scales/sim_time'][:], ts['tasks/KE'][:,0,0,0], label='total KE')\n",
    "plt.plot(ts['scales/sim_time'][:], ts['tasks/KE_pert'][:,0,0,0], label='perturbation KE')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d42b9713",
   "metadata": {},
   "outputs": [],
   "source": [
    "u = df['tasks/u'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "16a11653",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.0001])"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['scales/sim_time'][:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "efbec24b",
   "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 / mpl.ratio, fig.canvas.height / mpl.ratio);\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 overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1)\n",
    "\n",
    "tracker = IndexTracker(ax, u[0,0])\n",
    "fig.canvas.mpl_connect('scroll_event', tracker.on_scroll)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed7146cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['tasks/u'].attrs.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "651b1050",
   "metadata": {},
   "outputs": [],
   "source": [
    "z = df['tasks/u'].dims[3][0][:]\n",
    "Lz = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c25d9639",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure()\n",
    "plt.plot(z, Lz**2*(z+1)/Lz * (1 - (z+1)/Lz))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f40ad1c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}