sparse.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(100, 110)]\n"
     ]
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "import xpcs\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "scan = 7555\n",
    "#scan = 8238\n",
    "downsample = 1\n",
    "center_x, center_y = 1069.5, 201.5\n",
    "rois = [(16+i*1, 16+(i+1)*1) for i in range(9)] # 6X6 binning\n",
    "rois = [(100, 110)]\n",
    "#rois = [(90//4+i*3, 90//4+(i+1)*3) for i in range(4)] # 4X4 binning\n",
    "#rois = [(50+i*5, 50+(i+1)*5) for i in range(6)]\n",
    "print(rois)\n",
    "roi_img = xpcs.make_roi(center_x, center_y, rois, downsample)\n",
    "frames = xpcs.make_frames('/data/visitors/nanomax/20210623/2021052608/raw/sample/tristan-%04d*' %scan, \n",
    "                     1.0e-2, roi_img, downsample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img 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w10MYAAAACAkwjiAW/JFsK677jqZme69996Ex++55x6Zme666y5f5wx3MYABAACAkPA8T8U92uvO/xkfSMUtMICb+2uQampqjvlYI0eOlJnpX//1XxMef/jhh2Vmmj59uq9zhrsYwAAAAEBIhHEAHzhwQAUFBTIzrV69utHxPn36yMz01ltvHfOxJk+eLDPT5MmTEx6/9tprZWa67777fJ0z3MUABgAAAELiyADuoNvXXBFIxT06+B7AkjR79myZmQYPHqw9e/bEbq+trZWZaejQoXF//pFHHlGvXr00a9asuNvr6+tlZsrJydFzzz0Xd+zHP/6xsrOzlZ2drT/84Q++zxluYgADAAAAIRHWAdzQ0KCBAwfKzFRWVqaJEyfG/ru4uFjr1q2L+/Pz5s2Tmam6ujru9r/+9a+aMGFC7FcfnXvuuZowYYLOPffc2G0LFizwfb5wFwMYAAAACInoAP7nNRMDqaUGsCTt27dPc+fOVXl5ufLy8lRaWqrq6mpt3Lix0Z892gCWjozg7373uxo2bJgKCwvVqlUrdezYURdffLFefPHFFjlXuIsBDAAAAIREmAcwkA4YwAAAAEBIeJ6nk3p00G2/mRRIJzGA4RgGMAAAABASDGDAHwYwAAAAEBLRATxj9ZWBxACGaxjAAAAAQEgwgAF/GMAAAABASBwZwAW6+ddXB9JJPQoYwHAKAxgAAAAICQYw4A8DGAAAAAgJBjDgDwMYAAAACAnP81TUo0A3/vqaQCpiAMMxDGAAAAAgJBjAgD8MYAAAACAkogN4+qprA4kBDNcwgAEAAICQYAAD/jCAAQAAgJDwPE+F3Qs07e3JgVTYnQEMtzCAAQAAgJBgAAP+MIABAACAkIgO4Ovfrg4kBjBcwwAGAAAAQoIBDPjDAAYAAABC4sgALtRX3vpKIBV2L2QAwykMYAAAACAkGMCAPwxgAAAAICQ8z1NB90JN/tV1gVTAAIZjGMAAAABASDCAAX8YwAAAAEBIRAfwtb+8PpAYwHANAxgAAAAICQYw4A8DGAAAAAgJBjDgDwMYAAAACInoAL76l1MDiQEM1zCAAQAAgJBgAAP+MIABAACAkPA8Tx26F+rK/54WSB0YwHAMAxgAAAAICQYw4A8DGAAAAAiJIwO4SBNXTg+kDt2LGMBwCgMYAAAACAkGMOAPAxgAAAAICc/z1OG0Il2x4h8DqcNpDGC4hQEMAAAAhAQDGPCHAQwAAACEhOd5an9akS5fcWMgtWcAwzEMYAAAACAkGMCAPwxgAAAAICSiA3jsL/4pkBjAcA0DGAAAAAgJBjDgDwMYAAAACAkGMOAPAxgAAAAIiegA/oc3bwokBjBcwwAGAAAAQoIBDPjDAAYAAABCwvM8tTvtJF36xs2B1O60kxjAcAoDGAAAAAgJBjDgDwMYAAAACInoAL749VsCiQEM1zCAAQAAgJBgAAP+MIABAACAkIgO4FGvzwgkBjBcwwAGAAAAQoIBDPjDAAYAAABCwvM8tT3tJI38+a2B1JYBDMcwgAEAAICQYAAD/jCAAQAAgJDwPE9tu52ki167LZDadmMAwy0MYAAAACAkGMCAPwxgAAAAICQYwIA/DGAAAAAgJKID+EvLZwYSAxiuYQADAAAAIcEABvxhAAMAAAAh4Xme2nQr1hdf/WogtelWzACGUxjAAAAAQEgwgAF/GMAAAABASEQH8PBX/jmQGMBwDQMYAAAACAkGMOAPAxgAAAAIiegAPv+VrwUSAxiuYQADAAAAIcEABvxhAAMAAAAh4XmeWncr1pCXbw+k1gxgOIYBDAAAAIQEAxjwhwEMAAAAhER0AA/+2R2BxACGaxjAAAAAQEgwgAF/GMAAAABASDCAAX8YwAAAAEBIeJ6n1l2Ldd5LdwZS664MYLiFAQwAAACEBAMY8IcBDAAAAITEkQHcUQN/OiuQWnftyACGUxjAAAAAQEgwgAF/GMAAAABASHiep/yuHdX/xbsCKZ8BDMcwgAEAAICQYAAD/jCAAQAAgJCIDuBzf3JXIDGA4RoGMAAAABASDGDAHwYwAAAAEBLRAdzvJ18PJAYwXMMABgAAAEKCAQz4wwAGAAAAQiI6gPu+MDuQGMBwDQMYAAAACAkGMOAPAxgAAAAICQYw4A8DGAAAAAgJz/MU6dpRZy+bE0gRBjAcwwAGAAAAQoIBDPjDAAYAAABCwvM8RU7tqD7PzwmkyKkMYLiFAQwAAACEBAMY8IcBDAAAAIREdACf9dzcQGIAwzUMYAAAACAkGMCAPwxgAAAAICSODOASnflsTSBFTi1hAMMpDGAAAAAgJBjAgD8MYAAAACAkogPY+/G8QGIAwzUMYIeVlpaqXbt28jyPiIiIiI6zdu3aqbS0NNWf0sXxPAYw4AcD2GHt2rVTlmWrrXUgIiIiouMsy7KVY61S/SldHM/zlHdqiU7/0bxAymMAwzEMYId5nqe21kEXZV1BRERERMdZdAinEwYw4A8D2GEMYCIiIqLkYwAzgOEeBrDDGMBEREREyZfOA7h3/b8EEgMYrmEAO4wBTERERJR8DGAGMNzDAHYYA5iIiIgo+dJ2AJ9Sol5L7w6kvFMYwHALA9hhDGAiIiKi5GMAM4DhHgawwxjARERERMmXzgO459K7A4kBDNcwgB3GACYiIiJKPgYwAxjuYQA7jAFMRERElHzpPIArn5kfSAxguIYB7DAGMBEREVHyMYBbdgA3NDSopqZGlZWVikQiKisr05QpU7Rp06akHm/dunWaOnWqunXrpkgkoo4dO2rQoEFauHBhi5wv3MQAdhgDmIiIiCj50noA/3B+ILXUAG5oaNDgwYNlZiorK9PEiRM1YMAAmZlKSkq0fv3643q8+vp65efnKysrS/369dOVV16pESNGqFOnTiovL/d9vnAXA9hhDGAiIiKi5GMAt9wAnjt3rsxMgwYN0u7du2O319bWysw0bNiwZj/WmjVrlJeXp+LiYr355ptxxw4fPqy3337b9/nCXQxghzGAiYiIiJIvnQdwxQ/uCaSWGMAHDx5UYWGhzEyrV69udLxPnz4yM61atapZj3f++efLzPT888/7Oi9kJgawwxjARERERMnHAG6ZAbx8+XKZ2VG/NXn+/PkyM82bN++Yj/Xee+/JzNSzZ09f54TMxQB2GAOYiIiIKPkYwC0zgBcvXiwz04QJExIeX7ZsmcxMY8eOPeZjPfLIIzIz3XTTTWpoaNDjjz+um2++WbfccoseffRR7dq1y9e5wn0MYIcxgImIiIiSL10HcO4pJSr/v/cEUm4LDOCZM2fKzDRz5syEx9esWSMzU79+/Y75WP/4j/8oM9PXvvY19erVS2YWV8eOHfX666/7Ol+4jQHsMAYwERERUfIxgI8M4EgkIs/zEtYc06ZNk5lp9uzZCY+vW7eu2d/WPGnSJJmZWrVqpZKSEtXX1+svf/mL/vjHP+rqq6+WmamoqEhbtmw5ruuKzMEAdhgDmIiIiCj50ncAn6we/3VvIOWecrLvATx16lSZmebMmZPw+Nq1a5s9gK+44orYV3tfeumlRsf79+/f5NgGGMAOYwATERERJR8D+MgATqdvgZ4yZYrMTF26dEl4/N///d9lZhoyZIivc4a7GMAOYwATERERJV/aDuAuJ6vHfy4IpNwu/gdwS74I1t133y0z0+DBgxMe/8lPfiIzU2Vlpa9zhrsYwA5jABMRERElHwO4ZQZwc38NUk1NzTEf67nnnpOZqXfv3gmPP/nkkzIz9e3b19c5w10MYIcxgImIiIiSL50HcPfvLwiklhjABw4cUEFBgcxMq1evbnS8T58+MjO99dZbx3ysvXv3qm3btsrNzdXGjRsbHb/++utlZrr++ut9nTPcxQB2GAOYiIiIKPkYwC0zgCVp9uzZsW9d3rNnT+z22tpamZmGDh0a9+cfeeQR9erVS7NmzWr0WLNmzZKZ6ZJLLol7rBdffFGtWrVSVlaWfvWrX/k+Z7iJAXwMO3bsUElJicxMvXr1avLPPvHEE+rfv7/atm2roqIijR49WitWrGjyPitWrNDo0aNVVFSktm3bqn///nr88cdb5NwZwERERETJl9YD+OkFgdRSA7ihoUEDBw6UmamsrEwTJ06M/XdxcbHWrVsX9+fnzZsnM1N1dXXCxxoyZEjsscaOHavBgwcrOztbZqYFCxb4Pl+4iwF8DNXV1crKyjrmAI6+ul3r1q01ZswYVVVVqVWrVsrJyVF9fX3C+9TX1ysnJ0dZWVkaPny4xo8fr8LCwiZfJe94MICJiIiIko8B3HIDWJL27dunuXPnqry8XHl5eSotLVV1dXXCb2VuagBLR76tesGCBTr99NMViURUUFCgCy+8UMuWLWuRc4W7GMBNeOWVV2RmuuGGG5ocwK+++mrsX6/Wrl0bu33lypXKy8tTQUGBdu7cGXefnTt3xn4WYunSpbHbt23bpoqKCpmZli9f7uv8GcBEREREyZfOA/i0p74RSC05gIF0wAA+in379qmiokKe58V+OffRBvDFF18sM9PixYsbHZsxY4bMTIsWLYq7feHChTIzjRkzptF96uvrZWa69NJLfb0PDGAiIiKi5GMAM4DhHgbwUdx5553KysrS66+/rg0bNhx1ADc0NCgSicjMtGnTpkbH33jjDZmZhg8fHnf7sGHDZGZ68sknG93nwIEDys/PV35+vhoaGpJ+HxjARERERMnHAGYAwz0M4AT+53/+R61atdJ1110nSU0O4N/85jcyM5WUlCR8rD179sjMVFRUFHd79Gd933333YT3O/fcc2VmWrNmTdLvBwOYiIiIKPnSegA/+Y1AYgDDNQzgv3P48GENGDBAHTt21Mcffyyp6QH87LPPHvOXbUfH7qeffipJ2rVrl8xMZqZdu3YlvM/YsWNlZnruueeSfl8YwERERETJxwBmAMM9DOC/89BDD8nMtGTJkthtTQ3gp59+WmamIUOGHPUxu3TpIjPTli1bJEmbN2+ODeBDhw4lvM8111wjM9P3v//9Y56z53kJi0QiDGAiIiKiJEvnAdzte/cFEgMYrmEAf87GjRvVrl27Rj+v29QAfuqppxL+8u7P69y5c9wA/vDDD485gK+++moGMBEREVEKYwAzgOEeBvDnXHrppcrLy9N7770XdzvfAk1ERESUeaXtAO58sro9cV8g5XZmAMMtDODPMTMVFhZq+PDhcQ0cOFBmptatW8du2717t6TmvwhWYWFh3O3R3wHMi2ARERERpWcMYAYw3MMA/pzoV2Wb0yeffCLpyO8Lbs6vQRo2bFjc7U39GqSDBw8qPz9fkUiEX4NERERElKLSewDfH0gMYLiGAdwMTX0LtCSNHj1aZqbFixc3OjZjxgyZmRYuXBh3+wMPPCAz05gxYxrdp76+Xmamiy++2Nd5M4CJiIiIko8BzACGexjAzXCsAfzyyy/LzFRcXKy1a9fGbl+5cqUikYg6dOigHTt2xN1nx44d6tChg8xMS5cujd2+fft2VVRUyMz0yiuv+DpvBjARERFR8qX1AH78/kBiAMM1DOBmONYAlqRbb71VZqY2bdpozJgxGj16tFq1aqXs7Gw988wzCe/zzDPPKDs7W1lZWfriF7+oK664IvaCWTNmzPB93gxgIiIiouRjADOA4R4GcDM0ZwBL0pIlS3TOOeeoTZs2KigoUFVVld58880m7/OLX/xCo0aNUmFhodq0aaNzzjlHjz32WIucNwOYiIiIKPnSegAvuT+QGMBwDQPYYQxgIiIiouRjADOA4R4GsMMYwERERETJxwBmAMM9DGCHMYCJiIiIki+tB/BjDwQSAxiuYQA7jAFMRERElHwMYAYw3MMAdhgDmIiIiCj50nkAd/3uA4HEAIZrGMAOYwATERERJR8DmAEM9zCAHcYAJiIiIkq+tB7A33kgkBjAcA0D2GEMYCIiIqLkYwAzgOEeBrDDGMBEREREyZe2A7isVF0fXRhIuWWlDGA4hQHsMAYwERERUfIxgBnAcA8D2GEMYO1/RBAAACAASURBVCIiIqLkS+cB3O3bCwOJAQzXMIAdxgAmIiIiSj4GMAMY7mEAO4wBTERERJR8aT2A/2NhIDGA4RoGsMMYwERERETJxwBmAMM9DGCHMYCJiIiIko8BzACGexjADmMAExERESVfWg/g//NgIDGA4RoGsMMYwERERETJxwBmAMM9DGCHMYCJKLTlTNKosps0qvPNR+rxz6rqecff/rvzzRqRf03qz5OInC6tB/C3HgwkBjBcwwB2GAOYiEJR9gSNOmWGho26X6ffVafe9fN0yRs368X3T9drGyr02oYKrdjQXW/9b9fYf7/6p5666r+nqt8LX1evOXUaPP5Bjerxz7ooZ1Lq3x8iciYGMAMY7mEAO4wBTETp3Kiym1RVMl3nX/yAvrd2oD7+sLMOb61Iqp2bu+iF989Qn+fmqO8NtUfGcPaElL+PRBTu0noA//uDgcQAhmsYwA5jABNROlbV8w51r12kJX88TwOvXKQBVy/SwS09YmN2/5bu2v5hmX6wrp/+c905R+2DTZ20f0v3RmN4/5buevH909X18fs0ov+/MISJKOkYwAxguIcB7DAGMBGlU1U971D3RbX60fo+sbE64OpFGnjVIq3d2Em3rZ6obt98UH1uqtMFX/qGqkqmq+qkaYnreIMuHHqvzvlKrU57eJEmrLxB73zQpdEgfut/u6rrY/drxLnzGMJEdNyl7QDuVKpu33wwkHI7MYDhFgawwxjARJQOVRVdr8r5dVq6/gtx4/SDTZ00+PIHNarrbRrZt0Yj21Un/TZG5F+jqjO+rrNvrNUlb9ys328si3tb//2/3dT1PxZq1CkzUn49iCg8MYAZwHAPA9hhDGAiSmnZE/Sl8+/V6Ndv0b4t3WJj9MNNnXTeS3do6GULNSLv6hZ/uyNbX6sLh96r8v+6R+980CX2dg9u6aGvrblCg8c/yItlEVGzSusB/G+LAokBDNcwgB3GACailJUzSWfdWqc3NvztZ3t3b+6qIT+7/cjwDeJXGOVMOjKE/+98bf3wb18RXruxk7ovquXXKBHRMWMAM4DhHgawwxjARJSKqgquU9dvP6ANmzrFRucL758h7/Y6jWw7OfDzGZF7pc6dXKuH3rswdj67Np+iPs/N4VuiiajJ0nkAn/bIokBiAMM1DGCHMYCJKOhGdpii055aEHsxqoNbemjyr6bowiH3pPzcqipv14Cf3qndm7vGhvCXls9kBBPRUWMAM4DhHgawwxjARBRkIztMUbfvfSM2fj/+sLPOeHauqjr9U8rPLXaObSer278/GPfVaUYwER0tBjADGO5hADuMAUxEQTWyXbW6PXFf7MWuPv6wsyoW1Gpk62tTfm5/34jcK/WF6bX63QedYyP4i69+VaM635zycyOi9CqtB/C/LgokBjBcwwB2GAOYiAIpe4JOv6sufvzeW6sRuVem/tyaOOe+N8SP4K6PPnBCXpWaiMIbA5gBDPcwgB3GACaiIBpw9SKt3dgp9jO/pz28KBxDMnuCzrytTrs2n6LDWyu0c3MX9Z5dl/rzIqK0iQHMAIZ7GMAOYwAT0YluVNfb9I3fjY59FXXQS3ek1c/8HquRbSer63fvj/3c8qt/6qmLBs1P+XkRUXrEAGYAwz0MYIcxgInoRHfWjDpNffvLmr7qWl3yxs2qOuPrKT+n462qZLr6vfB1TV91raavulY9HqxN+TkRUXqUzgO4+8OLAokBDNcwgB3GACaiE1rOJI3Iu1ojW1+rEfnX6KKcSak/Jz/vS/41brwvRNRiMYAZwHAPA9hhDGAiOlGNyL9Gpz21QFPf/rK+8quv6Mzbwv+zs4PHP6ir/nuqpr79ZQ346Z2qOvnGlJ8TEaW2tB7AD9UGEgMYrmEAO4wBTEQnqqres+T9uEYDfnqnKn94t0adNjPl5+S3kR2mqOt379eAn96pfi98XV+88L6UnxMRpTYGMAMY7mEAO4wBTERERJR8aTuAS0vVfXFtIOWWMoDhFgawwxjARERERMnHAGYAwz0MYIcxgImIiIiSL60HcF1tIDGA4RoGsMMYwERERETJxwBmAMM9DGCHMYCJiIiIko8BzACGexjADmMAExERESVfOg/gHrW1gcQAhmsYwJ+zd+9e/ehHP9J1112ns846S+3bt1ebNm3Up08f3X333dq9e/dR7/vEE0+of//+atu2rYqKijR69GitWLGiybe3YsUKjR49WkVFRWrbtq369++vxx9/vMXeHwYwERERUfIxgBnAcA8D+HMeffRRmZnMTGeccYYmTJigqqoqtW/fXmam3r17a/v27Y3uN3PmTJmZWrdurTFjxqiqqkqtWrVSTk6O6uvrE76t+vp65eTkKCsrS8OHD9f48eNVWFgoM9PMmTNb5P1hABMRERElX1oP4EW1gcQAhmsYwJ/zxBNP6MYbb9TatWvjbt+yZYv69u0rM9NVV10Vd+zVV1+Vmam4uDjufitXrlReXp4KCgq0c+fOuPvs3LlTBQUFMjMtXbo0dvu2bdtUUVEhM9Py5ct9vz8MYCIiIqLkYwAzgOEeBnAzrVy5UmamSCSiAwcOxG6/+OKLZWZavHhxo/vMmDFDZqZFixbF3b5w4UKZmcaMGdPoPvX19TIzXXrppb7PmQFMRERElHxpPYAfrA0kBjBcwwBupr1798a+PXrLli2SpIaGBkUiEZmZNm3a1Og+b7zxhsxMw4cPj7t92LBhMjM9+eSTje5z4MAB5efnKz8/Xw0NDb7OmQFMRERElHwMYAYw3MMAbqbf/va3MjPl5uZq//79kqTf/OY3MjOVlJQkvM+ePXtkZioqKoq7Pfqzvu+++27C+5177rkyM61Zs8bXOTOAiYiIiJIvnQdw+cLaQGIAwzUM4GaaOnWqzEyXXXZZ7LZnn31WZqa+ffse9X7Rsfvpp59Kknbt2hX7SvKuXbsS3mfs2LEyMz333HO+zpkBTERERJR8DGAGMNzDAG6GF154QVlZWcrNzY37quzTTz8tM9OQIUOOet8uXbrEfdv05s2bYwP40KFDCe9zzTXXyMz0/e9/v1nn53lewiKRCAOYiIiIKMnSdgCfXKryB+oCKfdkBjDcwgA+hvfee09FRUUyMz300ENxx5566imZmYYOHXrU+3fu3DluAH/44YfHHMBXX301A5iIiIgoxTGAGcBwDwO4CZs2bVLXrl1lZvrqV7/a6DjfAk1ERETkbmk9gO+vCyQGMFzDAD6Kjz76SL1795aZacqUKfrrX//a6M8090WwCgsL426P/g5gXgSLiIiIKH1jADOA4R4GcAKffvppbIRefvnl+uyzzxL+uX379jXr1yANGzYs7vamfg3SwYMHlZ+fr0gkwq9BIiIiIkphDGAGMNzDAP47+/fv1wUXXCAzU1VVlQ4cONDknx89erTMTIsXL250bMaMGTIzLVy4MO72Bx54QGamMWPGNLpPfX29zEwXX3yxv3dEDGAiIiIiP6XrAM47uVQV99UFUh4DGI5hAH/OZ599pnHjxsnMdP7552vv3r3HvM/LL78sM1NxcbHWrl0bu33lypWKRCLq0KGDduzYEXefHTt2qEOHDjIzLV26NHb79u3bVVFRITPTK6+84vv9YQATERERJR8DmAEM9zCAP+ehhx6KvUDVuHHjVF1dnbCPPvoo7n633nqrzExt2rTRmDFjNHr0aLVq1UrZ2dl65plnEr6tZ555RtnZ2crKytIXv/hFXXHFFbEXzJoxY0aLvD8MYCIiIqLkS+sB/I26QGIAwzUM4M+ZN29ebAA31YYNGxrdd8mSJTrnnHPUpk0bFRQUqKqqSm+++WaTb+8Xv/iFRo0apcLCQrVp00bnnHOOHnvssRZ7fxjARERERMnHAGYAwz0MYIcxgImIiIiSL50HcOWCukBiAMM1DGCHMYCJiIiIko8BzACGexjADmMAExERESVfWg/ge+sCiQEM1zCAHcYAJiIiIko+BjADGO5hADuMAUxERESUfGk7gEtKVXlPXSDllTCA4RYGsMMYwERERETJxwBmAMM9DGCHMYCJ6EQ28MpF8u6ok3dHnYaNfiDl5+O3Ef3/Jfb+9J1WqxG5V6b8nIgotaXzAO45vy6QGMBwDQPYYQxgIjqR9ZpTp/1buuvw1gp98/fDVdXzjpSfU7JVdbxB41dM1+GtFTq8tULdnrhPF2VPSPl5EVFqYwAzgOEeBrDDGMBEdCIbVXaTblx1TWw0VvxgvkZ2mJLy8zreRuReqR4La2Nj/gfr+mnkF+am/LyIKPUxgBnAcA8D2GEMYCI60Q29bKHWbuykw1srtHtzV50+qy50Xzk9b9Iibdh05H3YtfkUnXlbXcrPiYjSIwYwAxjuYQA7jAFMRCe8nEnq9siDOrilhw5vrdD6jZ103qRFqT+v5jbwbr34/umxr2J/YdnXNbLt5NSfFxGlRQxgBjDcwwB2GAOYiIKo6uQb1f/FWbER+a0/DNOXzr835ed1zPPueYeue6s6dt63rL5SVb3uTPl5EVH6lNYD+O66QGIAwzUMYIcxgIkoqEaeNUf/+vsLQjOCq3reoa/86iux831tQ4XOvyT8r2RNRC0bA5gBDPcwgB3GACaiILtwyD1xI/jbfxiqcyfXpt3PBA8bdb+mr7o2dp5vbOih8yY+mPLzIqL0K50HcK9/qQskBjBcwwB2GAOYiILuwqH36pu/Hx4bl2s3dtLps+o0Iu/qlJ/biNwr1e+62rif+X1jQ49w/cwyEQUaA5gBDPcwgB3GACaiVHTh0HvjvhL83PtnqqpkekrPaVTZTer2bw9q+4dlcd/2zPgloqZK6wE8ry6QGMBwDQPYYQxgIkpVVb1n6byX7tDBLT1SPoBH9q3Rbasnxl6pOvqCVxcOuSfl14mI0jsGMAMY7mEAO4wBTESprKrTP+m0hxbp/nerUjqAz7ytLjZ8t35Yph7/ea+qet6R8utDROlfWg/gmrpAYgDDNQxghzGAiSjl5UzSl86/N6W/Wzc6gL/1h2Hqd31tWvw8MhGFIwYwAxjuYQA7jAFMRHSF+l+7SD0W1mpU+ddSfi5EFK7SdgB3LFXvuXWBlNeRAQy3MIAdxgAmIrpCF+VMSv05EFEoYwAzgOEeBrDDGMBEREREyccAZgDDPQxghzGAiYiIiJIvrQfwnLpAYgDDNQxghzGAiYiIiJKPAdyyA7ihoUE1NTWqrKxUJBJRWVmZpkyZok2bNvl63LVr1yo/P19mpqqqqhY5V7iLAewwBjARERFR8qXzAD59dl0gtdQAbmho0ODBg2VmKisr08SJEzVgwACZmUpKSrR+/fqkH/uCCy5QVlYWAxjNwgB2GAOYiIiIKPkYwC03gOfOnSsz06BBg7R79+7Y7bW1tTIzDRs2LKnH/c53viMz0w033MAARrMwgB3GACYiIiJKvrQewF+vC6SWGMAHDx5UYWGhzEyrV69udLxPnz4yM61ateq4Hnf79u0qKirSRRddpNdee40BjGZhADuMAUxERESUfAzglhnAy5cvl5mpvLw84fH58+fLzDRv3rzjetxJkyYpPz9f69atYwCj2RjADmMAExERESVfWg/gu+oCqSUG8OLFi2VmmjBhQsLjy5Ytk5lp7NixzX7MF154QWam+fPnSxIDGM3GAHYYA5iIiIgo+RjALTOAZ86cKTPTzJkzEx5fs2aNzEz9+vVr1uPt2bNH3bp1U69evXTgwAFJDGA0HwPYYQxgIiIiouRL1wEc6Vgqb1ZdIEU6lioSicjzvIQ1x7Rp02Rmmj17dsLj69atk5mpZ8+ezXq82267TWam5cuXx25jAKO5GMAOYwATERERJR8DuGUG8NSpU2VmmjNnTsLja9eubfYAfvvtt5WTk6PJkyfH3c4ARnMxgB3GACYiIiJKvrQdwMWl8u6sC6RIcfp8C/ShQ4f0hS98QSeddJL+/Oc/xx1jAKO5GMAOYwATERERJR8DuGUGcEu9CNaGDRtkZurUqZOGDx8e19lnny0zU1FRkYYPH65LLrnE1znDXQxghzGAiYiIiJKPAdwyA7i5vwappqamyceJDuDmVFBQ4Ouc4S4GsMMYwERERETJl9YD+I66QGqJAXzgwAEVFBTIzLR69epGx/v06SMz01tvvZX02+BboNFcDGCHMYCJiIiIko8B3DIDWJJmz54tM9PgwYO1Z8+e2O21tbUyMw0dOjTuzz/yyCPq1auXZs2a1azHZwCjuRjADmMAExERESVfOg/gM26vC6SWGsANDQ0aOHCgzExlZWWaOHFi7L+Li4u1bt26uD8/b948mZmqq6ub9fgMYDQXA9hhDGAiIiKi5GMAt9wAlqR9+/Zp7ty5Ki8vV15enkpLS1VdXa2NGzc2+rMMYJwoDGCHMYCJiIiIki+tB/DX6gKpJQcwkA4YwA5jABMRERElHwOYAQz3MIAdxgAmIiIiSr50HsBn/nNdIDGA4RoGcIo1NDSopqZGlZWVikQiKisr05QpU7Rp0ybfj80AJiIiIko+BjADGO5hAKdQQ0ODBg8eHPdqeAMGDJCZqaSkROvXr/f1+AxgIiIiouRL6wH81bpAYgDDNQzgFJo7d67MTIMGDdLu3btjt0d/H9qwYcN8PT4DmIiIiCj5GMAMYLiHAZwiBw8eVGFhocxMq1evbnS8T58+MjOtWrUq6bfBACYiIiJKvrQdwCeV6syZdYEUOYkBDLcwgFNk+fLlMjOVl5cnPD5//nyZmebNm5f022AAExERESUfA5gBDPcwgFNk8eLFMjNNmDAh4fFly5bJzDR27Nik3wYDmIiIiCj5GMAMYLiHAZwiM2fOlJlp5syZCY+vWbNGZqZ+/fol/TYYwERERETJl84D+KyZdYHEAIZrGMApMm3aNJmZZs+enfD4unXrZGbq2bPnMR/L87yEZWdnK8uyY395ExEREVHzy7Js5Virlv400BcGMOAPAzhFpk6dKjPTnDlzEh5fu3at7wFsZsrOzj7q8UwvEokoEomk/DzSNa4P14frw/Xh+qRnXJ/grk27du1UWlra0p8G+uJ5/38A31YXSAxguIYBnCJBfQs0f2EdHdenaVyfpnF9msb1aRrXp2lcn6ZxfY4uE64NAxjwhwGcIkG9CBZ/YR0d16dpXJ+mcX2axvVpGtenaVyfpnF9ji4Trk10APe5tS6QGMBwDQM4RZr7a5BqamqSfhuZ8EHAD65P07g+TeP6NI3r0zSuT9O4Pk3j+hxdJlwbBjDgDwM4RQ4cOKCCggKZmVavXt3oeJ8+fWRmeuutt5J+G5nwQcAPrk/TuD5N4/o0jevTNK5P07g+TeP6HF0mXJvYAJ5RF0gMYLiGAZxCs2fPlplp8ODB2rNnT+z22tpamZmGDh3q6/Ez4YOAH1yfpnF9msb1aRrXp2lcn6ZxfZrG9Tm6TLg2DGDAHwZwCjU0NGjgwIEyM5WVlWnixImx/y4uLta6det8PX4mfBDwg+vTNK5P07g+TeP6NI3r0zSuT9O4PkeXCdcmNoBvqQskBjBcwwBOsX379mnu3LkqLy9XXl6eSktLVV1drY0bN6b61AAAAJBmGMCAPwxgAAAAICSiA/jsm+sCiQEM1zCAAQAAgJBgAAP+MIABAACAkGAAA/4wgAEAAICQ8DxPkaJSnX1TXSBFihjAcAsDGAAAAAgJBjDgDwMYAAAACAnP85RfVKov/FNdIOUzgOEYBrCDGhoaVFNTo8rKSkUiEZWVlWnKlCnatGlTqk+txezdu1c/+tGPdN111+mss85S+/bt1aZNG/Xp00d33323du/e3eg+8+bNk5kdtTvvvPOob2/FihUaPXq0ioqK1LZtW/Xv31+PP/74iXwXfRs+fHiT7++LL76Y8H5PPPGE+vfvr7Zt26qoqEijR4/WihUrmnxbYbs+r732WpPXJtrdd98du4+Lz59Vq1bpvvvu07hx49S5c2eZmSKRyDHvF9RzZNOmTZoyZYrKysoUiURUWVmpuXPnqqGh4bjez2Qdz/U5fPiw3njjDd1+++0aMGCASkpKlJeXpx49emj69On605/+lPB+x3ouDhw48Kjnl8rrc7zPnaD//wnTc0dSs/4+uuCCC+LuE9bnTjIfv6My5e+eY2EAA/4wgB3T0NCgwYMHy8xUVlamiRMnasCAATIzlZSUaP369ak+xRbx6KOPxj7In3HGGZowYYKqqqrUvn17mZl69+6t7du3x90n+gnYkCFDVF1d3agf/OAHCd9WfX29cnJylJWVpeHDh2v8+PEqLCyUmWnmzJlBvLtJiQ7g8ePHJ3x/33nnnUb3mTlzpsxMrVu31pgxY1RVVaVWrVopJydH9fX1Cd9OGK/P73//+4TXpLq6Wtdee23subV8+fLYfVx8/owZM6bRJ83HGsBBPUfWr1+vkpISmZnOPPNMTZw4UT169JCZadCgQdq/f7/v9/9Yjuf6rFu3LvZnunTpojFjxmjcuHHq0qWLzEzt27fXm2++2eh+0RFTXl6e8Hk1f/78hG8v1dfneJ87Qf7/k+prIx3/9Tna30fV1dXq2LGjzEw1NTVx9wnrcyeZj99SZv3dcyyxAXxjXSAxgOEaBrBj5s6dG/tL+vP/ilpbWysz07Bhw1J4di3niSee0I033qi1a9fG3b5lyxb17dtXZqarrroq7lj0E7AlS5Y0++3s3LlTBQUFMjMtXbo0dvu2bdtUUVHRaCSlk+gA3rBhQ7P+/KuvviozU3Fxcdx1XblypfLy8lRQUKCdO3fG3SfM1+dofvKTn8jMdOqpp+rw4cOx2118/tx///2qqanR888/r23bth3zk/QgnyPDhg2TmWnGjBmx2w4dOqRx48YlHAMnwvFcn/Xr16uqqkqvv/563O379+/XV77yFZmZunbtqoMHD8Ydj46Y6urq4zq3VF+f433uBPn/T6qvjXT81+doPvnkE0UiEZlZo493YX3uJPPxO9P+7jkWBjDgDwPYIQcPHoz9y+bq1asbHe/Tp4/MTKtWrUrB2QVn5cqVsU82Dhw4ELs9mU/AFi5cKDPTmDFjGh2rr6+XmenSSy9tidNuccc7gC+++GKZmRYvXtzo2IwZM2RmWrRoUdztYb4+R3P11VfLzDRr1qy42zPh+XOsT9KDeo689dZbMjOdfPLJjb7asm3bNuXm5qqoqKjRmDzRkh0xDQ0NsU/Ef/7zn8cdS2bEpOP1OREDmOeO9O1vf1tmpvPOO6/RMVeeO593tI/fmf53z9+LDuC+/1gXSAxguIYB7JDly5fHvh0qkfnz58vMNG/evGBPLGB79+6NfXvVli1bYrcn8wlY9F+Cn3zyyUbHDhw4oPz8fOXn56fNzwV93vEM4IaGhthXGRL9rPgbb7whM9Pw4cPjbg/z9Ulkz549atu2rcxMv/vd7+KOZcLzp6lP0oN8jtTU1MjMdP311yc8ly996UsyM7322mvNf+daQLIjRpL69+8vM9P3v//9uNuTGTHpeH1OxADmufO3a/DNb36z0TFXnjufl+jjN3/3NMYABvxhADtk8eLFMjNNmDAh4fFly5bJzDR27NiAzyxYv/3tb2Vmys3NjfsX3OgnYF/+8pd16623avr06brnnnua/Ip49Cvq7777bsLj5557rsxMa9asafH3w6/oAJ4zZ45uvPFG3XTTTXr44Yf1wQcfNPqzv/nNb2R25OfEE9mzZ4/MTEVFRXG3h/n6JPK9731PZqa+ffs2OpYJz5+mPkkP8jkS/fnJRJ/0S9LXvvY1mZkeeuih5rxbLSbZEfPZZ5/p5JNPTvgtl9ERM3jwYM2aNUvTpk3TXXfdpRdeeCHuW/A/Lx2vT3MH8In+/ycdr42U3HPngw8+UFZWlnJzc/Xxxx83Ou7Kc+fzEn385u+exmIDeHpdIDGA4RoGsEOiLxBxtBd2WLNmjcxM/fr1C/jMgjV16lSZmS677LK425t6FdLx48c3euXJXbt2xY7v2rUr4dsaO3aszEzPPffcCXt/knW0V4HOzc1t9OIozz777FGHX1T0k4lPP/1UUvivTyIjR46Umamurq7RsUx4/jT1SXqQz5HozwE+++yzCe/z0EMPycz01a9+tbnvWotIdgA/9dRTsU/g//7bKpt6Jd+zzjqr0c9JSul5fZo7gE/0/z/peG2k5J473/jGN2Rm+od/+IeEx1157nxeoo/f/N3TGAMY8IcB7JBp06bJzDR79uyEx6OvUtqzZ8+Azyw4L7zwQuxfzP/+q2pPPvmkFi1apHfffVd79uzRpk2b9PTTT8depfXvvzK+efPm2AfQQ4cOJXx711xzjcwaf1tjOpg7d66efPJJvf/++9q3b5/++Mc/asGCBWrdunWjf8F++umnZXbkFVqPJnqdot+WFvbr8/e2bt2qnJwc5eTkaOvWrY2OZ8Lzp6lP0oN8jlRWVsrM9PLLLye8T/RVZG+44YbmvmstIpkRs3Hjxtir+H7rW99qdHz16tW6/fbb9ctf/lI7duzQjh079Oqrr+q8886Tmalbt276y1/+EnefdLw+x7o2Qf3/k47XRkruueN5nsxMP/zhDxMed+W5E3W0j9/83dNYbADfUBdIDGC4hgHskOi/nM6ZMyfh8bVr1zo9gN977z0VFRU1GnfHsmXLFhUXF8vM4n6f4IcffnjMD6DRF0xKlwHTHC+99JLMTAUFBdq3b5+kv32FaujQoUe9X/R3WUY/wXDt+kRfKX3UqFHHdT+Xnj9NfZIe5HMk+gqtr7zySsL7RF8YKN1HzJ49e3TOOeckHHjH8tlnn+n888+XmWnBggVxx9Lx+iT71fGW/v8nHa+NdPzX59e//rXMTIWFhcf9a3fC9tyRmv74zd89jTGAAX8YwA7J5G+B3rRpk7p27Zr0tyZFf67n87/eIIzfwtpc0Z99iv48It8C/bdvfXv66aeP+76uPH+a+iSdb0M8vhFz8OBBVVVVxT5xj/5j0/GIvm7D3//6unS8PskOYKll//9Jva/pGAAAF+lJREFUx2sjHf/1iX48nzZtWlJvL0zPnWN9/ObvnsYYwIA/DGCHZOqLYH300Ufq3bu3zExTpkzRX//61+N+jP/4j/9I+MlG9FeXhOVFjJrrqquuiht7zX2RkcLCwrjbXbk+7733nsxM7dq10969e4/7/q48f5r6JD3I58j/a+9uY6yq70WP/2eAGZyZMtNShGmvUJ2it1uLJ3BkBJ8tCjatT9XhatWRHkxPbwpIernVItDjefChzrFqk5q0kTRp+8qaJuVVTWybmj4YQ/VF2xRMTFCrFpWkKgNI+d0XZvYVZ4CBBUv+a30+ye/FrLVn7TUra/ae78yevY7XN6IZb8T84x//iIGBgUgpxZlnnhk7duw4ovv7y1/+EimlmD179n7Lj8fjUySAj+b3z/F4bCIO7/js3bs3ent7I6U06rrS45XLuTOe52+PPaM1Go2Y3DM95t7y36XM5B4BTLUI4AoZ72WQjoeLuB8tf//735tPYldffXXs3bv3iLZz9913j/nX84NdRmHPnj0xefLkaG9vP24uYzNeS5Ys2e+33Dt37hzXZSbe/9eEqhyf22+/PVJKcdNNNx3R51fl/DnYD+llniPjvRTJ+99R+Vgbb8R8+ctfjpTe/XeTV1999Yjv73e/+92Yf/k6Ho9PkQA+mt8/x+OxiTi84zPybyqzZs06ol/oRuRx7oz3+dtjz2gCGIoRwBWye/fu5m88N2/ePGr9nDlzIqUUTz311Aewd0ffrl274qKLLoqUUixevDh27959RNvZt29f9Pf3R0opfvjDH+637p577omUUlxxxRWjPu+xxx6LlFJ89rOfPaL7/aD87W9/a17r9r0/TFx22WWRUor7779/1OesXLkyUkpx77337re8Csdn3759MWvWrEjpwG98cqjPr8r5c6gf0ss6R37/+99HSilOPPHEUf//+Morr8SkSZOiu7s79uzZczhfXmHjiZiRX6bMnDlzzEuOHY41a9ZESimWL1++3/Lj8fgcaQAf7e+f4/HYRBze8bnxxhsjpQO/oeV4HO/nzuE+f9f9sef9mgG8/L9LGQFM1Qjgilm7dm2k9O51Ad96663m8pE3+DnYm0jkZO/evXHVVVdFSinOO++8Q75sdfv27fGDH/xg1BPam2++2fxrzYwZM0Zt5/XXX48pU6ZESil+8pOfNJe/+uqrh3yzjA/Sb3/723jiiSdG/fXg+eefj3POOSdSGn1pjccffzxSSjF16tT9Lp/xm9/8Jtrb22PKlCnx+uuv7/c5uR6f9/rVr34VKaX42Mc+dsBrZ9bl/DnUD+llniMj5+mqVauay9555524+uqrI6UDv9nfsXSo4zPyODtjxowxL0EzlocffnjUNV737dsXDz/8cEycODFaWlrGvFbu8XZ8DnZsyv7+Od6OTcT4A/jtt9+Orq6uSCnFn//854PeNtdz53CfvyM89ryfAIZiBHDFDA8PN3+b3tvbGwMDA82Pp06dGlu3bv2gd/GoGHkjipRSXHXVVTE4ODjmbN++PSLeDb+UUkyZMiX6+/vj2muvjUsuuaT57qM9PT3x5JNPjnlfjz76aLS2tkZLS0tceOGFcc011zTfcGPlypVlftnjtnHjxuY5cMEFF8TSpUvjnHPOicmTJ0dKKU4//fQxX5q5atWqSClFR0dHXHHFFXHZZZfFxIkTo7W1NR599NEx7yvH4/NeI5cPW7NmzQFvU9XzZ9OmTdHf39+clFK0tLTst2zTpk37fU5Z58iWLVuax/fTn/50LF26NE455ZRIKUV/f38pLxs/nOPzhz/8IVpaWiKlFAsWLDjgY9Kvf/3r/e5j1qxZMWnSpDjzzDPj8ssvj8svvzxOPvnkSClFa2trPPjgg8fl8TmcY1P2988HfWwijux7K+L/X/LnrLPOOuR95HruHO7z94g6PfYcykgAz/uXoVJGAFM1AriCdu7cGevWrYu+vr5oa2uL6dOnx+DgYGzbtu2D3rWjZsOGDc0n0IPN888/HxHv/q/R17/+9bjgggvi4x//eLS3t0dHR0ecfvrp8bWvfS1efPHFg97fk08+GUuWLImenp7o6OiIefPmxSOPPFLCV3pk/vSnP8VXvvKVmDt3bkybNi0mTpwY3d3dcfbZZ8fQ0NBB35F248aNMW/evOjo6Iju7u5YvHjxqB/a3y+34zNi165dzUtvPPvsswe8XVXPn5FflBxsNm7cOObnlXGObNu2LW6++eaYMWNGtLW1RV9fX9xxxx1H9I7KR+Jwjs8vfvGLcT0mvf94Pvjgg/G5z30uTj755Ojs7Iy2traYNWtW3HDDDYf8d5UP8vgczrH5IL5/cjp33mvkpb4PPPDAIe8j13PncJ+/36sujz2HIoChGAEMAACZaAbwl4ZKGQFM1QhgAADIhACGYgQwAABkYiSA/3nZUCkjgKkaAQwAAJkQwFCMAAYAgEw0A/jmoVJGAFM1AhgAADIhgKEYAQwAAJkQwFCMAAYAgEw0Go2Y3D09zhocKmUmdwtgqkUAAwBAJgQwFCOAAQAgE80AvmmolBHAVI0ABgCATAhgKEYAAwBAJhqNRpzQPT3m3zhUypwggKkYAQwAAJkQwFCMAAYAgEw0A/iGoVJGAFM1AhgAADIhgKEYAQwAAJkYCeD+Lw6VMgKYqhHAAACQCQEMxQhgAADIRDOAr7+vlBHAVI0ABgCATAhgKEYAAwBAJgQwFCOAAQAgE41GI06YMj3Ovu6+UuaEKQKYahHAAACQCQEMxQhgAADIRDOA/9d9pYwApmoEMAAAZEIAQzECGAAAMjESwAsG7itlBDBVI4ABACATAhiKEcAAAJCJZgBfe18pI4CpGgEMAACZEMBQjAAGAIBMjATwwmvuK2UEMFUjgAEAIBMCGIoRwAAAkIlGoxEnfGh6LPzCt0qZEz4kgKkWAQwAAJkQwFCMAAYAgEwIYChGAAMAQCZGAvicq79VyghgqkYAAwBAJgQwFCOAAQAgE80AvupbpYwApmoEMAAAZEIAQzECGAAAMtFoNKLjQ9Pj3Cu/Vcp0CGAqRgADAEAmBDAUI4ABACATzQC+4t5SRgBTNQIYAAAyIYChGAEMAACZGAng8y6/t5QRwFSNAAYAgEwIYChGAAMAQCYajUZ0dE2P8z5/bynT0SWAqRYBDAAAmRDAUIwABgCATAhgKEYAAwBAJkYC+PzP3VvKCGCqRgADAEAmBDAUI4ABACAT7wbwiXH+Z+8pZTq6ThTAVIoABgCATAhgKEYAAwBAJpoBfNk9pYwApmoEMAAAZEIAQzECGAAAMjESwBcsuaeUEcBUjQAGAIBMCGAoRgADAEAmGo1GdHSeGBcsvruU6eg8egE8PDwc69evj9mzZ0d7e3v09vbGsmXL4oUXXhj3Nnbs2BE/+tGP4rrrrotPfepT0dHREV1dXTF//vz49re/HXv27Dkq+0p1CWAAAMhErgE8PDwcCxcujJRS9Pb2xsDAQMyfPz9SSjFt2rR47rnnxrWdtWvXRkopWltbY968ebF06dK4+OKLo729PVJKce6558bbb79deH+pLgEMAACZGAngCy+9u5Q5WgG8bt26SCnFggUL4s0332wuHxoaipRSnH/++ePazl133RXf+MY34sUXX9xv+ZYtW2LmzJmRUorbb7+98P5SXQIYAAAykWMA79mzJ3p6eiKlFJs3bx61fs6cOZFSiqeffrrQ/fz4xz+OlFJ84hOfKLQdqk0AAwBAJnIM4CeeeCJSStHX1zfm+jvvvDNSSrFhw4ZC9/PHP/4xUkrR1tZWaDtUmwAGAIBMNAP4krtLmaMRwPfff3+klOLaa68dc/2mTZsipRRXXnllofv52c9+FimlmDlzZqHtUG0CGAAAMpFjAK9evTpSSrF69eox1z/zzDORUoq5c+cWup9FixZFSilWrFhRaDtUmwAGAIBMjATwRYvuKmU6Ok+M9vb2aDQaY8543HLLLZFSirVr1465fuvWrZFSilNPPfWIj8t3v/vdSClFT09PvPTSS0e8HapPAAMAQCZyDODly5dHSinuuOOOMddv2bKlUAD/8pe/jLa2tmhpaYnHHnvsiLZBfQhgAADIRDOAL76rlDneXwL97LPPNt9h+sEHHyy0n9SDAAYAgEzkGMDH6k2wnnvuuZgxY0aklOKb3/xmoX2kPgQwAABkotFoRGfHiXHxRf9VynR2lHcZpPXr1497my+99FKcfPLJkVKKVatWFdo/6kUAAwBAJnIM4N27d0d3d3eklGLz5s2j1s+ZMydSSvHUU0+Na3tvvPFGnHHGGZFSimXLlsW+ffsK7R/1IoABACATzQC+8L9KmaMRwBERa9eujZRSLFy4MN56663m8qGhoUgpxbnnnrvf7R966KE47bTT4rbbbttv+dtvvx1nn312pJRiYGAg9u7dW3jfqBcBDAAAmcg1gIeHh6O/vz9SStHb2xsDAwPNj6dOnRpbt27d7/YbNmyIlFIMDg7ut/zWW2+NlFJMmDAhrr/++hgcHBxz4EAEMAAAZKIZwBf8ZylztAI4ImLnzp2xbt266Ovri7a2tpg+fXoMDg7Gtm3bRt32QAE8ODgYKaVDDhyIswMAADKRcwDD8UAAAwBAJgQwFCOAAQAgEyMB/Jnz/7OUEcBUjQAGAIBMCGAoRgADAEAmmgF83n+UMgKYqhHAAACQCQEMxQhgAADIRKPRiM4TToxF5/xHKdN5ggCmWgQwAABkQgBDMQIYAAAy8W4AT4tFC/+9lOk8YZoAplIEMAAAZEIAQzECGAAAMtEM4AX/XsoIYKpGAAMAQCYEMBQjgAEAIBMjAXzJ2XeWMgKYqhHAAACQCQEMxQhgAADIhACGYgQwAABkohnA/f9WyghgqkYAAwBAJgQwFCOAAQAgE41GIzonT4tLzvq3UqZzsgCmWgQwAABkQgBDMQIYAAAyMRLAl/7zN0sZAUzVCGAAAMiEAIZiBDAAAGSiGcDzNpQyApiqEcAAAJAJAQzFCGAAAMhEM4Dnri9lBDBVI4ABACATAhiKEcAAAJCJZgD/0/pSRgBTNQIYAAAyIYChGAEMAACZEMBQjAAGAIBMNBqN6Gz/aCw+c10p09n+UQFMpQhgAADIhACGYgQwAABkohnAc+4oZQQwVSOAAQAgEwIYihHAAACQiWYAf3ptKSOAqRoBDAAAmRDAUIwABgCATDQD+IxvlDICmKoRwAAAkAkBDMUIYAAAyEQzgBvfKGUEMFUjgAEAIBMCGIoRwAAAkIlGoxFdbR+NJZ+6vZTpahPAVIsABgCATAhgKEYAAwBAJpoB/D9vK2UEMFUjgAEAIBMCGIoRwAAAkAkBDMUIYAAAyMS7ATw1lpz69VKmq22qAKZSBDAAAGRCAEMxAhgAADLRDODZ/7eUEcBUjQAGAIBMCGAoRgADAEAmmgH8yTWljACmagQwAABkQgBDMQIYAAAy0Wg0omvS1FjS939Kma5JAphqEcAAAJAJAQzFCGAAAMhEM4BP/lopI4CpGgEMAACZEMBQjAAGAIBMvBvAH4kln1hdynRN+ogAplIEMAAAZEIAQzECGAAAMiGAoRgBDAAAmWgG8KxbSxkBTNUIYAAAyIQAhmIEMAAAZKLRaETXxI/EkpNWlTJdEwUw1SKAAQAgEwIYihHAAACQiWYA/4+VpYwApmoEMAAAZEIAQzECGAAAMtEM4I+vKGUEMFUjgAEAIBMCGIoRwAAAkIlmAH/sq6WMAKZqBDAAAGRCAEMxAhgAADLxbgB/OJbM+N+lTNfEDwtgKkUAAwBAJgQwFCOAAQAgEwIYihHAAACQiUajEV0TPhxLpn+llOmaIICpFgEMAACZEMBQjAAGAIBMNAP4xH8tZQQwVSOAAQAgEwIYihHAAACQiWYAf/TLpYwApmoEMAAAZEIAQzECGAAAMtFoNKJzQk8snnpLKdM5oUcAUykCGAAAMiGAoRgBDAAAmWg0GtHZ2hOLP7y8lOlsFcBUiwAGAIBMCGAoRgADAEAmmgHc8y+ljACmagQwAABkQgBDMQIYAAAyIYChGAEMAACZaAbwlGWljACmagQwAABkQgBDMQIYAAAy0QzgD91cyghgqkYAAwBAJgQwFCOAAQAgE41GIzpbuuPSzptKmc6WbgFMpQhgAADIhACGYgQwAABkohnAHTeWMgKYqhHAAACQCQEMxQhgAADIRDOAJ99QyghgqkYAAwBAJgQwFCOAAQAgE80Abr++lBHAVI0ABgCATAhgKEYAAwBAJgQwFCOAAQAgE41GIzrTlLhk0nWlTGeactQCeHh4ONavXx+zZ8+O9vb26O3tjWXLlsULL7xw2NvasWNHrFq1KmbOnBltbW0xc+bMWLlyZezYseOo7CvVJYABACATuQbw8PBwLFy4MFJK0dvbGwMDAzF//vxIKcW0adPiueeeG/e2XnvttZg9e3aklOKUU06JgYGBOP300yOlFJ/85CfjtddeK7y/VJcABgCATDQDeOLSUuZoBfC6desipRQLFiyIN998s7l8aGgoUkpx/vnnj3tbN954Y6SU4uqrr4533nmnuXzFihWRUoqbbrqp8P5SXQIYAAAykWMA79mzJ3p6eiKlFJs3bx61fs6cOZFSiqeffvqQ23r55ZejtbU1Jk2aFK+88sp+63bt2hXTpk2LCRMmjFoHIwQwAABkYiSAF7UOlDJHI4CfeOKJSClFX1/fmOvvvPPOSCnFhg0bDrmtRx55JFJK8ZnPfGbM9V/60pcipRQbN24ssMdUmQAGAIBM5BjA999/f6SU4tprrx1z/aZNmyKlFFdeeeUht7Vq1apIKcWaNWvGXP+d73wnUkpx6623FtpnqksAAwBAJpoB3HJNKXM0Anj16tWRUorVq1ePuf6ZZ56JlFLMnTv3kNu66qqrIqUUDzzwwJjrf/rTnzb/PxjGIoABACATjUYjWlJrdKYppUxLao329vZoNBpjznjccsstkVKKtWvXjrl+69atkVKKU0899ZDbuuSSSyKlFN/73vfGXP/4449HSikuvfTSce0b9SOAAQAgE5///OcPGKPHarq6ugoF8PLlyyOlFHfccceY67ds2TLuAF60aFGklOL73//+mOt//vOfC2AOSgADAADHjJdAczwRwAAAwDHjTbA4nghgAADgmBnvZZDWr19/yG2N9zJIjzzySKF9proEMAAAcMzs3r07uru7I6UUmzdvHrV+zpw5kVKKp5566pDb+utf/xqtra3R1tYWr7766n7rdu3aFdOmTYvW1tZ4+eWXj9r+Uy0CGAAAOKbWrl0bKaVYuHBhvPXWW83lQ0NDkVKKc889d7/bP/TQQ3HaaafFbbfdNmpbX/ziFyOlFF/4whfinXfeaS5fuXJlpJTihhtuOHZfCNkTwAAAwDE1PDwc/f39kVKK3t7eGBgYaH48derU2Lp1636337BhQ6SUYnBwcNS2tm/fHn19fc2XVS9dujTOOOOM5sfbt28v6asiRwIYAAA45nbu3Bnr1q2Lvr6+aGtri+nTp8fg4GBs27Zt1G0PFsAREW+88UasWLEiTjrppGhra4uTTjopvvrVr8brr79+jL8KcieAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFgQwAAAAtSCAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFgQwAAAAtSCAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFgQwAAAAtSCAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFgQwAAAAtSCAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFgQwAAAAtSCAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFgQwAAAAtSCAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFgQwAAAAtSCAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFgQwAAAAtSCAAQAAqAUBDAAAQC0IYAAAAGpBAAMAAFALAhgAAIBaEMAAAADUggAGAACgFv4fmQ05P3KCgt4AAAAASUVORK5CYII=\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f7aca718940>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.imshow(roi_img, origin='lower')\n",
    "plt.colorbar()\n",
    "#np.unique(roi_img, return_counts=True)\n",
    "\n",
    "img = xpcs.make_img(frames[0])   \n",
    "plt.figure()\n",
    "plt.imshow(img, origin='lower')\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g2 = xpcs.calc_g2(frames, roi_img, range(1, 200))\n",
    "plt.figure()\n",
    "for i in range(g2.shape[1]):\n",
    "    plt.plot(g2[:, i], '-o',  label=str(i))\n",
    "#plt.xscale('log')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multiple scans "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/500 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(16, 17), (17, 18), (18, 19), (19, 20), (20, 21), (21, 22), (22, 23)]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "  0%|          | 0/100 [55:37<?, ?it/s]\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "from functools import partial\n",
    "from multiprocessing import Pool\n",
    "\n",
    "scans = range(7637, 8137)\n",
    "exp_time = 2.0e-5\n",
    "downsample = 6\n",
    "center_x, center_y = 1069.5, 201.5\n",
    "rois = [(16+i*1, 16+(i+1)*1) for i in range(7)]\n",
    "print(rois)\n",
    "roi_img = xpcs.make_roi(center_x, center_y, rois, downsample)\n",
    "\n",
    "pbar = tqdm(total=len(scans))\n",
    "\n",
    "def worker(arg, roi_img, exp_time, downsample):\n",
    "    i, scan = arg\n",
    "    frames = xpcs.make_frames('/data/visitors/nanomax/20210623/2021052608/raw/sample/tristan-%04d*' %scan, \n",
    "                         exp_time, roi_img, downsample)\n",
    "    return xpcs.calc_g2(frames, roi_img, range(1, 200))\n",
    "    pbar.update(i)\n",
    "\n",
    "pool = Pool(32)\n",
    "g2 = pool.map(partial(worker, roi_img=roi_img, exp_time=exp_time, downsample=downsample), enumerate(scans))\n",
    "g2 = np.mean(g2, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "wavelength 1.2398419300923943e-10\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([0.00656995, 0.00696813, 0.0073663 , 0.00776448, 0.00816266,\n",
       "       0.00856084, 0.00895901])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distance = 4.0 # m\n",
    "photon_energy = 10.0e3 #eV\n",
    "\n",
    "h = 4.135667516e-15\n",
    "c = 2.99792458e8\n",
    "wavelength = h*c / photon_energy\n",
    "\n",
    "rs = [0.5*(roi[0]+roi[1])*downsample*55e-6 for roi in rois]\n",
    "tth = np.arctan2(rs, distance)\n",
    "q = 4.0e-10 * np.pi / wavelength * np.sin(0.5*tth)\n",
    "print('wavelength', wavelength)\n",
    "q"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<img 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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(199, 7)\n",
      "0.2538836630608306\n",
      "0.22335804849386853\n",
      "0.19665375226239923\n",
      "0.1736297980162702\n",
      "0.1631909456213452\n",
      "0.14133900310379333\n",
      "0.10461474887617571\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f53e3efcca0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.special import gamma\n",
    "from scipy.optimize import curve_fit\n",
    "\n",
    "def exponential(x,a,b):\n",
    "    return np.abs(a)*np.exp(-x/(np.abs(b)))+1\n",
    "\n",
    "def stretched_exponential(x, a, b, c, baseline):\n",
    "    return np.abs(a)*np.exp(-(x/np.abs(b))**c) + baseline\n",
    "\n",
    "fit_func = stretched_exponential\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "print(g2.shape)\n",
    "decays = []\n",
    "t = np.arange(1, 200)*exp_time * 1.0e3\n",
    "for i in range(g2.shape[1]):\n",
    "    l, = plt.plot(t, g2[:, i], 'o',  label=r'%.1e $\\AA^{-1}$' %q[i])\n",
    "    popt, pcov = curve_fit(fit_func, t, g2[:, i])#, p0=[0.35, 0.2, 1.0])\n",
    "    plt.plot(t, fit_func(t, *popt), color=l.get_color(), linestyle='--')\n",
    "    decay_time = popt[1] / popt[2] * gamma(1.0 / popt[2])\n",
    "    print(abs(decay_time))\n",
    "    decays.append(decay_time)\n",
    "\n",
    "plt.xlabel('t [ms]')\n",
    "plt.ylabel(r'$g_2 (q, t)$')\n",
    "#plt.xscale('log')\n",
    "plt.legend()\n",
    "#plt.savefig('tristan.png', dpi=200, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            '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",
       "\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 = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(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 (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.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 = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.mouse_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    rubberband_canvas.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\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 toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\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",
       "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",
       "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], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.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,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\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",
       "        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.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\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",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\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(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\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(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\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",
       "    }\n",
       "    if (e.target) {\n",
       "        targ = e.target;\n",
       "    } else if (e.srcElement) {\n",
       "        targ = e.srcElement;\n",
       "    }\n",
       "    if (targ.nodeType === 3) {\n",
       "        // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "    }\n",
       "\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    var boundingRect = targ.getBoundingClientRect();\n",
       "    var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n",
       "    var y = e.pageY - (boundingRect.top + document.body.scrollTop);\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",
       "        }\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",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * this.ratio;\n",
       "    var y = canvas_pos.y * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\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",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.which === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.which;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which !== 17) {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    if (event.altKey && event.which !== 18) {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    if (event.shiftKey && event.which !== 16) {\n",
       "        value += 'shift+';\n",
       "    }\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, 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",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\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\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "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 = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\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;\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",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\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.innerHTML =\n",
       "        '<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 / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<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 () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\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",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('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",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\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",
       "\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",
       "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(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f53e190f430>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = q**2\n",
    "y = 1.0/np.abs(decays)*1.0e3\n",
    "plt.figure()\n",
    "plt.plot(x, y, 'o')\n",
    "plt.xlabel(r'$q^2 [\\AA^{-2}]$')\n",
    "plt.ylabel(r'$\\tau [s^{-1}]$')\n",
    "p = np.poly1d(np.polyfit(x, y, 1))\n",
    "plt.plot(x, p(x), label=r'Fit $D_0 =$ %.2e $[\\AA^2 s^{-1}]$' %p.c[0])\n",
    "plt.legend(loc='upper left')\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}