02-Matplotlib Tutorial for Beginners.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "alpine-charm",
   "metadata": {},
   "source": [
    "# Matplotlib Tutorial for Beginners"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3db91dcd",
   "metadata": {},
   "source": [
    "Hi Guys, Welcome to [Tirendaz Academy](https://youtube.com/c/tirendazacademy) 😀\n",
    "</br>\n",
    "In this notebook, I'm going to talk about Matplotlib.\n",
    "</br>\n",
    "Happy learning 🐱‍🏍 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "arranged-nudist",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "opposite-yemen",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "freelance-protocol",
   "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",
       "\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 (fig.ws.readyState == 1 && 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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\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "steady-material",
   "metadata": {},
   "outputs": [],
   "source": [
    "ax1 = fig.add_subplot(2, 2, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "decent-stroke",
   "metadata": {},
   "outputs": [],
   "source": [
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax3 = fig.add_subplot(2, 2, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "statistical-possible",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=np.random.randn(50,).cumsum() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "located-parcel",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f1a69a0>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax1.plot(data, 'k--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "juvenile-essence",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f13edf0>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax2.plot(data, \"r-\")\n",
    "ax3.plot(data, \"b.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "helpful-fraction",
   "metadata": {},
   "source": [
    "## Color, Markings, and Line Styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "considered-spelling",
   "metadata": {},
   "outputs": [],
   "source": [
    "x=[1,2,3,4,5]\n",
    "y=[10,11,12,13,14]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "unknown-tsunami",
   "metadata": {
    "scrolled": true
   },
   "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",
       "\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 (fig.ws.readyState == 1 && 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 src=\"data:image/png;base64,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\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dietary-hypothetical",
   "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",
       "\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 (fig.ws.readyState == 1 && 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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AgZwqm5hCRAgQIAAAQIEDGA/QIAAAQIECBAgkBIwgFN1C0uAAAECBAgQIGAA+wECBAgQIECAAIGUgAGcqltYAgQIECBAgACBBwy9AhHX8cpEAAAAAElFTkSuQmCC\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "ax=fig.add_subplot(1,1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "beginning-registrar",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f2001f0>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.plot(x, y, 'r--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "beneficial-humanitarian",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f200a00>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.plot(x, y, linestyle='--', color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dirty-amplifier",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.plot?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "virtual-memorial",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f200f10>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.plot(data, 'ko--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "norwegian-transport",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "banner-compiler",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f26cf70>]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data, 'k--', label='Default')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "hazardous-statistics",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f335ee0>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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trQAAChDkAJAcQQ4AyRHkAJAcQQ4AyRHkAJAcQQ4Ayf0/jfAhdi/6GmcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data, \n",
    "         'k-', \n",
    "         drawstyle='steps-post', \n",
    "         label='Stepwise')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "stock-implement",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2985f35ab50>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data, 'k-', \n",
    "         drawstyle='steps-post', \n",
    "         label='Stepwise')\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fiscal-bristol",
   "metadata": {},
   "source": [
    "## Thickness, Label and Legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "sound-scheduling",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "laden-hartford",
   "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",
       "\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 (fig.ws.readyState == 1 && 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=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "sunrise-baptist",
   "metadata": {},
   "outputs": [],
   "source": [
    "ax = fig.add_subplot(1, 1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "meaningful-replica",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f3ff6a0>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.plot(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "quality-climb",
   "metadata": {},
   "outputs": [],
   "source": [
    "location=ax.set_xticks([0,10,20,30,40,50])\n",
    "label=ax.set_xticklabels(\n",
    "    [\"one\",\"two\",\"three\",\"four\",\"five\",\"six\"],\n",
    "    rotation=30,\n",
    "    fontsize=\"small\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "hispanic-devon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'First Graph')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.set_title('First Graph')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "southern-frank",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Anything')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.set_xlabel('Stages')\n",
    "ax.set_ylabel('Anything')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "radical-requirement",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature={\"title\":\"Perfect Graph\", \n",
    "         \"xlabel\":\"Steps\", \n",
    "         \"ylabel\":\"Numbers\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "musical-mapping",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Perfect Graph'),\n",
       " Text(0.5, 0, 'Steps'),\n",
       " Text(0, 0.5, 'Numbers')]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.set(**feature)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "protecting-silly",
   "metadata": {},
   "source": [
    "## Adding Legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "first-farmer",
   "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",
       "\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 (fig.ws.readyState == 1 && 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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\" width=\"639.9999861283738\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "prescription-travel",
   "metadata": {},
   "outputs": [],
   "source": [
    "ax=fig.add_subplot(1,1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "accepted-implement",
   "metadata": {},
   "outputs": [],
   "source": [
    "data1=np.random.randn(1000).cumsum()\n",
    "data2=np.random.randn(1000).cumsum()\n",
    "data3=np.random.randn(1000).cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ideal-sound",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2985f4493d0>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.plot(data1, 'k', label='one')\n",
    "ax.plot(data2, 'b--', label='two')\n",
    "ax.plot(data3, 'r.', label='three')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "incident-verification",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2985f443970>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daily-malaysia",
   "metadata": {},
   "source": [
    "## Annotations and Drawing on a Subplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "copyrighted-immigration",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "lined-developer",
   "metadata": {},
   "source": [
    "Let's import the data set now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "alpine-exclusive",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>175.300003</td>\n",
       "      <td>175.300003</td>\n",
       "      <td>166.559998</td>\n",
       "      <td>171.059998</td>\n",
       "      <td>171.059998</td>\n",
       "      <td>65280800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-07-31</td>\n",
       "      <td>170.669998</td>\n",
       "      <td>174.240005</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>172.580002</td>\n",
       "      <td>172.580002</td>\n",
       "      <td>40356500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-08-01</td>\n",
       "      <td>173.929993</td>\n",
       "      <td>175.080002</td>\n",
       "      <td>170.899994</td>\n",
       "      <td>171.649994</td>\n",
       "      <td>171.649994</td>\n",
       "      <td>34042100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-08-02</td>\n",
       "      <td>170.679993</td>\n",
       "      <td>176.789993</td>\n",
       "      <td>170.270004</td>\n",
       "      <td>176.369995</td>\n",
       "      <td>176.369995</td>\n",
       "      <td>32400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-08-03</td>\n",
       "      <td>177.690002</td>\n",
       "      <td>178.850006</td>\n",
       "      <td>176.149994</td>\n",
       "      <td>177.779999</td>\n",
       "      <td>177.779999</td>\n",
       "      <td>24763400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date        Open        High         Low       Close   Adj Close  \\\n",
       "0  2018-07-30  175.300003  175.300003  166.559998  171.059998  171.059998   \n",
       "1  2018-07-31  170.669998  174.240005  170.000000  172.580002  172.580002   \n",
       "2  2018-08-01  173.929993  175.080002  170.899994  171.649994  171.649994   \n",
       "3  2018-08-02  170.679993  176.789993  170.270004  176.369995  176.369995   \n",
       "4  2018-08-03  177.690002  178.850006  176.149994  177.779999  177.779999   \n",
       "\n",
       "     Volume  \n",
       "0  65280800  \n",
       "1  40356500  \n",
       "2  34042100  \n",
       "3  32400000  \n",
       "4  24763400  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('FB.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "featured-moment",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv('FB.csv', \n",
    "               index_col=0, \n",
    "               parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "static-elite",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-07-30</th>\n",
       "      <td>175.300003</td>\n",
       "      <td>175.300003</td>\n",
       "      <td>166.559998</td>\n",
       "      <td>171.059998</td>\n",
       "      <td>171.059998</td>\n",
       "      <td>65280800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-31</th>\n",
       "      <td>170.669998</td>\n",
       "      <td>174.240005</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>172.580002</td>\n",
       "      <td>172.580002</td>\n",
       "      <td>40356500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01</th>\n",
       "      <td>173.929993</td>\n",
       "      <td>175.080002</td>\n",
       "      <td>170.899994</td>\n",
       "      <td>171.649994</td>\n",
       "      <td>171.649994</td>\n",
       "      <td>34042100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02</th>\n",
       "      <td>170.679993</td>\n",
       "      <td>176.789993</td>\n",
       "      <td>170.270004</td>\n",
       "      <td>176.369995</td>\n",
       "      <td>176.369995</td>\n",
       "      <td>32400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03</th>\n",
       "      <td>177.690002</td>\n",
       "      <td>178.850006</td>\n",
       "      <td>176.149994</td>\n",
       "      <td>177.779999</td>\n",
       "      <td>177.779999</td>\n",
       "      <td>24763400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2018-07-30  175.300003  175.300003  166.559998  171.059998  171.059998   \n",
       "2018-07-31  170.669998  174.240005  170.000000  172.580002  172.580002   \n",
       "2018-08-01  173.929993  175.080002  170.899994  171.649994  171.649994   \n",
       "2018-08-02  170.679993  176.789993  170.270004  176.369995  176.369995   \n",
       "2018-08-03  177.690002  178.850006  176.149994  177.779999  177.779999   \n",
       "\n",
       "              Volume  \n",
       "Date                  \n",
       "2018-07-30  65280800  \n",
       "2018-07-31  40356500  \n",
       "2018-08-01  34042100  \n",
       "2018-08-02  32400000  \n",
       "2018-08-03  24763400  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "linear-horse",
   "metadata": {},
   "outputs": [],
   "source": [
    "c_price=df[\"Close\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "through-disability",
   "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",
       "\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 (fig.ws.readyState == 1 && 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": [
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "viral-merit",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_price.plot(ax=ax, style='k-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "tender-virus",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Facebook stock closing prices')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.set_title(\n",
    "    'Facebook stock closing prices')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "republican-sauce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "124.059998"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_price.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "immune-subscription",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "124.059998"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c_price[\"2018-12-24\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "original-platinum",
   "metadata": {},
   "outputs": [],
   "source": [
    "date=\"2018-12-24\"\n",
    "text=\"Minimum\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "changing-budget",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(2018-12-24, 150, 'Minimum')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax.annotate(\n",
    "    text, xy=(date,125), xytext=(date,150), \n",
    "    arrowprops=dict(facecolor='red'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "electoral-czech",
   "metadata": {},
   "source": [
    "## Saving Plots to File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "formal-train",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.savefig(\"my-graph.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "inside-bracelet",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.savefig(\"my-graph.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "representative-hometown",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.savefig(\"my-graph.png\", dpi=500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "packed-disease",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.savefig(\"my-graph.png\", \n",
    "            dpi=500, \n",
    "            bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "waiting-silly",
   "metadata": {},
   "source": [
    "Don't forget to follow us on [YouTube](http://youtube.com/tirendazacademy) | [Medium](http://tirendazacademy.medium.com) | [Twitter](http://twitter.com/tirendazacademy) | [GitHub](http://github.com/tirendazacademy) | [Linkedin](https://www.linkedin.com/in/tirendaz-academy) | [Kaggle](https://www.kaggle.com/tirendazacademy) 😎"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
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