class_14.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "da84cea5",
   "metadata": {},
   "source": [
    "# matplotlibによる可視化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c7e9532c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bf136d4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38de1ee4",
   "metadata": {},
   "source": [
    "## 練習問題1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1014fdf0",
   "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": {
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       "<img 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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "data = np.arange(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "20dc8ae1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1fec7cfcc40>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axes[0, 0].plot(np.sin(data))\n",
    "axes[0, 1].plot(np.cos(data))\n",
    "axes[1, 0].plot(np.power(data, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b5f30f6",
   "metadata": {},
   "source": [
    "## 練習問題2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6cf9e8a1",
   "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": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1fec7c2b0d0>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2)\n",
    "data = np.arange(10)\n",
    "\n",
    "axes[0, 0].plot(np.sin(data), marker='*')\n",
    "axes[0, 1].plot(np.cos(data), marker='+')\n",
    "axes[1, 0].plot(np.power(data, 2), marker='v')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fe7da89",
   "metadata": {},
   "source": [
    "## 練習問題3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2286d9a2",
   "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": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1fec8040100>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "\n",
    "x = np.linspace(-10, 10, 1000)\n",
    "ax.plot(x, x+np.sin(x), color='black', label='x + sin(x)')\n",
    "ax.plot(x, x*np.cos(x), linestyle='dashed', color='blue', label='x * cos(x)')\n",
    "\n",
    "ticks = ax.set_xticks([-3*np.pi, -2*np.pi, -np.pi, 0, np.pi, 2*np.pi, 3*np.pi])\n",
    "labels = ax.set_xticklabels(['-3pi', '-2pi', 'pi', 'O', 'pi', '2pi', '3pi'])\n",
    "ax.legend(loc='best')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c241b638",
   "metadata": {},
   "source": [
    "## 練習問題4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c6128adb",
   "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=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('./examples/spx.csv', index_col=0, parse_dates=True)\n",
    "df.plot()\n",
    "# print(type(data))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "507f103e",
   "metadata": {},
   "source": [
    "## 練習問題5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "91acd888",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4ffa3f1b",
   "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": {
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       "<img 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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='date'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uriage = pd.read_csv('./examples/uriage.csv')\n",
    "data = uriage.pivot_table('amount', 'date', 'goods', aggfunc='sum', fill_value=0)\n",
    "data.plot.barh(stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "679dfa51",
   "metadata": {},
   "source": [
    "## 練習問題6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e650a48a",
   "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=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Score', ylabel='Count'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('./examples/demo_scores.csv')\n",
    "fig = plt.figure()\n",
    "sns.histplot(df['Score'], bins=100, kde=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "268add8f",
   "metadata": {},
   "source": [
    "## 練習問題7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "182fe7ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "def toInt(x):\n",
    "    x = x.replace(',', '')\n",
    "    return int(x)\n",
    "\n",
    "def toFloat(x):\n",
    "    x = x.replace(',', '')\n",
    "    return float(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c61d99c5",
   "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>prefecture</th>\n",
       "      <th>pop</th>\n",
       "      <th>ar</th>\n",
       "      <th>pd</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fukuoka</td>\n",
       "      <td>5066856</td>\n",
       "      <td>4977.20</td>\n",
       "      <td>1018.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Saga</td>\n",
       "      <td>852825</td>\n",
       "      <td>2439.65</td>\n",
       "      <td>349.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Nagasaki</td>\n",
       "      <td>1432236</td>\n",
       "      <td>4105.05</td>\n",
       "      <td>348.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Kumamoto</td>\n",
       "      <td>1815985</td>\n",
       "      <td>7405.84</td>\n",
       "      <td>245.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Oita</td>\n",
       "      <td>1197220</td>\n",
       "      <td>6339.58</td>\n",
       "      <td>188.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Miyazaki</td>\n",
       "      <td>1132768</td>\n",
       "      <td>7734.84</td>\n",
       "      <td>146.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kagoshima</td>\n",
       "      <td>1711746</td>\n",
       "      <td>9188.74</td>\n",
       "      <td>186.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Okinawa</td>\n",
       "      <td>1385725</td>\n",
       "      <td>2275.96</td>\n",
       "      <td>608.85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  prefecture      pop       ar       pd\n",
       "0    Fukuoka  5066856  4977.20  1018.01\n",
       "1       Saga   852825  2439.65   349.57\n",
       "2   Nagasaki  1432236  4105.05   348.90\n",
       "3   Kumamoto  1815985  7405.84   245.21\n",
       "4       Oita  1197220  6339.58   188.85\n",
       "5   Miyazaki  1132768  7734.84   146.45\n",
       "6  Kagoshima  1711746  9188.74   186.29\n",
       "7    Okinawa  1385725  2275.96   608.85"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('./examples/kyushu.csv', converters={'pop': toInt, 'ar': toFloat})\n",
    "# fig = plt.figure()\n",
    "df\n",
    "# sns.jointplot('ar', 'pop', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "49ff387f",
   "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",
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       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
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       "    if (!this.supports_binary) {\n",
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       "        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",
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       "    this._init_toolbar(this);\n",
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       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
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       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
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       "\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",
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       "        'style',\n",
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       "    );\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",
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       "\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",
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       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
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       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
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       "\n",
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       "                } else {\n",
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       "                    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": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='ar', ylabel='pop'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('./examples/kyushu.csv', thousands=',')\n",
    "fig = plt.figure()\n",
    "sns.regplot('ar', 'pop', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6822af7d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}