Using matplotlib notebook.py.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ceramic-hormone",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "metallic-thursday",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dependent-things",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"mpg.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "personal-arbor",
   "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>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model_year</th>\n",
       "      <th>origin</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>buick skylark 320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>plymouth satellite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>amc rebel sst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>ford torino</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mpg  cylinders  displacement  horsepower  weight  acceleration  \\\n",
       "0  18.0          8         307.0       130.0    3504          12.0   \n",
       "1  15.0          8         350.0       165.0    3693          11.5   \n",
       "2  18.0          8         318.0       150.0    3436          11.0   \n",
       "3  16.0          8         304.0       150.0    3433          12.0   \n",
       "4  17.0          8         302.0       140.0    3449          10.5   \n",
       "\n",
       "   model_year origin                       name  \n",
       "0          70    usa  chevrolet chevelle malibu  \n",
       "1          70    usa          buick skylark 320  \n",
       "2          70    usa         plymouth satellite  \n",
       "3          70    usa              amc rebel sst  \n",
       "4          70    usa                ford torino  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "conservative-audience",
   "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",
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       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
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       "            // 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=\"575.5555708025713\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x174c832d6d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# scatter plot of some data # try this on your dataset\n",
    "plt.scatter(data[\"mpg\"],data['displacement'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "annoying-teddy",
   "metadata": {},
   "source": [
    "Using Matpltlib Notebook gives additional features including zoom in-out, resizing etc!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "french-flashing",
   "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": "3.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}