py_basic/come_lec_04-2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 클래스 만들기 연습\n",
    "\n",
    "### 공장¶\n",
    "속성 : 종류, 규모\n",
    "기능 : 생산, 포장\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Factory:\n",
    "    \n",
    "    def __init__(self, kind, size):\n",
    "        self.kind = kind\n",
    "        self.size = size\n",
    "        \n",
    "    def make_production(self, what):\n",
    "        what = [what] * self.size\n",
    "        print(f\"{self.kind} 공장에서 생산을 합니다\")\n",
    "        return what\n",
    "    \n",
    "    def make_packing(self, what):\n",
    "        packing = { i:j for i, j in enumerate(what) }\n",
    "        print(f\"{self.kind} 포장을 합니다\")\n",
    "        return packing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ice_cream_factory = Factory(\"아이스크림\", 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "아이스크림 공장에서 생산을 합니다\n"
     ]
    }
   ],
   "source": [
    "screw_bar = ice_cream_factory.make_production([\"스크류바\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "아이스크림 포장을 합니다\n"
     ]
    }
   ],
   "source": [
    "packing_screw_bar = ice_cream_factory.make_packing(screw_bar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: ['스크류바'],\n",
       " 1: ['스크류바'],\n",
       " 2: ['스크류바'],\n",
       " 3: ['스크류바'],\n",
       " 4: ['스크류바'],\n",
       " 5: ['스크류바'],\n",
       " 6: ['스크류바'],\n",
       " 7: ['스크류바'],\n",
       " 8: ['스크류바'],\n",
       " 9: ['스크류바']}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "packing_screw_bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 모두의 연구소\n",
    "* 속성\n",
    "    - 풀잎스쿨\n",
    "    - 랩\n",
    "    - AIFFEL\n",
    "* 기능\n",
    "    - 풀잎스쿨모집\n",
    "    - 랩모집\n",
    "    - AIFFEL모집"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Modulabs:\n",
    "    풀잎스쿨 = True\n",
    "    랩 = True\n",
    "    AIFFEL = True\n",
    "    풀잎멤버 = {}\n",
    "    랩멤버 = {}\n",
    "    AIFFEL멤버 = {}\n",
    "    \n",
    "    def 풀잎스쿨모집(self, name, member):\n",
    "        if self.풀잎스쿨 is False:\n",
    "            print(\"풀잎스쿨 모집기간이 아닙니다\")\n",
    "            while True:\n",
    "                yes_or_no = input(\"풀잎스쿨을 오픈하시겠습니까? : (y or n) \")\n",
    "                if yes_or_no == \"y\":\n",
    "                    print(\"풀잎스쿨 오픈\")\n",
    "                    self.풀잎스쿨 = True\n",
    "                    break\n",
    "                elif yes_or_no ==\"n\":\n",
    "                    print(\"풀잎스쿨 오픈 안함\")\n",
    "                    break\n",
    "        else:\n",
    "            if isinstance(member, list) is False:\n",
    "                raise ValueError(\"List 로 입력해주세요\")\n",
    "                \n",
    "            self.풀잎멤버[name] = member            \n",
    "        return self.풀잎멤버\n",
    "    \n",
    "    def 풀잎스쿨마감(self):\n",
    "        self.풀잎스쿨 = False\n",
    "        \n",
    "    def 랩모집(self):\n",
    "        pass\n",
    "    \n",
    "    def 랩마감(self):\n",
    "        self.랩 = False\n",
    "    \n",
    "    def AIFFEL모집(self):\n",
    "        pass\n",
    "    \n",
    "    def AIFFEL마감(self):\n",
    "        self.AIFFEL = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "modulabs = Modulabs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modulabs.풀잎스쿨"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modulabs.풀잎멤버"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "풀잎스쿨 = modulabs.풀잎스쿨모집(\"코딩마스터\", [\"홍길동\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'코딩마스터': ['홍길동']}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "풀잎스쿨"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 판다스 전처리 툴 클래스\n",
    "\n",
    "* 속성 : 데이터 경로\n",
    "* 기능 : na값확인, 데이터 head & tail & shape 같이 보기,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import pandas as pd\n",
    "class PandaTool:\n",
    "    def __init__(self, data_path):\n",
    "        self.data = pd.read_csv(data_path)\n",
    "        \n",
    "    def check_na_value(self, is_ratio=False):\n",
    "        data_ = self.data.copy()\n",
    "        if is_ratio is False:\n",
    "            na_value = data_.isna().sum()\n",
    "        else:\n",
    "            na_value = (data_.isna().sum() / len(data_)) * 100\n",
    "        return na_value\n",
    "    \n",
    "    def head_tail_shape(self):\n",
    "        print(f\"data shape : {self.shape}\")\n",
    "        display(self.data.head())\n",
    "        print()\n",
    "        display(self.data.tail())\n",
    "        \n",
    "    def string_colums(self):\n",
    "        data_ = self.data.copy()\n",
    "        data_cols = data_.columns\n",
    "        str_col = []\n",
    "        for col in data_cols:\n",
    "            if data_[col].dtypes != \"object\":\n",
    "                str_col.append(col)\n",
    "        return str_col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.Series([1,2,3,4,5,6,7,8,9,10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "/* 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",
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       "\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",
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       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n",
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       "        fig.send_message('refresh', {});\n",
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       "\n",
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       "            // Full images could contain transparency (where diff images\n",
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       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
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       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute('style', 'box-sizing: content-box;');\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "    if (this.ratio !== 1) {\n",
       "        fig.send_message('set_dpi_ratio', { dpi_ratio: this.ratio });\n",
       "    }\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
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       "        for (var i = 0; i < nentries; i++) {\n",
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       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
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       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
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       "                }\n",
       "            } else {\n",
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       "                height = entry.contentRect.height;\n",
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       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
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       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            canvas.setAttribute(\n",
       "                'style',\n",
       "                'width: ' + width + 'px; height: ' + height + 'px;'\n",
       "            );\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
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       "            return fig.mouse_event(event, name);\n",
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       "\n",
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       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
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       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
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       "    rubberband_canvas.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
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       "        on_mouse_event_closure('figure_enter')\n",
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       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
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       "\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>"
      ]
     },
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     "output_type": "display_data"
    },
    {
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\" width=\"574.4444596620258\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib notebook\n",
    "data.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}