Sample Code/Day_23_SampleCode.ipynb

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  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
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      "file_extension": ".py",
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      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.7"
    },
    "colab": {
      "name": "Data_Visualization_Day_6_範例.ipynb",
      "provenance": []
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KBkFg5CnNxBu",
        "colab_type": "text"
      },
      "source": [
        "目標: 學習並了解Bokeh 如何應用\n",
        "\n",
        "重點: \n",
        "初步了解 BOKEH 互動式GUIDE LINE\n",
        "    \n",
        "自定義和組織資料數據可視化\n",
        "\n",
        "為可視化添加交互姓 --- CustomJS/Render"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NuhTgr0iP40V",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 675
        },
        "outputId": "e05b160d-a72d-4fc9-b634-208f3abaf81d"
      },
      "source": [
        "!pip install Jinja\n",
        "!pip install bokeh\n",
        "!pip install panel\n"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting Jinja\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/df/50/70f41c599cf0ace6c554b07108916513c70d0e950b0abb18c27a865df7a2/Jinja-1.2.tar.gz (252kB)\n",
            "\r\u001b[K     |█▎                              | 10kB 16.2MB/s eta 0:00:01\r\u001b[K     |██▋                             | 20kB 3.6MB/s eta 0:00:01\r\u001b[K     |███▉                            | 30kB 4.6MB/s eta 0:00:01\r\u001b[K     |█████▏                          | 40kB 4.7MB/s eta 0:00:01\r\u001b[K     |██████▌                         | 51kB 4.1MB/s eta 0:00:01\r\u001b[K     |███████▊                        | 61kB 4.4MB/s eta 0:00:01\r\u001b[K     |█████████                       | 71kB 4.8MB/s eta 0:00:01\r\u001b[K     |██████████▍                     | 81kB 5.2MB/s eta 0:00:01\r\u001b[K     |███████████▋                    | 92kB 5.5MB/s eta 0:00:01\r\u001b[K     |█████████████                   | 102kB 5.4MB/s eta 0:00:01\r\u001b[K     |██████████████▎                 | 112kB 5.4MB/s eta 0:00:01\r\u001b[K     |███████████████▌                | 122kB 5.4MB/s eta 0:00:01\r\u001b[K     |████████████████▉               | 133kB 5.4MB/s eta 0:00:01\r\u001b[K     |██████████████████▏             | 143kB 5.4MB/s eta 0:00:01\r\u001b[K     |███████████████████▍            | 153kB 5.4MB/s eta 0:00:01\r\u001b[K     |████████████████████▊           | 163kB 5.4MB/s eta 0:00:01\r\u001b[K     |██████████████████████          | 174kB 5.4MB/s eta 0:00:01\r\u001b[K     |███████████████████████▎        | 184kB 5.4MB/s eta 0:00:01\r\u001b[K     |████████████████████████▋       | 194kB 5.4MB/s eta 0:00:01\r\u001b[K     |██████████████████████████      | 204kB 5.4MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▏    | 215kB 5.4MB/s eta 0:00:01\r\u001b[K     |████████████████████████████▌   | 225kB 5.4MB/s eta 0:00:01\r\u001b[K     |█████████████████████████████▉  | 235kB 5.4MB/s eta 0:00:01\r\u001b[K     |███████████████████████████████ | 245kB 5.4MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 256kB 5.4MB/s \n",
            "\u001b[31mERROR: Command errored out with exit status 1: python setup.py egg_info Check the logs for full command output.\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: bokeh in /usr/local/lib/python3.6/dist-packages (2.1.1)\n",
            "Requirement already satisfied: numpy>=1.11.3 in /usr/local/lib/python3.6/dist-packages (from bokeh) (1.18.5)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4 in /usr/local/lib/python3.6/dist-packages (from bokeh) (3.7.4.3)\n",
            "Requirement already satisfied: PyYAML>=3.10 in /usr/local/lib/python3.6/dist-packages (from bokeh) (3.13)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from bokeh) (2.8.1)\n",
            "Requirement already satisfied: tornado>=5.1 in /usr/local/lib/python3.6/dist-packages (from bokeh) (5.1.1)\n",
            "Requirement already satisfied: packaging>=16.8 in /usr/local/lib/python3.6/dist-packages (from bokeh) (20.4)\n",
            "Requirement already satisfied: Jinja2>=2.7 in /usr/local/lib/python3.6/dist-packages (from bokeh) (2.11.2)\n",
            "Requirement already satisfied: pillow>=4.0 in /usr/local/lib/python3.6/dist-packages (from bokeh) (7.0.0)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.1->bokeh) (1.15.0)\n",
            "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from packaging>=16.8->bokeh) (2.4.7)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from Jinja2>=2.7->bokeh) (1.1.1)\n",
            "Requirement already satisfied: panel in /usr/local/lib/python3.6/dist-packages (0.9.7)\n",
            "Requirement already satisfied: pyviz-comms>=0.7.4 in /usr/local/lib/python3.6/dist-packages (from panel) (0.7.6)\n",
            "Requirement already satisfied: pyct>=0.4.4 in /usr/local/lib/python3.6/dist-packages (from panel) (0.4.6)\n",
            "Requirement already satisfied: param>=1.9.3 in /usr/local/lib/python3.6/dist-packages (from panel) (1.9.3)\n",
            "Requirement already satisfied: markdown in /usr/local/lib/python3.6/dist-packages (from panel) (3.2.2)\n",
            "Requirement already satisfied: bokeh>=2.1 in /usr/local/lib/python3.6/dist-packages (from panel) (2.1.1)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from panel) (4.41.1)\n",
            "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from markdown->panel) (1.7.0)\n",
            "Requirement already satisfied: pillow>=4.0 in /usr/local/lib/python3.6/dist-packages (from bokeh>=2.1->panel) (7.0.0)\n",
            "Requirement already satisfied: PyYAML>=3.10 in /usr/local/lib/python3.6/dist-packages (from bokeh>=2.1->panel) (3.13)\n",
            "Requirement already satisfied: tornado>=5.1 in /usr/local/lib/python3.6/dist-packages (from bokeh>=2.1->panel) (5.1.1)\n",
            "Requirement already satisfied: packaging>=16.8 in /usr/local/lib/python3.6/dist-packages (from bokeh>=2.1->panel) (20.4)\n",
            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from bokeh>=2.1->panel) (2.8.1)\n",
            "Requirement already satisfied: numpy>=1.11.3 in /usr/local/lib/python3.6/dist-packages (from bokeh>=2.1->panel) (1.18.5)\n",
            "Requirement already satisfied: Jinja2>=2.7 in /usr/local/lib/python3.6/dist-packages (from bokeh>=2.1->panel) (2.11.2)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4 in /usr/local/lib/python3.6/dist-packages (from bokeh>=2.1->panel) (3.7.4.3)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.6/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown->panel) (3.1.0)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from packaging>=16.8->bokeh>=2.1->panel) (1.15.0)\n",
            "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from packaging>=16.8->bokeh>=2.1->panel) (2.4.7)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from Jinja2>=2.7->bokeh>=2.1->panel) (1.1.1)\n",
            "\u001b[31mERROR: You must give at least one requirement to install (see \"pip help install\")\u001b[0m\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EwVgAz_PQCur",
        "colab_type": "text"
      },
      "source": [
        "# \n",
        "For basic usage, have the following libraries installed:\n",
        "\n",
        "Jinja2 >=2.7\n",
        "numpy >=1.7.1\n",
        "packaging >=16.8\n",
        "pillow >=4.0\n",
        "python-dateutil >=2.1\n",
        "PyYAML >=3.10\n",
        "six >=1.5.2\n",
        "tornado >=4.3"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A7MvttnXP40Z",
        "colab_type": "text"
      },
      "source": [
        "# 利用 Bokeh 與 Python 製作網頁互動視覺化\n",
        "\n",
        "設定資料與輸出檔案\n",
        "output_file(“out.html”)\n",
        "利用 Bokeh 繪製圖表\n",
        "p = figure()\n",
        "p.line([1,2,3,4,5], [5,4,3,2,1])\n",
        "開啟產生的 HTML 檔 ( HTML + JavaScript ，自動生成 )\n",
        "show(p)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fE_sd_KzP40Z",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "outputId": "f8b3c78b-0e29-416d-99d2-359a4101d5cd"
      },
      "source": [
        "from bokeh.plotting import figure, output_file, show\n",
        "from bokeh.models import widgets\n",
        "from bokeh.io import output_notebook\n",
        "\n",
        "# 讓網頁直接輸出在NOTEBOOK\n",
        "output_notebook()\n",
        "\n",
        "output_file(\"out.html\")\n",
        "p = figure()\n",
        "p.line([1,2,3,4,5],[5,4,3,2,1])\n",
        "show(p)"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      if (url in hashes) {\n",
              "        element.crossOrigin = \"anonymous\";\n",
              "        element.integrity = \"sha384-\" + hashes[url];\n",
              "      }\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"b5873051-6908-4f8a-b386-d558a9d6b6d5\" data-root-id=\"1001\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = {\"2564b298-b2d0-4c75-9ddf-86f89b227578\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1010\"}],\"center\":[{\"id\":\"1013\"},{\"id\":\"1017\"}],\"left\":[{\"id\":\"1014\"}],\"renderers\":[{\"id\":\"1035\"}],\"title\":{\"id\":\"1037\"},\"toolbar\":{\"id\":\"1025\"},\"x_range\":{\"id\":\"1002\"},\"x_scale\":{\"id\":\"1006\"},\"y_range\":{\"id\":\"1004\"},\"y_scale\":{\"id\":\"1008\"}},\"id\":\"1001\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1042\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"1024\"}},\"id\":\"1020\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1021\",\"type\":\"SaveTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1037\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1043\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1002\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1044\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1004\",\"type\":\"DataRange1d\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1018\"},{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"}]},\"id\":\"1025\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1006\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"LinearScale\"},{\"attributes\":{\"formatter\":{\"id\":\"1040\"},\"ticker\":{\"id\":\"1011\"}},\"id\":\"1010\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1024\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1011\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1010\"},\"ticker\":null},\"id\":\"1013\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"1042\"},\"ticker\":{\"id\":\"1015\"}},\"id\":\"1014\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1033\",\"type\":\"Line\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[5,4,3,2,1]},\"selected\":{\"id\":\"1044\"},\"selection_policy\":{\"id\":\"1043\"}},\"id\":\"1032\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1015\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1014\"},\"dimension\":1,\"ticker\":null},\"id\":\"1017\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"1032\"}},\"id\":\"1036\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1040\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data_source\":{\"id\":\"1032\"},\"glyph\":{\"id\":\"1033\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1034\"},\"selection_glyph\":null,\"view\":{\"id\":\"1036\"}},\"id\":\"1035\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1018\",\"type\":\"PanTool\"}],\"root_ids\":[\"1001\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
              "  var render_items = [{\"docid\":\"2564b298-b2d0-4c75-9ddf-86f89b227578\",\"root_ids\":[\"1001\"],\"roots\":{\"1001\":\"b5873051-6908-4f8a-b386-d558a9d6b6d5\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "1001"
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KXcNhHHoP40c",
        "colab_type": "text"
      },
      "source": [
        "# bokeh.charts \n",
        "也提供了一些預先建置好的圖表供我們使用，下列為其中幾個範例：\n",
        "bokeh.charts.Bar — 製作長條圖\n",
        "bokeh.charts.BoxPlot — 製作盒鬚圖\n",
        "bokeh.charts.HeatMap — 製作熱圖\n",
        "bokeh.charts.Donut — 製作甜甜圈圖"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GqaWtZodP40c",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "outputId": "d52db11b-c089-4b4f-8b7c-f69e66ce64ab"
      },
      "source": [
        "from bokeh.plotting import figure, output_file, show\n",
        "p = figure(width=800,height=300)\n",
        "p.circle([1,2,3],[2,5,3],size=[10,20,30],color=[\"pink\",\"olive\",\"gold\"])\n",
        "show(p)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      if (url in hashes) {\n",
              "        element.crossOrigin = \"anonymous\";\n",
              "        element.integrity = \"sha384-\" + hashes[url];\n",
              "      }\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"e6f60b04-585c-4b81-9888-f893cbce87bf\" data-root-id=\"1200\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = {\"a175d963-9e13-4dfa-801a-c2897aebbae1\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1209\"}],\"center\":[{\"id\":\"1212\"},{\"id\":\"1216\"}],\"left\":[{\"id\":\"1213\"}],\"plot_height\":300,\"plot_width\":800,\"renderers\":[{\"id\":\"1234\"}],\"title\":{\"id\":\"1245\"},\"toolbar\":{\"id\":\"1224\"},\"x_range\":{\"id\":\"1201\"},\"x_scale\":{\"id\":\"1205\"},\"y_range\":{\"id\":\"1203\"},\"y_scale\":{\"id\":\"1207\"}},\"id\":\"1200\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1214\",\"type\":\"BasicTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"1223\"}},\"id\":\"1219\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1205\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1210\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1207\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1223\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1203\",\"type\":\"DataRange1d\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1245\",\"type\":\"Title\"},{\"attributes\":{\"formatter\":{\"id\":\"1250\"},\"ticker\":{\"id\":\"1214\"}},\"id\":\"1213\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data\":{\"fill_color\":[\"pink\",\"olive\",\"gold\"],\"line_color\":[\"pink\",\"olive\",\"gold\"],\"size\":[10,20,30],\"x\":[1,2,3],\"y\":[2,5,3]},\"selected\":{\"id\":\"1252\"},\"selection_policy\":{\"id\":\"1251\"}},\"id\":\"1231\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1231\"}},\"id\":\"1235\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1201\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"field\":\"line_color\"},\"size\":{\"field\":\"size\",\"units\":\"screen\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1232\",\"type\":\"Circle\"},{\"attributes\":{\"axis\":{\"id\":\"1213\"},\"dimension\":1,\"ticker\":null},\"id\":\"1216\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"line_color\"},\"size\":{\"field\":\"size\",\"units\":\"screen\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1233\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1217\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1218\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"1248\"},\"ticker\":{\"id\":\"1210\"}},\"id\":\"1209\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1252\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1220\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis\":{\"id\":\"1209\"},\"ticker\":null},\"id\":\"1212\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1221\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"1231\"},\"glyph\":{\"id\":\"1232\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1233\"},\"selection_glyph\":null,\"view\":{\"id\":\"1235\"}},\"id\":\"1234\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1248\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1222\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1251\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1217\"},{\"id\":\"1218\"},{\"id\":\"1219\"},{\"id\":\"1220\"},{\"id\":\"1221\"},{\"id\":\"1222\"}]},\"id\":\"1224\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1250\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"1200\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
              "  var render_items = [{\"docid\":\"a175d963-9e13-4dfa-801a-c2897aebbae1\",\"root_ids\":[\"1200\"],\"roots\":{\"1200\":\"e6f60b04-585c-4b81-9888-f893cbce87bf\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "1200"
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yiUh9I2kP40f",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 852
        },
        "outputId": "5e0a0a7b-4528-4992-b653-10e130c8778c"
      },
      "source": [
        "import bokeh.sampledata\n",
        "bokeh.sampledata.download()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Creating /root/.bokeh directory\n",
            "Creating /root/.bokeh/data directory\n",
            "Using data directory: /root/.bokeh/data\n",
            "Downloading: CGM.csv (1589982 bytes)\n",
            "   1589982 [100.00%]\n",
            "Downloading: US_Counties.zip (3171836 bytes)\n",
            "   3171836 [100.00%]\n",
            "Unpacking: US_Counties.csv\n",
            "Downloading: us_cities.json (713565 bytes)\n",
            "    713565 [100.00%]\n",
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            "   4816256 [100.00%]\n",
            "Unpacking: WPP2012_SA_DB03_POPULATION_QUINQUENNIAL.csv\n",
            "Downloading: gapminder_fertility.csv (64346 bytes)\n",
            "     64346 [100.00%]\n",
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            "Unpacking: world_cities.csv\n",
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            "    203190 [100.00%]\n",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xKe6PJqDP40i",
        "colab_type": "text"
      },
      "source": [
        "# 網頁元件與互動圖表"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TZvvx5QHtZf5",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "outputId": "846011d9-7012-4e46-ecec-368f5ca0ca35"
      },
      "source": [
        "# Create and deploy interactive data applications\n",
        "\n",
        "from IPython.display import IFrame\n",
        "IFrame('https://demo.bokeh.org/sliders', width=900, height=500)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "        <iframe\n",
              "            width=\"900\"\n",
              "            height=\"500\"\n",
              "            src=\"https://demo.bokeh.org/sliders\"\n",
              "            frameborder=\"0\"\n",
              "            allowfullscreen\n",
              "        ></iframe>\n",
              "        "
            ],
            "text/plain": [
              "<IPython.lib.display.IFrame at 0x7fda34bdb1d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YcyoxG7GVHq0",
        "colab_type": "text"
      },
      "source": [
        "\n",
        "# CustomJS回調 **粗體文字**\n",
        "\n",
        "為了使小部件有用，它需要能夠執行某些操作。使用Bokeh服務器，可以使小部件觸發真實的Python代碼。\n",
        "\n",
        "在這裡，我們看一下如何使用執行JavaScript代碼段的CustomJS回調配置窗口小部件"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P4R0QTVkP40j",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 465
        },
        "outputId": "75209ac3-b014-487c-d6ec-cd7820874a0d"
      },
      "source": [
        "from bokeh.layouts import column\n",
        "from bokeh.models import CustomJS, ColumnDataSource, Slider\n",
        "from bokeh.plotting import Figure, output_file, show\n",
        "\n",
        "output_file(\"js_on_change.html\")\n",
        "\n",
        "x = [x*0.005 for x in range(0, 200)]\n",
        "y = x\n",
        "\n",
        "#建立資料來源與限定範圍\n",
        "source = ColumnDataSource(data=dict(x=x, y=y))\n",
        "\n",
        "plot = Figure(plot_width=400, plot_height=400)\n",
        "plot.line('x', 'y', source=source, line_width=3, line_alpha=0.6)\n",
        "\n",
        "#存儲互動過程\n",
        "callback = CustomJS(args=dict(source=source), code=\"\"\"\n",
        "    var data = source.data;\n",
        "    var f = cb_obj.value\n",
        "    var x = data['x']\n",
        "    var y = data['y']\n",
        "    for (var i = 0; i < x.length; i++) {\n",
        "        y[i] = Math.pow(x[i], f)\n",
        "    }\n",
        "    source.change.emit();\n",
        "\"\"\")\n",
        "#建立並給定滑動棒名稱\n",
        "slider = Slider(start=0.1, end=4, value=1, step=.1, title=\"power\")\n",
        "slider.js_on_change('value', callback)\n",
        "#建立頁面框架\n",
        "layout = column(slider, plot)\n",
        "\n",
        "show(layout)\n",
        "\n",
        "# 頁面排版"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      if (url in hashes) {\n",
              "        element.crossOrigin = \"anonymous\";\n",
              "        element.integrity = \"sha384-\" + hashes[url];\n",
              "      }\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"12d42b5a-a8be-4c76-b7ca-1ca3ec84040e\" data-root-id=\"4063\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = {\"e389674e-1dc1-4903-8429-6c3654a4c425\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"4062\"},{\"id\":\"4025\"}]},\"id\":\"4063\",\"type\":\"Column\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"4042\"},{\"id\":\"4043\"},{\"id\":\"4044\"},{\"id\":\"4045\"},{\"id\":\"4046\"},{\"id\":\"4047\"}]},\"id\":\"4049\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"4045\",\"type\":\"SaveTool\"},{\"attributes\":{\"args\":{\"source\":{\"id\":\"4024\"}},\"code\":\"\\n    var data = source.data;\\n    var f = cb_obj.value\\n    var x = data['x']\\n    var y = data['y']\\n    for (var i = 0; i < x.length; i++) {\\n        y[i] = Math.pow(x[i], f)\\n    }\\n    source.change.emit();\\n\"},\"id\":\"4061\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"4047\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"4174\",\"type\":\"Title\"},{\"attributes\":{\"line_alpha\":0.6,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4057\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"4026\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"4024\"}},\"id\":\"4060\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"4048\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"4039\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4032\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"4030\",\"type\":\"LinearScale\"},{\"attributes\":{\"data_source\":{\"id\":\"4024\"},\"glyph\":{\"id\":\"4057\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"4058\"},\"selection_glyph\":null,\"view\":{\"id\":\"4060\"}},\"id\":\"4059\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"x\":[0.0,0.005,0.01,0.015,0.02,0.025,0.03,0.035,0.04,0.045,0.05,0.055,0.06,0.065,0.07,0.075,0.08,0.085,0.09,0.095,0.1,0.105,0.11,0.115,0.12,0.125,0.13,0.135,0.14,0.145,0.15,0.155,0.16,0.165,0.17,0.17500000000000002,0.18,0.185,0.19,0.195,0.2,0.20500000000000002,0.21,0.215,0.22,0.225,0.23,0.23500000000000001,0.24,0.245,0.25,0.255,0.26,0.265,0.27,0.275,0.28,0.28500000000000003,0.29,0.295,0.3,0.305,0.31,0.315,0.32,0.325,0.33,0.335,0.34,0.34500000000000003,0.35000000000000003,0.355,0.36,0.365,0.37,0.375,0.38,0.385,0.39,0.395,0.4,0.405,0.41000000000000003,0.41500000000000004,0.42,0.425,0.43,0.435,0.44,0.445,0.45,0.455,0.46,0.465,0.47000000000000003,0.47500000000000003,0.48,0.485,0.49,0.495,0.5,0.505,0.51,0.515,0.52,0.525,0.53,0.535,0.54,0.545,0.55,0.555,0.56,0.5650000000000001,0.5700000000000001,0.5750000000000001,0.58,0.585,0.59,0.595,0.6,0.605,0.61,0.615,0.62,0.625,0.63,0.635,0.64,0.645,0.65,0.655,0.66,0.665,0.67,0.675,0.68,0.685,0.6900000000000001,0.6950000000000001,0.7000000000000001,0.705,0.71,0.715,0.72,0.725,0.73,0.735,0.74,0.745,0.75,0.755,0.76,0.765,0.77,0.775,0.78,0.785,0.79,0.795,0.8,0.805,0.81,0.8150000000000001,0.8200000000000001,0.8250000000000001,0.8300000000000001,0.835,0.84,0.845,0.85,0.855,0.86,0.865,0.87,0.875,0.88,0.885,0.89,0.895,0.9,0.905,0.91,0.915,0.92,0.925,0.93,0.935,0.9400000000000001,0.9450000000000001,0.9500000000000001,0.9550000000000001,0.96,0.965,0.97,0.975,0.98,0.985,0.99,0.995],\"y\":[0.0,0.005,0.01,0.015,0.02,0.025,0.03,0.035,0.04,0.045,0.05,0.055,0.06,0.065,0.07,0.075,0.08,0.085,0.09,0.095,0.1,0.105,0.11,0.115,0.12,0.125,0.13,0.135,0.14,0.145,0.15,0.155,0.16,0.165,0.17,0.17500000000000002,0.18,0.185,0.19,0.195,0.2,0.20500000000000002,0.21,0.215,0.22,0.225,0.23,0.23500000000000001,0.24,0.245,0.25,0.255,0.26,0.265,0.27,0.275,0.28,0.28500000000000003,0.29,0.295,0.3,0.305,0.31,0.315,0.32,0.325,0.33,0.335,0.34,0.34500000000000003,0.35000000000000003,0.355,0.36,0.365,0.37,0.375,0.38,0.385,0.39,0.395,0.4,0.405,0.41000000000000003,0.41500000000000004,0.42,0.425,0.43,0.435,0.44,0.445,0.45,0.455,0.46,0.465,0.47000000000000003,0.47500000000000003,0.48,0.485,0.49,0.495,0.5,0.505,0.51,0.515,0.52,0.525,0.53,0.535,0.54,0.545,0.55,0.555,0.56,0.5650000000000001,0.5700000000000001,0.5750000000000001,0.58,0.585,0.59,0.595,0.6,0.605,0.61,0.615,0.62,0.625,0.63,0.635,0.64,0.645,0.65,0.655,0.66,0.665,0.67,0.675,0.68,0.685,0.6900000000000001,0.6950000000000001,0.7000000000000001,0.705,0.71,0.715,0.72,0.725,0.73,0.735,0.74,0.745,0.75,0.755,0.76,0.765,0.77,0.775,0.78,0.785,0.79,0.795,0.8,0.805,0.81,0.8150000000000001,0.8200000000000001,0.8250000000000001,0.8300000000000001,0.835,0.84,0.845,0.85,0.855,0.86,0.865,0.87,0.875,0.88,0.885,0.89,0.895,0.9,0.905,0.91,0.915,0.92,0.925,0.93,0.935,0.9400000000000001,0.9450000000000001,0.9500000000000001,0.9550000000000001,0.96,0.965,0.97,0.975,0.98,0.985,0.99,0.995]},\"selected\":{\"id\":\"4181\"},\"selection_policy\":{\"id\":\"4180\"}},\"id\":\"4024\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"4043\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"end\":4,\"format\":\"0[.]00\",\"js_property_callbacks\":{\"change:value\":[{\"id\":\"4061\"}]},\"start\":0.1,\"step\":0.1,\"title\":\"power\",\"value\":1},\"id\":\"4062\",\"type\":\"Slider\"},{\"attributes\":{\"axis\":{\"id\":\"4038\"},\"dimension\":1,\"ticker\":null},\"id\":\"4041\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"4028\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"4180\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"4181\",\"type\":\"Selection\"},{\"attributes\":{\"below\":[{\"id\":\"4034\"}],\"center\":[{\"id\":\"4037\"},{\"id\":\"4041\"}],\"left\":[{\"id\":\"4038\"}],\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"4059\"}],\"title\":{\"id\":\"4174\"},\"toolbar\":{\"id\":\"4049\"},\"x_range\":{\"id\":\"4026\"},\"x_scale\":{\"id\":\"4030\"},\"y_range\":{\"id\":\"4028\"},\"y_scale\":{\"id\":\"4032\"}},\"id\":\"4025\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"4177\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"4035\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"4177\"},\"ticker\":{\"id\":\"4035\"}},\"id\":\"4034\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"4042\",\"type\":\"PanTool\"},{\"attributes\":{\"axis\":{\"id\":\"4034\"},\"ticker\":null},\"id\":\"4037\",\"type\":\"Grid\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4058\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"4179\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"4048\"}},\"id\":\"4044\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"4179\"},\"ticker\":{\"id\":\"4039\"}},\"id\":\"4038\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"4046\",\"type\":\"ResetTool\"}],\"root_ids\":[\"4063\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
              "  var render_items = [{\"docid\":\"e389674e-1dc1-4903-8429-6c3654a4c425\",\"root_ids\":[\"4063\"],\"roots\":{\"4063\":\"12d42b5a-a8be-4c76-b7ca-1ca3ec84040e\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "4063"
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "joaz5OTkP40o",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 706
        },
        "outputId": "72054013-72e0-4c74-8f61-301581605f3f"
      },
      "source": [
        "# 如何重疊數學運算圖形\n",
        "import numpy as np\n",
        "from bokeh.plotting import output_file, show, figure\n",
        "\n",
        "x = np.linspace(0, 4*np.pi, 100)\n",
        "y = np.sin(x)\n",
        "\n",
        "output_file(\"legend.html\")\n",
        "\n",
        "p = figure()\n",
        "\n",
        "p.circle(x, y, legend=\"sin(x)\")\n",
        "p.line(x, y, legend=\"sin(x)\")\n",
        "\n",
        "p.line(x, 2*y, legend=\"2*sin(x)\",\n",
        "       line_dash=[4, 4], line_color=\"orange\", line_width=2)\n",
        "\n",
        "p.square(x, 3*y, legend=\"3*sin(x)\", fill_color=None, line_color=\"green\")\n",
        "p.line(x, 3*y, legend=\"3*sin(x)\", line_color=\"green\")\n",
        "\n",
        "show(p)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
            "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
            "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
            "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n",
            "BokehDeprecationWarning: 'legend' keyword is deprecated, use explicit 'legend_label', 'legend_field', or 'legend_group' keywords instead\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      if (url in hashes) {\n",
              "        element.crossOrigin = \"anonymous\";\n",
              "        element.integrity = \"sha384-\" + hashes[url];\n",
              "      }\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"8a0dbae4-bd0d-4f1f-b295-76f96109f42a\" data-root-id=\"1656\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = 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",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[100]},\"y\":{\"__ndarray__\":\"AAAAAAAAAADoxQO0RU7YP+dMxoI2HOg//C5K/vzW8T/Tua6vYlb3P+nH5xKndfw/AFIvb9iPAEBm8BjVpKACQNka5Ym2ZARADqEya8fUBUD+Gu1b6+oGQBHVYKmoogdAYgGEegr5B0DMzIX9rOwHQM+xeSHDfQdA1L6JxBWuBkB9BRBa/IAFQO0A3yZP+wNAeZ5rTFMjAkDe5Qz1oAAAQDnpZxcIOPs/tv7u/6/+9T/6iGdXvmrwP2wf+wVaJuU/5X710zFA0j+uSTsu9124v2QnUqkVVt6/o9Qx/NsL679m4Ulpoj7zvxQdiFoRqPi/bDUKCPCr/b/J7VIByxoBwPGhyyYpGQPAgTlCLtzIBMCuGkzd8SIGwAOBBKLYIQfAMzIqg3bBB8BzaxsFOv8HwKfUGL4k2gfAJ8c7bs9SB8BSNUOKZ2sGwCX1VkOmJwXAMfGzMMGMA8AkU27aVKEBwC4hWvuS2v6/DwQZ9WTz+b9lsKPjUaH0v8Yvs7GI9O2/YIF44Akr4r8GSRAz01rIvzJJEDPTWsg/aoF44Akr4j/QL7OxiPTtP1+wo+NRofQ/FAQZ9WTz+T8oIVr7ktr+PyVTbtpUoQFAMPGzMMGMA0Am9VZDpicFQFE1Q4pnawZAKMc7bs9SB0Cn1Bi+JNoHQHNrGwU6/wdANDIqg3bBB0ACgQSi2CEHQLAaTN3xIgZAfTlCLtzIBEDwocsmKRkDQMntUgHLGgFAcTUKCPCr/T8MHYhaEaj4P2HhSWmiPvM/pNQx/NsL6z99J1KpFVbeP/ZIOy73Xbg/+n710zFA0r9fH/sFWiblv+6IZ1e+avC/uv7u/6/+9b846WcXCDj7v9vlDPWgAADAfJ5rTFMjAsDuAN8mT/sDwH0FEFr8gAXA076JxBWuBsDQsXkhw30HwMzMhf2s7AfAYgGEegr5B8AS1WCpqKIHwPwa7Vvr6gbADqEya8fUBcDaGuWJtmQEwGnwGNWkoALA/VEvb9iPAMDpx+cSp3X8v9e5rq9iVve/8C5K/vzW8b/bTMaCNhzov+rFA7RFTti/CoqeTDl52rw=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[100]}},\"selected\":{\"id\":\"1779\"},\"selection_policy\":{\"id\":\"1778\"}},\"id\":\"1759\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1695\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"1669\"},\"dimension\":1,\"ticker\":null},\"id\":\"1672\",\"type\":\"Grid\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[100]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[100]}},\"selected\":{\"id\":\"1717\"},\"selection_policy\":{\"id\":\"1716\"}},\"id\":\"1703\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"1738\"},\"glyph\":{\"id\":\"1739\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1740\"},\"selection_glyph\":null,\"view\":{\"id\":\"1742\"}},\"id\":\"1741\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1657\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_color\":{\"value\":null},\"line_color\":{\"value\":\"green\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1739\",\"type\":\"Square\"}],\"root_ids\":[\"1656\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
              "  var render_items = [{\"docid\":\"ee4d7112-a5aa-43d8-be55-0afe320308d6\",\"root_ids\":[\"1656\"],\"roots\":{\"1656\":\"8a0dbae4-bd0d-4f1f-b295-76f96109f42a\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "1656"
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5oXSk5GjP41V",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "outputId": "0e297aca-2d63-48a7-8819-1ebccc4584e0"
      },
      "source": [
        "\n",
        "from bokeh.plotting import figure, output_file, show\n",
        "\n",
        "# 給定散點圖的資料\n",
        "N = 4000\n",
        "x = np.random.random(size=N) * 100\n",
        "y = np.random.random(size=N) * 100\n",
        "radii = np.random.random(size=N) * 1.5\n",
        "colors = [\n",
        "    \"#%02x%02x%02x\" % (int(r), int(g), 150) for r, g in zip(50+2*x, 30+2*y)\n",
        "]\n",
        "\n",
        "# 輸出一個靜態HTML file (with CDN resources)\n",
        "output_file(\"color_scatter.html\", title=\"color_scatter.py example\", mode=\"cdn\")\n",
        "# 建立工具框\n",
        "TOOLS = \"crosshair,pan,wheel_zoom,box_zoom,reset,box_select,lasso_select\"\n",
        "\n",
        "# create a new plot with the tools above, and explicit ranges\n",
        "p = figure(tools=TOOLS, x_range=(0, 100), y_range=(0, 100))\n",
        "\n",
        "# add a circle renderer with vectorized colors and sizes\n",
        "p.circle(x, y, radius=radii, fill_color=colors, fill_alpha=0.6, line_color=None)\n",
        "show(p)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      if (url in hashes) {\n",
              "        element.crossOrigin = \"anonymous\";\n",
              "        element.integrity = \"sha384-\" + hashes[url];\n",
              "      }\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"c647f80e-5f83-4b8b-9423-a329e7a881e0\" data-root-id=\"2149\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"2240\"},\"selection_policy\":{\"id\":\"2239\"}},\"id\":\"2184\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2154\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2238\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2156\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2236\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"2236\"},\"ticker\":{\"id\":\"2159\"}},\"id\":\"2158\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"2173\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"2159\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2158\"},\"ticker\":null},\"id\":\"2161\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"2175\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"formatter\":{\"id\":\"2238\"},\"ticker\":{\"id\":\"2163\"}},\"id\":\"2162\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\",\"units\":\"data\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"2186\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"2184\"},\"glyph\":{\"id\":\"2185\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"2186\"},\"selection_glyph\":null,\"view\":{\"id\":\"2188\"}},\"id\":\"2187\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"2163\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"2184\"}},\"id\":\"2188\",\"type\":\"CDSView\"},{\"attributes\":{\"axis\":{\"id\":\"2162\"},\"dimension\":1,\"ticker\":null},\"id\":\"2165\",\"type\":\"Grid\"}],\"root_ids\":[\"2149\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
              "  var render_items = [{\"docid\":\"94b1e164-1f5e-4395-903b-4f60f0b6b836\",\"root_ids\":[\"2149\"],\"roots\":{\"2149\":\"c647f80e-5f83-4b8b-9423-a329e7a881e0\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "2149"
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5ukiXzoSY_jT",
        "colab_type": "text"
      },
      "source": [
        "\n",
        "CustomJS選擇\n",
        "另一個常見的情況是，當選擇更改時，希望指定要執行的相同類型的回調。作為簡單的演示，下面的示例僅將第一個圖上的選定點複製到第二個圖上。但是，可以採用類似的方式輕鬆構造更複雜的動作和計算。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yzv38bMUX8Xc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "6c83558c-c3f8-4ee0-f31c-a13c44d623a6"
      },
      "source": [
        "from random import random\n",
        "from bokeh.layouts import row\n",
        "from bokeh.models import ColumnDataSource, CustomJS\n",
        "from bokeh.plotting import figure, output_file, show\n",
        "\n",
        "output_file(\"callback.html\")\n",
        "\n",
        "x = [random() for x in range(500)]\n",
        "y = [random() for y in range(500)]\n",
        "\n",
        "# 設定 datasource-1\n",
        "s1 = ColumnDataSource(data=dict(x=x, y=y))\n",
        "p1 = figure(plot_width=400, plot_height=400, tools=\"lasso_select\", title=\"Select Here\")\n",
        "p1.circle('x', 'y', source=s1, alpha=0.6)\n",
        "\n",
        "# 設定連動的 datasource-2\n",
        "s2 = ColumnDataSource(data=dict(x=[], y=[]))\n",
        "p2 = figure(plot_width=400, plot_height=400, x_range=(0, 1), y_range=(0, 1),\n",
        "            tools=\"\", title=\"Watch Here\")\n",
        "p2.circle('x', 'y', source=s2, alpha=0.6)\n",
        "\n",
        "# 利用customJS 互動\n",
        "s1.selected.js_on_change('indices', CustomJS(args=dict(s1=s1, s2=s2), code=\"\"\"\n",
        "        var inds = cb_obj.indices;\n",
        "        var d1 = s1.data;\n",
        "        var d2 = s2.data;\n",
        "        d2['x'] = []\n",
        "        d2['y'] = []\n",
        "        for (var i = 0; i < inds.length; i++) {\n",
        "            d2['x'].push(d1['x'][inds[i]])\n",
        "            d2['y'].push(d1['y'][inds[i]])\n",
        "        }\n",
        "        s2.change.emit();\n",
        "    \"\"\")\n",
        ")\n",
        "#頁面排版\n",
        "layout = row(p1, p2)\n",
        "#輸出\n",
        "show(layout)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      if (url in hashes) {\n",
              "        element.crossOrigin = \"anonymous\";\n",
              "        element.integrity = \"sha384-\" + hashes[url];\n",
              "      }\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"7e008af5-54c0-40a9-a878-c4f288990bc1\" data-root-id=\"2511\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
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              "  var render_items = [{\"docid\":\"dbbe2caf-53e7-4a67-a9a5-0456583f2f5e\",\"root_ids\":[\"2511\"],\"roots\":{\"2511\":\"7e008af5-54c0-40a9-a878-c4f288990bc1\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
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            "tags": [],
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      "cell_type": "code",
      "metadata": {
        "id": "6fKATrn9QpYx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "0856d9c2-7e4f-446c-e89a-760738d04424"
      },
      "source": [
        "import networkx as nx\n",
        "from bokeh.io import output_file, show\n",
        "from bokeh.models import (BoxSelectTool, Circle, EdgesAndLinkedNodes, HoverTool,\n",
        "                          MultiLine, NodesAndLinkedEdges, Plot, Range1d, TapTool,)\n",
        "from bokeh.palettes import Spectral4\n",
        "from bokeh.plotting import from_networkx\n",
        "\n",
        "#建立互動網路圖\n",
        "G=nx.karate_club_graph()\n",
        "\n",
        "plot = Plot(plot_width=400, plot_height=400,\n",
        "            x_range=Range1d(-1.1,1.1), y_range=Range1d(-1.1,1.1))\n",
        "plot.title.text = \"Graph Interaction Demonstration\"\n",
        "\n",
        "plot.add_tools(HoverTool(tooltips=None), TapTool(), BoxSelectTool())\n",
        "\n",
        "graph_renderer = from_networkx(G, nx.circular_layout, scale=1, center=(0,0))\n",
        "\n",
        "#建立節點交互\n",
        "graph_renderer.node_renderer.glyph = Circle(size=15, fill_color=Spectral4[0])\n",
        "graph_renderer.node_renderer.selection_glyph = Circle(size=15, fill_color=Spectral4[2])\n",
        "graph_renderer.node_renderer.hover_glyph = Circle(size=15, fill_color=Spectral4[1])\n",
        "\n",
        "#建立邊緣回饋交互\n",
        "graph_renderer.edge_renderer.glyph = MultiLine(line_color=\"#CCCCCC\", line_alpha=0.8, line_width=5)\n",
        "graph_renderer.edge_renderer.selection_glyph = MultiLine(line_color=Spectral4[2], line_width=5)\n",
        "graph_renderer.edge_renderer.hover_glyph = MultiLine(line_color=Spectral4[1], line_width=5)\n",
        "\n",
        "#選擇策略\n",
        "graph_renderer.selection_policy = NodesAndLinkedEdges()\n",
        "graph_renderer.inspection_policy = EdgesAndLinkedNodes()\n",
        "#繪製GRAPH\n",
        "plot.renderers.append(graph_renderer)\n",
        "#輸出\n",
        "output_file(\"interactive_graphs.html\")\n",
        "show(plot)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      if (url in hashes) {\n",
              "        element.crossOrigin = \"anonymous\";\n",
              "        element.integrity = \"sha384-\" + hashes[url];\n",
              "      }\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"32b0b6a9-da29-4e1c-ace2-e5e22459819f\" data-root-id=\"2874\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "(function(root) {\n",
              "  function embed_document(root) {\n",
              "    \n",
              "  var docs_json = {\"9e813c1c-f2fa-4997-be4d-75bc94558656\":{\"roots\":{\"references\":[{\"attributes\":{\"plot_height\":400,\"plot_width\":400,\"renderers\":[{\"id\":\"2884\"}],\"title\":{\"id\":\"2877\"},\"toolbar\":{\"id\":\"2881\"},\"x_range\":{\"id\":\"2872\"},\"x_scale\":{\"id\":\"2998\"},\"y_range\":{\"id\":\"2873\"},\"y_scale\":{\"id\":\"3001\"}},\"id\":\"2874\",\"type\":\"Plot\"},{\"attributes\":{\"data\":{\"club\":[\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Officer\",\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Mr. Hi\",\"Officer\",\"Officer\",\"Mr. Hi\",\"Mr. Hi\",\"Officer\",\"Mr. Hi\",\"Officer\",\"Mr. 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Application\",\"version\":\"2.1.1\"}};\n",
              "  var render_items = [{\"docid\":\"9e813c1c-f2fa-4997-be4d-75bc94558656\",\"root_ids\":[\"2874\"],\"roots\":{\"2874\":\"32b0b6a9-da29-4e1c-ace2-e5e22459819f\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "2874"
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9CwKj2R3XUzA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 367
        },
        "outputId": "b4d0ef35-3fa2-488c-ef78-60356a8b7426"
      },
      "source": [
        "import numpy as np\n",
        "\n",
        "from bokeh.plotting import figure, output_file, show\n",
        "from bokeh.sampledata.stocks import AAPL\n",
        "\n",
        "# 準備資料\n",
        "aapl = np.array(AAPL['adj_close'])\n",
        "aapl_dates = np.array(AAPL['date'], dtype=np.datetime64)\n",
        "\n",
        "#設定視窗\n",
        "window_size = 30\n",
        "window = np.ones(window_size)/float(window_size)\n",
        "aapl_avg = np.convolve(aapl, window, 'same')\n",
        "\n",
        "# 輸出靜態 HTML file\n",
        "output_file(\"stocks.html\", title=\"stocks.py example\")\n",
        "\n",
        "# create a new plot with a datetime axis type\n",
        "p = figure(plot_width=800, plot_height=350, x_axis_type=\"datetime\")\n",
        "\n",
        "# add renderers\n",
        "p.circle(aapl_dates, aapl, size=4, color='darkgrey', alpha=0.2, legend_label='close')\n",
        "p.line(aapl_dates, aapl_avg, color='navy', legend_label='avg')\n",
        "\n",
        "# NEW: customize by setting attributes\n",
        "p.title.text = \"AAPL One-Month Average\"\n",
        "p.legend.location = \"top_left\"\n",
        "p.grid.grid_line_alpha = 0\n",
        "p.xaxis.axis_label = 'Date'\n",
        "p.yaxis.axis_label = 'Price'\n",
        "p.ygrid.band_fill_color = \"olive\"\n",
        "p.ygrid.band_fill_alpha = 0.1\n",
        "\n",
        "# show the results\n",
        "show(p)\n"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "(function(root) {\n",
              "  function now() {\n",
              "    return new Date();\n",
              "  }\n",
              "\n",
              "  var force = true;\n",
              "\n",
              "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
              "    root._bokeh_onload_callbacks = [];\n",
              "    root._bokeh_is_loading = undefined;\n",
              "  }\n",
              "\n",
              "  var JS_MIME_TYPE = 'application/javascript';\n",
              "  var HTML_MIME_TYPE = 'text/html';\n",
              "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
              "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
              "\n",
              "  /**\n",
              "   * Render data to the DOM node\n",
              "   */\n",
              "  function render(props, node) {\n",
              "    var script = document.createElement(\"script\");\n",
              "    node.appendChild(script);\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when an output is cleared or removed\n",
              "   */\n",
              "  function handleClearOutput(event, handle) {\n",
              "    var cell = handle.cell;\n",
              "\n",
              "    var id = cell.output_area._bokeh_element_id;\n",
              "    var server_id = cell.output_area._bokeh_server_id;\n",
              "    // Clean up Bokeh references\n",
              "    if (id != null && id in Bokeh.index) {\n",
              "      Bokeh.index[id].model.document.clear();\n",
              "      delete Bokeh.index[id];\n",
              "    }\n",
              "\n",
              "    if (server_id !== undefined) {\n",
              "      // Clean up Bokeh references\n",
              "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
              "      cell.notebook.kernel.execute(cmd, {\n",
              "        iopub: {\n",
              "          output: function(msg) {\n",
              "            var id = msg.content.text.trim();\n",
              "            if (id in Bokeh.index) {\n",
              "              Bokeh.index[id].model.document.clear();\n",
              "              delete Bokeh.index[id];\n",
              "            }\n",
              "          }\n",
              "        }\n",
              "      });\n",
              "      // Destroy server and session\n",
              "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
              "      cell.notebook.kernel.execute(cmd);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  /**\n",
              "   * Handle when a new output is added\n",
              "   */\n",
              "  function handleAddOutput(event, handle) {\n",
              "    var output_area = handle.output_area;\n",
              "    var output = handle.output;\n",
              "\n",
              "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
              "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
              "      return\n",
              "    }\n",
              "\n",
              "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
              "\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
              "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
              "      // store reference to embed id on output_area\n",
              "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
              "    }\n",
              "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
              "      var bk_div = document.createElement(\"div\");\n",
              "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
              "      var script_attrs = bk_div.children[0].attributes;\n",
              "      for (var i = 0; i < script_attrs.length; i++) {\n",
              "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
              "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
              "      }\n",
              "      // store reference to server id on output_area\n",
              "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
              "    }\n",
              "  }\n",
              "\n",
              "  function register_renderer(events, OutputArea) {\n",
              "\n",
              "    function append_mime(data, metadata, element) {\n",
              "      // create a DOM node to render to\n",
              "      var toinsert = this.create_output_subarea(\n",
              "        metadata,\n",
              "        CLASS_NAME,\n",
              "        EXEC_MIME_TYPE\n",
              "      );\n",
              "      this.keyboard_manager.register_events(toinsert);\n",
              "      // Render to node\n",
              "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
              "      render(props, toinsert[toinsert.length - 1]);\n",
              "      element.append(toinsert);\n",
              "      return toinsert\n",
              "    }\n",
              "\n",
              "    /* Handle when an output is cleared or removed */\n",
              "    events.on('clear_output.CodeCell', handleClearOutput);\n",
              "    events.on('delete.Cell', handleClearOutput);\n",
              "\n",
              "    /* Handle when a new output is added */\n",
              "    events.on('output_added.OutputArea', handleAddOutput);\n",
              "\n",
              "    /**\n",
              "     * Register the mime type and append_mime function with output_area\n",
              "     */\n",
              "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
              "      /* Is output safe? */\n",
              "      safe: true,\n",
              "      /* Index of renderer in `output_area.display_order` */\n",
              "      index: 0\n",
              "    });\n",
              "  }\n",
              "\n",
              "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
              "  if (root.Jupyter !== undefined) {\n",
              "    var events = require('base/js/events');\n",
              "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
              "\n",
              "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
              "      register_renderer(events, OutputArea);\n",
              "    }\n",
              "  }\n",
              "\n",
              "  \n",
              "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
              "    root._bokeh_timeout = Date.now() + 5000;\n",
              "    root._bokeh_failed_load = false;\n",
              "  }\n",
              "\n",
              "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
              "     \"<div style='background-color: #fdd'>\\n\"+\n",
              "     \"<p>\\n\"+\n",
              "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
              "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
              "     \"</p>\\n\"+\n",
              "     \"<ul>\\n\"+\n",
              "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
              "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
              "     \"</ul>\\n\"+\n",
              "     \"<code>\\n\"+\n",
              "     \"from bokeh.resources import INLINE\\n\"+\n",
              "     \"output_notebook(resources=INLINE)\\n\"+\n",
              "     \"</code>\\n\"+\n",
              "     \"</div>\"}};\n",
              "\n",
              "  function display_loaded() {\n",
              "    var el = document.getElementById(null);\n",
              "    if (el != null) {\n",
              "      el.textContent = \"BokehJS is loading...\";\n",
              "    }\n",
              "    if (root.Bokeh !== undefined) {\n",
              "      if (el != null) {\n",
              "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
              "      }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(display_loaded, 100)\n",
              "    }\n",
              "  }\n",
              "\n",
              "\n",
              "  function run_callbacks() {\n",
              "    try {\n",
              "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
              "        if (callback != null)\n",
              "          callback();\n",
              "      });\n",
              "    } finally {\n",
              "      delete root._bokeh_onload_callbacks\n",
              "    }\n",
              "    console.debug(\"Bokeh: all callbacks have finished\");\n",
              "  }\n",
              "\n",
              "  function load_libs(css_urls, js_urls, callback) {\n",
              "    if (css_urls == null) css_urls = [];\n",
              "    if (js_urls == null) js_urls = [];\n",
              "\n",
              "    root._bokeh_onload_callbacks.push(callback);\n",
              "    if (root._bokeh_is_loading > 0) {\n",
              "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
              "      return null;\n",
              "    }\n",
              "    if (js_urls == null || js_urls.length === 0) {\n",
              "      run_callbacks();\n",
              "      return null;\n",
              "    }\n",
              "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
              "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
              "\n",
              "    function on_load() {\n",
              "      root._bokeh_is_loading--;\n",
              "      if (root._bokeh_is_loading === 0) {\n",
              "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
              "        run_callbacks()\n",
              "      }\n",
              "    }\n",
              "\n",
              "    function on_error() {\n",
              "      console.error(\"failed to load \" + url);\n",
              "    }\n",
              "\n",
              "    for (var i = 0; i < css_urls.length; i++) {\n",
              "      var url = css_urls[i];\n",
              "      const element = document.createElement(\"link\");\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.rel = \"stylesheet\";\n",
              "      element.type = \"text/css\";\n",
              "      element.href = url;\n",
              "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
              "      document.body.appendChild(element);\n",
              "    }\n",
              "\n",
              "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n",
              "\n",
              "    for (var i = 0; i < js_urls.length; i++) {\n",
              "      var url = js_urls[i];\n",
              "      var element = document.createElement('script');\n",
              "      element.onload = on_load;\n",
              "      element.onerror = on_error;\n",
              "      element.async = false;\n",
              "      element.src = url;\n",
              "      if (url in hashes) {\n",
              "        element.crossOrigin = \"anonymous\";\n",
              "        element.integrity = \"sha384-\" + hashes[url];\n",
              "      }\n",
              "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
              "      document.head.appendChild(element);\n",
              "    }\n",
              "  };\n",
              "\n",
              "  function inject_raw_css(css) {\n",
              "    const element = document.createElement(\"style\");\n",
              "    element.appendChild(document.createTextNode(css));\n",
              "    document.body.appendChild(element);\n",
              "  }\n",
              "\n",
              "  \n",
              "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n",
              "  var css_urls = [];\n",
              "  \n",
              "\n",
              "  var inline_js = [\n",
              "    function(Bokeh) {\n",
              "      Bokeh.set_log_level(\"info\");\n",
              "    },\n",
              "    function(Bokeh) {\n",
              "    \n",
              "    \n",
              "    }\n",
              "  ];\n",
              "\n",
              "  function run_inline_js() {\n",
              "    \n",
              "    if (root.Bokeh !== undefined || force === true) {\n",
              "      \n",
              "    for (var i = 0; i < inline_js.length; i++) {\n",
              "      inline_js[i].call(root, root.Bokeh);\n",
              "    }\n",
              "    } else if (Date.now() < root._bokeh_timeout) {\n",
              "      setTimeout(run_inline_js, 100);\n",
              "    } else if (!root._bokeh_failed_load) {\n",
              "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
              "      root._bokeh_failed_load = true;\n",
              "    } else if (force !== true) {\n",
              "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
              "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
              "    }\n",
              "\n",
              "  }\n",
              "\n",
              "  if (root._bokeh_is_loading === 0) {\n",
              "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
              "    run_inline_js();\n",
              "  } else {\n",
              "    load_libs(css_urls, js_urls, function() {\n",
              "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
              "      run_inline_js();\n",
              "    });\n",
              "  }\n",
              "}(window));"
            ],
            "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\": \"kLr4fYcqcSpbuI95brIH3vnnYCquzzSxHPU6XGQCIkQRGJwhg0StNbj1eegrHs12\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\": \"xIGPmVtaOm+z0BqfSOMn4lOR6ciex448GIKG4eE61LsAvmGj48XcMQZtKcE/UXZe\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\": \"Dc9u1wF/0zApGIWoBbH77iWEHtdmkuYWG839Uzmv8y8yBLXebjO9ZnERsde5Ln/P\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\": \"cT9JaBz7GiRXdENrJLZNSC6eMNF3nh3fa5fTF51Svp+ukxPdwcU5kGXGPBgDCa2j\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.1.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.1.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "\n",
              "  <div class=\"bk-root\" id=\"31dd3d1e-ab87-4f15-a8a6-fb36a5b41b05\" data-root-id=\"3379\"></div>\n"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
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              "  function embed_document(root) {\n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[3270]}},\"selected\":{\"id\":\"3452\"},\"selection_policy\":{\"id\":\"3451\"}},\"id\":\"3438\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"axis_label\":\"Price\",\"formatter\":{\"id\":\"3420\"},\"ticker\":{\"id\":\"3393\"}},\"id\":\"3392\",\"type\":\"LinearAxis\"},{\"attributes\":{\"overlay\":{\"id\":\"3402\"}},\"id\":\"3398\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"3423\"},{\"id\":\"3424\"},{\"id\":\"3425\"},{\"id\":\"3426\"},{\"id\":\"3427\"},{\"id\":\"3428\"},{\"id\":\"3429\"},{\"id\":\"3430\"},{\"id\":\"3431\"},{\"id\":\"3432\"},{\"id\":\"3433\"},{\"id\":\"3434\"}]},\"id\":\"3389\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"3397\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"3425\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"3386\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3384\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"darkgrey\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"darkgrey\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3411\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"3400\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"navy\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3440\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"3426\",\"type\":\"DaysTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"darkgrey\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"darkgrey\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"3412\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"3452\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"3410\"},\"glyph\":{\"id\":\"3411\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3412\"},\"selection_glyph\":null,\"view\":{\"id\":\"3414\"}},\"id\":\"3413\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"3423\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"3399\",\"type\":\"SaveTool\"},{\"attributes\":{\"label\":{\"value\":\"close\"},\"renderers\":[{\"id\":\"3413\"}]},\"id\":\"3437\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"3438\"},\"glyph\":{\"id\":\"3439\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3440\"},\"selection_glyph\":null,\"view\":{\"id\":\"3442\"}},\"id\":\"3441\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3401\",\"type\":\"HelpTool\"},{\"attributes\":{\"text\":\"AAPL One-Month Average\"},\"id\":\"3415\",\"type\":\"Title\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"3424\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"3421\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"3431\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"axis\":{\"id\":\"3392\"},\"band_fill_alpha\":0.1,\"band_fill_color\":\"olive\",\"dimension\":1,\"grid_line_alpha\":0,\"ticker\":null},\"id\":\"3395\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"3422\",\"type\":\"Selection\"},{\"attributes\":{\"label\":{\"value\":\"avg\"},\"renderers\":[{\"id\":\"3441\"}]},\"id\":\"3466\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"3420\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"3432\",\"type\":\"MonthsTicker\"}],\"root_ids\":[\"3379\"]},\"title\":\"Bokeh Application\",\"version\":\"2.1.1\"}};\n",
              "  var render_items = [{\"docid\":\"1fe517da-21c7-4e3b-8580-708b9f9748ef\",\"root_ids\":[\"3379\"],\"roots\":{\"3379\":\"31dd3d1e-ab87-4f15-a8a6-fb36a5b41b05\"}}];\n",
              "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
              "\n",
              "  }\n",
              "  if (root.Bokeh !== undefined) {\n",
              "    embed_document(root);\n",
              "  } else {\n",
              "    var attempts = 0;\n",
              "    var timer = setInterval(function(root) {\n",
              "      if (root.Bokeh !== undefined) {\n",
              "        clearInterval(timer);\n",
              "        embed_document(root);\n",
              "      } else {\n",
              "        attempts++;\n",
              "        if (attempts > 100) {\n",
              "          clearInterval(timer);\n",
              "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
              "        }\n",
              "      }\n",
              "    }, 10, root)\n",
              "  }\n",
              "})(window);"
            ],
            "application/vnd.bokehjs_exec.v0+json": ""
          },
          "metadata": {
            "tags": [],
            "application/vnd.bokehjs_exec.v0+json": {
              "id": "3379"
            }
          }
        }
      ]
    }
  ]
}