Python Bokeh.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bokeh is an interactive visualization library.\n",
    "\n",
    "Currently, Bokeh has two main interfaces:\n",
    "* bokeh.models - A low-level interface that provides the most flexibility to application developers\n",
    "* bokeh.plotting - A higher-level interface centered around composing visual glyphs\n",
    "\n",
    "Bokeh can also be used with the HoloViews library.\n",
    "\n",
    "bokeh.charts is deprecated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Install\n",
    "\n",
    "Go to python package index at python.org and see install instructions for bokeh."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "XoMOtv_TIzLj"
   },
   "source": [
    "# Documentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 821
    },
    "colab_type": "code",
    "id": "4oUGLYKAIwzh",
    "outputId": "387086ed-62d9-47ab-d6c5-fe46077c9fe6"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"1000\"\n",
       "            height=\"450\"\n",
       "            src=\"https://bokeh.pydata.org/en/latest/\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x1a2623bd30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "documentation = IFrame(src='https://bokeh.pydata.org/en/latest/', width=1000, height=450)\n",
    "display(documentation)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "123FEnAKcNUA"
   },
   "source": [
    "# Imports\n",
    "Some imports can be imported in different ways and appear to do the same thing (i.e.-bokeh.io.show, bokeh.plotting.show)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Jbo-SCZocQIa"
   },
   "outputs": [],
   "source": [
    "# standard bokeh imports\n",
    "from bokeh.io import output_notebook, show, reset_output\n",
    "\n",
    "# other bokeh imports\n",
    "import bokeh\n",
    "from bokeh.plotting import figure\n",
    "# more imports in cells below as needed\n",
    "\n",
    "# other imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from vega_datasets import data as vds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "r2zK0ZaqxCb-"
   },
   "source": [
    "# Troubleshooting\n",
    "\n",
    "* reset_output(), then output_notebook() to keep from opening new tabs and display plots in notebook\n",
    "* from bokeh.charts import 'Plot Type' is deprecated, use from bokeh.plotting import figure instead\n",
    "* if something is not working, try to update to the latest version of bokeh"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "m-5-zgxjyzOP"
   },
   "source": [
    "# Sample Data Sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "id": "45kIS_95y5jo",
    "outputId": "54bf21a0-e103-4734-89c4-422faaf1d8be"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.sampledata import iris\n",
    "# sample data set (dataframe)\n",
    "iris_dataset = iris.flowers\n",
    "iris_dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "E-lf6hxcwsgF"
   },
   "source": [
    "# Display Plots In Notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 47
    },
    "colab_type": "code",
    "id": "L0_cUPcedMMo",
    "outputId": "be21ec7d-f75d-4d22-d682-002701e1bd44"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"10983\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "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",
       "      }\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(\"10983\");\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",
       "    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",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"10983\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '10983' but no matching script tag was found. \")\n",
       "    return false;\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",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\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(\"10983\")).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(\"10983\");\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    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      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"10983\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '10983' but no matching script tag was found. \")\n    return false;\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  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\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(\"10983\")).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": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# configure the default output state to generate output in notebook cells when show() is called\n",
    "# in colab, output_notebook() is called in each cell (this is not always the case)\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "d5dtpUMQdN1v"
   },
   "outputs": [],
   "source": [
    "# output_notebook?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "cgCYTtzc28Of"
   },
   "source": [
    "# Save Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Ncg4_peA3ADt"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\ncomment out output_file(), run reset_output(), then run output_notebook() to keep from opening new tabs \\nand display plots in notebook\\n'"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# if not using a notebook environment, use this to save/open your bokeh plots\n",
    "# save your plot to html file or click save icon next to plot\n",
    "# output_file()\n",
    "\n",
    "'''\n",
    "comment out output_file(), run reset_output(), then run output_notebook() to keep from opening new tabs \n",
    "and display plots in notebook\n",
    "'''"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ALnP9aXhtIB5"
   },
   "source": [
    "# Steps to Create Plots\n",
    "\n",
    "1. create figure - used to create/house plot\n",
    "\n",
    "2. call plot (glyph) method (types = line, bar, scatter, etc.)\n",
    "\n",
    "3. show figure plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YL2R256ENhGS"
   },
   "source": [
    "# ColumnDataSource\n",
    "\n",
    "The ColumnDataSource is a data source used throughout Bokeh. Bokeh often creates the ColumnDataSource automatically, however there are times when it is useful to create them explicitly.\n",
    "\n",
    "The ColumnDataSource is a (dictionary) mapping of column names (strings) to sequences of values. The mapping is provided by passing a dictionary with string keys and lists (or similar data structures) as values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "L7J1krCcNfRk",
    "outputId": "fbd46480-d617-4a85-dbe4-8d2fb7e03112"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A': [1, 2, 3, 4, 5], 'B': [5, 4, 3, 2, 1], 'C': [1, 3, 5, 1, 2]}"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.models import ColumnDataSource\n",
    "\n",
    "column_data_source = ColumnDataSource({'A': [1, 2, 3, 4, 5],\n",
    "                                       'B': [5, 4, 3, 2, 1],\n",
    "                                       'C': [1, 3, 5, 1, 2]})\n",
    "\n",
    "column_data_source.data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "iwlTbIJriHZ6"
   },
   "source": [
    "# Line Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 347
    },
    "colab_type": "code",
    "id": "OyTCuj7JJBJu",
    "outputId": "55abab31-ff88-498c-e2ce-a833f4c1bd3a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"8e2b61b9-0147-4db5-8bb8-ed505e3855c8\" data-root-id=\"10985\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"811b9bad-1460-4770-8f44-b0cdf582fc61\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"10996\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"11000\",\"type\":\"Grid\"},{\"id\":\"11005\",\"type\":\"Grid\"},{\"id\":\"11030\",\"type\":\"Legend\"}],\"left\":[{\"id\":\"11001\",\"type\":\"LinearAxis\"}],\"plot_height\":325,\"plot_width\":500,\"renderers\":[{\"id\":\"11022\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"10986\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"11012\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"10988\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"10992\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"10990\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"10994\",\"type\":\"LinearScale\"}},\"id\":\"10985\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null},\"id\":\"11032\",\"type\":\"HoverTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9],\"y\":{\"__ndarray__\":\"GgN1o/uK0T+mmF9wYwrdP9A+a+DVbLg/h5zH4IyE5T9KhdzJGG3sP+DQUhWW0Kc/upOY2VS67T9OljOA4kzaP2g5jQ7sF7s/b5cQIZr56T8=\",\"dtype\":\"float64\",\"shape\":[10]}},\"selected\":{\"id\":\"11404\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"11405\",\"type\":\"UnionRenderers\"}},\"id\":\"11019\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"10990\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"10994\",\"type\":\"LinearScale\"},{\"attributes\":{\"data_source\":{\"id\":\"11019\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"11020\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"11021\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"11023\",\"type\":\"CDSView\"}},\"id\":\"11022\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"11029\",\"type\":\"BoxAnnotation\"}},\"id\":\"11008\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"11002\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"11007\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"11019\",\"type\":\"ColumnDataSource\"}},\"id\":\"11023\",\"type\":\"CDSView\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"11002\",\"type\":\"BasicTicker\"}},\"id\":\"11005\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11404\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"11011\",\"type\":\"HelpTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11021\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"10997\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"y\",\"formatter\":{\"id\":\"11025\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"11002\",\"type\":\"BasicTicker\"}},\"id\":\"11001\",\"type\":\"LinearAxis\"},{\"attributes\":{\"ticker\":{\"id\":\"10997\",\"type\":\"BasicTicker\"}},\"id\":\"11000\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"11029\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"items\":[{\"id\":\"11031\",\"type\":\"LegendItem\"}]},\"id\":\"11030\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11010\",\"type\":\"ResetTool\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"line_width\":2,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11020\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\"line\"},\"renderers\":[{\"id\":\"11022\",\"type\":\"GlyphRenderer\"}]},\"id\":\"11031\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"11006\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"11027\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"text\":\"Line Plot\"},\"id\":\"10986\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null},\"id\":\"10988\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11025\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"11006\",\"type\":\"PanTool\"},{\"id\":\"11007\",\"type\":\"WheelZoomTool\"},{\"id\":\"11008\",\"type\":\"BoxZoomTool\"},{\"id\":\"11009\",\"type\":\"SaveTool\"},{\"id\":\"11010\",\"type\":\"ResetTool\"},{\"id\":\"11011\",\"type\":\"HelpTool\"},{\"id\":\"11032\",\"type\":\"HoverTool\"}]},\"id\":\"11012\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"11405\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"10992\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"x\",\"formatter\":{\"id\":\"11027\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"10997\",\"type\":\"BasicTicker\"}},\"id\":\"10996\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"11009\",\"type\":\"SaveTool\"}],\"root_ids\":[\"10985\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"811b9bad-1460-4770-8f44-b0cdf582fc61\",\"roots\":{\"10985\":\"8e2b61b9-0147-4db5-8bb8-ed505e3855c8\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "10985"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# line plot\n",
    "\n",
    "from bokeh.models import HoverTool\n",
    "\n",
    "# data\n",
    "x_line = np.arange(10)\n",
    "y_line = np.random.rand(10)\n",
    "\n",
    "# line plot\n",
    "line_plot = figure(plot_width=500, plot_height=325, title='Line Plot', x_axis_label='x', y_axis_label='y')\n",
    "line_plot.line(x_line, y_line, legend='line', line_width=2)\n",
    "\n",
    "# add hover tool\n",
    "line_plot.add_tools(HoverTool())\n",
    "\n",
    "# another way to set axis labels\n",
    "# line_plot.xaxis.axis_label = 'x-axis'\n",
    "# line_plot.yaxis.axis_label = 'y-axis'\n",
    "\n",
    "show(line_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot Tools = Documentation, Pan, Box Zoom, Wheel Zoom, Save, Reset, Hover, Bokeh Plot Tools Information, Additional Tools Can Be Added"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 347
    },
    "colab_type": "code",
    "id": "C-Q46qQKlILa",
    "outputId": "dcd37882-db9c-4d8a-b016-381730e24284"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"11455\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "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",
       "      }\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(\"11455\");\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",
       "    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",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"11455\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '11455' but no matching script tag was found. \")\n",
       "    return false;\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",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\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(\"11455\")).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(\"11455\");\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    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      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"11455\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '11455' but no matching script tag was found. \")\n    return false;\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  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\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(\"11455\")).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": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"0e61ef06-51a1-48d3-bce4-c2364d5fb89b\" data-root-id=\"11456\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"3aa8c4c1-25ee-4652-be31-a79e6fce3d0c\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"11465\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"11469\",\"type\":\"Grid\"},{\"id\":\"11474\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"11470\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"11491\",\"type\":\"GlyphRenderer\"},{\"id\":\"11496\",\"type\":\"GlyphRenderer\"},{\"id\":\"11501\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"11877\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"11481\",\"type\":\"Toolbar\"},\"toolbar_location\":\"below\",\"x_range\":{\"id\":\"11457\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"11461\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"11459\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"11463\",\"type\":\"LinearScale\"}},\"id\":\"11456\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9],\"y\":{\"__ndarray__\":\"OrUO9Owq6D9/Fver4QzvP72Ysg2q2+c/8BF6QkE64D/iVp7hMnfrP46J9MlkXN8/Ky0cqHiZ4T/AyRTQ80bVP8O8zNGJoOc/kpi9lqlU6z8=\",\"dtype\":\"float64\",\"shape\":[10]}},\"selected\":{\"id\":\"11882\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"11883\",\"type\":\"UnionRenderers\"}},\"id\":\"11488\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"text\":\"\"},\"id\":\"11877\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11476\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"11463\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"11459\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11878\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"ticker\":{\"id\":\"11466\",\"type\":\"BasicTicker\"}},\"id\":\"11469\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"11479\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"11880\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"11471\",\"type\":\"BasicTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"11888\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11500\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9],\"y\":{\"__ndarray__\":\"/nz/Ns1g0j/057KXsenlP+xsefRi0+A/fKyzP1tP7T9ycNbiTFzrPyC6VLaDfMw/EJsKbKEepj+LkPc2ewDoP/+8fVeQA+M/1J1fY/YGxz8=\",\"dtype\":\"float64\",\"shape\":[10]}},\"selected\":{\"id\":\"11884\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"11885\",\"type\":\"UnionRenderers\"}},\"id\":\"11493\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"11466\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"11498\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"11499\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"11500\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"11502\",\"type\":\"CDSView\"}},\"id\":\"11501\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"11882\",\"type\":\"Selection\"},{\"attributes\":{\"line_color\":\"blue\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11494\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"11498\",\"type\":\"ColumnDataSource\"}},\"id\":\"11502\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"11888\",\"type\":\"BoxAnnotation\"}},\"id\":\"11477\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11495\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"11461\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"11480\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"11883\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"11488\",\"type\":\"ColumnDataSource\"}},\"id\":\"11492\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"11488\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"11489\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"11490\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"11492\",\"type\":\"CDSView\"}},\"id\":\"11491\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"11885\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"11880\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"11466\",\"type\":\"BasicTicker\"}},\"id\":\"11465\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9],\"y\":{\"__ndarray__\":\"gJ+VZVYwfD9c1/0aF0nSP+iSout6ysE/4L0d4+h+vj+241opVJLkP1No/InNG+I/XnZl4Sq76D9sf12RopnrPzHfXYVwMuM/MGs73ftw7j8=\",\"dtype\":\"float64\",\"shape\":[10]}},\"selected\":{\"id\":\"11886\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"11887\",\"type\":\"UnionRenderers\"}},\"id\":\"11498\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"11493\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"11494\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"11495\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"11497\",\"type\":\"CDSView\"}},\"id\":\"11496\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"11887\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"11493\",\"type\":\"ColumnDataSource\"}},\"id\":\"11497\",\"type\":\"CDSView\"},{\"attributes\":{\"formatter\":{\"id\":\"11878\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"11471\",\"type\":\"BasicTicker\"}},\"id\":\"11470\",\"type\":\"LinearAxis\"},{\"attributes\":{\"line_color\":\"yellow\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11499\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"11475\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"11478\",\"type\":\"SaveTool\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11490\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null},\"id\":\"11457\",\"type\":\"DataRange1d\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"11471\",\"type\":\"BasicTicker\"}},\"id\":\"11474\",\"type\":\"Grid\"},{\"attributes\":{\"line_color\":\"red\",\"line_width\":3,\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"11489\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"11886\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"11475\",\"type\":\"PanTool\"},{\"id\":\"11476\",\"type\":\"WheelZoomTool\"},{\"id\":\"11477\",\"type\":\"BoxZoomTool\"},{\"id\":\"11478\",\"type\":\"SaveTool\"},{\"id\":\"11479\",\"type\":\"ResetTool\"},{\"id\":\"11480\",\"type\":\"HelpTool\"}]},\"id\":\"11481\",\"type\":\"Toolbar\"}],\"root_ids\":[\"11456\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"3aa8c4c1-25ee-4652-be31-a79e6fce3d0c\",\"roots\":{\"11456\":\"0e61ef06-51a1-48d3-bce4-c2364d5fb89b\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "11456"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# line plot - multiple lines\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# data\n",
    "multi_line_x = np.arange(10)\n",
    "multi_line_y1 = np.random.rand(10)\n",
    "multi_line_y2 = np.random.rand(10)\n",
    "multi_line_y3 = np.random.rand(10)\n",
    "\n",
    "# plot \n",
    "multi_line_plot = figure(plot_width=500, plot_height=300, toolbar_location='below')\n",
    "multi_line_plot.line(multi_line_x, multi_line_y1, color='red', line_width=3)\n",
    "multi_line_plot.line(multi_line_x, multi_line_y2, color='blue', line_width=3)\n",
    "multi_line_plot.line(multi_line_x, multi_line_y3, color='yellow', line_width=3)\n",
    "show(multi_line_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ysGyGjP4F2fJ"
   },
   "source": [
    "# Bar Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 647
    },
    "colab_type": "code",
    "id": "g2CC8gbNfluJ",
    "outputId": "79fe3d16-0dde-4b9a-9511-6938fc0a7184"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"38765efa-6d58-4e01-9dab-14a40e29efd3\" data-root-id=\"11967\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"7bf88daa-4332-4d62-84a1-df434f1fc198\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"11978\",\"type\":\"CategoricalAxis\"}],\"center\":[{\"id\":\"11981\",\"type\":\"Grid\"},{\"id\":\"11986\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"11982\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"renderers\":[{\"id\":\"12003\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"11968\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"11993\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"11970\",\"type\":\"FactorRange\"},\"x_scale\":{\"id\":\"11974\",\"type\":\"CategoricalScale\"},\"y_range\":{\"id\":\"11972\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"11976\",\"type\":\"LinearScale\"}},\"id\":\"11967\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"12396\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"12000\",\"type\":\"ColumnDataSource\"}},\"id\":\"12004\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"11983\",\"type\":\"BasicTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"12398\",\"type\":\"BoxAnnotation\"}},\"id\":\"11989\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"text\":\"Bar Plot\"},\"id\":\"11968\",\"type\":\"Title\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"11983\",\"type\":\"BasicTicker\"}},\"id\":\"11986\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11991\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"12002\",\"type\":\"VBar\"},{\"attributes\":{\"callback\":null,\"start\":0},\"id\":\"11972\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"12000\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"12001\",\"type\":\"VBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"12002\",\"type\":\"VBar\"},\"selection_glyph\":null,\"view\":{\"id\":\"12004\",\"type\":\"CDSView\"}},\"id\":\"12003\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"11992\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"blue\"},\"line_color\":{\"value\":\"blue\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"12001\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"12392\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"11987\",\"type\":\"PanTool\"},{\"id\":\"11988\",\"type\":\"WheelZoomTool\"},{\"id\":\"11989\",\"type\":\"BoxZoomTool\"},{\"id\":\"11990\",\"type\":\"SaveTool\"},{\"id\":\"11991\",\"type\":\"ResetTool\"},{\"id\":\"11992\",\"type\":\"HelpTool\"}]},\"id\":\"11993\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis_label\":\"y\",\"formatter\":{\"id\":\"12392\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"11983\",\"type\":\"BasicTicker\"}},\"id\":\"11982\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"11987\",\"type\":\"PanTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"12398\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"12397\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"12394\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"callback\":null,\"factors\":[\"category2\",\"category1\",\"category4\",\"category5\",\"category3\"]},\"id\":\"11970\",\"type\":\"FactorRange\"},{\"attributes\":{\"axis_label\":\"x\",\"formatter\":{\"id\":\"12394\",\"type\":\"CategoricalTickFormatter\"},\"ticker\":{\"id\":\"11979\",\"type\":\"CategoricalTicker\"}},\"id\":\"11978\",\"type\":\"CategoricalAxis\"},{\"attributes\":{},\"id\":\"11976\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"11979\",\"type\":\"CategoricalTicker\"},{\"attributes\":{},\"id\":\"11974\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"ticker\":{\"id\":\"11979\",\"type\":\"CategoricalTicker\"}},\"id\":\"11981\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11990\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"11988\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"top\":{\"__ndarray__\":\"Q2I3rr6fGkAOg8SHlW4gQLAgPS1ZluE/Wk11Zh8uDkBx7vNM2MYKQA==\",\"dtype\":\"float64\",\"shape\":[5]},\"x\":[\"category1\",\"category2\",\"category3\",\"category4\",\"category5\"]},\"selected\":{\"id\":\"12396\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"12397\",\"type\":\"UnionRenderers\"}},\"id\":\"12000\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"11967\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"7bf88daa-4332-4d62-84a1-df434f1fc198\",\"roots\":{\"11967\":\"38765efa-6d58-4e01-9dab-14a40e29efd3\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "11967"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bar chart\n",
    "\n",
    "# data\n",
    "x_bar = ['category1', 'category2', 'category3', 'category4', 'category5']\n",
    "y_bar = np.random.rand(5)*10\n",
    "\n",
    "# sort data (sort x by its cooresponding y)\n",
    "sorted_categories = sorted(x_bar, key=lambda x: y_bar[x_bar.index(x)], reverse=True)\n",
    "\n",
    "# plot\n",
    "bar_chart = figure(x_range=sorted_categories, title='Bar Plot', x_axis_label='x', y_axis_label='y', plot_height=300)\n",
    "bar_chart.vbar(x_bar, top=y_bar, color='blue', width=0.5)\n",
    "bar_chart.y_range.start = 0\n",
    "show(bar_chart)\n",
    "\n",
    "# use hbar for horizontal bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "QNetkzBhJ0lu"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"d242c9fa-28f6-4883-8959-b9553840add7\" data-root-id=\"12448\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"ceb67086-d2ae-4bba-8201-83895f0dcc72\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"12459\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"12463\",\"type\":\"Grid\"},{\"id\":\"12468\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"12464\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"renderers\":[{\"id\":\"12489\",\"type\":\"GlyphRenderer\"},{\"id\":\"12494\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"12449\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"12475\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"12451\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"12455\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"12453\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"12457\",\"type\":\"LinearScale\"}},\"id\":\"12448\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"formatter\":{\"id\":\"12891\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"12465\",\"type\":\"BasicTicker\"}},\"id\":\"12464\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"12895\",\"type\":\"Selection\"},{\"attributes\":{\"fields\":[\"x1\"]},\"id\":\"12483\",\"type\":\"Stack\"},{\"attributes\":{\"data_source\":{\"id\":\"12447\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"12492\",\"type\":\"HBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"name\":\"x2\",\"nonselection_glyph\":{\"id\":\"12493\",\"type\":\"HBar\"},\"selection_glyph\":null,\"view\":{\"id\":\"12495\",\"type\":\"CDSView\"}},\"id\":\"12494\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"12897\",\"type\":\"BoxAnnotation\"}},\"id\":\"12471\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"12896\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"data\":{\"index\":[0,1,2,3,4],\"x1\":[1,2,4,3,4],\"x2\":[1,4,2,2,3],\"y\":[1,2,3,4,5]},\"selected\":{\"id\":\"12895\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"12896\",\"type\":\"UnionRenderers\"}},\"id\":\"12447\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"12891\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"12473\",\"type\":\"ResetTool\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"12465\",\"type\":\"BasicTicker\"}},\"id\":\"12468\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"stacked bar chart\"},\"id\":\"12449\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"12469\",\"type\":\"PanTool\"},{\"attributes\":{\"fields\":[\"x1\",\"x2\"]},\"id\":\"12485\",\"type\":\"Stack\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"12897\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null},\"id\":\"12451\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"12472\",\"type\":\"SaveTool\"},{\"attributes\":{\"fields\":[\"x1\"]},\"id\":\"12484\",\"type\":\"Stack\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"12469\",\"type\":\"PanTool\"},{\"id\":\"12470\",\"type\":\"WheelZoomTool\"},{\"id\":\"12471\",\"type\":\"BoxZoomTool\"},{\"id\":\"12472\",\"type\":\"SaveTool\"},{\"id\":\"12473\",\"type\":\"ResetTool\"},{\"id\":\"12474\",\"type\":\"HelpTool\"}]},\"id\":\"12475\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"12465\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fields\":[]},\"id\":\"12482\",\"type\":\"Stack\"},{\"attributes\":{\"source\":{\"id\":\"12447\",\"type\":\"ColumnDataSource\"}},\"id\":\"12490\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"12457\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"12460\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"12893\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"12460\",\"type\":\"BasicTicker\"}},\"id\":\"12459\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null},\"id\":\"12453\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"height\":{\"value\":0.8},\"left\":{\"expr\":{\"id\":\"12484\",\"type\":\"Stack\"}},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"right\":{\"expr\":{\"id\":\"12485\",\"type\":\"Stack\"}},\"y\":{\"field\":\"y\"}},\"id\":\"12493\",\"type\":\"HBar\"},{\"attributes\":{\"source\":{\"id\":\"12447\",\"type\":\"ColumnDataSource\"}},\"id\":\"12495\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"12474\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"12455\",\"type\":\"LinearScale\"},{\"attributes\":{\"data_source\":{\"id\":\"12447\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"12487\",\"type\":\"HBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"name\":\"x1\",\"nonselection_glyph\":{\"id\":\"12488\",\"type\":\"HBar\"},\"selection_glyph\":null,\"view\":{\"id\":\"12490\",\"type\":\"CDSView\"}},\"id\":\"12489\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"12470\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"lightgrey\"},\"height\":{\"value\":0.8},\"left\":{\"expr\":{\"id\":\"12484\",\"type\":\"Stack\"}},\"line_color\":{\"value\":\"lightgrey\"},\"right\":{\"expr\":{\"id\":\"12485\",\"type\":\"Stack\"}},\"y\":{\"field\":\"y\"}},\"id\":\"12492\",\"type\":\"HBar\"},{\"attributes\":{\"fill_color\":{\"value\":\"grey\"},\"height\":{\"value\":0.8},\"left\":{\"expr\":{\"id\":\"12482\",\"type\":\"Stack\"}},\"line_color\":{\"value\":\"grey\"},\"right\":{\"expr\":{\"id\":\"12483\",\"type\":\"Stack\"}},\"y\":{\"field\":\"y\"}},\"id\":\"12487\",\"type\":\"HBar\"},{\"attributes\":{\"ticker\":{\"id\":\"12460\",\"type\":\"BasicTicker\"}},\"id\":\"12463\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"12893\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"height\":{\"value\":0.8},\"left\":{\"expr\":{\"id\":\"12482\",\"type\":\"Stack\"}},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"right\":{\"expr\":{\"id\":\"12483\",\"type\":\"Stack\"}},\"y\":{\"field\":\"y\"}},\"id\":\"12488\",\"type\":\"HBar\"}],\"root_ids\":[\"12448\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"ceb67086-d2ae-4bba-8201-83895f0dcc72\",\"roots\":{\"12448\":\"d242c9fa-28f6-4883-8959-b9553840add7\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "12448"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# stacked bar chart\n",
    "# note - appears to work fine with dataframe or column data source converted dataframe\n",
    "# if dataframe does not work, use column data source\n",
    "\n",
    "stacked_bar_df = pd.DataFrame({'y': [1, 2, 3, 4, 5],\n",
    "                               'x1': [1, 2, 4, 3, 4],\n",
    "                               'x2': [1, 4, 2, 2, 3]})\n",
    "\n",
    "cds_stacked_bar_df = ColumnDataSource(stacked_bar_df)\n",
    "\n",
    "stacked_bar_chart = figure(plot_width=600, plot_height=300, title='stacked bar chart')\n",
    "\n",
    "stacked_bar_chart.hbar_stack(['x1', 'x2'], \n",
    "                             y='y', \n",
    "                             height=0.8, \n",
    "                             color=('grey', 'lightgrey'), \n",
    "                             source=cds_stacked_bar_df)\n",
    "\n",
    "show(stacked_bar_chart)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"b589fb12-2d7a-4727-9ef0-10b1b7a2bd13\" data-root-id=\"12946\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"432c7d40-3aaf-438d-9535-9e3ed88b7af8\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"12955\",\"type\":\"CategoricalAxis\"}],\"center\":[{\"id\":\"12958\",\"type\":\"Grid\"},{\"id\":\"12963\",\"type\":\"Grid\"},{\"id\":\"12993\",\"type\":\"Legend\"}],\"left\":[{\"id\":\"12959\",\"type\":\"LinearAxis\"}],\"plot_height\":250,\"renderers\":[{\"id\":\"12984\",\"type\":\"GlyphRenderer\"},{\"id\":\"12999\",\"type\":\"GlyphRenderer\"},{\"id\":\"13015\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"12987\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"12970\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"12947\",\"type\":\"FactorRange\"},\"x_scale\":{\"id\":\"12951\",\"type\":\"CategoricalScale\"},\"y_range\":{\"id\":\"12949\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"12953\",\"type\":\"LinearScale\"}},\"id\":\"12946\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"12995\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"12997\",\"type\":\"VBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"12998\",\"type\":\"VBar\"},\"selection_glyph\":null,\"view\":{\"id\":\"13000\",\"type\":\"CDSView\"}},\"id\":\"12999\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":{\"value\":\"gray\"},\"top\":{\"field\":\"2015\"},\"width\":{\"value\":0.2},\"x\":{\"field\":\"categories\",\"transform\":{\"id\":\"12977\",\"type\":\"Dodge\"}}},\"id\":\"12982\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"13442\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"2015\"},\"width\":{\"value\":0.2},\"x\":{\"field\":\"categories\",\"transform\":{\"id\":\"12977\",\"type\":\"Dodge\"}}},\"id\":\"12983\",\"type\":\"VBar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"2016\"},\"width\":{\"value\":0.2},\"x\":{\"field\":\"categories\",\"transform\":{\"id\":\"12978\",\"type\":\"Dodge\"}}},\"id\":\"12998\",\"type\":\"VBar\"},{\"attributes\":{\"ticker\":{\"id\":\"12956\",\"type\":\"CategoricalTicker\"}},\"id\":\"12958\",\"type\":\"Grid\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"12960\",\"type\":\"BasicTicker\"}},\"id\":\"12963\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"12990\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{\"2015\":[2,1,4],\"2016\":[5,3,3],\"2017\":[3,2,4],\"categories\":[\"category1\",\"category2\",\"category3\"],\"index\":[0,1,2]},\"selected\":{\"id\":\"13007\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"13008\",\"type\":\"UnionRenderers\"}},\"id\":\"12980\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_color\":{\"value\":\"blue\"},\"line_color\":{\"value\":\"blue\"},\"top\":{\"field\":\"2016\"},\"width\":{\"value\":0.2},\"x\":{\"field\":\"categories\",\"transform\":{\"id\":\"12978\",\"type\":\"Dodge\"}}},\"id\":\"12997\",\"type\":\"VBar\"},{\"attributes\":{\"source\":{\"id\":\"12995\",\"type\":\"ColumnDataSource\"}},\"id\":\"13000\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"12964\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"13007\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"12992\",\"type\":\"BoxAnnotation\"}},\"id\":\"12966\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"12960\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"13008\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"label\":{\"value\":\"2015\"},\"renderers\":[{\"id\":\"12984\",\"type\":\"GlyphRenderer\"}]},\"id\":\"12994\",\"type\":\"LegendItem\"},{\"attributes\":{\"label\":{\"value\":\"2016\"},\"renderers\":[{\"id\":\"12999\",\"type\":\"GlyphRenderer\"}]},\"id\":\"13010\",\"type\":\"LegendItem\"},{\"attributes\":{\"callback\":null,\"data\":{\"2015\":[2,1,4],\"2016\":[5,3,3],\"2017\":[3,2,4],\"categories\":[\"category1\",\"category2\",\"category3\"],\"index\":[0,1,2]},\"selected\":{\"id\":\"13025\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"13026\",\"type\":\"UnionRenderers\"}},\"id\":\"12995\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"12988\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"12988\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"12960\",\"type\":\"BasicTicker\"}},\"id\":\"12959\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null,\"end\":10},\"id\":\"12949\",\"type\":\"Range1d\"},{\"attributes\":{\"callback\":null,\"data\":{\"2015\":[2,1,4],\"2016\":[5,3,3],\"2017\":[3,2,4],\"categories\":[\"category1\",\"category2\",\"category3\"],\"index\":[0,1,2]},\"selected\":{\"id\":\"13441\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"13442\",\"type\":\"UnionRenderers\"}},\"id\":\"13011\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"2017\"},\"renderers\":[{\"id\":\"13015\",\"type\":\"GlyphRenderer\"}]},\"id\":\"13028\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"12967\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"12951\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"fill_color\":{\"value\":\"green\"},\"line_color\":{\"value\":\"green\"},\"top\":{\"field\":\"2017\"},\"width\":{\"value\":0.2},\"x\":{\"field\":\"categories\",\"transform\":{\"id\":\"12979\",\"type\":\"Dodge\"}}},\"id\":\"13013\",\"type\":\"VBar\"},{\"attributes\":{\"data_source\":{\"id\":\"12980\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"12982\",\"type\":\"VBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"12983\",\"type\":\"VBar\"},\"selection_glyph\":null,\"view\":{\"id\":\"12985\",\"type\":\"CDSView\"}},\"id\":\"12984\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data_source\":{\"id\":\"13011\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"13013\",\"type\":\"VBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"13014\",\"type\":\"VBar\"},\"selection_glyph\":null,\"view\":{\"id\":\"13016\",\"type\":\"CDSView\"}},\"id\":\"13015\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"items\":[{\"id\":\"12994\",\"type\":\"LegendItem\"},{\"id\":\"13010\",\"type\":\"LegendItem\"},{\"id\":\"13028\",\"type\":\"LegendItem\"}],\"location\":\"top_left\",\"orientation\":\"horizontal\"},\"id\":\"12993\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"12953\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"12992\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"12965\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"12990\",\"type\":\"CategoricalTickFormatter\"},\"ticker\":{\"id\":\"12956\",\"type\":\"CategoricalTicker\"}},\"id\":\"12955\",\"type\":\"CategoricalAxis\"},{\"attributes\":{\"callback\":null,\"factors\":[\"category1\",\"category2\",\"category3\"]},\"id\":\"12947\",\"type\":\"FactorRange\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"12964\",\"type\":\"PanTool\"},{\"id\":\"12965\",\"type\":\"WheelZoomTool\"},{\"id\":\"12966\",\"type\":\"BoxZoomTool\"},{\"id\":\"12967\",\"type\":\"SaveTool\"},{\"id\":\"12968\",\"type\":\"ResetTool\"},{\"id\":\"12969\",\"type\":\"HelpTool\"}]},\"id\":\"12970\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"12956\",\"type\":\"CategoricalTicker\"},{\"attributes\":{},\"id\":\"13441\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"12968\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"2017\"},\"width\":{\"value\":0.2},\"x\":{\"field\":\"categories\",\"transform\":{\"id\":\"12979\",\"type\":\"Dodge\"}}},\"id\":\"13014\",\"type\":\"VBar\"},{\"attributes\":{\"range\":{\"id\":\"12947\",\"type\":\"FactorRange\"}},\"id\":\"12978\",\"type\":\"Dodge\"},{\"attributes\":{\"source\":{\"id\":\"13011\",\"type\":\"ColumnDataSource\"}},\"id\":\"13016\",\"type\":\"CDSView\"},{\"attributes\":{\"range\":{\"id\":\"12947\",\"type\":\"FactorRange\"},\"value\":0.25},\"id\":\"12979\",\"type\":\"Dodge\"},{\"attributes\":{\"text\":\"\"},\"id\":\"12987\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"12980\",\"type\":\"ColumnDataSource\"}},\"id\":\"12985\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"12969\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"13025\",\"type\":\"Selection\"},{\"attributes\":{\"range\":{\"id\":\"12947\",\"type\":\"FactorRange\"},\"value\":-0.25},\"id\":\"12977\",\"type\":\"Dodge\"},{\"attributes\":{},\"id\":\"13026\",\"type\":\"UnionRenderers\"}],\"root_ids\":[\"12946\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"432c7d40-3aaf-438d-9535-9e3ed88b7af8\",\"roots\":{\"12946\":\"b589fb12-2d7a-4727-9ef0-10b1b7a2bd13\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "12946"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# grouped bar chart\n",
    "\n",
    "from bokeh.core.properties import value\n",
    "from bokeh.transform import dodge\n",
    "\n",
    "# data\n",
    "categories = ['category1', 'category2', 'category3']\n",
    "grouped_bar_df = pd.DataFrame({'categories' : categories,\n",
    "                               '2015': [2, 1, 4],\n",
    "                               '2016': [5, 3, 3],\n",
    "                               '2017': [3, 2, 4]})\n",
    "\n",
    "# plot\n",
    "grouped_bar = figure(x_range=categories, y_range=(0, 10), plot_height=250)\n",
    "\n",
    "# offsets bars / bar locations on axis\n",
    "dodge1 = dodge('categories', -0.25, range=grouped_bar.x_range)\n",
    "dodge2 = dodge('categories',  0.0,  range=grouped_bar.x_range)\n",
    "dodge3 = dodge('categories',  0.25, range=grouped_bar.x_range)\n",
    "\n",
    "grouped_bar.vbar(x=dodge1, top='2015', width=0.2, source=grouped_bar_df, color='gray', legend=value('2015'))\n",
    "grouped_bar.vbar(x=dodge2, top='2016', width=0.2, source=grouped_bar_df, color='blue', legend=value('2016'))\n",
    "grouped_bar.vbar(x=dodge3, top='2017', width=0.2, source=grouped_bar_df, color='green', legend=value('2017'))\n",
    "\n",
    "# format legend\n",
    "grouped_bar.legend.location = 'top_left'\n",
    "grouped_bar.legend.orientation = 'horizontal'\n",
    "\n",
    "show(grouped_bar)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stacked Area Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"957e3345-a696-4eec-aec6-fa5761554991\" data-root-id=\"13522\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"ec503e0a-f95c-4fd6-a99e-ad35f90e7c2e\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"13531\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"13535\",\"type\":\"Grid\"},{\"id\":\"13540\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"13536\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"renderers\":[{\"id\":\"13562\",\"type\":\"GlyphRenderer\"},{\"id\":\"13568\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"13986\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"13547\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"13523\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"13527\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"13525\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"13529\",\"type\":\"LinearScale\"}},\"id\":\"13522\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"source\":{\"id\":\"13558\",\"type\":\"ColumnDataSource\"}},\"id\":\"13563\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"13541\",\"type\":\"PanTool\"},{\"attributes\":{\"fields\":[\"y1\",\"y2\"]},\"id\":\"13557\",\"type\":\"Stack\"},{\"attributes\":{\"fields\":[\"y1\"]},\"id\":\"13556\",\"type\":\"Stack\"},{\"attributes\":{\"data_source\":{\"id\":\"13564\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"13566\",\"type\":\"VArea\"},\"hover_glyph\":null,\"muted_glyph\":null,\"name\":\"y2\",\"nonselection_glyph\":{\"id\":\"13567\",\"type\":\"VArea\"},\"selection_glyph\":null,\"view\":{\"id\":\"13569\",\"type\":\"CDSView\"}},\"id\":\"13568\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"ticker\":{\"id\":\"13532\",\"type\":\"BasicTicker\"}},\"id\":\"13535\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"13987\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"13537\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fields\":[]},\"id\":\"13554\",\"type\":\"Stack\"},{\"attributes\":{},\"id\":\"13545\",\"type\":\"ResetTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"index\":[0,1,2,3,4],\"x\":[1,2,3,4,5],\"y1\":[1,2,4,3,4],\"y2\":[1,4,2,2,3]},\"selected\":{\"id\":\"13993\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"13994\",\"type\":\"UnionRenderers\"}},\"id\":\"13564\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"13527\",\"type\":\"LinearScale\"},{\"attributes\":{\"fields\":[\"y1\"]},\"id\":\"13555\",\"type\":\"Stack\"},{\"attributes\":{},\"id\":\"13989\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"13532\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"13546\",\"type\":\"HelpTool\"},{\"attributes\":{\"source\":{\"id\":\"13564\",\"type\":\"ColumnDataSource\"}},\"id\":\"13569\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"13995\",\"type\":\"BoxAnnotation\"}},\"id\":\"13543\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"13529\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y1\":{\"expr\":{\"id\":\"13556\",\"type\":\"Stack\"}},\"y2\":{\"expr\":{\"id\":\"13557\",\"type\":\"Stack\"}}},\"id\":\"13567\",\"type\":\"VArea\"},{\"attributes\":{\"formatter\":{\"id\":\"13987\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"13537\",\"type\":\"BasicTicker\"}},\"id\":\"13536\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null},\"id\":\"13525\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":0.1,\"fill_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y1\":{\"expr\":{\"id\":\"13554\",\"type\":\"Stack\"}},\"y2\":{\"expr\":{\"id\":\"13555\",\"type\":\"Stack\"}}},\"id\":\"13561\",\"type\":\"VArea\"},{\"attributes\":{},\"id\":\"13994\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"13992\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"13537\",\"type\":\"BasicTicker\"}},\"id\":\"13540\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"13989\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"13532\",\"type\":\"BasicTicker\"}},\"id\":\"13531\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_color\":\"green\",\"x\":{\"field\":\"x\"},\"y1\":{\"expr\":{\"id\":\"13554\",\"type\":\"Stack\"}},\"y2\":{\"expr\":{\"id\":\"13555\",\"type\":\"Stack\"}}},\"id\":\"13560\",\"type\":\"VArea\"},{\"attributes\":{\"text\":\"\"},\"id\":\"13986\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"13993\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"13541\",\"type\":\"PanTool\"},{\"id\":\"13542\",\"type\":\"WheelZoomTool\"},{\"id\":\"13543\",\"type\":\"BoxZoomTool\"},{\"id\":\"13544\",\"type\":\"SaveTool\"},{\"id\":\"13545\",\"type\":\"ResetTool\"},{\"id\":\"13546\",\"type\":\"HelpTool\"}]},\"id\":\"13547\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"13542\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"13991\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"13558\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"13560\",\"type\":\"VArea\"},\"hover_glyph\":null,\"muted_glyph\":null,\"name\":\"y1\",\"nonselection_glyph\":{\"id\":\"13561\",\"type\":\"VArea\"},\"selection_glyph\":null,\"view\":{\"id\":\"13563\",\"type\":\"CDSView\"}},\"id\":\"13562\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{\"index\":[0,1,2,3,4],\"x\":[1,2,3,4,5],\"y1\":[1,2,4,3,4],\"y2\":[1,4,2,2,3]},\"selected\":{\"id\":\"13991\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"13992\",\"type\":\"UnionRenderers\"}},\"id\":\"13558\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null},\"id\":\"13523\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"13544\",\"type\":\"SaveTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"13995\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_color\":\"lightgreen\",\"x\":{\"field\":\"x\"},\"y1\":{\"expr\":{\"id\":\"13556\",\"type\":\"Stack\"}},\"y2\":{\"expr\":{\"id\":\"13557\",\"type\":\"Stack\"}}},\"id\":\"13566\",\"type\":\"VArea\"}],\"root_ids\":[\"13522\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"ec503e0a-f95c-4fd6-a99e-ad35f90e7c2e\",\"roots\":{\"13522\":\"957e3345-a696-4eec-aec6-fa5761554991\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "13522"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stacked_area_df = pd.DataFrame({'x': [1, 2, 3, 4, 5],\n",
    "                                'y1': [1, 2, 4, 3, 4],\n",
    "                                'y2': [1, 4, 2, 2, 3]})\n",
    "\n",
    "stacked_area_plot = figure(plot_width=600, plot_height=300)\n",
    "\n",
    "stacked_area_plot.varea_stack(['y1', 'y2'],\n",
    "                              x='x',\n",
    "                              color=('green', 'lightgreen'),\n",
    "                              source=stacked_area_df)\n",
    "\n",
    "show(stacked_area_plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "# stacked_area_plot.varea_stack?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "h0zow8J_HRdJ"
   },
   "source": [
    "# Scatter Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "id": "2EFdzYx0fhUW",
    "outputId": "2bac8924-242e-4cf2-fecc-0d262a9b0e45"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Displacement</th>\n",
       "      <th>Horsepower</th>\n",
       "      <th>Miles_per_Gallon</th>\n",
       "      <th>Name</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Weight_in_lbs</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>15.6</td>\n",
       "      <td>4</td>\n",
       "      <td>140.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>ford mustang gl</td>\n",
       "      <td>USA</td>\n",
       "      <td>2790</td>\n",
       "      <td>1982-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>24.6</td>\n",
       "      <td>4</td>\n",
       "      <td>97.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>vw pickup</td>\n",
       "      <td>Europe</td>\n",
       "      <td>2130</td>\n",
       "      <td>1982-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>11.6</td>\n",
       "      <td>4</td>\n",
       "      <td>135.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>dodge rampage</td>\n",
       "      <td>USA</td>\n",
       "      <td>2295</td>\n",
       "      <td>1982-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>18.6</td>\n",
       "      <td>4</td>\n",
       "      <td>120.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>ford ranger</td>\n",
       "      <td>USA</td>\n",
       "      <td>2625</td>\n",
       "      <td>1982-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>19.4</td>\n",
       "      <td>4</td>\n",
       "      <td>119.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>chevy s-10</td>\n",
       "      <td>USA</td>\n",
       "      <td>2720</td>\n",
       "      <td>1982-01-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Acceleration  Cylinders  Displacement  Horsepower  Miles_per_Gallon  \\\n",
       "401          15.6          4         140.0        86.0              27.0   \n",
       "402          24.6          4          97.0        52.0              44.0   \n",
       "403          11.6          4         135.0        84.0              32.0   \n",
       "404          18.6          4         120.0        79.0              28.0   \n",
       "405          19.4          4         119.0        82.0              31.0   \n",
       "\n",
       "                Name  Origin  Weight_in_lbs       Year  \n",
       "401  ford mustang gl     USA           2790 1982-01-01  \n",
       "402        vw pickup  Europe           2130 1982-01-01  \n",
       "403    dodge rampage     USA           2295 1982-01-01  \n",
       "404      ford ranger     USA           2625 1982-01-01  \n",
       "405       chevy s-10     USA           2720 1982-01-01  "
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# vega data sets cars data\n",
    "cars = vds.cars()\n",
    "cars.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 347
    },
    "colab_type": "code",
    "id": "OTJC6Ugpg2O5",
    "outputId": "6ffe1e14-66da-4fda-8e8a-37b286d0ce07"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"5e1bcb9c-82ed-4935-ad85-626209102bb3\" data-root-id=\"14062\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"4999000a-96de-4bce-84c7-3ca136e1dcfe\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"14071\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"14075\",\"type\":\"Grid\"},{\"id\":\"14080\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"14076\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"14097\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"14526\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"14087\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"14063\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"14067\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"14065\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"14069\",\"type\":\"LinearScale\"}},\"id\":\"14062\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[3504,3693,3436,3433,3449,4341,4354,4312,4425,3850,3090,4142,4034,4166,3850,3563,3609,3353,3761,3086,2372,2833,2774,2587,2130,1835,2672,2430,2375,2234,2648,4615,4376,4382,4732,2130,2264,2228,2046,1978,2634,3439,3329,3302,3288,4209,4464,4154,4096,4955,4746,5140,2962,2408,3282,3139,2220,2123,2074,2065,1773,1613,1834,1955,2278,2126,2254,2408,2226,4274,4385,4135,4129,3672,4633,4502,4456,4422,2330,3892,4098,4294,4077,2933,2511,2979,2189,2395,2288,2506,2164,2100,4100,3672,3988,4042,3777,4952,4464,4363,4237,4735,4951,3821,3121,3278,2945,3021,2904,1950,4997,4906,4654,4499,2789,2279,2401,2379,2124,2310,2472,2265,4082,4278,1867,2158,2582,2868,3399,2660,2807,3664,3102,2875,2901,3336,1950,2451,1836,2542,3781,3632,3613,4141,4699,4457,4638,4257,2219,1963,2300,1649,2003,2125,2108,2246,2489,2391,2000,3264,3459,3432,3158,4668,4440,4498,4657,3907,3897,3730,3785,3039,3221,3169,2171,2639,2914,2592,2702,2223,2545,2984,1937,3211,2694,2957,2945,2671,1795,2464,2220,2572,2255,2202,4215,4190,3962,4215,3233,3353,3012,3085,2035,2164,1937,1795,3651,3574,3645,3193,1825,1990,2155,2565,3150,3940,3270,2930,3820,4380,4055,3870,3755,2045,2155,1825,2300,1945,3880,4060,4140,4295,3520,3425,3630,3525,4220,4165,4325,4335,1940,2740,2265,2755,2051,2075,1985,2190,2815,2600,2720,1985,1800,1985,2070,1800,3365,3735,3570,3535,3155,2965,2720,3430,3210,3380,3070,3620,3410,3425,3445,3205,4080,2155,2560,2300,2230,2515,2745,2855,2405,2830,3140,2795,3410,1990,2135,3245,2990,2890,3265,3360,3840,3725,3955,3830,4360,4054,3605,3940,1925,1975,1915,2670,3530,3900,3190,3420,2200,2150,2020,2130,2670,2595,2700,2556,2144,1968,2120,2019,2678,2870,3003,3381,2188,2711,2542,2434,2265,2110,2800,2110,2085,2335,2950,3250,1850,1835,2145,1845,2910,2420,2500,2905,2290,2490,2635,2620,2725,2385,1755,1875,1760,2065,1975,2050,1985,2215,2045,2380,2190,2320,2210,2350,2615,2635,3230,2800,3160,2900,2930,3415,3725,3060,3465,2605,2640,2395,2575,2525,2735,2865,3035,1980,2025,1970,2125,2125,2160,2205,2245,1965,1965,1995,2945,3015,2585,2835,2665,2370,2950,2790,2130,2295,2625,2720],\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]}},\"selected\":{\"id\":\"14531\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"14532\",\"type\":\"UnionRenderers\"}},\"id\":\"14094\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"14532\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data_source\":{\"id\":\"14094\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"14095\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"14096\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"14098\",\"type\":\"CDSView\"}},\"id\":\"14097\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"14081\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"orange\"},\"line_color\":{\"value\":\"navy\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"14095\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"14094\",\"type\":\"ColumnDataSource\"}},\"id\":\"14098\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null},\"id\":\"14063\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"14082\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"14096\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null},\"id\":\"14065\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"14085\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"14084\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"14069\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"14533\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"text\":\"\"},\"id\":\"14526\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"14067\",\"type\":\"LinearScale\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"14081\",\"type\":\"PanTool\"},{\"id\":\"14082\",\"type\":\"WheelZoomTool\"},{\"id\":\"14083\",\"type\":\"BoxZoomTool\"},{\"id\":\"14084\",\"type\":\"SaveTool\"},{\"id\":\"14085\",\"type\":\"ResetTool\"},{\"id\":\"14086\",\"type\":\"HelpTool\"}]},\"id\":\"14087\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"14072\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Weight_in_lbs\",\"formatter\":{\"id\":\"14529\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"14072\",\"type\":\"BasicTicker\"}},\"id\":\"14071\",\"type\":\"LinearAxis\"},{\"attributes\":{\"ticker\":{\"id\":\"14072\",\"type\":\"BasicTicker\"}},\"id\":\"14075\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"14531\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"14533\",\"type\":\"BoxAnnotation\"}},\"id\":\"14083\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"axis_label\":\"Miles_per_Gallon\",\"formatter\":{\"id\":\"14527\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"14077\",\"type\":\"BasicTicker\"}},\"id\":\"14076\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"14529\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"14077\",\"type\":\"BasicTicker\"}},\"id\":\"14080\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"14527\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"14077\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"14086\",\"type\":\"HelpTool\"}],\"root_ids\":[\"14062\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"4999000a-96de-4bce-84c7-3ca136e1dcfe\",\"roots\":{\"14062\":\"5e1bcb9c-82ed-4935-ad85-626209102bb3\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "14062"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot\n",
    "\n",
    "# data\n",
    "x_scatter = cars.Weight_in_lbs\n",
    "y_scatter = cars.Miles_per_Gallon\n",
    "\n",
    "# plot \n",
    "scatter_plot = figure(plot_width=500, plot_height=300, x_axis_label='Weight_in_lbs', y_axis_label='Miles_per_Gallon')\n",
    "scatter_plot.circle(x_scatter, y_scatter, size=15, line_color='navy', fill_color='orange', fill_alpha=0.5)\n",
    "show(scatter_plot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "E6mffj8pHRi7"
   },
   "source": [
    "Other scatter plot variations include: cross, x, diamond, diamond_cross, circle_x, circle_cross, triangle, \n",
    "inverted_triangle, square, square_x, square_cross, asterisk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "id": "pPYAaVM2rZtw",
    "outputId": "2c9830e0-41ca-485d-88c7-a102a4b6898e"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>petalLength</th>\n",
       "      <th>petalWidth</th>\n",
       "      <th>sepalLength</th>\n",
       "      <th>sepalWidth</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     petalLength  petalWidth  sepalLength  sepalWidth    species\n",
       "145          5.2         2.3          6.7         3.0  virginica\n",
       "146          5.0         1.9          6.3         2.5  virginica\n",
       "147          5.2         2.0          6.5         3.0  virginica\n",
       "148          5.4         2.3          6.2         3.4  virginica\n",
       "149          5.1         1.8          5.9         3.0  virginica"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# vega data sets iris data\n",
    "iris = vds.iris()\n",
    "iris.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "colab_type": "code",
    "id": "9tLMFhgNHeyC",
    "outputId": "6ffe776c-ed2f-41fc-e009-bc27b1b586dc"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"45edf4b3-536d-407b-a8b0-9431b73e13a2\" data-root-id=\"14588\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"645d220f-e346-49f0-ab61-8da5e4a86fd1\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"14599\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"14603\",\"type\":\"Grid\"},{\"id\":\"14608\",\"type\":\"Grid\"},{\"id\":\"14636\",\"type\":\"Legend\"}],\"left\":[{\"id\":\"14604\",\"type\":\"LinearAxis\"}],\"plot_height\":400,\"renderers\":[{\"id\":\"14628\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"14589\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"14615\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"14591\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"14595\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"14593\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"14597\",\"type\":\"LinearScale\"}},\"id\":\"14588\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"marker\":{\"field\":\"species\",\"transform\":{\"id\":\"14623\",\"type\":\"CategoricalMarkerMapper\"}},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"petalLength\"},\"y\":{\"field\":\"petalWidth\"}},\"id\":\"14627\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"14631\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"15078\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"14635\",\"type\":\"BoxAnnotation\"}},\"id\":\"14611\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"14612\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"14614\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"14609\",\"type\":\"PanTool\"},{\"attributes\":{\"ticker\":{\"id\":\"14600\",\"type\":\"BasicTicker\"}},\"id\":\"14603\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null},\"id\":\"14593\",\"type\":\"DataRange1d\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"14605\",\"type\":\"BasicTicker\"}},\"id\":\"14608\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"14624\",\"type\":\"ColumnDataSource\"}},\"id\":\"14629\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null},\"id\":\"14591\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"14605\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"14624\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"14626\",\"type\":\"Scatter\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"14627\",\"type\":\"Scatter\"},\"selection_glyph\":null,\"view\":{\"id\":\"14629\",\"type\":\"CDSView\"}},\"id\":\"14628\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"factors\":[\"setosa\",\"versicolor\",\"virginica\"],\"markers\":[\"hex\",\"cross\",\"triangle\"]},\"id\":\"14623\",\"type\":\"CategoricalMarkerMapper\"},{\"attributes\":{\"items\":[{\"id\":\"14637\",\"type\":\"LegendItem\"}],\"location\":\"top_left\"},\"id\":\"14636\",\"type\":\"Legend\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"14635\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"14610\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"axis_label\":\"petalLength\",\"formatter\":{\"id\":\"14633\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"14600\",\"type\":\"BasicTicker\"}},\"id\":\"14599\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis_label\":\"petalWidth\",\"formatter\":{\"id\":\"14631\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"14605\",\"type\":\"BasicTicker\"}},\"id\":\"14604\",\"type\":\"LinearAxis\"},{\"attributes\":{\"label\":{\"field\":\"species\"},\"renderers\":[{\"id\":\"14628\",\"type\":\"GlyphRenderer\"}]},\"id\":\"14637\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"15079\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"14595\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"field\":\"species\",\"transform\":{\"id\":\"14622\",\"type\":\"CategoricalColorMapper\"}},\"line_color\":{\"field\":\"species\",\"transform\":{\"id\":\"14622\",\"type\":\"CategoricalColorMapper\"}},\"marker\":{\"field\":\"species\",\"transform\":{\"id\":\"14623\",\"type\":\"CategoricalMarkerMapper\"}},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"petalLength\"},\"y\":{\"field\":\"petalWidth\"}},\"id\":\"14626\",\"type\":\"Scatter\"},{\"attributes\":{\"text\":\"Iris\"},\"id\":\"14589\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"14633\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"14600\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"14613\",\"type\":\"ResetTool\"},{\"attributes\":{\"factors\":[\"setosa\",\"versicolor\",\"virginica\"],\"palette\":[\"#1b9e77\",\"#d95f02\",\"#7570b3\"]},\"id\":\"14622\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"14609\",\"type\":\"PanTool\"},{\"id\":\"14610\",\"type\":\"WheelZoomTool\"},{\"id\":\"14611\",\"type\":\"BoxZoomTool\"},{\"id\":\"14612\",\"type\":\"SaveTool\"},{\"id\":\"14613\",\"type\":\"ResetTool\"},{\"id\":\"14614\",\"type\":\"HelpTool\"}]},\"id\":\"14615\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"14597\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"data\":{\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149],\"petalLength\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[150]},\"petalWidth\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[150]},\"sepalLength\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[150]},\"sepalWidth\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[150]},\"species\":[\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"setosa\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"versicolor\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\",\"virginica\"]},\"selected\":{\"id\":\"15078\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"15079\",\"type\":\"UnionRenderers\"}},\"id\":\"14624\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"14588\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"645d220f-e346-49f0-ab61-8da5e4a86fd1\",\"roots\":{\"14588\":\"45edf4b3-536d-407b-a8b0-9431b73e13a2\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "14588"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# scatter plot subgroups using iris data\n",
    "\n",
    "from bokeh.transform import factor_cmap, factor_mark\n",
    "\n",
    "# data\n",
    "# use vega_datasets iris data\n",
    "\n",
    "# plot \n",
    "species = ['setosa', 'versicolor', 'virginica']\n",
    "markers = ['hex', 'cross', 'triangle']\n",
    "\n",
    "scatter_plot_subgroups = figure(plot_width=600, \n",
    "                                plot_height=400, \n",
    "                                title ='Iris', \n",
    "                                x_axis_label='petalLength', \n",
    "                                y_axis_label='petalWidth')\n",
    "\n",
    "scatter_plot_subgroups.scatter(x='petalLength',\n",
    "                               y='petalWidth',\n",
    "                               source=iris,\n",
    "                               legend='species',\n",
    "                               fill_alpha=0.5,\n",
    "                               size=15,\n",
    "                               color=factor_cmap(field_name='species', palette='Dark2_3', factors=species),\n",
    "                               marker=factor_mark('species', markers, species)\n",
    "                              )\n",
    "\n",
    "# move legend\n",
    "scatter_plot_subgroups.legend.location = 'top_left'\n",
    "show(scatter_plot_subgroups)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "# scatter_plot_subgroups.scatter?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "VtNjJ-GVFoNl"
   },
   "source": [
    "# Subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 677
    },
    "colab_type": "code",
    "id": "Ynt0mf4sFreV",
    "outputId": "3a3dc3e4-758b-4c64-bf00-9df8e847c98d",
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"15129\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "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",
       "      }\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(\"15129\");\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",
       "    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",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"15129\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '15129' but no matching script tag was found. \")\n",
       "    return false;\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",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\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(\"15129\")).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(\"15129\");\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    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      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"15129\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '15129' but no matching script tag was found. \")\n    return false;\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  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\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(\"15129\")).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": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"ee2d9fc1-af1c-4fb3-8a2c-30fde2694a31\" data-root-id=\"15321\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"a73bb253-609f-4c08-8100-ee4adfa28608\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"15320\",\"type\":\"ToolbarBox\"},{\"id\":\"15318\",\"type\":\"GridBox\"}]},\"id\":\"15321\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"15182\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"15241\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"15290\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"15177\",\"type\":\"BasicTicker\"}},\"id\":\"15176\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"15245\",\"type\":\"PanTool\"},{\"attributes\":{\"ticker\":{\"id\":\"15172\",\"type\":\"BasicTicker\"}},\"id\":\"15175\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]}},\"selected\":{\"id\":\"15284\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"15285\",\"type\":\"UnionRenderers\"}},\"id\":\"15258\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15270\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null},\"id\":\"15197\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]}},\"selected\":{\"id\":\"15304\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"15305\",\"type\":\"UnionRenderers\"}},\"id\":\"15268\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"formatter\":{\"id\":\"15292\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"15172\",\"type\":\"BasicTicker\"}},\"id\":\"15171\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15260\",\"type\":\"Circle\"},{\"attributes\":{\"below\":[{\"id\":\"15171\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"15175\",\"type\":\"Grid\"},{\"id\":\"15180\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"15176\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":300,\"renderers\":[{\"id\":\"15266\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"15289\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"15187\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"15163\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"15167\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"15165\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"15169\",\"type\":\"LinearScale\"}},\"id\":\"15162\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"overlay\":{\"id\":\"15296\",\"type\":\"BoxAnnotation\"}},\"id\":\"15183\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15274\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15265\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"15181\",\"type\":\"PanTool\"},{\"attributes\":{\"data_source\":{\"id\":\"15258\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"15259\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"15260\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"15262\",\"type\":\"CDSView\"}},\"id\":\"15261\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null},\"id\":\"15195\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"15249\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"15273\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"15274\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"15275\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"15277\",\"type\":\"CDSView\"}},\"id\":\"15276\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"15258\",\"type\":\"ColumnDataSource\"}},\"id\":\"15262\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"15184\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"15246\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"15250\",\"type\":\"HelpTool\"},{\"attributes\":{\"data_source\":{\"id\":\"15268\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"15269\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"15270\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"15272\",\"type\":\"CDSView\"}},\"id\":\"15271\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"15177\",\"type\":\"BasicTicker\"},{\"attributes\":{\"below\":[{\"id\":\"15139\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"15143\",\"type\":\"Grid\"},{\"id\":\"15148\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"15144\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":300,\"renderers\":[{\"id\":\"15261\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"15279\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"15155\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"15131\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"15135\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"15133\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"15137\",\"type\":\"LinearScale\"}},\"id\":\"15130\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[3504,3693,3436,3433,3449,4341,4354,4312,4425,3850,3090,4142,4034,4166,3850,3563,3609,3353,3761,3086,2372,2833,2774,2587,2130,1835,2672,2430,2375,2234,2648,4615,4376,4382,4732,2130,2264,2228,2046,1978,2634,3439,3329,3302,3288,4209,4464,4154,4096,4955,4746,5140,2962,2408,3282,3139,2220,2123,2074,2065,1773,1613,1834,1955,2278,2126,2254,2408,2226,4274,4385,4135,4129,3672,4633,4502,4456,4422,2330,3892,4098,4294,4077,2933,2511,2979,2189,2395,2288,2506,2164,2100,4100,3672,3988,4042,3777,4952,4464,4363,4237,4735,4951,3821,3121,3278,2945,3021,2904,1950,4997,4906,4654,4499,2789,2279,2401,2379,2124,2310,2472,2265,4082,4278,1867,2158,2582,2868,3399,2660,2807,3664,3102,2875,2901,3336,1950,2451,1836,2542,3781,3632,3613,4141,4699,4457,4638,4257,2219,1963,2300,1649,2003,2125,2108,2246,2489,2391,2000,3264,3459,3432,3158,4668,4440,4498,4657,3907,3897,3730,3785,3039,3221,3169,2171,2639,2914,2592,2702,2223,2545,2984,1937,3211,2694,2957,2945,2671,1795,2464,2220,2572,2255,2202,4215,4190,3962,4215,3233,3353,3012,3085,2035,2164,1937,1795,3651,3574,3645,3193,1825,1990,2155,2565,3150,3940,3270,2930,3820,4380,4055,3870,3755,2045,2155,1825,2300,1945,3880,4060,4140,4295,3520,3425,3630,3525,4220,4165,4325,4335,1940,2740,2265,2755,2051,2075,1985,2190,2815,2600,2720,1985,1800,1985,2070,1800,3365,3735,3570,3535,3155,2965,2720,3430,3210,3380,3070,3620,3410,3425,3445,3205,4080,2155,2560,2300,2230,2515,2745,2855,2405,2830,3140,2795,3410,1990,2135,3245,2990,2890,3265,3360,3840,3725,3955,3830,4360,4054,3605,3940,1925,1975,1915,2670,3530,3900,3190,3420,2200,2150,2020,2130,2670,2595,2700,2556,2144,1968,2120,2019,2678,2870,3003,3381,2188,2711,2542,2434,2265,2110,2800,2110,2085,2335,2950,3250,1850,1835,2145,1845,2910,2420,2500,2905,2290,2490,2635,2620,2725,2385,1755,1875,1760,2065,1975,2050,1985,2215,2045,2380,2190,2320,2210,2350,2615,2635,3230,2800,3160,2900,2930,3415,3725,3060,3465,2605,2640,2395,2575,2525,2735,2865,3035,1980,2025,1970,2125,2125,2160,2205,2245,1965,1965,1995,2945,3015,2585,2835,2665,2370,2950,2790,2130,2295,2625,2720],\"y\":{\"__ndarray__\":\"AAAAAAAAMkAAAAAAAAAuQAAAAAAAADJAAAAAAAAAMEAAAAAAAAAxQAAAAAAAAC5AAAAAAAAALEAAAAAAAAAsQAAAAAAAACxAAAAAAAAALkAAAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAALkAAAAAAAAAsQAAAAAAAAPh/AAAAAAAALkAAAAAAAAAsQAAAAAAAADhAAAAAAAAANkAAAAAAAAAyQAAAAAAAADVAAAAAAAAAO0AAAAAAAAA6QAAAAAAAADlAAAAAAAAAOEAAAAAAAAA5QAAAAAAAADpAAAAAAAAANUAAAAAAAAAkQAAAAAAAACRAAAAAAAAAJkAAAAAAAAAiQAAAAAAAADtAAAAAAAAAPEAAAAAAAAA5QAAAAAAAADlAAAAAAAAA+H8AAAAAAAAzQAAAAAAAADBAAAAAAAAAMUAAAAAAAAAzQAAAAAAAADJAAAAAAAAALEAAAAAAAAAsQAAAAAAAACxAAAAAAAAALEAAAAAAAAAoQAAAAAAAACpAAAAAAAAAKkAAAAAAAAAyQAAAAAAAADZAAAAAAAAAM0AAAAAAAAAyQAAAAAAAADdAAAAAAAAAPEAAAAAAAAA+QAAAAAAAAD5AAAAAAAAAP0AAAAAAAIBBQAAAAAAAADtAAAAAAAAAOkAAAAAAAAA4QAAAAAAAADlAAAAAAAAAN0AAAAAAAAA0QAAAAAAAADVAAAAAAAAAKkAAAAAAAAAsQAAAAAAAAC5AAAAAAAAALEAAAAAAAAAxQAAAAAAAACZAAAAAAAAAKkAAAAAAAAAoQAAAAAAAACpAAAAAAAAAM0AAAAAAAAAuQAAAAAAAACpAAAAAAAAAKkAAAAAAAAAsQAAAAAAAADJAAAAAAAAANkAAAAAAAAA1QAAAAAAAADpAAAAAAAAANkAAAAAAAAA8QAAAAAAAADdAAAAAAAAAPEAAAAAAAAA7QAAAAAAAACpAAAAAAAAALEAAAAAAAAAqQAAAAAAAACxAAAAAAAAALkAAAAAAAAAoQAAAAAAAACpAAAAAAAAAKkAAAAAAAAAsQAAAAAAAACpAAAAAAAAAKEAAAAAAAAAqQAAAAAAAADJAAAAAAAAAMEAAAAAAAAAyQAAAAAAAADJAAAAAAAAAN0AAAAAAAAA6QAAAAAAAACZAAAAAAAAAKEAAAAAAAAAqQAAAAAAAAChAAAAAAAAAMkAAAAAAAAA0QAAAAAAAADVAAAAAAAAANkAAAAAAAAAyQAAAAAAAADNAAAAAAAAANUAAAAAAAAA6QAAAAAAAAC5AAAAAAAAAMEAAAAAAAAA9QAAAAAAAADhAAAAAAAAANEAAAAAAAAAzQAAAAAAAAC5AAAAAAAAAOEAAAAAAAAA0QAAAAAAAACZAAAAAAAAANEAAAAAAAAA1QAAAAAAAADNAAAAAAAAALkAAAAAAAAA/QAAAAAAAADpAAAAAAAAAQEAAAAAAAAA5QAAAAAAAADBAAAAAAAAAMEAAAAAAAAAyQAAAAAAAADBAAAAAAAAAKkAAAAAAAAAsQAAAAAAAACxAAAAAAAAALEAAAAAAAAA9QAAAAAAAADpAAAAAAAAAOkAAAAAAAAA/QAAAAAAAAEBAAAAAAAAAPEAAAAAAAAA4QAAAAAAAADpAAAAAAAAAOEAAAAAAAAA6QAAAAAAAAD9AAAAAAAAAM0AAAAAAAAAyQAAAAAAAAC5AAAAAAAAALkAAAAAAAAAwQAAAAAAAAC5AAAAAAAAAMEAAAAAAAAAsQAAAAAAAADFAAAAAAAAAMEAAAAAAAAAuQAAAAAAAADJAAAAAAAAANUAAAAAAAAA0QAAAAAAAACpAAAAAAAAAPUAAAAAAAAA3QAAAAAAAADRAAAAAAAAAN0AAAAAAAAA4QAAAAAAAADlAAAAAAAAAOEAAAAAAAAAyQAAAAAAAAD1AAAAAAAAAM0AAAAAAAAA3QAAAAAAAADdAAAAAAAAANkAAAAAAAAA5QAAAAAAAgEBAAAAAAAAAPEAAAAAAAAA5QAAAAAAAADlAAAAAAAAAOkAAAAAAAAA7QAAAAAAAgDFAAAAAAAAAMEAAAAAAAAAvQAAAAAAAAC1AAAAAAAAANkAAAAAAAAA2QAAAAAAAADhAAAAAAACANkAAAAAAAAA9QAAAAAAAgDhAAAAAAAAAPUAAAAAAAIBAQAAAAAAAADRAAAAAAAAAMkAAAAAAAIAyQAAAAAAAgDFAAAAAAACAPUAAAAAAAABAQAAAAAAAADxAAAAAAACAOkAAAAAAAAA0QAAAAAAAACpAAAAAAAAAM0AAAAAAAAAzQAAAAAAAgDBAAAAAAACAMEAAAAAAAAAqQAAAAAAAACpAAAAAAAAAKkAAAAAAAIA/QAAAAAAAAD5AAAAAAAAAQkAAAAAAAIA5QAAAAAAAwEBAAAAAAACAMUAAAAAAAAAxQAAAAAAAAC9AAAAAAAAALkAAAAAAAIAxQAAAAAAAgDRAAAAAAAAAM0AAAAAAAIAyQAAAAAAAADBAAAAAAAAAL0AAAAAAAAAvQAAAAAAAADBAAAAAAAAAPUAAAAAAAIA4QAAAAAAAADpAAAAAAACAOUAAAAAAAIA+QAAAAAAAwEBAAAAAAAAAPkAAAAAAAIA+QAAAAAAAADZAAAAAAACANUAAAAAAAIA1QM3MzMzMjEVAzczMzMwMQkBmZmZmZmZAQDMzMzMzs0NAzczMzMwMQkBmZmZmZuYzQGZmZmZmZjNAMzMzMzMzNEAzMzMzMzMzQAAAAAAAgDRAMzMzMzMzNECamZmZmRk5QAAAAAAAgDRAZmZmZmZmM0CamZmZmZk0QM3MzMzMzDRAmpmZmZmZMkCamZmZmRkyQDMzMzMzMzNAMzMzMzOzMUCamZmZmRkyQAAAAAAAgDFAAAAAAAAAPkAAAAAAAIA7QDMzMzMzMztAZmZmZmbmPkCamZmZmRk1QDMzMzMzMzdAzczMzMzMN0BmZmZmZuY3QM3MzMzMTDRAAAAAAAAAMUCamZmZmZk1QDMzMzMzMzBAAAAAAACAP0AAAAAAAIA9QAAAAAAAgDVAzczMzMzMM0DNzMzMzEw2QDMzMzMzMzRAmpmZmZmZNEAAAAAAAAAxQJqZmZmZmTFAAAAAAACAMEAzMzMzMzMyQGZmZmZm5jBAAAAAAAAAL0AzMzMzMzMzQAAAAAAAgDJAZmZmZmbmP0DNzMzMzAxBQJqZmZmZ2UFAZmZmZmZmO0BmZmZmZmY5QAAAAAAAADdAMzMzMzMzO0BmZmZmZuY3QJqZmZmZGUFAAAAAAABAQUDNzMzMzMw/QGZmZmZmpkJAZmZmZmZmPEDNzMzMzMw8QM3MzMzMzDpAAAAAAADAQEAAAAAAAMBEQM3MzMzMDENAzczMzMwMQECamZmZmZlCQAAAAAAAADxAZmZmZmZmOkDNzMzMzEw4QJqZmZmZGTNAZmZmZmYmQUDNzMzMzMw9QM3MzMzMTD9AAAAAAACAQkCamZmZmRlAQM3MzMzMTEdAZmZmZmbmO0BmZmZmZmZEQGZmZmZmJkZAMzMzMzOzRUAzMzMzMzNCQAAAAAAAAD5AzczMzMxMRkAzMzMzM3NEQGZmZmZm5kBAzczMzMzMPUCamZmZmVlAQDMzMzMzszdAAAAAAACAQUCamZmZmZk3QDMzMzMzM0BAMzMzMzMzO0CamZmZmZk6QM3MzMzMzDlAAAAAAACAN0AAAAAAAAA+QM3MzMzMjENAAAAAAACAQ0DNzMzMzIxBQGZmZmZmJkBAAAAAAACAQkCamZmZmdlCQM3MzMzMDEFAmpmZmZlZQUAzMzMzMzNBQGZmZmZm5j1AAAAAAACAQEAAAAAAAEBBQJqZmZmZ2UBAMzMzMzMzQEAzMzMzM3NAQJqZmZmZmT9AmpmZmZkZPEAAAAAAAAD4fzMzMzMzsz5AZmZmZmZmOUAzMzMzMzM4QGZmZmZmZjZAmpmZmZmZOkAzMzMzMzM0QJqZmZmZmTFAAAAAAAAAPEAAAAAAAAA7QAAAAAAAAEFAAAAAAAAAP0AAAAAAAAA9QAAAAAAAADtAAAAAAAAAOEAAAAAAAAA3QAAAAAAAAEJAAAAAAACAQkAAAAAAAAA/QAAAAAAAAENAAAAAAAAAQkAAAAAAAABCQAAAAAAAAEJAAAAAAAAAQUAAAAAAAABDQAAAAAAAAEBAAAAAAAAAQ0AAAAAAAAA5QAAAAAAAAENAAAAAAAAAOkAAAAAAAAA2QAAAAAAAAEBAAAAAAAAAQkAAAAAAAAA7QAAAAAAAADtAAAAAAAAARkAAAAAAAABAQAAAAAAAADxAAAAAAAAAP0A=\",\"dtype\":\"float64\",\"shape\":[406]}},\"selected\":{\"id\":\"15314\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"15315\",\"type\":\"UnionRenderers\"}},\"id\":\"15273\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"15263\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"15264\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"15265\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"15267\",\"type\":\"CDSView\"}},\"id\":\"15266\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15269\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"15316\",\"type\":\"BoxAnnotation\"}},\"id\":\"15247\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"15245\",\"type\":\"PanTool\"},{\"id\":\"15246\",\"type\":\"WheelZoomTool\"},{\"id\":\"15247\",\"type\":\"BoxZoomTool\"},{\"id\":\"15248\",\"type\":\"SaveTool\"},{\"id\":\"15249\",\"type\":\"ResetTool\"},{\"id\":\"15250\",\"type\":\"HelpTool\"}]},\"id\":\"15251\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"15172\",\"type\":\"BasicTicker\"},{\"attributes\":{\"children\":[[{\"id\":\"15130\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,0],[{\"id\":\"15162\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,1],[{\"id\":\"15194\",\"subtype\":\"Figure\",\"type\":\"Plot\"},1,0],[{\"id\":\"15226\",\"subtype\":\"Figure\",\"type\":\"Plot\"},1,1]]},\"id\":\"15318\",\"type\":\"GridBox\"},{\"attributes\":{\"source\":{\"id\":\"15268\",\"type\":\"ColumnDataSource\"}},\"id\":\"15272\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"15169\",\"type\":\"LinearScale\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"15241\",\"type\":\"BasicTicker\"}},\"id\":\"15244\",\"type\":\"Grid\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15264\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15275\",\"type\":\"Circle\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"15177\",\"type\":\"BasicTicker\"}},\"id\":\"15180\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"15263\",\"type\":\"ColumnDataSource\"}},\"id\":\"15267\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"15248\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null},\"id\":\"15131\",\"type\":\"DataRange1d\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"15286\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"below\":[{\"id\":\"15203\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"15207\",\"type\":\"Grid\"},{\"id\":\"15212\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"15208\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":300,\"renderers\":[{\"id\":\"15271\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"15299\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"15219\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"15195\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"15199\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"15197\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"15201\",\"type\":\"LinearScale\"}},\"id\":\"15194\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"15280\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"15149\",\"type\":\"PanTool\"},{\"id\":\"15150\",\"type\":\"WheelZoomTool\"},{\"id\":\"15151\",\"type\":\"BoxZoomTool\"},{\"id\":\"15152\",\"type\":\"SaveTool\"},{\"id\":\"15153\",\"type\":\"ResetTool\"},{\"id\":\"15154\",\"type\":\"HelpTool\"}]},\"id\":\"15155\",\"type\":\"Toolbar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"15296\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"15294\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"15199\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null},\"id\":\"15165\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null},\"id\":\"15227\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"15217\",\"type\":\"ResetTool\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"15145\",\"type\":\"BasicTicker\"}},\"id\":\"15148\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"15285\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"15153\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"15135\",\"type\":\"LinearScale\"},{\"attributes\":{\"below\":[{\"id\":\"15235\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"15239\",\"type\":\"Grid\"},{\"id\":\"15244\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"15240\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":300,\"renderers\":[{\"id\":\"15276\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"15309\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"15251\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"15227\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"15231\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"15229\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"15233\",\"type\":\"LinearScale\"}},\"id\":\"15226\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"text\":\"\"},\"id\":\"15299\",\"type\":\"Title\"},{\"attributes\":{\"callback\":null},\"id\":\"15133\",\"type\":\"DataRange1d\"},{\"attributes\":{\"text\":\"\"},\"id\":\"15279\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"15300\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"15181\",\"type\":\"PanTool\"},{\"id\":\"15182\",\"type\":\"WheelZoomTool\"},{\"id\":\"15183\",\"type\":\"BoxZoomTool\"},{\"id\":\"15184\",\"type\":\"SaveTool\"},{\"id\":\"15185\",\"type\":\"ResetTool\"},{\"id\":\"15186\",\"type\":\"HelpTool\"}]},\"id\":\"15187\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"15231\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"15185\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"15149\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"15282\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"15186\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"15201\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"15302\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"15213\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"15290\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"15216\",\"type\":\"SaveTool\"},{\"attributes\":{\"text\":\"\"},\"id\":\"15289\",\"type\":\"Title\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15259\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"15150\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"ticker\":{\"id\":\"15236\",\"type\":\"BasicTicker\"}},\"id\":\"15239\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"15167\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"15292\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"15310\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"15241\",\"type\":\"BasicTicker\"}},\"id\":\"15240\",\"type\":\"LinearAxis\"},{\"attributes\":{\"toolbar\":{\"id\":\"15319\",\"type\":\"ProxyToolbar\"},\"toolbar_location\":\"above\"},\"id\":\"15320\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"overlay\":{\"id\":\"15286\",\"type\":\"BoxAnnotation\"}},\"id\":\"15151\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"ticker\":{\"id\":\"15140\",\"type\":\"BasicTicker\"}},\"id\":\"15143\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"15305\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"15213\",\"type\":\"PanTool\"},{\"id\":\"15214\",\"type\":\"WheelZoomTool\"},{\"id\":\"15215\",\"type\":\"BoxZoomTool\"},{\"id\":\"15216\",\"type\":\"SaveTool\"},{\"id\":\"15217\",\"type\":\"ResetTool\"},{\"id\":\"15218\",\"type\":\"HelpTool\"}]},\"id\":\"15219\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"15209\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"15304\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[8,8,8,8,8,8,8,8,8,8,4,8,8,8,8,8,8,8,8,8,4,6,6,6,4,4,4,4,4,4,6,8,8,8,8,4,4,4,4,4,6,6,6,6,6,8,8,8,8,8,8,8,6,4,6,6,4,4,4,4,4,4,4,4,4,4,4,4,4,8,8,8,8,8,8,8,8,8,3,8,8,8,8,4,4,4,4,4,4,4,4,4,8,8,8,8,8,8,8,8,8,8,8,8,6,6,6,6,6,4,8,8,8,8,6,4,4,4,3,4,6,4,8,8,4,4,4,4,8,4,6,8,6,6,6,6,4,4,4,4,6,6,6,8,8,8,8,8,4,4,4,4,4,4,4,4,4,4,4,6,6,6,6,8,8,8,8,6,6,6,6,6,8,8,4,4,6,4,4,4,4,6,4,6,4,4,4,4,4,4,4,4,4,4,8,8,8,8,6,6,6,6,4,4,4,4,6,6,6,6,4,4,4,4,4,8,4,6,6,8,8,8,8,4,4,4,4,4,8,8,8,8,6,6,6,6,8,8,8,8,4,4,4,4,4,4,4,4,6,4,3,4,4,4,4,4,8,8,8,6,6,6,4,6,6,6,6,6,6,8,6,8,8,4,4,4,4,4,4,4,4,5,6,4,6,4,4,6,6,4,6,6,8,8,8,8,8,8,8,8,4,4,4,4,5,8,4,8,4,4,4,4,4,6,6,4,4,4,4,4,4,4,4,6,4,4,4,4,4,4,4,4,4,4,5,4,4,4,4,4,6,3,4,4,4,4,4,4,6,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,6,6,8,6,6,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,4,6,4,4,4,4,4,4,4,4],\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]}},\"selected\":{\"id\":\"15294\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"15295\",\"type\":\"UnionRenderers\"}},\"id\":\"15263\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"15145\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"15284\",\"type\":\"Selection\"},{\"attributes\":{\"callback\":null},\"id\":\"15163\",\"type\":\"DataRange1d\"},{\"attributes\":{\"ticker\":{\"id\":\"15204\",\"type\":\"BasicTicker\"}},\"id\":\"15207\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"15295\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"15300\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"15209\",\"type\":\"BasicTicker\"}},\"id\":\"15208\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"15233\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"15306\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"15218\",\"type\":\"HelpTool\"},{\"attributes\":{\"callback\":null},\"id\":\"15229\",\"type\":\"DataRange1d\"},{\"attributes\":{\"formatter\":{\"id\":\"15280\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"15145\",\"type\":\"BasicTicker\"}},\"id\":\"15144\",\"type\":\"LinearAxis\"},{\"attributes\":{\"text\":\"\"},\"id\":\"15309\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"15137\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"15154\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"15140\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"15310\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"15152\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"15312\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"tools\":[{\"id\":\"15149\",\"type\":\"PanTool\"},{\"id\":\"15150\",\"type\":\"WheelZoomTool\"},{\"id\":\"15151\",\"type\":\"BoxZoomTool\"},{\"id\":\"15152\",\"type\":\"SaveTool\"},{\"id\":\"15153\",\"type\":\"ResetTool\"},{\"id\":\"15154\",\"type\":\"HelpTool\"},{\"id\":\"15181\",\"type\":\"PanTool\"},{\"id\":\"15182\",\"type\":\"WheelZoomTool\"},{\"id\":\"15183\",\"type\":\"BoxZoomTool\"},{\"id\":\"15184\",\"type\":\"SaveTool\"},{\"id\":\"15185\",\"type\":\"ResetTool\"},{\"id\":\"15186\",\"type\":\"HelpTool\"},{\"id\":\"15213\",\"type\":\"PanTool\"},{\"id\":\"15214\",\"type\":\"WheelZoomTool\"},{\"id\":\"15215\",\"type\":\"BoxZoomTool\"},{\"id\":\"15216\",\"type\":\"SaveTool\"},{\"id\":\"15217\",\"type\":\"ResetTool\"},{\"id\":\"15218\",\"type\":\"HelpTool\"},{\"id\":\"15245\",\"type\":\"PanTool\"},{\"id\":\"15246\",\"type\":\"WheelZoomTool\"},{\"id\":\"15247\",\"type\":\"BoxZoomTool\"},{\"id\":\"15248\",\"type\":\"SaveTool\"},{\"id\":\"15249\",\"type\":\"ResetTool\"},{\"id\":\"15250\",\"type\":\"HelpTool\"}]},\"id\":\"15319\",\"type\":\"ProxyToolbar\"},{\"attributes\":{},\"id\":\"15214\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"15236\",\"type\":\"BasicTicker\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"15209\",\"type\":\"BasicTicker\"}},\"id\":\"15212\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"15314\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"15204\",\"type\":\"BasicTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"15306\",\"type\":\"BoxAnnotation\"}},\"id\":\"15215\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"15273\",\"type\":\"ColumnDataSource\"}},\"id\":\"15277\",\"type\":\"CDSView\"},{\"attributes\":{\"formatter\":{\"id\":\"15282\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"15140\",\"type\":\"BasicTicker\"}},\"id\":\"15139\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"15316\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"formatter\":{\"id\":\"15312\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"15236\",\"type\":\"BasicTicker\"}},\"id\":\"15235\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"15315\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"formatter\":{\"id\":\"15302\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"15204\",\"type\":\"BasicTicker\"}},\"id\":\"15203\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"15321\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"a73bb253-609f-4c08-8100-ee4adfa28608\",\"roots\":{\"15321\":\"ee2d9fc1-af1c-4fb3-8a2c-30fde2694a31\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "15321"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.layouts import gridplot\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# data\n",
    "subplot_x1 = cars['Acceleration']; subplot_y1 = cars['Miles_per_Gallon']\n",
    "subplot_x2 = cars['Cylinders']; subplot_y2 = cars['Miles_per_Gallon']\n",
    "subplot_x3 = cars['Horsepower']; subplot_y3 = cars['Miles_per_Gallon']\n",
    "subplot_x4 = cars['Weight_in_lbs']; subplot_y4 = cars['Miles_per_Gallon']\n",
    "\n",
    "# figures\n",
    "subplot1 = figure(plot_width=300, plot_height=300)\n",
    "subplot2 = figure(plot_width=300, plot_height=300)\n",
    "subplot3 = figure(plot_width=300, plot_height=300)\n",
    "subplot4 = figure(plot_width=300, plot_height=300)\n",
    "\n",
    "# plots\n",
    "subplot1.circle(subplot_x1, subplot_y1)\n",
    "subplot2.circle(subplot_x2, subplot_y2)\n",
    "subplot3.circle(subplot_x3, subplot_y3)\n",
    "subplot4.circle(subplot_x4, subplot_y4)\n",
    "\n",
    "# subplots gridplot\n",
    "grid = gridplot([subplot1, subplot2, subplot3, subplot4], ncols=2)\n",
    "\n",
    "# show\n",
    "show(grid)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Link Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"92e7cc66-ff1a-43eb-a019-e59e9530af00\" data-root-id=\"16157\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"bf340cd8-86de-4dae-be4b-7a01085c5166\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"16156\",\"type\":\"ToolbarBox\"},{\"id\":\"16154\",\"type\":\"GridBox\"}]},\"id\":\"16157\",\"type\":\"Column\"},{\"attributes\":{\"toolbar\":{\"id\":\"16155\",\"type\":\"ProxyToolbar\"},\"toolbar_location\":\"above\"},\"id\":\"16156\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"callback\":null},\"id\":\"16020\",\"type\":\"DataRange1d\"},{\"attributes\":{\"source\":{\"id\":\"16049\",\"type\":\"ColumnDataSource\"}},\"id\":\"16053\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"16051\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null},\"id\":\"16018\",\"type\":\"DataRange1d\"},{\"attributes\":{\"below\":[{\"id\":\"16026\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"16030\",\"type\":\"Grid\"},{\"id\":\"16035\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"16031\",\"type\":\"LinearAxis\"}],\"plot_height\":250,\"plot_width\":250,\"renderers\":[{\"id\":\"16052\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"16125\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"16042\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"16018\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"16022\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"16020\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"16024\",\"type\":\"LinearScale\"}},\"id\":\"16017\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"tools\":[{\"id\":\"16036\",\"type\":\"PanTool\"},{\"id\":\"16037\",\"type\":\"WheelZoomTool\"},{\"id\":\"16038\",\"type\":\"BoxZoomTool\"},{\"id\":\"16039\",\"type\":\"SaveTool\"},{\"id\":\"16040\",\"type\":\"ResetTool\"},{\"id\":\"16041\",\"type\":\"HelpTool\"},{\"id\":\"16071\",\"type\":\"PanTool\"},{\"id\":\"16072\",\"type\":\"WheelZoomTool\"},{\"id\":\"16073\",\"type\":\"BoxZoomTool\"},{\"id\":\"16074\",\"type\":\"SaveTool\"},{\"id\":\"16075\",\"type\":\"ResetTool\"},{\"id\":\"16076\",\"type\":\"HelpTool\"},{\"id\":\"16106\",\"type\":\"PanTool\"},{\"id\":\"16107\",\"type\":\"WheelZoomTool\"},{\"id\":\"16108\",\"type\":\"BoxZoomTool\"},{\"id\":\"16109\",\"type\":\"SaveTool\"},{\"id\":\"16110\",\"type\":\"ResetTool\"},{\"id\":\"16111\",\"type\":\"HelpTool\"}]},\"id\":\"16155\",\"type\":\"ProxyToolbar\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9],\"y\":{\"__ndarray__\":\"kHI5evjr4z9fbDAP6lbrP7BF3tyZy9Y/ZOJwvcCm0T/UCSw4F37uP8DlqLOK+O0/pX5mn9yO4j8awdJslfLsP+RAR5PT1+g/dDCpJ3L74j8=\",\"dtype\":\"float64\",\"shape\":[10]}},\"selected\":{\"id\":\"16130\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"16131\",\"type\":\"UnionRenderers\"}},\"id\":\"16049\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"16032\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"16040\",\"type\":\"ResetTool\"},{\"attributes\":{\"ticker\":{\"id\":\"16027\",\"type\":\"BasicTicker\"}},\"id\":\"16030\",\"type\":\"Grid\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"16050\",\"type\":\"Circle\"},{\"attributes\":{\"formatter\":{\"id\":\"16126\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"16032\",\"type\":\"BasicTicker\"}},\"id\":\"16031\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"16041\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"16151\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"16022\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"16057\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"16152\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9],\"y\":{\"__ndarray__\":\"kHI5evjr4z9fbDAP6lbrP7BF3tyZy9Y/ZOJwvcCm0T/UCSw4F37uP8DlqLOK+O0/pX5mn9yO4j8awdJslfLsP+RAR5PT1+g/dDCpJ3L74j8=\",\"dtype\":\"float64\",\"shape\":[10]}},\"selected\":{\"id\":\"16140\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"16141\",\"type\":\"UnionRenderers\"}},\"id\":\"16084\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"16024\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"16039\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"16150\",\"type\":\"Selection\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"16036\",\"type\":\"PanTool\"},{\"id\":\"16037\",\"type\":\"WheelZoomTool\"},{\"id\":\"16038\",\"type\":\"BoxZoomTool\"},{\"id\":\"16039\",\"type\":\"SaveTool\"},{\"id\":\"16040\",\"type\":\"ResetTool\"},{\"id\":\"16041\",\"type\":\"HelpTool\"}]},\"id\":\"16042\",\"type\":\"Toolbar\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"16032\",\"type\":\"BasicTicker\"}},\"id\":\"16035\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"16132\",\"type\":\"BoxAnnotation\"}},\"id\":\"16038\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"16036\",\"type\":\"PanTool\"},{\"attributes\":{\"below\":[{\"id\":\"16096\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"16100\",\"type\":\"Grid\"},{\"id\":\"16105\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"16101\",\"type\":\"LinearAxis\"}],\"plot_height\":250,\"plot_width\":250,\"renderers\":[{\"id\":\"16122\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"16145\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"16112\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"16018\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"16092\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"16020\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"16094\",\"type\":\"LinearScale\"}},\"id\":\"16089\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"16037\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"16128\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"16027\",\"type\":\"BasicTicker\"}},\"id\":\"16026\",\"type\":\"LinearAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"16049\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"16050\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"16051\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"16053\",\"type\":\"CDSView\"}},\"id\":\"16052\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"16027\",\"type\":\"BasicTicker\"},{\"attributes\":{\"below\":[{\"id\":\"16061\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"16065\",\"type\":\"Grid\"},{\"id\":\"16070\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"16066\",\"type\":\"LinearAxis\"}],\"plot_height\":250,\"plot_width\":250,\"renderers\":[{\"id\":\"16087\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"16135\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"16077\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"16018\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"16057\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"16020\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"16059\",\"type\":\"LinearScale\"}},\"id\":\"16054\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"16076\",\"type\":\"HelpTool\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"16106\",\"type\":\"PanTool\"},{\"id\":\"16107\",\"type\":\"WheelZoomTool\"},{\"id\":\"16108\",\"type\":\"BoxZoomTool\"},{\"id\":\"16109\",\"type\":\"SaveTool\"},{\"id\":\"16110\",\"type\":\"ResetTool\"},{\"id\":\"16111\",\"type\":\"HelpTool\"}]},\"id\":\"16112\",\"type\":\"Toolbar\"},{\"attributes\":{\"ticker\":{\"id\":\"16097\",\"type\":\"BasicTicker\"}},\"id\":\"16100\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"16067\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"16136\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"16067\",\"type\":\"BasicTicker\"}},\"id\":\"16066\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"16111\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"16130\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"16128\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"16138\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"16097\",\"type\":\"BasicTicker\"},{\"attributes\":{\"text\":\"\"},\"id\":\"16145\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"16102\",\"type\":\"BasicTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"16071\",\"type\":\"PanTool\"},{\"id\":\"16072\",\"type\":\"WheelZoomTool\"},{\"id\":\"16073\",\"type\":\"BoxZoomTool\"},{\"id\":\"16074\",\"type\":\"SaveTool\"},{\"id\":\"16075\",\"type\":\"ResetTool\"},{\"id\":\"16076\",\"type\":\"HelpTool\"}]},\"id\":\"16077\",\"type\":\"Toolbar\"},{\"attributes\":{\"data_source\":{\"id\":\"16119\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"16120\",\"type\":\"VBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"16121\",\"type\":\"VBar\"},\"selection_glyph\":null,\"view\":{\"id\":\"16123\",\"type\":\"CDSView\"}},\"id\":\"16122\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"16102\",\"type\":\"BasicTicker\"}},\"id\":\"16105\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"16152\",\"type\":\"BoxAnnotation\"}},\"id\":\"16108\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"16138\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"16062\",\"type\":\"BasicTicker\"}},\"id\":\"16061\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"16110\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"16140\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"16109\",\"type\":\"SaveTool\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"16067\",\"type\":\"BasicTicker\"}},\"id\":\"16070\",\"type\":\"Grid\"},{\"attributes\":{\"text\":\"\"},\"id\":\"16135\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"16146\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"16085\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"16136\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"16132\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"16072\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"16119\",\"type\":\"ColumnDataSource\"}},\"id\":\"16123\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"16084\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"16085\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"16086\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"16088\",\"type\":\"CDSView\"}},\"id\":\"16087\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"children\":[[{\"id\":\"16017\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,0],[{\"id\":\"16054\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,1],[{\"id\":\"16089\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,2]]},\"id\":\"16154\",\"type\":\"GridBox\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"16086\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"16148\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"16062\",\"type\":\"BasicTicker\"},{\"attributes\":{\"text\":\"\"},\"id\":\"16125\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"16094\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"16141\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"16071\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"16092\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"16075\",\"type\":\"ResetTool\"},{\"attributes\":{\"formatter\":{\"id\":\"16146\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"16102\",\"type\":\"BasicTicker\"}},\"id\":\"16101\",\"type\":\"LinearAxis\"},{\"attributes\":{\"ticker\":{\"id\":\"16062\",\"type\":\"BasicTicker\"}},\"id\":\"16065\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"16148\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"16097\",\"type\":\"BasicTicker\"}},\"id\":\"16096\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"16059\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"16142\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"16106\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"16107\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"16126\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"16120\",\"type\":\"VBar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"16121\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"16074\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"16131\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"16084\",\"type\":\"ColumnDataSource\"}},\"id\":\"16088\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"16142\",\"type\":\"BoxAnnotation\"}},\"id\":\"16073\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"top\":{\"__ndarray__\":\"kHI5evjr4z9fbDAP6lbrP7BF3tyZy9Y/ZOJwvcCm0T/UCSw4F37uP8DlqLOK+O0/pX5mn9yO4j8awdJslfLsP+RAR5PT1+g/dDCpJ3L74j8=\",\"dtype\":\"float64\",\"shape\":[10]},\"x\":[0,1,2,3,4,5,6,7,8,9]},\"selected\":{\"id\":\"16150\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"16151\",\"type\":\"UnionRenderers\"}},\"id\":\"16119\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"16157\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"bf340cd8-86de-4dae-be4b-7a01085c5166\",\"roots\":{\"16157\":\"92e7cc66-ff1a-43eb-a019-e59e9530af00\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "16157"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.layouts import gridplot\n",
    "\n",
    "linked_data_x = np.arange(10)\n",
    "linked_data_y = np.random.rand(10)\n",
    "\n",
    "# linked plot 1\n",
    "linked_plot1 = figure(width=250, height=250)\n",
    "linked_plot1.circle(linked_data_x, linked_data_y)\n",
    "\n",
    "# create new plots and share both ranges\n",
    "linked_plot2 = figure(width=250, height=250, x_range=linked_plot1.x_range, y_range=linked_plot1.y_range)\n",
    "linked_plot2.line(linked_data_x, linked_data_y)\n",
    "\n",
    "linked_plot3 = figure(width=250, height=250, x_range=linked_plot1.x_range, y_range=linked_plot1.y_range)\n",
    "linked_plot3.vbar(linked_data_x, top=linked_data_y, width=0.5)\n",
    "\n",
    "# the subplots in a gridplot\n",
    "linked_gridplot = gridplot([[linked_plot1, linked_plot2, linked_plot3]])\n",
    "\n",
    "# show the results\n",
    "show(linked_gridplot)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Linked Selection - Box Select, Lasso Select"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>precipitation</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>wind</th>\n",
       "      <th>weather</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>2015-12-27</td>\n",
       "      <td>8.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.9</td>\n",
       "      <td>fog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>2015-12-28</td>\n",
       "      <td>1.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.3</td>\n",
       "      <td>fog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>2015-12-29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>fog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>2015-12-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>sun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>sun</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  precipitation  temp_max  temp_min  wind weather\n",
       "1456 2015-12-27            8.6       4.4       1.7   2.9     fog\n",
       "1457 2015-12-28            1.5       5.0       1.7   1.3     fog\n",
       "1458 2015-12-29            0.0       7.2       0.6   2.6     fog\n",
       "1459 2015-12-30            0.0       5.6      -1.0   3.4     sun\n",
       "1460 2015-12-31            0.0       5.6      -2.1   3.5     sun"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data\n",
    "seattle_weather = vds.seattle_weather()\n",
    "seattle_weather.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"260952ba-371a-40f9-94a7-efe4a050847c\" data-root-id=\"16970\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"972dac6a-70d0-4178-b56a-484690c7c7ba\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"16969\",\"type\":\"ToolbarBox\"},{\"id\":\"16967\",\"type\":\"GridBox\"}]},\"id\":\"16970\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"16834\",\"type\":\"LinearScale\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"16908\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"date\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1461]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278,1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434,1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460],\"precipitation\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1461]},\"temp_max\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1461]},\"temp_min\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1461]},\"weather\":[\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"sun\",\"sun\",\"sun\",\"snow\",\"snow\",\"snow\",\"snow\",\"snow\",\"snow\",\"snow\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"snow\",\"sun\",\"snow\",\"snow\",\"sun\",\"rain\",\"sun\",\"rain\",\"rain\",\"snow\",\"sun\",\"sun\",\"rain\",\"rain\",\"rain\",\"snow\",\"snow\",\"rain\",\"snow\",\"rain\",\"snow\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"sun\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"sun\",\"snow\",\"rain\",\"sun\",\"sun\",\"sun\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"sun\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"sun\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"sun\",\"sun\",\"sun\",\"rain\",\"sun\",\"rain\",\"rain\",\"sun\",\"sun\",\"rain\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"drizzle\",\"sun\",\"sun\",\"rain\",\"rain\",\"drizzle\",\"fog\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"sun\",\"sun\",\"rain\",\"sun\",\"rain\",\"rain\",\"sun\",\"sun\",\"drizzle\",\"drizzle\",\"drizzle\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"sun\",\"sun\",\"sun\",\"sun\",\"rain\",\"drizzle\",\"sun\",\"drizzle\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"drizzle\",\"sun\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"rain\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"drizzle\",\"drizzle\",\"drizzle\",\"rain\",\"fog\",\"fog\",\"sun\",\"drizzle\",\"drizzle\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"drizzle\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"fog\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"snow\",\"snow\",\"rain\",\"snow\",\"snow\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"snow\",\"rain\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"drizzle\",\"sun\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"snow\",\"drizzle\",\"sun\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"drizzle\",\"drizzle\",\"drizzle\",\"drizzle\",\"drizzle\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"sun\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"fog\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"rain\",\"sun\",\"rain\",\"rain\",\"rain\",\"snow\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"rain\",\"rain\",\"rain\",\"drizzle\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"drizzle\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"drizzle\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"rain\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"drizzle\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"rain\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"rain\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"rain\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"rain\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"sun\",\"drizzle\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"rain\",\"sun\",\"rain\",\"sun\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"fog\",\"sun\",\"drizzle\",\"drizzle\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"drizzle\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"rain\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"sun\",\"sun\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"fog\",\"sun\",\"fog\",\"fog\",\"fog\",\"sun\",\"sun\"],\"wind\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[1461]}},\"selected\":{\"id\":\"16927\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"16928\",\"type\":\"UnionRenderers\"}},\"id\":\"16826\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"16909\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"below\":[{\"id\":\"16836\",\"type\":\"DatetimeAxis\"}],\"center\":[{\"id\":\"16840\",\"type\":\"Grid\"},{\"id\":\"16845\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"16841\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":900,\"renderers\":[{\"id\":\"16860\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"16922\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"16851\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"16828\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"16832\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"16830\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"16834\",\"type\":\"LinearScale\"}},\"id\":\"16827\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"16935\",\"type\":\"DaysTicker\"},{\"attributes\":{\"toolbar\":{\"id\":\"16968\",\"type\":\"ProxyToolbar\"},\"toolbar_location\":\"above\"},\"id\":\"16969\",\"type\":\"ToolbarBox\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"16937\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"16916\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"below\":[{\"id\":\"16871\",\"type\":\"DatetimeAxis\"}],\"center\":[{\"id\":\"16875\",\"type\":\"Grid\"},{\"id\":\"16880\",\"type\":\"Grid\"},{\"id\":\"16919\",\"type\":\"Legend\"}],\"left\":[{\"id\":\"16876\",\"type\":\"LinearAxis\"}],\"plot_height\":500,\"plot_width\":900,\"renderers\":[{\"id\":\"16897\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"16900\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"16886\",\"type\":\"Toolbar\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"16863\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"16867\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"16865\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"16869\",\"type\":\"LinearScale\"}},\"id\":\"16862\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"16939\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"16917\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"date\"},\"y\":{\"field\":\"temp_max\"}},\"id\":\"16858\",\"type\":\"Circle\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"16931\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"16872\",\"type\":\"DatetimeTicker\"}},\"id\":\"16875\",\"type\":\"Grid\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"16912\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"16911\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"16832\",\"type\":\"LinearScale\"},{\"attributes\":{\"text\":\"\"},\"id\":\"16922\",\"type\":\"Title\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"16940\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"16941\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"tools\":[{\"id\":\"16846\",\"type\":\"BoxSelectTool\"},{\"id\":\"16847\",\"type\":\"LassoSelectTool\"},{\"id\":\"16848\",\"type\":\"ResetTool\"},{\"id\":\"16849\",\"type\":\"WheelZoomTool\"},{\"id\":\"16850\",\"type\":\"PanTool\"},{\"id\":\"16881\",\"type\":\"BoxSelectTool\"},{\"id\":\"16882\",\"type\":\"LassoSelectTool\"},{\"id\":\"16883\",\"type\":\"ResetTool\"},{\"id\":\"16884\",\"type\":\"WheelZoomTool\"},{\"id\":\"16885\",\"type\":\"PanTool\"}]},\"id\":\"16968\",\"type\":\"ProxyToolbar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"16905\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"16932\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"16903\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"16907\",\"type\":\"AdaptiveTicker\"},{\"id\":\"16908\",\"type\":\"AdaptiveTicker\"},{\"id\":\"16909\",\"type\":\"AdaptiveTicker\"},{\"id\":\"16910\",\"type\":\"DaysTicker\"},{\"id\":\"16911\",\"type\":\"DaysTicker\"},{\"id\":\"16912\",\"type\":\"DaysTicker\"},{\"id\":\"16913\",\"type\":\"DaysTicker\"},{\"id\":\"16914\",\"type\":\"MonthsTicker\"},{\"id\":\"16915\",\"type\":\"MonthsTicker\"},{\"id\":\"16916\",\"type\":\"MonthsTicker\"},{\"id\":\"16917\",\"type\":\"MonthsTicker\"},{\"id\":\"16918\",\"type\":\"YearsTicker\"}]},\"id\":\"16872\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"16931\",\"type\":\"AdaptiveTicker\"},{\"id\":\"16932\",\"type\":\"AdaptiveTicker\"},{\"id\":\"16933\",\"type\":\"AdaptiveTicker\"},{\"id\":\"16934\",\"type\":\"DaysTicker\"},{\"id\":\"16935\",\"type\":\"DaysTicker\"},{\"id\":\"16936\",\"type\":\"DaysTicker\"},{\"id\":\"16937\",\"type\":\"DaysTicker\"},{\"id\":\"16938\",\"type\":\"MonthsTicker\"},{\"id\":\"16939\",\"type\":\"MonthsTicker\"},{\"id\":\"16940\",\"type\":\"MonthsTicker\"},{\"id\":\"16941\",\"type\":\"MonthsTicker\"},{\"id\":\"16942\",\"type\":\"YearsTicker\"}]},\"id\":\"16837\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"16907\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"16936\",\"type\":\"DaysTicker\"},{\"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\":\"16910\",\"type\":\"DaysTicker\"},{\"attributes\":{\"callback\":null,\"overlay\":{\"id\":\"16929\",\"type\":\"BoxAnnotation\"}},\"id\":\"16846\",\"type\":\"BoxSelectTool\"},{\"attributes\":{\"items\":[{\"id\":\"16920\",\"type\":\"LegendItem\"}],\"location\":\"top_left\",\"orientation\":\"horizontal\"},\"id\":\"16919\",\"type\":\"Legend\"},{\"attributes\":{\"callback\":null},\"id\":\"16865\",\"type\":\"DataRange1d\"},{\"attributes\":{\"children\":[[{\"id\":\"16827\",\"subtype\":\"Figure\",\"type\":\"Plot\"},0,0],[{\"id\":\"16862\",\"subtype\":\"Figure\",\"type\":\"Plot\"},1,0]]},\"id\":\"16967\",\"type\":\"GridBox\"},{\"attributes\":{},\"id\":\"16848\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"16930\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"formatter\":{\"id\":\"16925\",\"type\":\"DatetimeTickFormatter\"},\"ticker\":{\"id\":\"16837\",\"type\":\"DatetimeTicker\"}},\"id\":\"16836\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"text\":\"\"},\"id\":\"16900\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"16846\",\"type\":\"BoxSelectTool\"},{\"id\":\"16847\",\"type\":\"LassoSelectTool\"},{\"id\":\"16848\",\"type\":\"ResetTool\"},{\"id\":\"16849\",\"type\":\"WheelZoomTool\"},{\"id\":\"16850\",\"type\":\"PanTool\"}]},\"id\":\"16851\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null},\"id\":\"16863\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"16877\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"16925\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"16928\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"16901\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"16849\",\"type\":\"WheelZoomTool\"},{\"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\":\"16934\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"16918\",\"type\":\"YearsTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"16901\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"16877\",\"type\":\"BasicTicker\"}},\"id\":\"16876\",\"type\":\"LinearAxis\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"16938\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"16828\",\"type\":\"DataRange1d\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"16915\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"callback\":null,\"overlay\":{\"id\":\"16930\",\"type\":\"PolyAnnotation\"}},\"id\":\"16847\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"callback\":null},\"id\":\"16830\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"16927\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"16906\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"16933\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"16867\",\"type\":\"LinearScale\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"16914\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"16942\",\"type\":\"YearsTicker\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"16877\",\"type\":\"BasicTicker\"}},\"id\":\"16880\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"16929\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"16842\",\"type\":\"BasicTicker\"}},\"id\":\"16845\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"16869\",\"type\":\"LinearScale\"},{\"attributes\":{\"label\":{\"field\":\"weather\"},\"renderers\":[{\"id\":\"16897\",\"type\":\"GlyphRenderer\"}]},\"id\":\"16920\",\"type\":\"LegendItem\"},{\"attributes\":{\"data_source\":{\"id\":\"16826\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"16858\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"16859\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"16861\",\"type\":\"CDSView\"}},\"id\":\"16860\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"formatter\":{\"id\":\"16903\",\"type\":\"DatetimeTickFormatter\"},\"ticker\":{\"id\":\"16872\",\"type\":\"DatetimeTicker\"}},\"id\":\"16871\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"16913\",\"type\":\"DaysTicker\"},{\"attributes\":{\"ticker\":{\"id\":\"16837\",\"type\":\"DatetimeTicker\"}},\"id\":\"16840\",\"type\":\"Grid\"},{\"attributes\":{\"factors\":[\"drizzle\",\"rain\",\"sun\",\"snow\",\"fog\"],\"palette\":[\"#1b9e77\",\"#d95f02\",\"#7570b3\",\"#e7298a\",\"#66a61e\"]},\"id\":\"16892\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{\"callback\":null,\"overlay\":{\"id\":\"16906\",\"type\":\"PolyAnnotation\"}},\"id\":\"16882\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"data_source\":{\"id\":\"16826\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"16895\",\"type\":\"Scatter\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"16896\",\"type\":\"Scatter\"},\"selection_glyph\":null,\"view\":{\"id\":\"16898\",\"type\":\"CDSView\"}},\"id\":\"16897\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"16826\",\"type\":\"ColumnDataSource\"}},\"id\":\"16898\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"overlay\":{\"id\":\"16905\",\"type\":\"BoxAnnotation\"}},\"id\":\"16881\",\"type\":\"BoxSelectTool\"},{\"attributes\":{},\"id\":\"16884\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"axis_label\":\"Temp\",\"formatter\":{\"id\":\"16923\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"16842\",\"type\":\"BasicTicker\"}},\"id\":\"16841\",\"type\":\"LinearAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"16881\",\"type\":\"BoxSelectTool\"},{\"id\":\"16882\",\"type\":\"LassoSelectTool\"},{\"id\":\"16883\",\"type\":\"ResetTool\"},{\"id\":\"16884\",\"type\":\"WheelZoomTool\"},{\"id\":\"16885\",\"type\":\"PanTool\"}]},\"id\":\"16886\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"date\"},\"y\":{\"field\":\"temp_max\"}},\"id\":\"16859\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"16826\",\"type\":\"ColumnDataSource\"}},\"id\":\"16861\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"marker\":{\"field\":\"weather\",\"transform\":{\"id\":\"16893\",\"type\":\"CategoricalMarkerMapper\"}},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"date\"},\"y\":{\"field\":\"temp_max\"}},\"id\":\"16896\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"16923\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"16883\",\"type\":\"ResetTool\"},{\"attributes\":{\"factors\":[\"drizzle\",\"rain\",\"sun\",\"snow\",\"fog\"],\"markers\":[\"hex\",\"cross\",\"triangle\",\"square\",\"circle_x\"]},\"id\":\"16893\",\"type\":\"CategoricalMarkerMapper\"},{\"attributes\":{},\"id\":\"16850\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"weather\",\"transform\":{\"id\":\"16892\",\"type\":\"CategoricalColorMapper\"}},\"line_color\":{\"field\":\"weather\",\"transform\":{\"id\":\"16892\",\"type\":\"CategoricalColorMapper\"}},\"marker\":{\"field\":\"weather\",\"transform\":{\"id\":\"16893\",\"type\":\"CategoricalMarkerMapper\"}},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"date\"},\"y\":{\"field\":\"temp_max\"}},\"id\":\"16895\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"16885\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"16842\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"16970\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"972dac6a-70d0-4178-b56a-484690c7c7ba\",\"roots\":{\"16970\":\"260952ba-371a-40f9-94a7-efe4a050847c\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "16970"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.transform import factor_cmap, factor_mark\n",
    "\n",
    "TOOLS = 'box_select, lasso_select, reset, wheel_zoom, pan'\n",
    "\n",
    "weather_types = ['drizzle', 'rain', 'sun', 'snow', 'fog']\n",
    "weather_markers = ['hex', 'cross', 'triangle', 'square', 'circle_x']\n",
    "\n",
    "# use ColumnDataSource for linking interactions\n",
    "seattle_weather_source = ColumnDataSource(seattle_weather)\n",
    "\n",
    "# scatter plot 1\n",
    "weather_scatter = figure(plot_width=900, plot_height=300, y_axis_label='Temp', x_axis_type='datetime', tools=TOOLS)\n",
    "weather_scatter.circle('date', 'temp_max', size=15, fill_alpha=0.1, source=seattle_weather_source)\n",
    "\n",
    "# scatter plot 2\n",
    "weather_scatter_zoom = figure(plot_width=900, plot_height=500, x_axis_type='datetime', tools=TOOLS)\n",
    "weather_scatter_zoom.scatter('date', \n",
    "                             'temp_max', \n",
    "                             size=15, \n",
    "                             fill_alpha=0.1,\n",
    "                             color=factor_cmap(field_name='weather', palette='Dark2_5', factors=weather_types),\n",
    "                             marker=factor_mark('weather', weather_markers, weather_types),\n",
    "                             legend='weather',\n",
    "                             source=seattle_weather_source\n",
    "                             )\n",
    "\n",
    "# shared data between plots helps the linked selection to work\n",
    "\n",
    "# format legend\n",
    "weather_scatter_zoom.legend.location = 'top_left'\n",
    "weather_scatter_zoom.legend.orientation = 'horizontal'\n",
    "\n",
    "weather_grid = gridplot([[weather_scatter], [weather_scatter_zoom]])\n",
    "show(weather_grid)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5lkbFHfaUAmY"
   },
   "source": [
    "# Labels and Annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 647
    },
    "colab_type": "code",
    "id": "YC2-Ex3ET_5N",
    "outputId": "3deecc76-79e5-4d85-8055-c6a323a1d06c"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"17773\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "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",
       "      }\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(\"17773\");\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",
       "    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",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"17773\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '17773' but no matching script tag was found. \")\n",
       "    return false;\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",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\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(\"17773\")).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(\"17773\");\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    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      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"17773\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '17773' but no matching script tag was found. \")\n    return false;\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  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\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(\"17773\")).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": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"a801879e-3792-495b-a0c3-7901cec291e5\" data-root-id=\"17775\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"e89ab1df-79a9-449c-bb09-031c2d8bcc2b\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"17784\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"17788\",\"type\":\"Grid\"},{\"id\":\"17793\",\"type\":\"Grid\"},{\"id\":\"17812\",\"type\":\"Label\"},{\"id\":\"17813\",\"type\":\"LabelSet\"},{\"id\":\"17816\",\"type\":\"Arrow\"}],\"left\":[{\"id\":\"17789\",\"type\":\"LinearAxis\"}],\"renderers\":[{\"id\":\"17810\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"18367\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"17800\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"17776\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"17780\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"17778\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"17782\",\"type\":\"LinearScale\"}},\"id\":\"17775\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"formatter\":{\"id\":\"18368\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"17790\",\"type\":\"BasicTicker\"}},\"id\":\"17789\",\"type\":\"LinearAxis\"},{\"attributes\":{\"callback\":null},\"id\":\"17776\",\"type\":\"DataRange1d\"},{\"attributes\":{\"overlay\":{\"id\":\"18374\",\"type\":\"BoxAnnotation\"}},\"id\":\"17796\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"18374\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"17798\",\"type\":\"ResetTool\"},{\"attributes\":{\"source\":{\"id\":\"17774\",\"type\":\"ColumnDataSource\"}},\"id\":\"17811\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"17780\",\"type\":\"LinearScale\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[0,1,2,3,4,5,6,7,8,9],\"y\":[4,7,5,5,9,2,3,4,3,4]},\"selected\":{\"id\":\"18372\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"18373\",\"type\":\"UnionRenderers\"}},\"id\":\"17774\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"17790\",\"type\":\"BasicTicker\"}},\"id\":\"17793\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"17797\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"18368\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"18373\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"text\":\"\"},\"id\":\"18367\",\"type\":\"Title\"},{\"attributes\":{\"fill_color\":{\"value\":\"orange\"}},\"id\":\"17815\",\"type\":\"NormalHead\"},{\"attributes\":{\"formatter\":{\"id\":\"18370\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"17785\",\"type\":\"BasicTicker\"}},\"id\":\"17784\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"18370\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"text\":\"Higest Point\",\"text_baseline\":\"middle\",\"x\":4,\"x_offset\":10,\"y\":9},\"id\":\"17812\",\"type\":\"Label\"},{\"attributes\":{},\"id\":\"17785\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"17795\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"17808\",\"type\":\"Line\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"17794\",\"type\":\"PanTool\"},{\"id\":\"17795\",\"type\":\"WheelZoomTool\"},{\"id\":\"17796\",\"type\":\"BoxZoomTool\"},{\"id\":\"17797\",\"type\":\"SaveTool\"},{\"id\":\"17798\",\"type\":\"ResetTool\"},{\"id\":\"17799\",\"type\":\"HelpTool\"}]},\"id\":\"17800\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"17794\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"17790\",\"type\":\"BasicTicker\"},{\"attributes\":{\"end\":{\"id\":\"17815\",\"type\":\"NormalHead\"},\"source\":null,\"start\":null,\"x_end\":{\"value\":4.5},\"x_start\":{\"value\":5},\"y_end\":{\"value\":8.8},\"y_start\":{\"value\":7.5}},\"id\":\"17816\",\"type\":\"Arrow\"},{\"attributes\":{},\"id\":\"17782\",\"type\":\"LinearScale\"},{\"attributes\":{\"level\":\"glyph\",\"source\":{\"id\":\"17774\",\"type\":\"ColumnDataSource\"},\"text\":{\"field\":\"y\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"17813\",\"type\":\"LabelSet\"},{\"attributes\":{\"ticker\":{\"id\":\"17785\",\"type\":\"BasicTicker\"}},\"id\":\"17788\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"17799\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"18372\",\"type\":\"Selection\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"17809\",\"type\":\"Line\"},{\"attributes\":{\"callback\":null},\"id\":\"17778\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"17774\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"17808\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"17809\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"17811\",\"type\":\"CDSView\"}},\"id\":\"17810\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"17775\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"e89ab1df-79a9-449c-bb09-031c2d8bcc2b\",\"roots\":{\"17775\":\"a801879e-3792-495b-a0c3-7901cec291e5\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "17775"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.models.annotations import Label, LabelSet, Arrow\n",
    "from bokeh.models.arrow_heads import NormalHead\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# data\n",
    "fig_with_label_data = ColumnDataSource({'x': np.arange(10), \n",
    "                                        'y': [4, 7, 5, 5, 9, 2, 3, 4, 3, 4]})\n",
    "\n",
    "# plot\n",
    "fig_with_label = figure()\n",
    "fig_with_label.line(x='x', y='y', source=fig_with_label_data)\n",
    "\n",
    "# add label\n",
    "label = Label(x=4, y=9, x_offset=10, text='Higest Point', text_baseline='middle')\n",
    "fig_with_label.add_layout(label)\n",
    "\n",
    "# add multiple labels\n",
    "labels = LabelSet(x='x', y='y', text='y', level='glyph', source=fig_with_label_data)\n",
    "fig_with_label.add_layout(labels)\n",
    "\n",
    "# arrow annotation\n",
    "fig_with_label.add_layout(Arrow(end=NormalHead(fill_color='orange'), x_start=5, y_start=7.5, x_end=4.5, y_end=8.8))\n",
    "\n",
    "show(fig_with_label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "AwJxRUYj_9oa"
   },
   "source": [
    "# Color Bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "colab_type": "code",
    "id": "aCH4CksZBF43",
    "outputId": "05946b3e-2132-4764-fe6f-5204d87abfa7"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Acceleration</th>\n",
       "      <th>Cylinders</th>\n",
       "      <th>Displacement</th>\n",
       "      <th>Horsepower</th>\n",
       "      <th>Miles_per_Gallon</th>\n",
       "      <th>Name</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Weight_in_lbs</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "      <td>USA</td>\n",
       "      <td>3504</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11.5</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>buick skylark 320</td>\n",
       "      <td>USA</td>\n",
       "      <td>3693</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>plymouth satellite</td>\n",
       "      <td>USA</td>\n",
       "      <td>3436</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>amc rebel sst</td>\n",
       "      <td>USA</td>\n",
       "      <td>3433</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10.5</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>ford torino</td>\n",
       "      <td>USA</td>\n",
       "      <td>3449</td>\n",
       "      <td>1970-01-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Acceleration  Cylinders  Displacement  Horsepower  Miles_per_Gallon  \\\n",
       "0          12.0          8         307.0       130.0              18.0   \n",
       "1          11.5          8         350.0       165.0              15.0   \n",
       "2          11.0          8         318.0       150.0              18.0   \n",
       "3          12.0          8         304.0       150.0              16.0   \n",
       "4          10.5          8         302.0       140.0              17.0   \n",
       "\n",
       "                        Name Origin  Weight_in_lbs       Year  \n",
       "0  chevrolet chevelle malibu    USA           3504 1970-01-01  \n",
       "1          buick skylark 320    USA           3693 1970-01-01  \n",
       "2         plymouth satellite    USA           3436 1970-01-01  \n",
       "3              amc rebel sst    USA           3433 1970-01-01  \n",
       "4                ford torino    USA           3449 1970-01-01  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cars.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 447
    },
    "colab_type": "code",
    "id": "NDTdUq8B_8SS",
    "outputId": "adfed17b-56ef-46e5-d034-3a248ec32696"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"18429\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "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",
       "      }\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(\"18429\");\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",
       "    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",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"18429\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '18429' but no matching script tag was found. \")\n",
       "    return false;\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",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\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(\"18429\")).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(\"18429\");\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    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      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"18429\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '18429' but no matching script tag was found. \")\n    return false;\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  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\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(\"18429\")).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": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"557280d3-6d23-4a73-a38a-c7b8125df0f1\" data-root-id=\"18431\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"bde5b137-931b-4589-913c-1227b4f6595b\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"18440\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"18444\",\"type\":\"Grid\"},{\"id\":\"18449\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"18445\",\"type\":\"LinearAxis\"}],\"plot_height\":400,\"renderers\":[{\"id\":\"18467\",\"type\":\"GlyphRenderer\"}],\"right\":[{\"id\":\"18469\",\"type\":\"ColorBar\"}],\"title\":{\"id\":\"19028\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"18456\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"18432\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"18436\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"18434\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"18438\",\"type\":\"LinearScale\"}},\"id\":\"18431\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"18454\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"18450\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"19033\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"18450\",\"type\":\"PanTool\"},{\"id\":\"18451\",\"type\":\"WheelZoomTool\"},{\"id\":\"18452\",\"type\":\"BoxZoomTool\"},{\"id\":\"18453\",\"type\":\"SaveTool\"},{\"id\":\"18454\",\"type\":\"ResetTool\"},{\"id\":\"18455\",\"type\":\"HelpTool\"}]},\"id\":\"18456\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"19035\",\"type\":\"Selection\"},{\"attributes\":{\"ticker\":{\"id\":\"18441\",\"type\":\"BasicTicker\"}},\"id\":\"18444\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"18463\",\"type\":\"ColumnDataSource\"}},\"id\":\"18468\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"18455\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"19036\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"18453\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"19031\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"high\":5140,\"low\":1613,\"palette\":[\"#440154\",\"#440255\",\"#440357\",\"#450558\",\"#45065A\",\"#45085B\",\"#46095C\",\"#460B5E\",\"#460C5F\",\"#460E61\",\"#470F62\",\"#471163\",\"#471265\",\"#471466\",\"#471567\",\"#471669\",\"#47186A\",\"#48196B\",\"#481A6C\",\"#481C6E\",\"#481D6F\",\"#481E70\",\"#482071\",\"#482172\",\"#482273\",\"#482374\",\"#472575\",\"#472676\",\"#472777\",\"#472878\",\"#472A79\",\"#472B7A\",\"#472C7B\",\"#462D7C\",\"#462F7C\",\"#46307D\",\"#46317E\",\"#45327F\",\"#45347F\",\"#453580\",\"#453681\",\"#443781\",\"#443982\",\"#433A83\",\"#433B83\",\"#433C84\",\"#423D84\",\"#423E85\",\"#424085\",\"#414186\",\"#414286\",\"#404387\",\"#404487\",\"#3F4587\",\"#3F4788\",\"#3E4888\",\"#3E4989\",\"#3D4A89\",\"#3D4B89\",\"#3D4C89\",\"#3C4D8A\",\"#3C4E8A\",\"#3B508A\",\"#3B518A\",\"#3A528B\",\"#3A538B\",\"#39548B\",\"#39558B\",\"#38568B\",\"#38578C\",\"#37588C\",\"#37598C\",\"#365A8C\",\"#365B8C\",\"#355C8C\",\"#355D8C\",\"#345E8D\",\"#345F8D\",\"#33608D\",\"#33618D\",\"#32628D\",\"#32638D\",\"#31648D\",\"#31658D\",\"#31668D\",\"#30678D\",\"#30688D\",\"#2F698D\",\"#2F6A8D\",\"#2E6B8E\",\"#2E6C8E\",\"#2E6D8E\",\"#2D6E8E\",\"#2D6F8E\",\"#2C708E\",\"#2C718E\",\"#2C728E\",\"#2B738E\",\"#2B748E\",\"#2A758E\",\"#2A768E\",\"#2A778E\",\"#29788E\",\"#29798E\",\"#287A8E\",\"#287A8E\",\"#287B8E\",\"#277C8E\",\"#277D8E\",\"#277E8E\",\"#267F8E\",\"#26808E\",\"#26818E\",\"#25828E\",\"#25838D\",\"#24848D\",\"#24858D\",\"#24868D\",\"#23878D\",\"#23888D\",\"#23898D\",\"#22898D\",\"#228A8D\",\"#228B8D\",\"#218C8D\",\"#218D8C\",\"#218E8C\",\"#208F8C\",\"#20908C\",\"#20918C\",\"#1F928C\",\"#1F938B\",\"#1F948B\",\"#1F958B\",\"#1F968B\",\"#1E978A\",\"#1E988A\",\"#1E998A\",\"#1E998A\",\"#1E9A89\",\"#1E9B89\",\"#1E9C89\",\"#1E9D88\",\"#1E9E88\",\"#1E9F88\",\"#1EA087\",\"#1FA187\",\"#1FA286\",\"#1FA386\",\"#20A485\",\"#20A585\",\"#21A685\",\"#21A784\",\"#22A784\",\"#23A883\",\"#23A982\",\"#24AA82\",\"#25AB81\",\"#26AC81\",\"#27AD80\",\"#28AE7F\",\"#29AF7F\",\"#2AB07E\",\"#2BB17D\",\"#2CB17D\",\"#2EB27C\",\"#2FB37B\",\"#30B47A\",\"#32B57A\",\"#33B679\",\"#35B778\",\"#36B877\",\"#38B976\",\"#39B976\",\"#3BBA75\",\"#3DBB74\",\"#3EBC73\",\"#40BD72\",\"#42BE71\",\"#44BE70\",\"#45BF6F\",\"#47C06E\",\"#49C16D\",\"#4BC26C\",\"#4DC26B\",\"#4FC369\",\"#51C468\",\"#53C567\",\"#55C666\",\"#57C665\",\"#59C764\",\"#5BC862\",\"#5EC961\",\"#60C960\",\"#62CA5F\",\"#64CB5D\",\"#67CC5C\",\"#69CC5B\",\"#6BCD59\",\"#6DCE58\",\"#70CE56\",\"#72CF55\",\"#74D054\",\"#77D052\",\"#79D151\",\"#7CD24F\",\"#7ED24E\",\"#81D34C\",\"#83D34B\",\"#86D449\",\"#88D547\",\"#8BD546\",\"#8DD644\",\"#90D643\",\"#92D741\",\"#95D73F\",\"#97D83E\",\"#9AD83C\",\"#9DD93A\",\"#9FD938\",\"#A2DA37\",\"#A5DA35\",\"#A7DB33\",\"#AADB32\",\"#ADDC30\",\"#AFDC2E\",\"#B2DD2C\",\"#B5DD2B\",\"#B7DD29\",\"#BADE27\",\"#BDDE26\",\"#BFDF24\",\"#C2DF22\",\"#C5DF21\",\"#C7E01F\",\"#CAE01E\",\"#CDE01D\",\"#CFE11C\",\"#D2E11B\",\"#D4E11A\",\"#D7E219\",\"#DAE218\",\"#DCE218\",\"#DFE318\",\"#E1E318\",\"#E4E318\",\"#E7E419\",\"#E9E419\",\"#ECE41A\",\"#EEE51B\",\"#F1E51C\",\"#F3E51E\",\"#F6E61F\",\"#F8E621\",\"#FAE622\",\"#FDE724\"]},\"id\":\"18430\",\"type\":\"LinearColorMapper\"},{\"attributes\":{\"callback\":null,\"data\":{\"Acceleration\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]},\"Cylinders\":[8,8,8,8,8,8,8,8,8,8,4,8,8,8,8,8,8,8,8,8,4,6,6,6,4,4,4,4,4,4,6,8,8,8,8,4,4,4,4,4,6,6,6,6,6,8,8,8,8,8,8,8,6,4,6,6,4,4,4,4,4,4,4,4,4,4,4,4,4,8,8,8,8,8,8,8,8,8,3,8,8,8,8,4,4,4,4,4,4,4,4,4,8,8,8,8,8,8,8,8,8,8,8,8,6,6,6,6,6,4,8,8,8,8,6,4,4,4,3,4,6,4,8,8,4,4,4,4,8,4,6,8,6,6,6,6,4,4,4,4,6,6,6,8,8,8,8,8,4,4,4,4,4,4,4,4,4,4,4,6,6,6,6,8,8,8,8,6,6,6,6,6,8,8,4,4,6,4,4,4,4,6,4,6,4,4,4,4,4,4,4,4,4,4,8,8,8,8,6,6,6,6,4,4,4,4,6,6,6,6,4,4,4,4,4,8,4,6,6,8,8,8,8,4,4,4,4,4,8,8,8,8,6,6,6,6,8,8,8,8,4,4,4,4,4,4,4,4,6,4,3,4,4,4,4,4,8,8,8,6,6,6,4,6,6,6,6,6,6,8,6,8,8,4,4,4,4,4,4,4,4,5,6,4,6,4,4,6,6,4,6,6,8,8,8,8,8,8,8,8,4,4,4,4,5,8,4,8,4,4,4,4,4,6,6,4,4,4,4,4,4,4,4,6,4,4,4,4,4,4,4,4,4,4,5,4,4,4,4,4,6,3,4,4,4,4,4,4,6,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,6,6,8,6,6,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,4,6,6,4,6,4,4,4,4,4,4,4,4],\"Displacement\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]},\"Horsepower\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]},\"Miles_per_Gallon\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]},\"Name\":[\"chevrolet chevelle malibu\",\"buick skylark 320\",\"plymouth satellite\",\"amc rebel sst\",\"ford torino\",\"ford galaxie 500\",\"chevrolet impala\",\"plymouth fury iii\",\"pontiac catalina\",\"amc ambassador dpl\",\"citroen ds-21 pallas\",\"chevrolet chevelle concours (sw)\",\"ford torino (sw)\",\"plymouth satellite (sw)\",\"amc rebel sst (sw)\",\"dodge challenger se\",\"plymouth 'cuda 340\",\"ford mustang boss 302\",\"chevrolet monte carlo\",\"buick estate wagon (sw)\",\"toyota corona mark ii\",\"plymouth duster\",\"amc hornet\",\"ford maverick\",\"datsun pl510\",\"volkswagen 1131 deluxe sedan\",\"peugeot 504\",\"audi 100 ls\",\"saab 99e\",\"bmw 2002\",\"amc gremlin\",\"ford f250\",\"chevy c20\",\"dodge d200\",\"hi 1200d\",\"datsun pl510\",\"chevrolet vega 2300\",\"toyota corona\",\"ford pinto\",\"volkswagen super beetle 117\",\"amc gremlin\",\"plymouth satellite custom\",\"chevrolet chevelle malibu\",\"ford torino 500\",\"amc matador\",\"chevrolet impala\",\"pontiac catalina brougham\",\"ford galaxie 500\",\"plymouth fury iii\",\"dodge monaco (sw)\",\"ford country squire (sw)\",\"pontiac safari (sw)\",\"amc hornet sportabout (sw)\",\"chevrolet vega (sw)\",\"pontiac firebird\",\"ford mustang\",\"mercury capri 2000\",\"opel 1900\",\"peugeot 304\",\"fiat 124b\",\"toyota corolla 1200\",\"datsun 1200\",\"volkswagen model 111\",\"plymouth cricket\",\"toyota corona hardtop\",\"dodge colt hardtop\",\"volkswagen type 3\",\"chevrolet vega\",\"ford pinto runabout\",\"chevrolet impala\",\"pontiac catalina\",\"plymouth fury iii\",\"ford galaxie 500\",\"amc ambassador sst\",\"mercury marquis\",\"buick lesabre custom\",\"oldsmobile delta 88 royale\",\"chrysler newport royal\",\"mazda rx2 coupe\",\"amc matador (sw)\",\"chevrolet chevelle concours (sw)\",\"ford gran torino (sw)\",\"plymouth satellite custom (sw)\",\"volvo 145e (sw)\",\"volkswagen 411 (sw)\",\"peugeot 504 (sw)\",\"renault 12 (sw)\",\"ford pinto (sw)\",\"datsun 510 (sw)\",\"toyouta corona mark ii (sw)\",\"dodge colt (sw)\",\"toyota corolla 1600 (sw)\",\"buick century 350\",\"amc matador\",\"chevrolet malibu\",\"ford gran torino\",\"dodge coronet custom\",\"mercury marquis brougham\",\"chevrolet caprice classic\",\"ford ltd\",\"plymouth fury gran sedan\",\"chrysler new yorker brougham\",\"buick electra 225 custom\",\"amc ambassador brougham\",\"plymouth valiant\",\"chevrolet nova custom\",\"amc hornet\",\"ford maverick\",\"plymouth duster\",\"volkswagen super beetle\",\"chevrolet impala\",\"ford country\",\"plymouth custom suburb\",\"oldsmobile vista cruiser\",\"amc gremlin\",\"toyota carina\",\"chevrolet vega\",\"datsun 610\",\"maxda rx3\",\"ford pinto\",\"mercury capri v6\",\"fiat 124 sport coupe\",\"chevrolet monte carlo s\",\"pontiac grand prix\",\"fiat 128\",\"opel manta\",\"audi 100ls\",\"volvo 144ea\",\"dodge dart custom\",\"saab 99le\",\"toyota mark ii\",\"oldsmobile omega\",\"plymouth duster\",\"ford maverick\",\"amc hornet\",\"chevrolet nova\",\"datsun b210\",\"ford pinto\",\"toyota corolla 1200\",\"chevrolet vega\",\"chevrolet chevelle malibu classic\",\"amc matador\",\"plymouth satellite sebring\",\"ford gran torino\",\"buick century luxus (sw)\",\"dodge coronet custom (sw)\",\"ford gran torino (sw)\",\"amc matador (sw)\",\"audi fox\",\"volkswagen dasher\",\"opel manta\",\"toyota corona\",\"datsun 710\",\"dodge colt\",\"fiat 128\",\"fiat 124 tc\",\"honda civic\",\"subaru\",\"fiat x1.9\",\"plymouth valiant custom\",\"chevrolet nova\",\"mercury monarch\",\"ford maverick\",\"pontiac catalina\",\"chevrolet bel air\",\"plymouth grand fury\",\"ford ltd\",\"buick century\",\"chevroelt chevelle malibu\",\"amc matador\",\"plymouth fury\",\"buick skyhawk\",\"chevrolet monza 2+2\",\"ford mustang ii\",\"toyota corolla\",\"ford pinto\",\"amc gremlin\",\"pontiac astro\",\"toyota corona\",\"volkswagen dasher\",\"datsun 710\",\"ford pinto\",\"volkswagen rabbit\",\"amc pacer\",\"audi 100ls\",\"peugeot 504\",\"volvo 244dl\",\"saab 99le\",\"honda civic cvcc\",\"fiat 131\",\"opel 1900\",\"capri ii\",\"dodge colt\",\"renault 12tl\",\"chevrolet chevelle malibu classic\",\"dodge coronet brougham\",\"amc matador\",\"ford gran torino\",\"plymouth valiant\",\"chevrolet nova\",\"ford maverick\",\"amc hornet\",\"chevrolet chevette\",\"chevrolet woody\",\"vw rabbit\",\"honda civic\",\"dodge aspen se\",\"ford granada ghia\",\"pontiac ventura sj\",\"amc pacer d/l\",\"volkswagen rabbit\",\"datsun b-210\",\"toyota corolla\",\"ford pinto\",\"volvo 245\",\"plymouth volare premier v8\",\"peugeot 504\",\"toyota mark ii\",\"mercedes-benz 280s\",\"cadillac seville\",\"chevy c10\",\"ford f108\",\"dodge d100\",\"honda Accelerationord cvcc\",\"buick opel isuzu deluxe\",\"renault 5 gtl\",\"plymouth arrow gs\",\"datsun f-10 hatchback\",\"chevrolet caprice classic\",\"oldsmobile cutlass supreme\",\"dodge monaco brougham\",\"mercury cougar brougham\",\"chevrolet concours\",\"buick skylark\",\"plymouth volare custom\",\"ford granada\",\"pontiac grand prix lj\",\"chevrolet monte carlo landau\",\"chrysler cordoba\",\"ford thunderbird\",\"volkswagen rabbit custom\",\"pontiac sunbird coupe\",\"toyota corolla liftback\",\"ford mustang ii 2+2\",\"chevrolet chevette\",\"dodge colt m/m\",\"subaru dl\",\"volkswagen dasher\",\"datsun 810\",\"bmw 320i\",\"mazda rx-4\",\"volkswagen rabbit custom diesel\",\"ford fiesta\",\"mazda glc deluxe\",\"datsun b210 gx\",\"honda civic cvcc\",\"oldsmobile cutlass salon brougham\",\"dodge diplomat\",\"mercury monarch ghia\",\"pontiac phoenix lj\",\"chevrolet malibu\",\"ford fairmont (auto)\",\"ford fairmont (man)\",\"plymouth volare\",\"amc concord\",\"buick century special\",\"mercury zephyr\",\"dodge aspen\",\"amc concord d/l\",\"chevrolet monte carlo landau\",\"buick regal sport coupe (turbo)\",\"ford futura\",\"dodge magnum xe\",\"chevrolet chevette\",\"toyota corona\",\"datsun 510\",\"dodge omni\",\"toyota celica gt liftback\",\"plymouth sapporo\",\"oldsmobile starfire sx\",\"datsun 200-sx\",\"audi 5000\",\"volvo 264gl\",\"saab 99gle\",\"peugeot 604sl\",\"volkswagen scirocco\",\"honda Accelerationord lx\",\"pontiac lemans v6\",\"mercury zephyr 6\",\"ford fairmont 4\",\"amc concord dl 6\",\"dodge aspen 6\",\"chevrolet caprice classic\",\"ford ltd landau\",\"mercury grand marquis\",\"dodge st. regis\",\"buick estate wagon (sw)\",\"ford country squire (sw)\",\"chevrolet malibu classic (sw)\",\"chrysler lebaron town @ country (sw)\",\"vw rabbit custom\",\"maxda glc deluxe\",\"dodge colt hatchback custom\",\"amc spirit dl\",\"mercedes benz 300d\",\"cadillac eldorado\",\"peugeot 504\",\"oldsmobile cutlass salon brougham\",\"plymouth horizon\",\"plymouth horizon tc3\",\"datsun 210\",\"fiat strada custom\",\"buick skylark limited\",\"chevrolet citation\",\"oldsmobile omega brougham\",\"pontiac phoenix\",\"vw rabbit\",\"toyota corolla tercel\",\"chevrolet chevette\",\"datsun 310\",\"chevrolet citation\",\"ford fairmont\",\"amc concord\",\"dodge aspen\",\"audi 4000\",\"toyota corona liftback\",\"mazda 626\",\"datsun 510 hatchback\",\"toyota corolla\",\"mazda glc\",\"dodge colt\",\"datsun 210\",\"vw rabbit c (diesel)\",\"vw dasher (diesel)\",\"audi 5000s (diesel)\",\"mercedes-benz 240d\",\"honda civic 1500 gl\",\"renault lecar deluxe\",\"subaru dl\",\"vokswagen rabbit\",\"datsun 280-zx\",\"mazda rx-7 gs\",\"triumph tr7 coupe\",\"ford mustang cobra\",\"honda Accelerationord\",\"plymouth reliant\",\"buick skylark\",\"dodge aries wagon (sw)\",\"chevrolet citation\",\"plymouth reliant\",\"toyota starlet\",\"plymouth champ\",\"honda civic 1300\",\"subaru\",\"datsun 210\",\"toyota tercel\",\"mazda glc 4\",\"plymouth horizon 4\",\"ford escort 4w\",\"ford escort 2h\",\"volkswagen jetta\",\"renault 18i\",\"honda prelude\",\"toyota corolla\",\"datsun 200sx\",\"mazda 626\",\"peugeot 505s turbo diesel\",\"saab 900s\",\"volvo diesel\",\"toyota cressida\",\"datsun 810 maxima\",\"buick century\",\"oldsmobile cutlass ls\",\"ford granada gl\",\"chrysler lebaron salon\",\"chevrolet cavalier\",\"chevrolet cavalier wagon\",\"chevrolet cavalier 2-door\",\"pontiac j2000 se hatchback\",\"dodge aries se\",\"pontiac phoenix\",\"ford fairmont futura\",\"amc concord dl\",\"volkswagen rabbit l\",\"mazda glc custom l\",\"mazda glc custom\",\"plymouth horizon miser\",\"mercury lynx l\",\"nissan stanza xe\",\"honda Accelerationord\",\"toyota corolla\",\"honda civic\",\"honda civic (auto)\",\"datsun 310 gx\",\"buick century limited\",\"oldsmobile cutlass ciera (diesel)\",\"chrysler lebaron medallion\",\"ford granada l\",\"toyota celica gt\",\"dodge charger 2.2\",\"chevrolet camaro\",\"ford mustang gl\",\"vw pickup\",\"dodge rampage\",\"ford ranger\",\"chevy s-10\"],\"Origin\":[\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"Japan\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"Japan\",\"USA\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Europe\",\"Europe\",\"Japan\",\"Japan\",\"Europe\",\"USA\",\"Japan\",\"USA\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"USA\",\"Japan\",\"Japan\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"Japan\",\"Japan\",\"USA\",\"USA\",\"Europe\",\"USA\",\"USA\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"USA\",\"Europe\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Europe\",\"Europe\",\"Japan\",\"Japan\",\"USA\",\"Europe\",\"Europe\",\"Japan\",\"Japan\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"Japan\",\"Europe\",\"Japan\",\"USA\",\"Europe\",\"USA\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Japan\",\"Europe\",\"Europe\",\"USA\",\"USA\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Japan\",\"Japan\",\"USA\",\"Europe\",\"USA\",\"Europe\",\"Japan\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"Europe\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"Japan\",\"Europe\",\"Japan\",\"Europe\",\"Japan\",\"Europe\",\"USA\",\"Japan\",\"Japan\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"Japan\",\"USA\",\"Japan\",\"USA\",\"USA\",\"Japan\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Japan\",\"USA\",\"USA\",\"Europe\",\"USA\",\"Europe\",\"USA\",\"USA\",\"USA\",\"Japan\",\"Europe\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Japan\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Japan\",\"Japan\",\"Japan\",\"Japan\",\"Japan\",\"USA\",\"Japan\",\"Europe\",\"Europe\",\"Europe\",\"Europe\",\"Japan\",\"Europe\",\"Japan\",\"Europe\",\"Japan\",\"Japan\",\"Europe\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"Japan\",\"Japan\",\"Japan\",\"Japan\",\"Japan\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Europe\",\"Japan\",\"Japan\",\"Japan\",\"Japan\",\"Europe\",\"Europe\",\"Europe\",\"Japan\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"USA\",\"Europe\",\"Japan\",\"Japan\",\"USA\",\"USA\",\"Japan\",\"Japan\",\"Japan\",\"Japan\",\"Japan\",\"Japan\",\"USA\",\"USA\",\"USA\",\"USA\",\"Japan\",\"USA\",\"USA\",\"USA\",\"Europe\",\"USA\",\"USA\",\"USA\"],\"Weight_in_lbs\":[3504,3693,3436,3433,3449,4341,4354,4312,4425,3850,3090,4142,4034,4166,3850,3563,3609,3353,3761,3086,2372,2833,2774,2587,2130,1835,2672,2430,2375,2234,2648,4615,4376,4382,4732,2130,2264,2228,2046,1978,2634,3439,3329,3302,3288,4209,4464,4154,4096,4955,4746,5140,2962,2408,3282,3139,2220,2123,2074,2065,1773,1613,1834,1955,2278,2126,2254,2408,2226,4274,4385,4135,4129,3672,4633,4502,4456,4422,2330,3892,4098,4294,4077,2933,2511,2979,2189,2395,2288,2506,2164,2100,4100,3672,3988,4042,3777,4952,4464,4363,4237,4735,4951,3821,3121,3278,2945,3021,2904,1950,4997,4906,4654,4499,2789,2279,2401,2379,2124,2310,2472,2265,4082,4278,1867,2158,2582,2868,3399,2660,2807,3664,3102,2875,2901,3336,1950,2451,1836,2542,3781,3632,3613,4141,4699,4457,4638,4257,2219,1963,2300,1649,2003,2125,2108,2246,2489,2391,2000,3264,3459,3432,3158,4668,4440,4498,4657,3907,3897,3730,3785,3039,3221,3169,2171,2639,2914,2592,2702,2223,2545,2984,1937,3211,2694,2957,2945,2671,1795,2464,2220,2572,2255,2202,4215,4190,3962,4215,3233,3353,3012,3085,2035,2164,1937,1795,3651,3574,3645,3193,1825,1990,2155,2565,3150,3940,3270,2930,3820,4380,4055,3870,3755,2045,2155,1825,2300,1945,3880,4060,4140,4295,3520,3425,3630,3525,4220,4165,4325,4335,1940,2740,2265,2755,2051,2075,1985,2190,2815,2600,2720,1985,1800,1985,2070,1800,3365,3735,3570,3535,3155,2965,2720,3430,3210,3380,3070,3620,3410,3425,3445,3205,4080,2155,2560,2300,2230,2515,2745,2855,2405,2830,3140,2795,3410,1990,2135,3245,2990,2890,3265,3360,3840,3725,3955,3830,4360,4054,3605,3940,1925,1975,1915,2670,3530,3900,3190,3420,2200,2150,2020,2130,2670,2595,2700,2556,2144,1968,2120,2019,2678,2870,3003,3381,2188,2711,2542,2434,2265,2110,2800,2110,2085,2335,2950,3250,1850,1835,2145,1845,2910,2420,2500,2905,2290,2490,2635,2620,2725,2385,1755,1875,1760,2065,1975,2050,1985,2215,2045,2380,2190,2320,2210,2350,2615,2635,3230,2800,3160,2900,2930,3415,3725,3060,3465,2605,2640,2395,2575,2525,2735,2865,3035,1980,2025,1970,2125,2125,2160,2205,2245,1965,1965,1995,2945,3015,2585,2835,2665,2370,2950,2790,2130,2295,2625,2720],\"Year\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[406]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405]},\"selected\":{\"id\":\"19035\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"19036\",\"type\":\"UnionRenderers\"}},\"id\":\"18463\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"color_mapper\":{\"id\":\"18430\",\"type\":\"LinearColorMapper\"},\"formatter\":{\"id\":\"19031\",\"type\":\"BasicTickFormatter\"},\"label_standoff\":12,\"location\":[0,0],\"ticker\":{\"id\":\"19032\",\"type\":\"BasicTicker\"},\"title\":\"Weight\"},\"id\":\"18469\",\"type\":\"ColorBar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"19037\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"text\":\"\"},\"id\":\"19028\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"18463\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"18465\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"18466\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"18468\",\"type\":\"CDSView\"}},\"id\":\"18467\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"18451\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"callback\":null},\"id\":\"18432\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"18436\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"19029\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"18441\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"18446\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"19032\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"Horsepower\"},\"y\":{\"field\":\"Miles_per_Gallon\"}},\"id\":\"18466\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"18438\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"field\":\"Weight_in_lbs\",\"transform\":{\"id\":\"18430\",\"type\":\"LinearColorMapper\"}},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"field\":\"Weight_in_lbs\",\"transform\":{\"id\":\"18430\",\"type\":\"LinearColorMapper\"}},\"size\":{\"units\":\"screen\",\"value\":15},\"x\":{\"field\":\"Horsepower\"},\"y\":{\"field\":\"Miles_per_Gallon\"}},\"id\":\"18465\",\"type\":\"Circle\"},{\"attributes\":{\"axis_label\":\"Miles_per_Gallon\",\"formatter\":{\"id\":\"19029\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"18446\",\"type\":\"BasicTicker\"}},\"id\":\"18445\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis_label\":\"Horsepower\",\"formatter\":{\"id\":\"19033\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"18441\",\"type\":\"BasicTicker\"}},\"id\":\"18440\",\"type\":\"LinearAxis\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"18446\",\"type\":\"BasicTicker\"}},\"id\":\"18449\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"19037\",\"type\":\"BoxAnnotation\"}},\"id\":\"18452\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"callback\":null},\"id\":\"18434\",\"type\":\"DataRange1d\"}],\"root_ids\":[\"18431\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"bde5b137-931b-4589-913c-1227b4f6595b\",\"roots\":{\"18431\":\"557280d3-6d23-4a73-a38a-c7b8125df0f1\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "18431"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.models import LinearColorMapper, ColorBar\n",
    "from bokeh.transform import transform\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# data\n",
    "# use vega_datasets cars data\n",
    "\n",
    "# map numbers in a range low, high - linearly into a sequence of colors (a palette)\n",
    "color_mapper = LinearColorMapper(palette='Viridis256', low=cars.Weight_in_lbs.min(), high=cars.Weight_in_lbs.max())\n",
    "\n",
    "# plot\n",
    "colorbar_fig = figure(plot_width=600, plot_height=400, x_axis_label='Horsepower', y_axis_label='Miles_per_Gallon')\n",
    "colorbar_fig.circle(x='Horsepower', \n",
    "                    y='Miles_per_Gallon',\n",
    "                    source=cars,\n",
    "                    color=transform('Weight_in_lbs', color_mapper), \n",
    "                    size=15, \n",
    "                    alpha=0.5)\n",
    "\n",
    "# render a color bar based on a color mapper\n",
    "color_bar = ColorBar(color_mapper=color_mapper, label_standoff=12, location=(0,0), title='Weight')\n",
    "colorbar_fig.add_layout(color_bar, 'right')\n",
    "\n",
    "show(colorbar_fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-9244833.464166068 5211172.739903524\n"
     ]
    }
   ],
   "source": [
    "# convert longitude, latitude to mercator coordinates\n",
    "# example - Detroit Michigan 42.334197, -83.047752\n",
    "\n",
    "from pyproj import Proj, transform\n",
    "\n",
    "def create_coordinates(long_arg,lat_arg):\n",
    "    in_wgs = Proj(init='epsg:4326')\n",
    "    out_mercator = Proj(init='epsg:3857')\n",
    "    long, lat = long_arg, lat_arg\n",
    "    mercator_x, mercator_y = transform(in_wgs, out_mercator, long, lat)\n",
    "    print(mercator_x, mercator_y)\n",
    "    \n",
    "# Detroit\n",
    "create_coordinates(-83.047752,42.334197)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-9094212.73846772 5086289.969305812\n"
     ]
    }
   ],
   "source": [
    "# Cleveland\n",
    "create_coordinates(-81.694703,41.499437)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-9754910.168971453 5142738.513793045\n"
     ]
    }
   ],
   "source": [
    "# Chicago \n",
    "create_coordinates(-87.629849,41.878111)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"0569cb30-c065-4875-8a49-7388965be6e7\" data-root-id=\"19105\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"7ff43d50-7a72-4498-a718-cf9bb8a865d3\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"19114\",\"type\":\"MercatorAxis\"}],\"center\":[{\"id\":\"19122\",\"type\":\"Grid\"},{\"id\":\"19131\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"19123\",\"type\":\"MercatorAxis\"}],\"plot_height\":400,\"plot_width\":800,\"renderers\":[{\"id\":\"19145\",\"type\":\"TileRenderer\"},{\"id\":\"19150\",\"type\":\"GlyphRenderer\"},{\"id\":\"19155\",\"type\":\"GlyphRenderer\"},{\"id\":\"19160\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"19731\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"19138\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"19106\",\"type\":\"Range1d\"},\"x_scale\":{\"id\":\"19110\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"19108\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"19112\",\"type\":\"LinearScale\"}},\"id\":\"19105\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data_source\":{\"id\":\"19147\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"19148\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"19149\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"19151\",\"type\":\"CDSView\"}},\"id\":\"19150\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"data\":{},\"selected\":{\"id\":\"19736\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"19737\",\"type\":\"UnionRenderers\"}},\"id\":\"19147\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"formatter\":{\"id\":\"19126\",\"type\":\"MercatorTickFormatter\"},\"ticker\":{\"id\":\"19124\",\"type\":\"MercatorTicker\"}},\"id\":\"19123\",\"type\":\"MercatorAxis\"},{\"attributes\":{},\"id\":\"19741\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"19124\",\"type\":\"MercatorTicker\"}},\"id\":\"19131\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"19152\",\"type\":\"ColumnDataSource\"}},\"id\":\"19156\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"19737\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"19742\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"19132\",\"type\":\"PanTool\"},{\"id\":\"19133\",\"type\":\"WheelZoomTool\"},{\"id\":\"19134\",\"type\":\"BoxZoomTool\"},{\"id\":\"19135\",\"type\":\"SaveTool\"},{\"id\":\"19136\",\"type\":\"ResetTool\"},{\"id\":\"19137\",\"type\":\"HelpTool\"}]},\"id\":\"19138\",\"type\":\"Toolbar\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"19126\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{\"callback\":null,\"data\":{},\"selected\":{\"id\":\"19738\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"19739\",\"type\":\"UnionRenderers\"}},\"id\":\"19152\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"19739\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"19137\",\"type\":\"HelpTool\"},{\"attributes\":{\"data_source\":{\"id\":\"19157\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"19158\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"19159\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"19161\",\"type\":\"CDSView\"}},\"id\":\"19160\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"ticker\":{\"id\":\"19115\",\"type\":\"MercatorTicker\"}},\"id\":\"19122\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"19132\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"value\":-9244833},\"y\":{\"value\":5211172}},\"id\":\"19149\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"19112\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"19147\",\"type\":\"ColumnDataSource\"}},\"id\":\"19151\",\"type\":\"CDSView\"},{\"attributes\":{\"attribution\":\"&copy; <a href=\\\"https://www.openstreetmap.org/copyright\\\">OpenStreetMap</a> contributors,&copy; <a href=\\\"https://cartodb.com/attributions\\\">CartoDB</a>\",\"url\":\"https://tiles.basemaps.cartocdn.com/light_all/{z}/{x}/{y}.png\"},\"id\":\"19104\",\"type\":\"WMTSTileSource\"},{\"attributes\":{\"fill_color\":{\"value\":\"orange\"},\"line_color\":{\"value\":\"orange\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"value\":-9754910},\"y\":{\"value\":5142738}},\"id\":\"19158\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"value\":-9094212},\"y\":{\"value\":5086289}},\"id\":\"19154\",\"type\":\"Circle\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"19115\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"callback\":null,\"end\":7000000,\"start\":-1000000},\"id\":\"19108\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"19740\",\"type\":\"Selection\"},{\"attributes\":{\"tile_source\":{\"id\":\"19104\",\"type\":\"WMTSTileSource\"}},\"id\":\"19145\",\"type\":\"TileRenderer\"},{\"attributes\":{},\"id\":\"19736\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"value\":-9754910},\"y\":{\"value\":5142738}},\"id\":\"19159\",\"type\":\"Circle\"},{\"attributes\":{\"text\":\"\"},\"id\":\"19731\",\"type\":\"Title\"},{\"attributes\":{\"overlay\":{\"id\":\"19742\",\"type\":\"BoxAnnotation\"}},\"id\":\"19134\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"19136\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"19110\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"19135\",\"type\":\"SaveTool\"},{\"attributes\":{\"dimension\":\"lon\"},\"id\":\"19117\",\"type\":\"MercatorTickFormatter\"},{\"attributes\":{},\"id\":\"19133\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"red\"},\"line_color\":{\"value\":\"red\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"value\":-9244833},\"y\":{\"value\":5211172}},\"id\":\"19148\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"19157\",\"type\":\"ColumnDataSource\"}},\"id\":\"19161\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"data\":{},\"selected\":{\"id\":\"19740\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"19741\",\"type\":\"UnionRenderers\"}},\"id\":\"19157\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_color\":{\"value\":\"blue\"},\"line_color\":{\"value\":\"blue\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"value\":-9094212},\"y\":{\"value\":5086289}},\"id\":\"19153\",\"type\":\"Circle\"},{\"attributes\":{\"dimension\":\"lat\"},\"id\":\"19124\",\"type\":\"MercatorTicker\"},{\"attributes\":{\"callback\":null,\"end\":9000000,\"start\":-12000000},\"id\":\"19106\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"19738\",\"type\":\"Selection\"},{\"attributes\":{\"formatter\":{\"id\":\"19117\",\"type\":\"MercatorTickFormatter\"},\"ticker\":{\"id\":\"19115\",\"type\":\"MercatorTicker\"}},\"id\":\"19114\",\"type\":\"MercatorAxis\"},{\"attributes\":{\"data_source\":{\"id\":\"19152\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"19153\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"19154\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"19156\",\"type\":\"CDSView\"}},\"id\":\"19155\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"19105\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"7ff43d50-7a72-4498-a718-cf9bb8a865d3\",\"roots\":{\"19105\":\"0569cb30-c065-4875-8a49-7388965be6e7\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "19105"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.tile_providers import get_provider, Vendors\n",
    "\n",
    "tile_provider = get_provider(Vendors.CARTODBPOSITRON)\n",
    "# tile_provider = get_provider(Vendors.STAMEN_TONER_BACKGROUND)\n",
    "\n",
    "# range bounds supplied in web mercator coordinates\n",
    "m = figure(plot_width=800, \n",
    "           plot_height=400,\n",
    "           x_range=(-12000000, 9000000), \n",
    "           y_range=(-1000000, 7000000), \n",
    "           x_axis_type='mercator', \n",
    "           y_axis_type='mercator')\n",
    "\n",
    "m.add_tile(tile_provider)\n",
    "\n",
    "m.circle(x=-9244833, y=5211172, size=10, color='red')\n",
    "m.circle(x=-9094212, y=5086289, size=10, color='blue')\n",
    "m.circle(x=-9754910, y=5142738, size=10, color='orange')\n",
    "\n",
    "show(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "TFuk6elUG7h5"
   },
   "source": [
    "# Interactive Widgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Y28PkVK_V6v2"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"3476885e-70f7-4b51-82e2-f4c79b8578d0\" data-root-id=\"21962\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"7165114d-aab3-4e43-b77c-00b727f55a0f\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"21923\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"id\":\"21960\",\"type\":\"Slider\"}]},\"id\":\"21962\",\"type\":\"Column\"},{\"attributes\":{\"ticker\":{\"id\":\"21933\",\"type\":\"BasicTicker\"}},\"id\":\"21936\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"21938\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"21955\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"21956\",\"type\":\"Circle\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"21957\",\"type\":\"Circle\"},\"selection_glyph\":null,\"view\":{\"id\":\"21959\",\"type\":\"CDSView\"}},\"id\":\"21958\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null},\"id\":\"21924\",\"type\":\"DataRange1d\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"21938\",\"type\":\"BasicTicker\"}},\"id\":\"21941\",\"type\":\"Grid\"},{\"attributes\":{\"callback\":null,\"end\":1,\"js_property_callbacks\":{\"change:value\":[{\"id\":\"21961\",\"type\":\"CustomJS\"}]},\"start\":0.1,\"step\":0.01,\"value\":0.2},\"id\":\"21960\",\"type\":\"Slider\"},{\"attributes\":{},\"id\":\"22575\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"#1f77b4\"},\"radius\":{\"units\":\"data\",\"value\":0.1},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"21956\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"21946\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"21945\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null},\"id\":\"21926\",\"type\":\"DataRange1d\"},{\"attributes\":{\"args\":{\"other\":{\"id\":\"21956\",\"type\":\"Circle\"}},\"code\":\"other.radius = this.value\"},\"id\":\"21961\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"22577\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"below\":[{\"id\":\"21932\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"21936\",\"type\":\"Grid\"},{\"id\":\"21941\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"21937\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"renderers\":[{\"id\":\"21958\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"22574\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"21948\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"21924\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"21928\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"21926\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"21930\",\"type\":\"LinearScale\"}},\"id\":\"21923\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"22579\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"21928\",\"type\":\"LinearScale\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"21942\",\"type\":\"PanTool\"},{\"id\":\"21943\",\"type\":\"WheelZoomTool\"},{\"id\":\"21944\",\"type\":\"BoxZoomTool\"},{\"id\":\"21945\",\"type\":\"SaveTool\"},{\"id\":\"21946\",\"type\":\"ResetTool\"},{\"id\":\"21947\",\"type\":\"HelpTool\"}]},\"id\":\"21948\",\"type\":\"Toolbar\"},{\"attributes\":{\"text\":\"\"},\"id\":\"22574\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"21933\",\"type\":\"BasicTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"22581\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"formatter\":{\"id\":\"22577\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"21933\",\"type\":\"BasicTicker\"}},\"id\":\"21932\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"21942\",\"type\":\"PanTool\"},{\"attributes\":{\"formatter\":{\"id\":\"22575\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"21938\",\"type\":\"BasicTicker\"}},\"id\":\"21937\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"21943\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"radius\":{\"units\":\"data\",\"value\":0.1},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"21957\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"21930\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"21955\",\"type\":\"ColumnDataSource\"}},\"id\":\"21959\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"21947\",\"type\":\"HelpTool\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2,3,4,5],\"y\":[3,2,5,6,4]},\"selected\":{\"id\":\"22579\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"22580\",\"type\":\"UnionRenderers\"}},\"id\":\"21955\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"22580\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"overlay\":{\"id\":\"22581\",\"type\":\"BoxAnnotation\"}},\"id\":\"21944\",\"type\":\"BoxZoomTool\"}],\"root_ids\":[\"21962\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"7165114d-aab3-4e43-b77c-00b727f55a0f\",\"roots\":{\"21962\":\"3476885e-70f7-4b51-82e2-f4c79b8578d0\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "21962"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change size of scatter plot circles\n",
    "from bokeh.layouts import column\n",
    "from bokeh.models import Slider\n",
    "\n",
    "# create figure and plot\n",
    "change_plot_size = figure(plot_width=600, plot_height=300)\n",
    "change_plot_size_r = change_plot_size.circle([1,2,3,4,5], [3,2,5,6,4], radius=0.1, alpha=0.5)\n",
    "\n",
    "# create widget and link\n",
    "slider = Slider(start=0.1, end=1, step=0.01, value=0.2)\n",
    "slider.js_link('value', change_plot_size_r.glyph, 'radius')\n",
    "\n",
    "show(column(change_plot_size, slider))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"20505\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "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",
       "      }\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(\"20505\");\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",
       "    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",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"20505\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '20505' but no matching script tag was found. \")\n",
       "    return false;\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",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n",
       "  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    function(Bokeh) {} // ensure no trailing comma for IE\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((root.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i].call(root, root.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\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(\"20505\")).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(\"20505\");\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    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      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"20505\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '20505' but no matching script tag was found. \")\n    return false;\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  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.2.0.min.js\"];\n  var css_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.2.0.min.css\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.2.0.min.css\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\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(\"20505\")).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": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"43f0bed9-1059-43c1-806c-8ec980a1a11d\" data-root-id=\"20552\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"fec3c201-2f75-4f60-92de-7e1800781812\":{\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"20550\",\"type\":\"Row\"},{\"id\":\"20551\",\"type\":\"Row\"}]},\"id\":\"20552\",\"type\":\"Column\"},{\"attributes\":{\"ticker\":{\"id\":\"20516\",\"type\":\"BasicTicker\"}},\"id\":\"20519\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"20526\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"21147\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"20516\",\"type\":\"BasicTicker\"}},\"id\":\"20515\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"20513\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"20511\",\"type\":\"LinearScale\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"20525\",\"type\":\"PanTool\"},{\"id\":\"20526\",\"type\":\"WheelZoomTool\"},{\"id\":\"20527\",\"type\":\"BoxZoomTool\"},{\"id\":\"20528\",\"type\":\"SaveTool\"},{\"id\":\"20529\",\"type\":\"ResetTool\"},{\"id\":\"20530\",\"type\":\"HelpTool\"}]},\"id\":\"20531\",\"type\":\"Toolbar\"},{\"attributes\":{\"children\":[{\"id\":\"20548\",\"type\":\"Toggle\"}]},\"id\":\"20551\",\"type\":\"Row\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"20540\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"21145\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"callback\":null},\"id\":\"20507\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"21151\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"21153\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"callback\":null},\"id\":\"20509\",\"type\":\"DataRange1d\"},{\"attributes\":{\"formatter\":{\"id\":\"21145\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"20521\",\"type\":\"BasicTicker\"}},\"id\":\"20520\",\"type\":\"LinearAxis\"},{\"attributes\":{\"below\":[{\"id\":\"20515\",\"type\":\"LinearAxis\"}],\"center\":[{\"id\":\"20519\",\"type\":\"Grid\"},{\"id\":\"20524\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"20520\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"plot_width\":500,\"renderers\":[{\"id\":\"20541\",\"type\":\"GlyphRenderer\"},{\"id\":\"20546\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"21144\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"20531\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"20507\",\"type\":\"DataRange1d\"},\"x_scale\":{\"id\":\"20511\",\"type\":\"LinearScale\"},\"y_range\":{\"id\":\"20509\",\"type\":\"DataRange1d\"},\"y_scale\":{\"id\":\"20513\",\"type\":\"LinearScale\"}},\"id\":\"20506\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"source\":{\"id\":\"20543\",\"type\":\"ColumnDataSource\"}},\"id\":\"20547\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"21153\",\"type\":\"BoxAnnotation\"}},\"id\":\"20527\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"active\":true,\"button_type\":\"success\",\"callback\":null,\"icon\":null,\"js_property_callbacks\":{\"change:active\":[{\"id\":\"20549\",\"type\":\"CustomJS\"}]},\"label\":\"line of best fit\"},\"id\":\"20548\",\"type\":\"Toggle\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2,3,4,5,6,7,8,9,10],\"y\":[2,2,4,1,5,6,8,2,3,7]},\"selected\":{\"id\":\"21149\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"21150\",\"type\":\"UnionRenderers\"}},\"id\":\"20538\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"21149\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"20528\",\"type\":\"SaveTool\"},{\"attributes\":{\"args\":{\"other\":{\"id\":\"20546\",\"type\":\"GlyphRenderer\"}},\"code\":\"other.visible = this.active\"},\"id\":\"20549\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"20525\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"20521\",\"type\":\"BasicTicker\"},{\"attributes\":{\"callback\":null,\"data\":{\"x\":[1,2,3,4,5,6,7,8,9,10],\"y\":{\"__ndarray__\":\"CvKUIE8JAkAk9TpSryMFQD744IMPPghAWPuGtW9YC0By/iznz3IOQMaAaQyYxhBAVII8JchTEkDggw8++OATQG6F4lYobhVA+oa1b1j7FkA=\",\"dtype\":\"float64\",\"shape\":[10]}},\"selected\":{\"id\":\"21151\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"21152\",\"type\":\"UnionRenderers\"}},\"id\":\"20543\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"20530\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"20529\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"21152\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"20521\",\"type\":\"BasicTicker\"}},\"id\":\"20524\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"21147\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"line_color\":\"red\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"20544\",\"type\":\"Line\"},{\"attributes\":{\"source\":{\"id\":\"20538\",\"type\":\"ColumnDataSource\"}},\"id\":\"20542\",\"type\":\"CDSView\"},{\"attributes\":{\"children\":[{\"id\":\"20506\",\"subtype\":\"Figure\",\"type\":\"Plot\"}]},\"id\":\"20550\",\"type\":\"Row\"},{\"attributes\":{},\"id\":\"20516\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"21150\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"size\":{\"units\":\"screen\",\"value\":10},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"20539\",\"type\":\"Scatter\"},{\"attributes\":{\"text\":\"\"},\"id\":\"21144\",\"type\":\"Title\"},{\"attributes\":{\"data_source\":{\"id\":\"20543\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"20544\",\"type\":\"Line\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"20545\",\"type\":\"Line\"},\"selection_glyph\":null,\"view\":{\"id\":\"20547\",\"type\":\"CDSView\"}},\"id\":\"20546\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"20545\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"20538\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"20539\",\"type\":\"Scatter\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"20540\",\"type\":\"Scatter\"},\"selection_glyph\":null,\"view\":{\"id\":\"20542\",\"type\":\"CDSView\"}},\"id\":\"20541\",\"type\":\"GlyphRenderer\"}],\"root_ids\":[\"20552\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"fec3c201-2f75-4f60-92de-7e1800781812\",\"roots\":{\"20552\":\"43f0bed9-1059-43c1-806c-8ec980a1a11d\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "20552"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import linear_model\n",
    "from bokeh.layouts import layout\n",
    "from bokeh.models import Toggle\n",
    "import numpy as np\n",
    "\n",
    "output_notebook()\n",
    "\n",
    "# data\n",
    "x = [1,2,3,4,5,6,7,8,9,10]\n",
    "X = np.array(x).reshape(-1, 1)\n",
    "y = [2,2,4,1,5,6,8,2,3,7]\n",
    "Y = np.array(y).reshape(-1, 1)\n",
    "\n",
    "# linear regression object\n",
    "regr = linear_model.LinearRegression()\n",
    "\n",
    "# fit linear model\n",
    "regr.fit(X, Y)\n",
    "\n",
    "# make predictions\n",
    "pred = regr.predict(X)\n",
    "\n",
    "# plot with regression line\n",
    "regr_plot = figure(plot_width=500, plot_height=300)\n",
    "regr_plot.scatter(x, y, size=10)\n",
    "regr_line = regr_plot.line(x, pred.flatten(), line_color='red')\n",
    "\n",
    "toggle_button = Toggle(label='line of best fit', button_type='success', active=True)\n",
    "toggle_button.js_link('active', regr_line, 'visible')\n",
    "\n",
    "show(layout([regr_plot], [toggle_button]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "# slider.js_link?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interactive Widgets with ipywidgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>precipitation</th>\n",
       "      <th>temp_max</th>\n",
       "      <th>temp_min</th>\n",
       "      <th>wind</th>\n",
       "      <th>weather</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>2015-12-27</td>\n",
       "      <td>8.6</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.9</td>\n",
       "      <td>fog</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>2015-12-28</td>\n",
       "      <td>1.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.3</td>\n",
       "      <td>fog</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>2015-12-29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>fog</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>2015-12-30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>sun</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>-2.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>sun</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  precipitation  temp_max  temp_min  wind weather  year\n",
       "1456 2015-12-27            8.6       4.4       1.7   2.9     fog  2015\n",
       "1457 2015-12-28            1.5       5.0       1.7   1.3     fog  2015\n",
       "1458 2015-12-29            0.0       7.2       0.6   2.6     fog  2015\n",
       "1459 2015-12-30            0.0       5.6      -1.0   3.4     sun  2015\n",
       "1460 2015-12-31            0.0       5.6      -2.1   3.5     sun  2015"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seattle_weather['year'] = pd.DatetimeIndex(seattle_weather['date']).year\n",
    "seattle_weather.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"57f3d5ac-5d5f-4998-ab71-06f7639f4332\" data-root-id=\"21220\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"8ba2cc0c-c60e-443e-a445-4b5dbfded461\":{\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"21229\",\"type\":\"CategoricalAxis\"}],\"center\":[{\"id\":\"21232\",\"type\":\"Grid\"},{\"id\":\"21237\",\"type\":\"Grid\"}],\"left\":[{\"id\":\"21233\",\"type\":\"LinearAxis\"}],\"plot_height\":300,\"renderers\":[{\"id\":\"21254\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"21859\",\"type\":\"Title\"},\"toolbar\":{\"id\":\"21244\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"21221\",\"type\":\"FactorRange\"},\"x_scale\":{\"id\":\"21225\",\"type\":\"CategoricalScale\"},\"y_range\":{\"id\":\"21256\",\"type\":\"Range1d\"},\"y_scale\":{\"id\":\"21227\",\"type\":\"LinearScale\"}},\"id\":\"21220\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"21860\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"21239\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"21866\",\"type\":\"BoxAnnotation\"}},\"id\":\"21240\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"21864\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"21241\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"21862\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{},\"id\":\"21242\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"21230\",\"type\":\"CategoricalTicker\"},{\"attributes\":{},\"id\":\"21243\",\"type\":\"HelpTool\"},{\"attributes\":{\"formatter\":{\"id\":\"21862\",\"type\":\"CategoricalTickFormatter\"},\"ticker\":{\"id\":\"21230\",\"type\":\"CategoricalTicker\"}},\"id\":\"21229\",\"type\":\"CategoricalAxis\"},{\"attributes\":{\"text\":\"\"},\"id\":\"21859\",\"type\":\"Title\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"21238\",\"type\":\"PanTool\"},{\"id\":\"21239\",\"type\":\"WheelZoomTool\"},{\"id\":\"21240\",\"type\":\"BoxZoomTool\"},{\"id\":\"21241\",\"type\":\"SaveTool\"},{\"id\":\"21242\",\"type\":\"ResetTool\"},{\"id\":\"21243\",\"type\":\"HelpTool\"}]},\"id\":\"21244\",\"type\":\"Toolbar\"},{\"attributes\":{\"callback\":null,\"factors\":[\"precipitation\",\"temp_max\",\"temp_min\",\"wind\"]},\"id\":\"21221\",\"type\":\"FactorRange\"},{\"attributes\":{\"callback\":null,\"data\":{\"top\":[3.349726775956281,15.276775956284153,7.289617486338802,3.400819672131147],\"x\":[\"precipitation\",\"temp_max\",\"temp_min\",\"wind\"]},\"selected\":{\"id\":\"21864\",\"type\":\"Selection\"},\"selection_policy\":{\"id\":\"21865\",\"type\":\"UnionRenderers\"}},\"id\":\"21251\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"21251\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"21252\",\"type\":\"VBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"21253\",\"type\":\"VBar\"},\"selection_glyph\":null,\"view\":{\"id\":\"21255\",\"type\":\"CDSView\"}},\"id\":\"21254\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"callback\":null,\"end\":18},\"id\":\"21256\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"21251\",\"type\":\"ColumnDataSource\"}},\"id\":\"21255\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"21225\",\"type\":\"CategoricalScale\"},{\"attributes\":{},\"id\":\"21865\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"21227\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"21866\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"ticker\":{\"id\":\"21230\",\"type\":\"CategoricalTicker\"}},\"id\":\"21232\",\"type\":\"Grid\"},{\"attributes\":{\"formatter\":{\"id\":\"21860\",\"type\":\"BasicTickFormatter\"},\"ticker\":{\"id\":\"21234\",\"type\":\"BasicTicker\"}},\"id\":\"21233\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"21234\",\"type\":\"BasicTicker\"},{\"attributes\":{\"dimension\":1,\"ticker\":{\"id\":\"21234\",\"type\":\"BasicTicker\"}},\"id\":\"21237\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"21253\",\"type\":\"VBar\"},{\"attributes\":{\"fill_color\":{\"value\":\"green\"},\"line_color\":{\"value\":\"green\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":0.5},\"x\":{\"field\":\"x\"}},\"id\":\"21252\",\"type\":\"VBar\"},{\"attributes\":{},\"id\":\"21238\",\"type\":\"PanTool\"}],\"root_ids\":[\"21220\"]},\"title\":\"Bokeh Application\",\"version\":\"1.2.0\"}};\n",
       "  var render_items = [{\"docid\":\"8ba2cc0c-c60e-443e-a445-4b5dbfded461\",\"notebook_comms_target\":\"21867\",\"roots\":{\"21220\":\"57f3d5ac-5d5f-4998-ab71-06f7639f4332\"}}];\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",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "21220"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "150b50b78d8448e2a7b09d556d9cc58f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='years:', options=(2012, 2013, 2014, 2015), value=2012), Output()),…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.weather_averages(year)>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import ipywidgets\n",
    "from bokeh.io import push_notebook\n",
    "from bokeh.models import Range1d\n",
    "\n",
    "sw = seattle_weather.copy()\n",
    "\n",
    "# widget\n",
    "drop_down = ipywidgets.Dropdown(options=[2012, 2013, 2014, 2015],\n",
    "                                value=2012,\n",
    "                                description='years:',\n",
    "                                disabled=False)\n",
    "\n",
    "# data\n",
    "x_bar_data_ipyw = ['precipitation', 'temp_max', 'temp_min', 'wind']\n",
    "y_bar_data_ipyw = [sw[sw.year==2012]['precipitation'].mean(), \n",
    "                   sw[sw.year==2012]['temp_max'].mean(), \n",
    "                   sw[sw.year==2012]['temp_min'].mean(), \n",
    "                   sw[sw.year==2012]['wind'].mean()]\n",
    "    \n",
    "# figure and plot\n",
    "bar_chart_interactive = figure(x_range=x_bar_data_ipyw, plot_height=300)\n",
    "bar_ipyw = bar_chart_interactive.vbar(x_bar_data_ipyw, top=y_bar_data_ipyw, color='green', width=0.5)\n",
    "bar_chart_interactive.y_range=Range1d(0, 18)\n",
    "\n",
    "# function - bar chart\n",
    "def weather_averages(year):\n",
    "    if year == 2012: \n",
    "        bar_ipyw.data_source.data['top'] = [sw[sw.year==2012]['precipitation'].mean(), \n",
    "                                            sw[sw.year==2012]['temp_max'].mean(), \n",
    "                                            sw[sw.year==2012]['temp_min'].mean(), \n",
    "                                            sw[sw.year==2012]['wind'].mean()]\n",
    "    elif year == 2013: \n",
    "        bar_ipyw.data_source.data['top'] = [sw[sw.year==2013]['precipitation'].mean(), \n",
    "                                            sw[sw.year==2013]['temp_max'].mean(), \n",
    "                                            sw[sw.year==2013]['temp_min'].mean(), \n",
    "                                            sw[sw.year==2013]['wind'].mean()]\n",
    "    elif year == 2014: \n",
    "        bar_ipyw.data_source.data['top'] = [sw[sw.year==2014]['precipitation'].mean(), \n",
    "                                            sw[sw.year==2014]['temp_max'].mean(), \n",
    "                                            sw[sw.year==2014]['temp_min'].mean(), \n",
    "                                            sw[sw.year==2014]['wind'].mean()]\n",
    "    elif year == 2015: \n",
    "        bar_ipyw.data_source.data['top'] = [sw[sw.year==2015]['precipitation'].mean(), \n",
    "                                            sw[sw.year==2015]['temp_max'].mean(), \n",
    "                                            sw[sw.year==2015]['temp_min'].mean(), \n",
    "                                            sw[sw.year==2015]['wind'].mean()]\n",
    "    push_notebook()\n",
    "\n",
    "show(bar_chart_interactive, notebook_handle=True)\n",
    "        \n",
    "# interaction\n",
    "ipywidgets.interact(weather_averages, year=drop_down)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>year</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>precipitation</th>\n",
       "      <td>3.349727</td>\n",
       "      <td>2.268493</td>\n",
       "      <td>3.377534</td>\n",
       "      <td>3.121096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temp_max</th>\n",
       "      <td>15.276776</td>\n",
       "      <td>16.058904</td>\n",
       "      <td>16.995890</td>\n",
       "      <td>17.427945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temp_min</th>\n",
       "      <td>7.289617</td>\n",
       "      <td>8.153973</td>\n",
       "      <td>8.662466</td>\n",
       "      <td>8.835616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind</th>\n",
       "      <td>3.400820</td>\n",
       "      <td>3.015890</td>\n",
       "      <td>3.387671</td>\n",
       "      <td>3.159726</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year                2012       2013       2014       2015\n",
       "precipitation   3.349727   2.268493   3.377534   3.121096\n",
       "temp_max       15.276776  16.058904  16.995890  17.427945\n",
       "temp_min        7.289617   8.153973   8.662466   8.835616\n",
       "wind            3.400820   3.015890   3.387671   3.159726"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sw.groupby('year').mean().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# More\n",
    "* Embed images, etc. in tooltip example (Configuring Plot Tools - Mouse over the dots)\n",
    "* More examples in documentation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Next\n",
    "\n",
    "### In the next tutorial (or very near future) we will go over Holoviews which works with Bokeh."
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "Python Bokeh.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}