Bokeh_tuts/10 - Exporting and Embedding.ipynb

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    "<table style=\"float:left; border:none\">\n",
    "   <tr style=\"border:none\">\n",
    "       <td style=\"border:none\">\n",
    "           <a href=\"https://bokeh.org/\">     \n",
    "           <img \n",
    "               src=\"assets/bokeh-transparent.png\" \n",
    "               style=\"width:50px\"\n",
    "           >\n",
    "           </a>    \n",
    "       </td>\n",
    "       <td style=\"border:none\">\n",
    "           <h1>Bokeh Tutorial</h1>\n",
    "       </td>\n",
    "   </tr>\n",
    "</table>\n",
    "\n",
    "<div style=\"float:right;\"><h2>10. Exporting and Embedding</h2></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So far we have seen how to generate interactive Bokeh output directly inline in Jupyter notbeooks. It also possible to embed interactive Bokeh plots and layouts in other contexts, such as standalone HTML files, or Jinja templates. Additionally, Bokeh can export plots to static (non-interactive) PNG and SVG formats. \n",
    "\n",
    "We will look at all of these possibilities in this chapter. First we make the usual imports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
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       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1001\">Loading BokehJS ...</span>\n",
       "    </div>"
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     "output_type": "display_data"
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       "\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",
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       "            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",
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       "        }\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",
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       "      return\n",
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       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
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       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
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       "  }\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(\"1001\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
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       "    } 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",
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       "    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",
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       "    function on_error() {\n",
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       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\": \"JpP8FXbgAZLkfur7LiK3j9AGBhHNIvF742meBJrjO2ShJDhCG2I1uVvW+0DUtrmc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\": \"xZlADit0Q04ISQEdKg2k3L4W9AwQBAuDs9nJL9fM/WwzL1tEU9VPNezOFX0nLEAz\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\": \"4BuPRZkdMKSnj3zoxiNrQ86XgNw0rYmBOxe7nshquXwwcauupgBF2DHLVG1WuZlV\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\": \"Dv1SQ87hmDqK6S5OhBf0bCuwAEvL5QYL0PuR/F1SPVhCS/r/abjkbpKDYL2zeM19\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };var element = document.getElementById(\"1001\");\n",
       "  if (element == null) {\n",
       "    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' 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",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    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(\"1001\")).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));"
      ],
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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(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\": \"JpP8FXbgAZLkfur7LiK3j9AGBhHNIvF742meBJrjO2ShJDhCG2I1uVvW+0DUtrmc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\": \"xZlADit0Q04ISQEdKg2k3L4W9AwQBAuDs9nJL9fM/WwzL1tEU9VPNezOFX0nLEAz\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\": \"4BuPRZkdMKSnj3zoxiNrQ86XgNw0rYmBOxe7nshquXwwcauupgBF2DHLVG1WuZlV\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\": \"Dv1SQ87hmDqK6S5OhBf0bCuwAEvL5QYL0PuR/F1SPVhCS/r/abjkbpKDYL2zeM19\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.error(\"Bokeh: ERROR: autoload.js configured with elementid '1001' 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  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.0.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.0.1.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    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(\"1001\")).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": [
    "from bokeh.io import output_notebook, show\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And also load some data that will be used throughout this chapter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.sampledata.stocks import AAPL\n",
    "\n",
    "df = pd.DataFrame(AAPL)\n",
    "df['date'] = pd.to_datetime(df['date'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Embedding Interactive Content\n",
    "\n",
    "To start we will look different ways of embedding live interactive Bokeh output in various situations. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Displaying in the Notebook\n",
    "\n",
    "The first way to embed Bokeh output is in the Jupyter Notebooks, as we have already, seen. As a reminder, the cell below will generate a plot inline as output, because we executed `output_notebook` above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"bcd92095-7135-4923-8611-7a6f17167eed\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"shape\":[3270]}},\"selected\":{\"id\":\"1057\"},\"selection_policy\":{\"id\":\"1058\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1033\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1055\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1052\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1056\",\"type\":\"YearsTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"navy\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.5,\"line_color\":\"navy\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1048\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1050\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1057\",\"type\":\"Selection\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1038\",\"type\":\"Title\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1051\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1058\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1047\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1045\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1046\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1054\",\"type\":\"MonthsTicker\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.0.1\"}};\n",
       "  var render_items = [{\"docid\":\"71254475-789e-46cc-ba35-9a336c540597\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"bcd92095-7135-4923-8611-7a6f17167eed\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving to an HTML File\n",
    "\n",
    "It is also often useful to generate a standalone HTML script containing Bokeh content. This is accomplished by calling the `output_file(...)` function. It is especially common to do this from standard Python scripts, but here we see that it works in the notebook as well. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.io import output_file, show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_file(\"plot.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"f109571f-a7ab-40d1-a68d-acf752c93508\" data-root-id=\"1002\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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AAA9qI5bkIAAIBYkTtuQgAAACQ2PG5CAACA79o8bkIAAAC7fz1uQgAAgIYkPm5CAAAA6RJAbkIAAIC0t0BuQgAAAIBcQW5CAACASwFCbkIAAAAXpkJuQgAAgHmURG5CAAAARTlFbkIAAIAQ3kVuQgAAANyCRm5CAACApydHbkIAAAAKFkluQgAAgNW6SW5CAACAbARLbkIAAAA4qUtuQgAAgJqXTW5CAAAAZjxObkIAAAD9hU9uQgAAgMgqUG5CAAAAKxlSbkIAAID2vVJuQgAAAMJiU25CAACAjQdUbkIAAABZrFRuQgAAgLuaVm5CAAAAhz9XbkIAAIBS5FduQgAAAB6JWG5CAACA6S1ZbkIAAIAXwVtuQgAAAONlXG5CAACArgpdbkIAAAB6r11uQgAAgNydX25CAAAAqEJgbkIAAIBz52BuQgAAAD+MYW5CAACACjFibkIAAABtH2RuQgAAgDjEZG5CAAAABGllbkIAAIDPDWZuQgAAAJuyZm5CAACA/aBobkIAAADJRWluQgAAgJTqaW5CAAAAYI9qbkIAAIArNGtuQgAAgFnHbW5CAAAAJWxubkIAAIDwEG9uQgAAALy1b25CAACAHqRxbkIAAADqSHJuQgAAgLXtcm5CAAAAgZJzbkIAAIBMN3RuQgAAAK8ldm5CAACAesp2bkIAAABGb3duQgAAgBEUeG5CAAAA3bh4bkIAAIA/p3puQgAAAAtMe25CAACA1vB7bkIAAACilXxuQgAAgG06fW5CAAAA0Ch/bkIAAICbzX9uQgAAAGdygG5CAACAMheBbkIAAAD+u4FuQgAAgGCqg25CAAAALE+EbkIAAID384RuQgAAAMOYhW5CAACAjj2GbkIAAADxK4huQgAAgLzQiG5CAAAAiHWJbkIAAIBTGopuQgAAAB+/im5CAACAga2MbkIAAABNUo1uQgAAgBj3jW5CAAAA5JuObkIAAICvQI9uQgAAABIvkW5CAACA3dORbkIAAACpeJJuQgAAgHQdk25CAACAorCVbkIAAABuVZZuQgAAgDn6lm5CAAAABZ+XbkIAAIDQQ5huQgAAADMymm5CAACA/taabkIAAADKe5tuQgAAgJUgnG5CAAAAYcWcbkIAAIDDs55uQgAAAI9Yn25CAACAWv2fbkIAAAAmoqBuQgAAgPFGoW5CAAAAVDWjbkIAAIAf2qNuQgAAAOt+pG5CAACAtiOlbkIAAACCyKVuQgAAgOS2p25CAAAAsFuobkIAAIB7AKluQgAAAEelqW5CAACAEkqqbkIAAIBA3axuQgAAAAyCrW5CAACA1yaubkIAAACjy65uQgAAgAW6sG5CAAAA0V6xbkIAAICcA7JuQgAAAGiosm5CAACAM02zbkIAAACWO7VuQgAAgGHgtW5CAAAALYW2bkIAAID4KbduQgAAAMTOt25CAACAJr25bkIAAADyYbpuQgAAgL0Gu25CAAAAiau7bkIAAIBUULxuQgAAALc+vm5CAACAguO+bkIAAABOiL9uQgAAgBktwG5CAAAA5dHAbkIAAIBHwMJuQgAAABNlw25CAACA3gnEbkIAAACqrsRuQgAAANhBx25CAACAo+bHbkIAAABvi8huQgAAgDowyW5CAAAABtXJbkIAAIBow8tuQgAAADRozG5CAACA/wzNbkIAAADLsc1uQgAAgJZWzm5CAAAA+UTQbkIAAIDE6dBuQgAAAJCO0W5CAACAWzPSbkIAAAAn2NJuQgAAgInG1G5CAAAAVWvVbkIAAIAgENZuQgAAAOy01m5CAACAt1nXbkIAAAAaSNluQgAAgOXs2W5CAAAAsZHabkIAAIB8NttuQgAAAEjb225CAACAqsndbkIAAAB2bt5uQgAAgEET325CAAAADbjfbkIAAIDYXOBuQgAAADtL4m5CAACABvDibkIAAADSlONuQgAAgJ055G5CAAAAad7kbkIAAIDLzOZuQgAAAJdx525CAACAYhbobkIAAAAuu+huQgAAgPlf6W5CAACAJ/PrbkIAAADzl+xuQgAAgL487W5CAAAAiuHtbkIAAIDsz+9uQgAAALh08G5CAACAgxnxbkIAAABPvvFuQgAAgBpj8m5CAAAAfVH0bkIAAIBI9vRuQgAAABSb9W5CAACA3z/2bkIAAACr5PZuQgAAgA3T+G5CAAAA2Xf5bkIAAICkHPpuQgAAAHDB+m5CAACAO2b7bkIAAACeVP1uQgAAgGn5/W5CAAAANZ7+bkIAAIAAQ/9uQgAAAMzn/25CAACALtYBb0IAAAD6egJvQgAAgMUfA29CAAAAkcQDb0IAAIBcaQRvQgAAAL9XBm9CAACAivwGb0IAAABWoQdvQgAAgCFGCG9CAAAA7eoIb0IAAIBP2QpvQgAAABt+C29CAACA5iIMb0IAAACyxwxvQgAAgH1sDW9CAAAA4FoPb0IAAICr/w9vQgAAAHekEG9CAACAQkkRb0IAAAAO7hFvQgAAgHDcE29CAAAAPIEUb0IAAIAHJhVvQgAAANPKFW9CAACAnm8Wb0IAAAABXhhvQgAAgMwCGW9CAAAAmKcZb0IAAIBjTBpvQgAAAC/xGm9CAACAkd8cb0IAAABdhB1vQgAAgCgpHm9CAAAA9M0eb0IAAIC/ch9vQgAAACJhIW9CAACA7QUib0IAAAC5qiJvQgAAAFD0I29CAACAsuIlb0IAAAB+hyZvQgAAgEksJ29CAAAAFdEnb0IAAIDgdShvQgAAAENkKm9CAACADgkrb0IAAADarStvQgAAgKVSLG9CAAAAcfcsb0IAAIDT5S5vQgAAAJ+KL29CAACAai8wb0IAAAA21DBvQgAAgAF5MW9CAAAAZGczb0IAAIAvDDRvQgAAAPuwNG9CAAAAkvo1b0IAAID06DdvQgAAAMCNOG9CAACAizI5b0IAAIAifDpvQgAAAIVqPG9CAACAUA89b0IAAAActD1vQgAAgOdYPm9CAAAAs/0+b0IAAIAV7EBvQgAAAOGQQW9CAACArDVCb0IAAAB42kJvQgAAgEN/Q29CAACAcRJGb0IAAAA9t0ZvQgAAgAhcR29CAAAA1ABIb0IAAIA270lvQgAAAAKUSm9CAACAzThLb0IAAACZ3UtvQgAAgGSCTG9CAAAAx3BOb0IAAICSFU9vQgAAAF66T29CAACAKV9Qb0IAAAD1A1FvQgAAgFfyUm9CAAAAI5dTb0IAAIDuO1RvQgAAALrgVG9CAACAhYVVb0IAAICzGFhvQgAAAH+9WG9CAACASmJZb0IAAAAWB1pvQgAAgHj1W29CAAAARJpcb0IAAIAPP11vQgAAANvjXW9CAACApoheb0IAAAAJd2BvQgAAgNQbYW9CAAAAoMBhb0IAAIBrZWJvQgAAADcKY29CAACAmfhkb0IAAABlnWVvQgAAgDBCZm9CAAAA/OZmb0IAAIDHi2dvQgAAACp6aW9CAACA9R5qb0IAAADBw2pvQgAAgIxoa29CAAAAWA1sb0IAAIC6+21vQgAAAIagbm9CAACAUUVvb0IAAAAd6m9vQgAAgOiOcG9CAAAAS31yb0IAAIAWInNvQgAAAOLGc29CAACArWt0b0IAAAB5EHVvQgAAgNv+dm9CAAAAp6N3b0IAAIBySHhvQgAAAD7teG9CAAAAbIB7b0IAAIA3JXxvQgAAAAPKfG9CAACAzm59b0IAAACaE35vQgAAgPwBgG9CAAAAyKaAb0IAAICTS4FvQgAAAF/wgW9CAACAKpWCb0IAAACNg4RvQgAAgFgohW9CAAAAJM2Fb0IAAIDvcYZvQgAAALsWh29CAACAHQWJb0IAAADpqYlvQgAAgLROim9CAAAAgPOKb0IAAIBLmItvQgAAAK6GjW9CAACAeSuOb0IAAABF0I5vQgAAgBB1j29CAAAA3BmQb0IAAIA+CJJvQgAAAAqtkm9CAACA1VGTb0IAAACh9pNvQgAAgGyblG9CAAAAz4mWb0IAAICaLpdvQgAAAGbTl29CAACAMXiYb0IAAAD9HJlvQgAAACuwm29CAACA9lScb0IAAADC+ZxvQgAAgI2enW9CAAAA8Iyfb0IAAIC7MaBvQgAAAIfWoG9CAACAUnuhb0IAAICADqRvQgAAAEyzpG9CAACAF1ilb0IAAADj/KVvQgAAgK6hpm9CAAAAEZCob0IAAIDcNKlvQgAAAKjZqW9CAACAc36qb0IAAAA/I6tvQgAAgKERrW9CAAAAbbatb0IAAIA4W65vQgAAAAQAr29CAACAz6Svb0IAAID9N7JvQgAAAMncsm9CAACAlIGzb0IAAABgJrRvQgAAgMIUtm9CAAAAjrm2b0IAAIBZXrdvQgAAACUDuG9CAACA8Ke4b0IAAABTlrpvQgAAgB47u29CAAAA6t+7b0IAAIC1hLxvQgAAAIEpvW9CAACA4xe/b0IAAACvvL9vQgAAgHphwG9CAAAARgbBb0IAAIARq8FvQgAAAHSZw29CAACAPz7Eb0IAAAAL48RvQgAAgNaHxW9CAAAAoizGb0IAAIAEG8hvQgAAANC/yG9CAACAm2TJb0IAAABnCcpvQgAAgDKuym9CAAAAlZzMb0IAAIBgQc1vQgAAACzmzW9CAACA94rOb0IAAADDL89vQgAAgCUe0W9CAAAA8cLRb0IAAIC8Z9JvQgAAAIgM029CAACAU7HTb0IAAAC2n9VvQgAAgIFE1m9CAAAATenWb0IAAIAYjtdvQgAAAOQy2G9CAAAAEsbab0IAAIDdattvQgAAAKkP3G9CAACAdLTcb0IAAADXot5vQgAAgKJH329CAAAAbuzfb0IAAIA5keBvQgAAAAU24W9CAACAZyTjb0IAAAAzyeNvQgAAgP5t5G9CAAAAyhLlb0IAAICVt+VvQgAAAPil529CAACAw0rob0IAAACP7+hvQgAAgFqU6W9CAAAAJjnqb0IAAICIJ+xvQgAAAFTM7G9CAACAH3Htb0IAAADrFe5vQgAAgLa67m9CAAAAGanwb0IAAIDkTfFvQgAAALDy8W9CAACAe5fyb0IAAABHPPNvQgAAgKkq9W9CAAAAdc/1b0IAAIBAdPZvQgAAAAwZ929CAACA1733b0IAAAA6rPlvQgAAgAVR+m9CAAAA0fX6b0IAAICcmvtvQgAAAGg//G9CAACAyi3+b0IAAACW0v5vQgAAgGF3/29CAACAFg4AcEIAAEB8YABwQgAAgK1XAXBCAABAE6oBcEIAAAB5/AFwQgAAwN5OAnBCAACARKECcEIAAMB1mANwQgAAgNvqA3BCAABAQT0EcEIAAACnjwRwQgAAwAziBHBCAAAAPtkFcEIAAMCjKwZwQgAAgAl+BnBCAAAA1SIHcEIAAEAGGghwQgAAAGxsCHBCAADA0b4IcEIAAIA3EQlwQgAAQJ1jCXBCAACAzloKcEIAAEA0rQpwQgAAAJr/CnBCAADA/1ELcEIAAIBlpAtwQgAAwJabDHBCAACA/O0McEIAAEBiQA1wQgAAAMiSDXBCAADALeUNcEIAAABf3A5wQgAAwMQuD3BCAACAKoEPcEIAAECQ0w9wQgAAQCcdEXBCAAAAjW8RcEIAAMDywRFwQgAAgFgUEnBCAABAvmYScEIAAIDvXRNwQgAAQFWwE3BCAAAAuwIUcEIAAMAgVRRwQgAAgIanFHBCAADAt54VcEIAAIAd8RVwQgAAQINDFnBCAAAA6ZUWcEIAAMBO6BZwQgAAwOUxGHBCAACAS4QYcEIAAECx1hhwQgAAABcpGXBCAABASCAacEIAAACuchpwQgAAwBPFGnBCAACAeRcbcEIAAEDfaRtwQgAAgBBhHHBCAABAdrMccEIAAADcBR1wQgAAwEFYHXBCAACAp6odcEIAAMDYoR5wQgAAgD70HnBCAABApEYfcEIAAAAKmR9wQgAAwG/rH3BCAAAAoeIgcEIAAMAGNSFwQgAAgGyHIXBCAABA0tkhcEIAAAA4LCJwQgAAAM91I3BCAADANMgjcEIAAICaGiRwQgAAQABtJHBCAACAMWQlcEIAAECXtiVwQgAAAP0IJnBCAADAYlsmcEIAAIDIrSZwQgAAwPmkJ3BCAACAX/cncEIAAEDFSShwQgAAACucKHBCAADAkO4ocEIAAADC5SlwQgAAwCc4KnBCAACAjYoqcEIAAEDz3CpwQgAAAFkvK3BCAABAiiYscEIAAADweCxwQgAAwFXLLHBCAACAux0tcEIAAIBSZy5wQgAAQLi5LnBCAAAAHgwvcEIAAMCDXi9wQgAAgOmwL3BCAADAGqgwcEIAAICA+jBwQgAAQOZMMXBCAAAATJ8xcEIAAMCx8TFwQgAAAOPoMnBCAADASDszcEIAAICujTNwQgAAQBTgM3BCAAAAejI0cEIAAECrKTVwQgAAABF8NXBCAADAds41cEIAAIDcIDZwQgAAQEJzNnBCAACAc2o3cEIAAEDZvDdwQgAAAD8POHBCAADApGE4cEIAAIAKtDhwQgAAwDurOXBCAACAof05cEIAAEAHUDpwQgAAAG2iOnBCAADA0vQ6cEIAAAAE7DtwQgAAwGk+PHBCAACAz5A8cEIAAEA14zxwQgAAAJs1PXBCAABAzCw+cEIAAAAyfz5wQgAAwJfRPnBCAACA/SM/cEIAAEBjdj9wQgAAgJRtQHBCAABA+r9AcEIAAABgEkFwQgAAwMVkQXBCAACAK7dBcEIAAIDCAENwQgAAQChTQ3BCAAAAjqVDcEIAAMDz90NwQgAAACXvRHBCAADAikFFcEIAAIDwk0VwQgAAQFbmRXBCAAAAvDhGcEIAAEDtL0dwQgAAAFOCR3BCAADAuNRHcEIAAIAeJ0hwQgAAQIR5SHBCAACAtXBJcEIAAEAbw0lwQgAAAIEVSnBCAADA5mdKcEIAAIBMukpwQgAAwH2xS3BCAACA4wNMcEIAAEBJVkxwQgAAAK+oTHBCAADAFPtMcEIAAMCrRE5wQgAAgBGXTnBCAABAd+lOcEIAAADdO09wQgAAQA4zUHBCAAAAdIVQcEIAAMDZ11BwQgAAgD8qUXBCAABApXxRcEIAAIDWc1JwQgAAQDzGUnBCAAAAohhTcEIAAMAHa1NwQgAAgG29U3BCAADAnrRUcEIAAIAEB1VwQgAAQGpZVXBCAAAA0KtVcEIAAMA1/lVwQgAAAGf1VnBCAADAzEdXcEIAAIAymldwQgAAQJjsV3BCAAAA/j5YcEIAAEAvNllwQgAAAJWIWXBCAADA+tpZcEIAAIBgLVpwQgAAQMZ/WnBCAACA93ZbcEIAAEBdyVtwQgAAAMMbXHBCAADAKG5ccEIAAICOwFxwQgAAwL+3XXBCAACAJQpecEIAAECLXF5wQgAAAPGuXnBCAADAVgFfcEIAAACI+F9wQgAAwO1KYHBCAACAU51gcEIAAEC572BwQgAAAB9CYXBCAAAAtoticEIAAMAb3mJwQgAAgIEwY3BCAABA54JjcEIAAIAYemRwQgAAQH7MZHBCAAAA5B5lcEIAAMBJcWVwQgAAgK/DZXBCAADA4LpmcEIAAIBGDWdwQgAAQKxfZ3BCAAAAErJncEIAAMB3BGhwQgAAAKn7aHBCAADADk5pcEIAAIB0oGlwQgAAQNryaXBCAAAAQEVqcEIAAEBxPGtwQgAAANeOa3BCAADAPOFrcEIAAICiM2xwQgAAQAiGbHBCAACAOX1tcEIAAECfz21wQgAAAAUibnBCAADAanRucEIAAIDQxm5wQgAAwAG+b3BCAACAZxBwcEIAAEDNYnBwQgAAADO1cHBCAADAmAdxcEIAAADK/nFwQgAAwC9RcnBCAACAlaNycEIAAED79XJwQgAAAGFIc3BCAABAkj90cEIAAAD4kXRwQgAAwF3kdHBCAACAwzZ1cEIAAEApiXVwQgAAgFqAdnBCAABAwNJ2cEIAAAAmJXdwQgAAwIt3d3BCAACA8cl3cEIAAMAiwXhwQgAAgIgTeXBCAABA7mV5cEIAAABUuHlwQgAAwLkKenBCAAAA6wF7cEIAAMBQVHtwQgAAgLame3BCAAAAgkt8cEIAAECzQn1wQgAAABmVfXBCAADAfud9cEIAAIDkOX5wQgAAQEqMfnBCAACAe4N/cEIAAEDh1X9wQgAAAEcogHBCAADArHqAcEIAAIASzYBwQgAAwEPEgXBCAACAqRaCcEIAAEAPaYJwQgAAAHW7gnBCAADA2g2DcEIAAAAMBYRwQgAAwHFXhHBCAACA16mEcEIAAEA9/IRwQgAAAKNOhXBCAAAAOpiGcEIAAMCf6oZwQgAAgAU9h3BCAABAa4+HcEIAAEAC2YhwQgAAAGgriXBCAADAzX2JcEIAAIAz0IlwQgAAwGTHinBCAACAyhmLcEIAAEAwbItwQgAAAJa+i3BCAADA+xCMcEIAAMCSWo1wQgAAgPisjXBCAABAXv+NcEIAAADEUY5wQgAAQPVIj3BCAAAAW5uPcEIAAMDA7Y9wQgAAgCZAkHBCAABAjJKQcEIAAIC9iZFwQgAAQCPckXBCAAAAiS6ScEIAAMDugJJwQgAAgFTTknBCAADAhcqTcEIAAIDrHJRwQgAAQFFvlHBCAAAAt8GUcEIAAMAcFJVwQgAAAE4LlnBCAADAs12WcEIAAIAZsJZwQgAAQH8Cl3BCAAAA5VSXcEIAAAB8nphwQgAAwOHwmHBCAACAR0OZcEIAAECtlZlwQgAAgN6MmnBCAABARN+acEIAAACqMZtwQgAAwA+Em3BCAACAddabcEIAAMCmzZxwQgAAgAwgnXBCAABAcnKdcEIAAADYxJ1wQgAAwD0XnnBCAAAAbw6fcEIAAMDUYJ9wQgAAgDqzn3BCAABAoAWgcEIAAAAGWKBwQgAAQDdPoXBCAAAAnaGhcEIAAMAC9KFwQgAAgGhGonBCAABAzpiicEIAAID/j6NwQgAAQGXio3BCAAAAyzSkcEIAAMAwh6RwQgAAgJbZpHBCAADAx9ClcEIAAIAtI6ZwQgAAQJN1pnBCAAAA+cemcEIAAMBeGqdwQgAAAJARqHBCAADA9WOocEIAAIBbtqhwQgAAQMEIqXBCAABAWFKqcEIAAAC+pKpwQgAAwCP3qnBCAACAiUmrcEIAAEDvm6twQgAAgCCTrHBCAABAhuWscEIAAADsN61wQgAAwFGKrXBCAACAt9ytcEIAAMDo065wQgAAgE4mr3BCAABAtHivcEIAAAAay69wQgAAwH8dsHBCAAAAsRSxcEIAAMAWZ7FwQgAAgHy5sXBCAABA4guycEIAAABIXrJwQgAAQHlVs3BCAAAA36ezcEIAAMBE+rNwQgAAgKpMtHBCAABAEJ+0cEIAAIBBlrVwQgAAQKfotXBCAAAADTu2cEIAAMByjbZwQgAAgNjftnBCAACAbym4cEIAAEDVe7hwQgAAADvOuHBCAADAoCC5cEIAAADSF7pwQgAAwDdqunBCAACAnby6cEIAAEADD7twQgAAAGlhu3BCAABAmli8cEIAAAAAq7xwQgAAwGX9vHBCAACAy0+9cEIAAEAxor1wQgAAgGKZvnBCAABAyOu+cEIAAAAuPr9wQgAAwJOQv3BCAACA+eK/cEIAAMAq2sBwQgAAgJAswXBCAABA9n7BcEIAAABc0cFwQgAAwMEjwnBCAAAA8xrDcEIAAIC+v8NwQgAAQCQSxHBCAAAAimTEcEIAAEC7W8VwQgAAACGuxXBCAADAhgDGcEIAAIDsUsZwQgAAQFKlxnBCAACAg5zHcEIAAEDp7sdwQgAAAE9ByHBCAADAtJPIcEIAAIAa5shwQgAAwEvdyXBCAACAsS/KcEIAAEAXgspwQgAAAH3UynBCAADA4ibLcEIAAAAUHsxwQgAAwHlwzHBCAACA38LMcEIAAEBFFc1wQgAAAKtnzXBCAABA3F7OcEIAAABCsc5wQgAAwKcDz3BCAACADVbPcEIAAEBzqM9wQgAAgKSf0HBCAABACvLQcEIAAABwRNFwQgAAwNWW0XBCAACAO+nRcEIAAMBs4NJwQgAAgNIy03BCAABAOIXTcEIAAACe19NwQgAAwAMq1HBCAAAANSHVcEIAAMCac9VwQgAAgADG1XBCAABAZhjWcEIAAADMatZwQgAAAGO013BCAADAyAbYcEIAAIAuWdhwQgAAQJSr2HBCAACAxaLZcEIAAEAr9dlwQgAAAJFH2nBCAADA9pnacEIAAIBc7NpwQgAAwI3j23BCAACA8zXccEIAAEBZiNxwQgAAAL/a3HBCAADAJC3dcEIAAABWJN5wQgAAwLt23nBCAACAIcnecEIAAECHG99wQgAAAO1t33BCAABAHmXgcEIAAACEt+BwQgAAwOkJ4XBCAACAT1zhcEIAAEC1ruFwQgAAgOal4nBCAABATPjicEIAAACySuNwQgAAwBed43BCAACAfe/jcEIAAMCu5uRwQgAAgBQ55XBCAABAeovlcEIAAADg3eVwQgAAwEUw5nBCAAAAdyfncEIAAMDceedwQgAAgELM53BCAABAqB7ocEIAAAAOcehwQgAAQD9o6XBCAAAApbrpcEIAAMAKDepwQgAAgHBf6nBCAABA1rHqcEIAAIAHqetwQgAAQG3763BCAAAA003scEIAAMA4oOxwQgAAgJ7y7HBCAADAz+ntcEIAAIA1PO5wQgAAQJuO7nBCAAAAAeHucEIAAMBmM+9wQgAAAJgq8HBCAADA/XzwcEIAAIBjz/BwQgAAAC908XBCAABAYGvycEIAAADGvfJwQgAAwCsQ83BCAACAkWLzcEIAAED3tPNwQgAAgCis9HBCAABAjv70cEIAAAD0UPVwQgAAwFmj9XBCAACAv/X1cEIAAMDw7PZwQgAAgFY/93BCAABAvJH3cEIAAAAi5PdwQgAAwIc2+HBCAAAAuS35cEIAAMAegPlwQgAAgITS+XBCAABA6iT6cEIAAABQd/pwQgAAAOfA+3BCAADATBP8cEIAAICyZfxwQgAAQBi4/HBCAAAAFVT+cEIAAMB6pv5wQgAAgOD4/nBCAADAEfD/cEIAAIB3QgBxQgAAQN2UAHFCAAAAQ+cAcUIAAMCoOQFxQgAAwD+DAnFCAACApdUCcUIAAEALKANxQgAAAHF6A3FCAABAonEEcUIAAAAIxARxQgAAwG0WBXFCAACA02gFcUIAAEA5uwVxQgAAgGqyBnFCAABA0AQHcUIAAAA2VwdxQgAAwJupB3FCAACAAfwHcUIAAMAy8whxQgAAgJhFCXFCAABA/pcJcUIAAABk6glxQgAAwMk8CnFCAAAA+zMLcUIAAMBghgtxQgAAgMbYC3FCAABALCsMcUIAAACSfQxxQgAAACnHDXFCAADAjhkOcUIAAID0aw5xQgAAQFq+DnFCAACAi7UPcUIAAEDxBxBxQgAAAFdaEHFCAADAvKwQcUIAAIAi/xBxQgAAwFP2EXFCAACAuUgScUIAAEAfmxJxQgAAAIXtEnFCAADA6j8TcUIAAAAcNxRxQgAAwIGJFHFCAACA59sUcUIAAEBNLhVxQgAAALOAFXFCAABA5HcWcUIAAABKyhZxQgAAwK8cF3FCAACAFW8XcUIAAEB7wRdxQgAAgKy4GHFCAABAEgsZcUIAAAB4XRlxQgAAwN2vGXFCAACAQwIacUIAAMB0+RpxQgAAgNpLG3FCAABAQJ4bcUIAAACm8BtxQgAAAD06HXFCAADAoowdcUIAAIAI3x1xQgAAQG4xHnFCAAAA1IMecUIAAEAFex9xQgAAAGvNH3FCAADA0B8gcUIAAIA2ciBxQgAAQJzEIHFCAACAzbshcUIAAEAzDiJxQgAAAJlgInFCAADA/rIicUIAAIBkBSNxQgAAwJX8I3FCAACA+04kcUIAAEBhoSRxQgAAAMfzJHFCAADALEYlcUIAAABePSZxQgAAwMOPJnFCAACAKeImcUIAAECPNCdxQgAAAPWGJ3FCAABAJn4ocUIAAACM0ChxQgAAwPEiKXFCAACAV3UpcUIAAEC9xylxQgAAgO6+KnFCAABAVBErcUIAAAC6YytxQgAAwB+2K3FCAACAhQgscUIAAIAcUi1xQgAAQIKkLXFCAAAA6PYtcUIAAMBNSS5xQgAAAH9AL3FCAADA5JIvcUIAAIBK5S9xQgAAQLA3MHFCAAAAFoowcUIAAEBHgTFxQgAAAK3TMXFCAADAEiYycUIAAIB4eDJxQgAAQN7KMnFCAACAD8IzcUIAAEB1FDRxQgAAANtmNHFCAADAQLk0cUIAAICmCzVxQgAAwNcCNnFCAACAPVU2cUIAAECjpzZxQgAAAAn6NnFCAADAbkw3cUIAAACgQzhxQgAAwAWWOHFCAABA0To5cUIAAAA3jTlxQgAAQGiEOnFCAAAAztY6cUIAAMAzKTtxQgAAgJl7O3FCAABA/807cUIAAIAwxTxxQgAAQJYXPXFCAAAA/Gk9cUIAAMBhvD1xQgAAgMcOPnFCAADA+AU/cUIAAIBeWD9xQgAAQMSqP3FCAAAAKv0/cUIAAMCPT0BxQgAAAMFGQXFCAADAJplBcUIAAICM60FxQgAAQPI9QnFCAAAAWJBCcUIAAECJh0NxQgAAAO/ZQ3FCAADAVCxEcUIAAIC6fkRxQgAAQCDRRHFCAACAUchFcUIAAEC3GkZxQgAAAB1tRnFCAADAgr9GcUIAAIDoEUdxQgAAwBkJSHFCAACAf1tIcUIAAEDlrUhxQgAAAEsASXFCAADAsFJJcUIAAADiSUpxQgAAwEecSnFCAACAre5KcUIAAEATQUtxQgAAAHmTS3FCAAAAEN1McUIAAMB1L01xQgAAgNuBTXFCAABAQdRNcUIAAIByy05xQgAAQNgdT3FCAAAAPnBPcUIAAMCjwk9xQgAAgAkVUHFCAADAOgxRcUIAAICgXlFxQgAAQAaxUXFCAAAAbANScUIAAMDRVVJxQgAAAANNU3FCAADAaJ9TcUIAAIDO8VNxQgAAQDREVHFCAAAAmpZUcUIAAEDLjVVxQgAAADHgVXFCAADAljJWcUIAAID8hFZxQgAAQGLXVnFCAACAk85XcUIAAED5IFhxQgAAAF9zWHFCAADAxMVYcUIAAIAqGFlxQgAAwFsPWnFCAACAwWFacUIAAEAntFpxQgAAAI0GW3FCAADA8lhbcUIAAAAkUFxxQgAAwImiXHFCAACA7/RccUIAAEBVR11xQgAAALuZXXFCAABA7JBecUIAAABS415xQgAAwLc1X3FCAACAHYhfcUIAAECD2l9xQgAAgLTRYHFCAABAGiRhcUIAAACAdmFxQgAAwOXIYXFCAACASxticUIAAMB8EmNxQgAAgOJkY3FCAABASLdjcUIAAACuCWRxQgAAwBNcZHFCAAAARVNlcUIAAMCqpWVxQgAAgBD4ZXFCAAAA3JxmcUIAAEANlGdxQgAAAHPmZ3FCAADA2DhocUIAAIA+i2hxQgAAQKTdaHFCAACA1dRpcUIAAEA7J2pxQgAAAKF5anFCAADABsxqcUIAAIBsHmtxQgAAwJ0VbHFCAACAA2hscUIAAEBpumxxQgAAAM8MbXFCAADANF9tcUIAAABmVm5xQgAAwMuobnFCAACAMftucUIAAECXTW9xQgAAAP2fb3FCAABALpdwcUIAAMD5O3FxQgAAgF+OcXFCAABAxeBxcUIAAID213JxQgAAAMJ8c3FCAADAJ89zcUIAAICNIXRxQgAAwL4YdXFCAACAJGt1cUIAAECKvXVxQgAAAPAPdnFCAADAVWJ2cUIAAACHWXdxQgAAwOyrd3FCAACAUv53cUIAAEC4UHhxQgAAAB6jeHFCAAAAtex5cUIAAMAaP3pxQgAAgICRenFCAABA5uN6cUIAAIAX23txQgAAQH0tfHFCAAAA4398cUIAAMBI0nxxQgAAgK4kfXFCAADA3xt+cUIAAIBFbn5xQgAAQKvAfnFCAAAAERN/cUIAAMB2ZX9xQgAAAKhcgHFCAADADa+AcUIAAIBzAYFxQgAAQNlTgXFCAAAAP6aBcUIAAADW74JxQgAAwDtCg3FCAACAoZSDcUIAAEAH54NxQgAAgDjehHFCAABAnjCFcUIAAAAEg4VxQgAAwGnVhXFCAACAzyeGcUIAAMAAH4dxQgAAgGZxh3FCAABAzMOHcUIAAAAyFohxQgAAwJdoiHFCAAAAyV+JcUIAAMAusolxQgAAgJQEinFCAABA+laKcUIAAABgqYpxQgAAQJGgi3FCAAAA9/KLcUIAAMBcRYxxQgAAgMKXjHFCAACAWeGNcUIAAEC/M45xQgAAACWGjnFCAADAitiOcUIAAIDwKo9xQgAAwCEikHFCAACAh3SQcUIAAEDtxpBxQgAAAFMZkXFCAADAuGuRcUIAAADqYpJxQgAAwE+1knFCAACAtQeTcUIAAEAbWpNxQgAAAIGsk3FCAABAsqOUcUIAAAAY9pRxQgAAwH1IlXFCAACA45qVcUIAAEBJ7ZVxQgAAgHrklnFCAABA4DaXcUIAAABGiZdxQgAAwKvbl3FCAACAES6YcUIAAMBCJZlxQgAAgKh3mXFCAABADsqZcUIAAAB0HJpxQgAAwNlumnFCAAAAC2abcUIAAMBwuJtxQgAAgNYKnHFCAABAPF2ccUIAAACir5xxQgAAQNOmnXFCAAAAOfmdcUIAAMCeS55xQgAAgASennFCAABAavCecUIAAICb559xQgAAQAE6oHFCAAAAZ4ygcUIAAMDM3qBxQgAAgDIxoXFCAACAyXqicUIAAEAvzaJxQgAAAJUfo3FCAADA+nGjcUIAAAAsaaRxQgAAwJG7pHFCAACA9w2lcUIAAEBdYKVxQgAAAMOypXFCAABA9KmmcUIAAABa/KZxQgAAwL9Op3FCAACAJaGncUIAAECL86dxQgAAgLzqqHFCAABAIj2pcUIAAACIj6lxQgAAwO3hqXFCAACAUzSqcUIAAMCEK6txQgAAgOp9q3FCAABAUNCrcUIAAAC2IqxxQgAAwBt1rHFCAAAATWytcUIAAMCyvq1xQgAAgBgRrnFCAABAfmOucUIAAEAVra9xQgAAAHv/r3FCAADA4FGwcUIAAIBGpLBxQgAAQKz2sHFCAACA3e2xcUIAAEBDQLJxQgAAAKmSsnFCAADADuWycUIAAIB0N7NxQgAAwKUutHFCAACAC4G0cUIAAEBx07RxQgAAANcltXFCAADAPHi1cUIAAABub7ZxQgAAwNPBtnFCAACAORS3cUIAAECfZrdxQgAAAAW5t3FCAABANrC4cUIAAACcArlxQgAAwAFVuXFCAACAZ6e5cUIAAEDN+blxQgAAgP7wunFCAABAZEO7cUIAAADKlbtxQgAAwC/ou3FCAACAlTq8cUIAAMDGMb1xQgAAgCyEvXFCAABAkta9cUIAAAD4KL5xQgAAwF17vnFCAAAAj3K/cUIAAMD0xL9xQgAAgFoXwHFCAABAwGnAcUIAAAAmvMBxQgAAAL0FwnFCAADAIljCcUIAAICIqsJxQgAAQO78wnFCAACAH/TDcUIAAECFRsRxQgAAAOuYxHFCAADAUOvEcUIAAIC2PcVxQgAAwOc0xnFCAACATYfGcUIAAECz2cZxQgAAABksx3FCAADAfn7HcUIAAACwdchxQgAAwBXIyHFCAACAexrJcUIAAEDhbMlxQgAAAEe/yXFCAABAeLbKcUIAAADeCMtxQgAAwENby3FCAACAqa3LcUIAAEAPAMxxQgAAgED3zHFCAABApknNcUIAAAAMnM1xQgAAwHHuzXFCAACA10DOcUIAAMAIOM9xQgAAgG6Kz3FCAABA1NzPcUIAAAA6L9BxQgAAwJ+B0HFCAAAA0XjRcUIAAMA2y9FxQgAAgJwd0nFCAABAAnDScUIAAABowtJxQgAAQJm503FCAAAA/wvUcUIAAMBkXtRxQgAAgMqw1HFCAABAMAPVcUIAAIBh+tVxQgAAQMdM1nFCAAAALZ/WcUIAAMCS8dZxQgAAgPhD13FCAADAKTvYcUIAAICPjdhxQgAAQPXf2HFCAAAAWzLZcUIAAMDAhNlxQgAAAPJ72nFCAADAV87acUIAAIC9INtxQgAAQCNz23FCAAAAicXbcUIAAEC6vNxxQgAAACAP3XFCAADAhWHdcUIAAEBRBt5xQgAAgIL93nFCAABA6E/fcUIAAABOot9xQgAAwLP033FCAACAGUfgcUIAAMBKPuFxQgAAgLCQ4XFCAABAFuPhcUIAAAB8NeJxQgAAwOGH4nFCAAAAE3/jcUIAAMB40eNxQgAAgN4j5HFCAABARHbkcUIAAACqyORxQgAAQNu/5XFCAAAAQRLmcUIAAMCmZOZxQgAAQHIJ53FCAACAowDocUIAAEAJU+hxQgAAAG+l6HFCAACAOkrpcUIAAMBrQepxQgAAgNGT6nFCAABAN+bqcUIAAACdOOtxQgAAwAKL63FCAAAANILscUIAAMCZ1OxxQgAAgP8m7XFCAABAZXntcUIAAADLy+1xQgAAAGIV73FCAADAx2fvcUIAAIAtuu9xQgAAQJMM8HFCAACAxAPxcUIAAEAqVvFxQgAAAJCo8XFCAADA9frxcUIAAIBbTfJxQgAAwIxE83FCAACA8pbzcUIAAEBY6fNxQgAAAL479HFCAADAI470cUIAAABVhfVxQgAAwLrX9XFCAACAICr2cUIAAECGfPZxQgAAAOzO9nFCAAAAgxj4cUIAAMDoavhxQgAAgE69+HFCAABAtA/5cUIAAIDlBvpxQgAAQEtZ+nFCAAAAsav6cUIAAMAW/vpxQgAAgHxQ+3FCAADArUf8cUIAAIATmvxxQgAAQHns/HFCAAAA3z79cUIAAMBEkf1xQgAAAHaI/nFCAADA29r+cUIAAIBBLf9xQgAAQKd//3FCAAAADdL/cUIAAEA+yQByQgAAAKQbAXJCAADACW4BckIAAIBvwAFyQgAAQNUSAnJCAACABgoDckIAAEBsXANyQgAAANKuA3JCAADANwEEckIAAICdUwRyQgAAwM5KBXJCAACANJ0FckIAAECa7wVyQgAAAABCBnJCAADAZZQGckIAAACXiwdyQgAAwPzdB3JCAACAYjAIckIAAEDIgghyQgAAQF/MCXJCAAAAxR4KckIAAMAqcQpyQgAAgJDDCnJCAABA9hULckIAAIAnDQxyQgAAQI1fDHJCAAAA87EMckIAAMBYBA1yQgAAgL5WDXJCAADA700OckIAAIBVoA5yQgAAQLvyDnJCAAAAIUUPckIAAMCGlw9yQgAAALiOEHJCAADAHeEQckIAAICDMxFyQgAAQOmFEXJCAAAAT9gRckIAAECAzxJyQgAAAOYhE3JCAADAS3QTckIAAICxxhNyQgAAQBcZFHJCAACASBAVckIAAECuYhVyQgAAABS1FXJCAADAeQcWckIAAIDfWRZyQgAAgHajF3JCAABA3PUXckIAAABCSBhyQgAAwKeaGHJCAAAA2ZEZckIAAMA+5BlyQgAAgKQ2GnJCAABACokackIAAABw2xpyQgAAQKHSG3JCAAAAByUcckIAAMBsdxxyQgAAgNLJHHJCAABAOBwdckIAAIBpEx5yQgAAQM9lHnJCAAAANbgeckIAAMCaCh9yQgAAgABdH3JCAADAMVQgckIAAICXpiByQgAAQP34IHJCAAAAY0shckIAAMDInSFyQgAAAPqUInJCAADAX+cickIAAIDFOSNyQgAAQCuMI3JCAABAwtUkckIAAAAoKCVyQgAAwI16JXJCAACA88wlckIAAEBZHyZyQgAAgIoWJ3JCAABA8GgnckIAAABWuydyQgAAwLsNKHJCAACAIWAockIAAMBSVylyQgAAgLipKXJCAABAHvwpckIAAACETipyQgAAwOmgKnJCAAAAG5grckIAAMCA6ityQgAAgOY8LHJCAABATI8sckIAAACy4SxyQgAAQOPYLXJCAAAASSsuckIAAMCufS5yQgAAgBTQLnJCAABAeiIvckIAAICrGTByQgAAQBFsMHJCAAAAd74wckIAAMDcEDFyQgAAgEJjMXJCAADAc1oyckIAAIDZrDJyQgAAQD//MnJCAAAApVEzckIAAMAKpDNyQgAAADybNHJCAADAoe00ckIAAIAHQDVyQgAAQG2SNXJCAAAA0+Q1ckIAAEAE3DZyQgAAAGouN3JCAADAz4A3ckIAAIA10zdyQgAAQJslOHJCAABAMm85ckIAAACYwTlyQgAAwP0TOnJCAACAY2Y6ckIAAMCUXTtyQgAAgPqvO3JCAABAYAI8ckIAAADGVDxyQgAAwCunPHJCAAAAXZ49ckIAAMDC8D1yQgAAgChDPnJCAABAjpU+ckIAAAD05z5yQgAAQCXfP3JCAAAAizFAckIAAMDwg0ByQgAAgFbWQHJCAABAvChBckIAAIDtH0JyQgAAQFNyQnJCAAAAucRCckIAAMAeF0NyQgAAgIRpQ3JCAADAtWBEckIAAIAbs0RyQgAAQIEFRXJCAAAA51dFckIAAMBMqkVyQgAAAH6hRnJCAADA4/NGckIAAIBJRkdyQgAAQK+YR3JCAAAAFetHckIAAEBG4khyQgAAAKw0SXJCAADAEYdJckIAAIB32UlyQgAAQN0rSnJCAACADiNLckIAAEB0dUtyQgAAANrHS3JCAADAPxpMckIAAIClbExyQgAAwNZjTXJCAACAPLZNckIAAECiCE5yQgAAAAhbTnJCAADAba1OckIAAACfpE9yQgAAwAT3T3JCAACAaklQckIAAEDQm1ByQgAAADbuUHJCAABAZ+VRckIAAADNN1JyQgAAwDKKUnJCAABA/i5TckIAAIAvJlRyQgAAQJV4VHJCAAAA+8pUckIAAMBgHVVyQgAAgMZvVXJCAADA92ZWckIAAIBduVZyQgAAQMMLV3JCAAAAKV5XckIAAMCOsFdyQgAAAMCnWHJCAADAJfpYckIAAICLTFlyQgAAQPGeWXJCAAAAV/FZckIAAECI6FpyQgAAAO46W3JCAADAU41bckIAAIC531tyQgAAgFApXXJCAABAtntdckIAAAAczl1yQgAAwIEgXnJCAADAGGpfckIAAIB+vF9yQgAAQOQOYHJCAAAASmFgckIAAMCvs2ByQgAAAOGqYXJCAADARv1hckIAAICsT2JyQgAAQBKiYnJCAAAAePRickIAAAAPPmRyQgAAwHSQZHJCAACA2uJkckIAAEBANWVyQgAAgHEsZnJCAABA135mckIAAAA90WZyQgAAwKIjZ3JCAACACHZnckIAAMA5bWhyQgAAgJ+/aHJCAABABRJpckIAAABrZGlyQgAAwNC2aXJCAAAAAq5qckIAAMBnAGtyQgAAgM1Sa3JCAABAM6VrckIAAACZ92tyQgAAADBBbXJCAADAlZNtckIAAID75W1yQgAAQGE4bnJCAACAki9vckIAAED4gW9yQgAAAF7Ub3JCAADAwyZwckIAAIApeXByQgAAwFpwcXJCAACAwMJxckIAAEAmFXJyQgAAAIxncnJCAADA8blyckIAAAAjsXNyQgAAwIgDdHJCAACA7lV0ckIAAEBUqHRyQgAAALr6dHJCAABA6/F1ckIAAABRRHZyQgAAwLaWdnJCAACAHOl2ckIAAECCO3dyQgAAgLMyeHJCAABAGYV4ckIAAAB/13hyQgAAwOQpeXJCAACASnx5ckIAAMB7c3pyQgAAgOHFenJCAABARxh7ckIAAACtantyQgAAAES0fHJCAADAqQZ9ckIAAIAPWX1yQgAAQHWrfXJCAAAA2/19ckIAAEAM9X5yQgAAAHJHf3JCAADA15l/ckIAAIA97H9yQgAAQKM+gHJCAACA1DWBckIAAEA6iIFyQgAAAKDagXJCAADABS2CckIAAIBrf4JyQgAAwJx2g3JCAACAAsmDckIAAEBoG4RyQgAAAM5thHJCAADAM8CEckIAAABlt4VyQgAAwMoJhnJCAACAMFyGckIAAECWroZyQgAAAPwAh3JCAABALfiHckIAAACTSohyQgAAwPiciHJCAACAXu+IckIAAEDEQYlyQgAAgPU4inJCAABAW4uKckIAAADB3YpyQgAAwCYwi3JCAACAjIKLckIAAMC9eYxyQgAAgCPMjHJCAABAiR6NckIAAADvcI1yQgAAwFTDjXJCAADA6wyPckIAAIBRX49yQgAAQLexj3JCAAAAHQSQckIAAEBO+5ByQgAAALRNkXJCAADAGaCRckIAAIB/8pFyQgAAQOVEknJCAACAFjyTckIAAEB8jpNyQgAAAOLgk3JCAADARzOUckIAAICthZRyQgAAwN58lXJCAACARM+VckIAAECqIZZyQgAAABB0lnJCAADAdcaWckIAAACnvZdyQgAAwAwQmHJCAACAcmKYckIAAEDYtJhyQgAAAD4HmXJCAAAA1VCackIAAMA6o5pyQgAAgKD1mnJCAABABkibckIAAIA3P5xyQgAAQJ2RnHJCAAAAA+ScckIAAMBoNp1yQgAAgM6InXJCAADA/3+eckIAAIBl0p5yQgAAQMskn3JCAAAAMXefckIAAMCWyZ9yQgAAAMjAoHJCAADALROhckIAAICTZaFyQgAAQPm3oXJCAAAAXwqickIAAECQAaNyQgAAAPZTo3JCAADAW6ajckIAAIDB+KNyQgAAQCdLpHJCAACAWEKlckIAAEC+lKVyQgAAACTnpXJCAADAiTmmckIAAIDvi6ZyQgAAwCCDp3JCAACAhtWnckIAAEDsJ6hyQgAAAFJ6qHJCAADAt8yockIAAADpw6lyQgAAwE4WqnJCAACAtGiqckIAAEAau6pyQgAAAIANq3JCAABAsQSsckIAAAAXV6xyQgAAwHyprHJCAACA4vusckIAAEBITq1yQgAAQN+XrnJCAAAARequckIAAMCqPK9yQgAAgBCPr3JCAADAQYawckIAAICn2LByQgAAQA0rsXJCAAAAc32xckIAAMDYz7FyQgAAAArHsnJCAADAbxmzckIAAIDVa7NyQgAAQDu+s3JCAAAAoRC0ckIAAEDSB7VyQgAAADhatXJCAADAnay1ckIAAIAD/7VyQgAAQGlRtnJCAACAmki3ckIAAEAAm7dyQgAAAGbtt3JCAADAyz+4ckIAAIAxkrhyQgAAwGKJuXJCAACAyNu5ckIAAEAuLrpyQgAAAJSAunJCAADA+dK6ckIAAAAryrtyQgAAwJAcvHJCAACA9m68ckIAAEBcwbxyQgAAAMITvXJCAABA8wq+ckIAAABZXb5yQgAAwL6vvnJCAACAJAK/ckIAAECKVL9yQgAAgLtLwHJCAABAIZ7AckIAAACH8MByQgAAwOxCwXJCAACAUpXBckIAAMCDjMJyQgAAgOnewnJCAABATzHDckIAAAC1g8NyQgAAwBrWw3JCAAAATM3EckIAAMCxH8VyQgAAgBdyxXJCAABAfcTFckIAAADjFsZyQgAAQBQOx3JCAAAAemDHckIAAMDfssdyQgAAQKtXyHJCAACA3E7JckIAAEBCoclyQgAAAKjzyXJCAADADUbKckIAAIBzmMpyQgAAwKSPy3JCAACACuLLckIAAEBwNMxyQgAAANaGzHJCAADAO9nMckIAAABt0M1yQgAAwNIiznJCAACAOHXOckIAAECex85yQgAAAAQaz3JCAABANRHQckIAAACbY9ByQgAAwAC20HJCAACAZgjRckIAAID9UdJyQgAAQGOk0nJCAAAAyfbSckIAAMAuSdNyQgAAgJSb03JCAADAxZLUckIAAIAr5dRyQgAAQJE31XJCAAAA94nVckIAAMBc3NVyQgAAAI7T1nJCAADA8yXXckIAAIBZeNdyQgAAQL/K13JCAAAAJR3YckIAAAC8ZtlyQgAAwCG52XJCAACAhwvackIAAEDtXdpyQgAAgB5V23JCAABAhKfbckIAAADq+dtyQgAAwE9M3HJCAACAtZ7cckIAAMDmld1yQgAAgEzo3XJCAABAsjreckIAAAAYjd5yQgAAwH3f3nJCAAAAr9bfckIAAMAUKeByQgAAgHp74HJCAABA4M3gckIAAABGIOFyQgAAQHcX4nJCAAAA3WnickIAAMBCvOJyQgAAgKgO43JCAABADmHjckIAAEClquRyQgAAAAv95HJCAADAcE/lckIAAIDWoeVyQgAAwAeZ5nJCAACAbevmckIAAEDTPedyQgAAADmQ53JCAADAnuLnckIAAADQ2ehyQgAAwDUs6XJCAACAm37pckIAAEAB0elyQgAAAGcj6nJCAABAmBrrckIAAAD+bOtyQgAAwGO/63JCAACAyRHsckIAAEAvZOxyQgAAgGBb7XJCAABAxq3tckIAAAAsAO5yQgAAwJFS7nJCAACA96TuckIAAMAonO9yQgAAgI7u73JCAABA9EDwckIAAABak/ByQgAAwL/l8HJCAAAA8dzxckIAAMBWL/JyQgAAgLyB8nJCAABAItTyckIAAACIJvNyQgAAQLkd9HJCAAAAH3D0ckIAAMCEwvRyQgAAgOoU9XJCAABAUGf1ckIAAICBXvZyQgAAQOew9nJCAAAATQP3ckIAAMCyVfdyQgAAwEmf+HJCAACAr/H4ckIAAEAVRPlyQgAAAHuW+XJCAADA4Oj5ckIAAAAS4PpyQgAAwHcy+3JCAACA3YT7ckIAAEBD1/tyQgAAAKkp/HJCAABA2iD9ckIAAABAc/1yQgAAwKXF/XJCAACACxj+ckIAAEBxav5yQgAAgKJh/3JCAABACLT/ckIAAABuBgBzQgAAwNNYAHNCAACAOasAc0IAAMBqogFzQgAAgND0AXNCAABANkcCc0IAAACcmQJzQgAAwAHsAnNCAADAmDUEc0IAAID+hwRzQgAAQGTaBHNCAAAAyiwFc0IAAED7IwZzQgAAAGF2BnNCAADAxsgGc0IAAIAsGwdzQgAAQJJtB3NCAACAw2QIc0IAAEAptwhzQgAAAI8JCXNCAADA9FsJc0IAAIBarglzQgAAwIulCnNCAACA8fcKc0IAAEBXSgtzQgAAAL2cC3NCAADAIu8Lc0IAAABU5gxzQgAAwLk4DXNCAACAH4sNc0IAAECF3Q1zQgAAAOsvDnNCAAAAgnkPc0IAAMDnyw9zQgAAgE0eEHNCAABAs3AQc0IAAIDkZxFzQgAAQEq6EXNCAAAAsAwSc0IAAMAVXxJzQgAAgHuxEnNCAADArKgTc0IAAIAS+xNzQgAAQHhNFHNCAAAA3p8Uc0IAAMBD8hRzQgAAAHXpFXNCAADA2jsWc0IAAIBAjhZzQgAAQKbgFnNCAAAADDMXc0IAAEA9KhhzQgAAAKN8GHNCAADACM8Yc0IAAIBuIRlzQgAAQNRzGXNCAACABWsac0IAAEBrvRpzQgAAANEPG3NCAADANmIbc0IAAICctBtzQgAAwM2rHHNCAACAM/4cc0IAAECZUB1zQgAAAP+iHXNCAADAZPUdc0IAAACW7B5zQgAAwPs+H3NCAACAYZEfc0IAAEDH4x9zQgAAAC02IHNCAABAXi0hc0IAAADEfyFzQgAAwCnSIXNCAACAjyQic0IAAED1diJzQgAAQIzAI3NCAAAA8hIkc0IAAMBXZSRzQgAAgL23JHNCAADA7q4lc0IAAIBUASZzQgAAQLpTJnNCAAAAIKYmc0IAAMCF+CZzQgAAALfvJ3NCAADAHEIoc0IAAICClChzQgAAQOjmKHNCAAAATjkpc0IAAEB/MCpzQgAAAOWCKnNCAADAStUqc0IAAICwJytzQgAAQBZ6K3NCAACAR3Esc0IAAECtwyxzQgAAABMWLXNCAADAeGgtc0IAAIDeui1zQgAAwA+yLnNCAACAdQQvc0IAAEDbVi9zQgAAAEGpL3NCAADApvsvc0IAAADY8jBzQgAAwD1FMXNCAACAo5cxc0IAAEAJ6jFzQgAAAG88MnNCAABAoDMzc0IAAAAGhjNzQgAAwGvYM3NCAACA0So0c0IAAEA3fTRzQgAAgGh0NXNCAABAzsY1c0IAAAA0GTZzQgAAwJlrNnNCAACA/702c0IAAMAwtTdzQgAAgJYHOHNCAABA/Fk4c0IAAABirDhzQgAAwMf+OHNCAAAA+fU5c0IAAMBeSDpzQgAAgMSaOnNCAABAKu06c0IAAACQPztzQgAAQME2PHNCAAAAJ4k8c0IAAMCM2zxzQgAAQFiAPXNCAACAiXc+c0IAAEDvyT5zQgAAAFUcP3NCAADAum4/c0IAAIAgwT9zQgAAwFG4QHNCAACAtwpBc0IAAEAdXUFzQgAAAIOvQXNCAADA6AFCc0IAAAAa+UJzQgAAwH9LQ3NCAACA5Z1Dc0IAAEBL8ENzQgAAALFCRHNCAABA4jlFc0IAAABIjEVzQgAAwK3eRXNCAACAEzFGc0IAAEB5g0ZzQgAAQBDNR3NCAAAAdh9Ic0IAAMDbcUhzQgAAgEHESHNCAACA2A1Kc0IAAEA+YEpzQgAAAKSySnNCAADACQVLc0IAAAA7/EtzQgAAwKBOTHNCAACABqFMc0IAAEBs80xzQgAAANJFTXNCAAAAaY9Oc0IAAMDO4U5zQgAAgDQ0T3NCAABAmoZPc0IAAIDLfVBzQgAAQDHQUHNCAAAAlyJRc0IAAMD8dFFzQgAAgGLHUXNCAADAk75Sc0IAAID5EFNzQgAAQF9jU3NCAAAAxbVTc0IAAMAqCFRzQgAAAFz/VHNCAADAwVFVc0IAAIAnpFVzQgAAQI32VXNCAAAA80hWc0IAAEAkQFdzQgAAAIqSV3NCAADA7+RXc0IAAIBVN1hzQgAAQLuJWHNCAABAUtNZc0IAAAC4JVpzQgAAwB14WnNCAACAg8pac0IAAMC0wVtzQgAAgBoUXHNCAABAgGZcc0IAAADmuFxzQgAAwEsLXXNCAAAAfQJec0IAAMDiVF5zQgAAgEinXnNCAABArvlec0IAAAAUTF9zQgAAQEVDYHNCAAAAq5Vgc0IAAMAQ6GBzQgAAgHY6YXNCAABA3Ixhc0IAAIANhGJzQgAAQHPWYnNCAAAA2Shjc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\",\"dtype\":\"float64\",\"shape\":[3270]}},\"selected\":{\"id\":\"1057\"},\"selection_policy\":{\"id\":\"1058\"}},\"id\":\"1033\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1033\"}},\"id\":\"1037\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1055\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1052\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1056\",\"type\":\"YearsTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"navy\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1035\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1007\",\"type\":\"LinearScale\"},{\"attributes\":{\"line_alpha\":0.5,\"line_color\":\"navy\",\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"1034\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1048\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1050\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1057\",\"type\":\"Selection\"},{\"attributes\":{\"text\":\"\"},\"id\":\"1038\",\"type\":\"Title\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1051\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1058\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1047\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1045\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1046\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1054\",\"type\":\"MonthsTicker\"}],\"root_ids\":[\"1002\"]},\"title\":\"Bokeh Application\",\"version\":\"2.0.1\"}};\n",
       "  var render_items = [{\"docid\":\"de288a79-2535-45b5-b144-422b6793924e\",\"root_ids\":[\"1002\"],\"roots\":{\"1002\":\"f109571f-a7ab-40d1-a68d-acf752c93508\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show(p)   # save(p) will save without opening a new browser tab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition the inline plot above, you should also have seen a new browser tab open with the contents of the newly saved \"plot.html\" file. It is important to note that `output_file` initiates a *persistent mode of operation*. That is, all subsequent calls to show will generate output to the specified file. We can \"reset\" where output will go by calling `reset_output`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.io import reset_output\n",
    "reset_output()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Templating in HTML Documents\n",
    "\n",
    "Another use case is to embed Bokeh content in a Jinja HTML template. We will look at a simple explicit case first, and then see how this technique might be used in a web app framework such as Flask. \n",
    "\n",
    "The simplest way to embed standalone (i.e. not Bokeh server) content is to use the `components` function. This function takes a Bokeh object, and returns a `<script>` tag and `<div>` tag that can be put in any HTML tempate. The script will execute and load the Bokeh content into the associated div. \n",
    "\n",
    "The cells below show a complete example, including loading BokehJS JS and CSS resources in the template."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import jinja2\n",
    "from bokeh.embed import components\n",
    "\n",
    "# IMPORTANT NOTE!! The version of BokehJS loaded in the template should match \n",
    "# the version of Bokeh installed locally.\n",
    "\n",
    "template = jinja2.Template(\"\"\"\n",
    "<!DOCTYPE html>\n",
    "<html lang=\"en-US\">\n",
    "\n",
    "<link\n",
    "    href=\"http://cdn.pydata.org/bokeh/dev/bokeh-0.13.0.min.css\"\n",
    "    rel=\"stylesheet\" type=\"text/css\"\n",
    ">\n",
    "<script \n",
    "    src=\"http://cdn.pydata.org/bokeh/dev/bokeh-0.13.0.min.js\"\n",
    "></script>\n",
    "\n",
    "<body>\n",
    "\n",
    "    <h1>Hello Bokeh!</h1>\n",
    "    \n",
    "    <p> Below is a simple plot of stock closing prices </p>\n",
    "    \n",
    "    {{ script }}\n",
    "    \n",
    "    {{ div }}\n",
    "\n",
    "</body>\n",
    "\n",
    "</html>\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "script, div = components(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<!DOCTYPE html>\n",
       "<html lang=\"en-US\">\n",
       "\n",
       "<link\n",
       "    href=\"http://cdn.pydata.org/bokeh/dev/bokeh-0.13.0.min.css\"\n",
       "    rel=\"stylesheet\" type=\"text/css\"\n",
       ">\n",
       "<script \n",
       "    src=\"http://cdn.pydata.org/bokeh/dev/bokeh-0.13.0.min.js\"\n",
       "></script>\n",
       "\n",
       "<body>\n",
       "\n",
       "    <h1>Hello Bokeh!</h1>\n",
       "    \n",
       "    <p> Below is a simple plot of stock closing prices </p>\n",
       "    \n",
       "    \n",
       "<script type=\"text/javascript\">\n",
       "    (function() {\n",
       "          var fn = function() {\n",
       "            Bokeh.safely(function() {\n",
       "              (function(root) {\n",
       "                function embed_document(root) {\n",
       "                  \n",
       "                var docs_json = 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&quot;,&quot;dtype&quot;:&quot;float64&quot;,&quot;shape&quot;:[3270]}},&quot;selected&quot;:{&quot;id&quot;:&quot;1598&quot;},&quot;selection_policy&quot;:{&quot;id&quot;:&quot;1599&quot;}},&quot;id&quot;:&quot;1574&quot;,&quot;type&quot;:&quot;ColumnDataSource&quot;},{&quot;attributes&quot;:{},&quot;id&quot;:&quot;1561&quot;,&quot;type&quot;:&quot;WheelZoomTool&quot;},{&quot;attributes&quot;:{},&quot;id&quot;:&quot;1565&quot;,&quot;type&quot;:&quot;HelpTool&quot;}],&quot;root_ids&quot;:[&quot;1543&quot;]},&quot;title&quot;:&quot;Bokeh Application&quot;,&quot;version&quot;:&quot;2.0.1&quot;}}';\n",
       "                var render_items = [{\"docid\":\"0532e1a8-5b62-4814-a8a4-a466a910480d\",\"root_ids\":[\"1543\"],\"roots\":{\"1543\":\"7138bc55-9732-4f41-859c-63182d778070\"}}];\n",
       "                root.Bokeh.embed.embed_items(docs_json, render_items);\n",
       "              \n",
       "                }\n",
       "                if (root.Bokeh !== undefined) {\n",
       "                  embed_document(root);\n",
       "                } else {\n",
       "                  var attempts = 0;\n",
       "                  var timer = setInterval(function(root) {\n",
       "                    if (root.Bokeh !== undefined) {\n",
       "                      clearInterval(timer);\n",
       "                      embed_document(root);\n",
       "                    } else {\n",
       "                      attempts++;\n",
       "                      if (attempts > 100) {\n",
       "                        clearInterval(timer);\n",
       "                        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "                      }\n",
       "                    }\n",
       "                  }, 10, root)\n",
       "                }\n",
       "              })(window);\n",
       "            });\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "</script>\n",
       "    \n",
       "    \n",
       "<div class=\"bk-root\" id=\"7138bc55-9732-4f41-859c-63182d778070\" data-root-id=\"1543\"></div>\n",
       "\n",
       "</body>\n",
       "\n",
       "</html>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "HTML(template.render(script=script, div=div))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that it is possible to pass multiple objects to a single call to `components`, in order to template multiple Bokeh objects at once. See the [User's Guide for components](https://bokeh.pydata.org/en/latest/docs/user_guide/embed.html#components) for more information.\n",
    "\n",
    "\n",
    "Once we have the script and div from `components`, it is straighforward to serve a rendered page containing Bokeh content in a web application, e.g. a Flask app as shown below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from flask import Flask\n",
    "app = Flask(__name__)\n",
    "\n",
    "@app.route('/')\n",
    "def hello_bokeh():\n",
    "   return template.render(script=script, div=div)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment to run the Flask Server. Use Kernel -> Interrupt from Notebook menubar to stop \n",
    "#app.run(port=5050)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# EXERCISE: Create your own template (or modify the one above) \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exporting Static Images\n",
    "\n",
    "Sometimes it is desirable to produce static images of plots or other Bokeh output, without any interactive capabilities. Bokeh supports exports to PNG and SVG formats. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PNG Export\n",
    "\n",
    "Bokeh supports exporting a plot or layout to PNG image format with the `export_png` function. This function is alled with a Bokeh object to export, and a filename to write the PNG output to. Often the Bokeh object passed to `export_png` is a single plot, but it need not be. If a layout is exported, the entire layout is saved to one PNG image. \n",
    "\n",
    "***Important Note:*** *the PNG export capability requires installing some additional optional dependencies. The simplest way to obtain them is via conda:*\n",
    "\n",
    "    conda install selenium phantomjs pillow\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/bryan/work/notebooks/tutorial/plot.png'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.io import export_png\n",
    "\n",
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\")\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "export_png(p, filename=\"plot.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('plot.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# EXERCISE: Save a layout of plots (e.g. row or column) as SVG and see what happens \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## SVG Export\n",
    "\n",
    "Bokeh can also generate SVG output in the browser, instead of rendering to HTML canvas. This is accomplished by setting `output_backend='svg'` on a figure. This can be be used to generate SVGs in `output_file` HTML files, or in content emebdded with `components`. It can also be used with the `export_svgs` function to save `.svg` files. Note that an SVG is created for *each canvas*. It is not possible to capture entire layouts or widgets in SVG output. \n",
    "\n",
    "***Important Note:*** *There a currently some known issue with SVG output, it may not work for all use-cases*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['plot.svg']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.io import export_svgs\n",
    "\n",
    "p = figure(plot_width=800, plot_height=250, x_axis_type=\"datetime\", output_backend='svg')\n",
    "p.line(df['date'], df['close'], color='navy', alpha=0.5)\n",
    "\n",
    "export_svgs(p, filename=\"plot.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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stroke-miterlimit=\"10\"/><path fill=\"none\" stroke=\"black\" paint-order=\"fill stroke markers\" d=\" M 573 232 L 573 224\" stroke-linejoin=\"bevel\" stroke-miterlimit=\"10\"/><path fill=\"\" stroke=\"black\" paint-order=\"fill stroke markers\" d=\" M 676 232 L 676 224\" stroke-linejoin=\"bevel\" stroke-miterlimit=\"10\"/><g transform=\"translate(56,237) rotate(0,0,0)\"><text fill=\"\" stroke=\"none\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" text-decoration=\"normal\" x=\"0\" y=\"0\" text-anchor=\"middle\" dominant-baseline=\"hanging\">2000</text><g transform=\"rotate(0,0,0) translate(-56,-237) translate(160,237) rotate(0,0,0)\"><text fill=\"\" stroke=\"none\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" text-decoration=\"normal\" x=\"0\" y=\"0\" text-anchor=\"middle\" dominant-baseline=\"hanging\">2002</text><g transform=\"rotate(0,0,0) translate(-160,-237) translate(263,237) rotate(0,0,0)\"><text fill=\"\" stroke=\"none\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" text-decoration=\"normal\" x=\"0\" y=\"0\" text-anchor=\"middle\" dominant-baseline=\"hanging\">2004</text><g transform=\"rotate(0,0,0) translate(-263,-237) translate(366,237) rotate(0,0,0)\"><text fill=\"\" stroke=\"none\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" text-decoration=\"normal\" x=\"0\" y=\"0\" text-anchor=\"middle\" dominant-baseline=\"hanging\">2006</text><g transform=\"rotate(0,0,0) translate(-366,-237) translate(470,237) rotate(0,0,0)\"><text fill=\"\" stroke=\"none\" font-family=\"helvetica\" font-size=\"8pt\" font-style=\"normal\" font-weight=\"normal\" text-decoration=\"normal\" x=\"0\" y=\"0\" text-anchor=\"middle\" dominant-baseline=\"hanging\">2008</text><g transform=\"rotate(0,0,0) translate(-470,-237) translate(573,237) rotate(0,0,0)\"><text fill=\"\" stroke=\"none\" 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      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import SVG\n",
    "SVG('plot.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# EXERCISE: Save a layout of plots (e.g. row or column) as SVG and see what happens \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Next Section"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Click on this link to go to the next notebook: [11 - Running Bokeh Applications](11%20-%20Running%20Bokeh%20Applications.ipynb).\n",
    "\n",
    "To go back to the overview, click [here](00%20-%20Introduction%20and%20Setup.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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