{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# How to Export a Slideshow Without Input? \n",
    "\n",
    "* something new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "-"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas import DataFrame\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "DataFrame([1, 2, 3, 4, 5]).plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(null);\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error() {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (var i = 0; i < css_urls.length; i++) {\n",
       "      var url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\": \"T2yuo9Oe71Cz/I4X9Ac5+gpEa5a8PpJCDlqKYO0CfAuEszu1JrXLl8YugMqYe3sM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\": \"98GDGJ0kOMCUMUePhksaQ/GYgB3+NH9h996V88sh3aOiUNX3N+fLXAtry6xctSZ6\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\": \"89bArO+nlbP3sgakeHjCo1JYxYR5wufVgA3IbUvDY+K7w4zyxJqssu7wVnfeKCq8\"};\n",
       "\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error;\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(null);\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\": \"T2yuo9Oe71Cz/I4X9Ac5+gpEa5a8PpJCDlqKYO0CfAuEszu1JrXLl8YugMqYe3sM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\": \"98GDGJ0kOMCUMUePhksaQ/GYgB3+NH9h996V88sh3aOiUNX3N+fLXAtry6xctSZ6\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\": \"89bArO+nlbP3sgakeHjCo1JYxYR5wufVgA3IbUvDY+K7w4zyxJqssu7wVnfeKCq8\"};\n\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.2.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.2.3.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"22f6438c-f2ad-45f2-9a55-94107f7b2610\" data-root-id=\"1001\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"1043\"},\"selection_policy\":{\"id\":\"1044\"}},\"id\":\"1032\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1032\"}},\"id\":\"1036\",\"type\":\"CDSView\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_inspect\":\"auto\",\"active_multi\":null,\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"1018\"},{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"}]},\"id\":\"1025\",\"type\":\"Toolbar\"}],\"root_ids\":[\"1001\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.3\"}};\n",
       "  var render_items = [{\"docid\":\"a97b59aa-8143-4a92-b128-17aa4f9c3d6b\",\"root_ids\":[\"1001\"],\"roots\":{\"1001\":\"22f6438c-f2ad-45f2-9a55-94107f7b2610\"}}];\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": "1001"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from bokeh.plotting import figure, show\n",
    "from bokeh.io import output_notebook\n",
    "\n",
    "N = 4000\n",
    "\n",
    "x = np.random.random(size=N) * 100\n",
    "y = np.random.random(size=N) * 100\n",
    "radii = np.random.random(size=N) * 1.5\n",
    "colors = ['#%02x%02x%02x' % (int(r), int(g), 150) for r, g in zip(np.floor(50+2*x), np.floor(30+2*y))]\n",
    "output_notebook(hide_banner=True)\n",
    "\n",
    "p = figure()\n",
    "p.circle(x, y, radius=radii, fill_color=colors, fill_alpha=0.6, line_color=None)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Converting notebook od_export.ipynb to slides\n",
      "[NbConvertApp] Writing 767443 bytes to od_export.slides.html\n"
     ]
    }
   ],
   "source": [
    "!jupyter nbconvert od_export.ipynb --to slides --TemplateExporter.exclude_input=True --no-prompt"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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