diff --git a/book/04-module/lesson-4a.ipynb b/book/04-module/lesson-4a.ipynb
index 8bb627c..e4ecee9 100644
--- a/book/04-module/lesson-4a.ipynb
+++ b/book/04-module/lesson-4a.ipynb
@@ -2020,7 +2020,7 @@
     "```{admonition} Video 🎥:\n",
     "Here's a webinar that provides a thorough discussion around tidy data principles along with illustrating examples of reshaping data with Pandas. It is longer (50 minutes) but is worth a watch if you are still trying to get your arms around the above lesson conceps.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/HX7gCUw6FK0\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ors8hblh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_zvr62kj3\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 : Webinar -  Data Reshaping with Pandas in Python\"></iframe>\n",
     "```"
    ]
   },
diff --git a/book/04-module/lesson-4b.ipynb b/book/04-module/lesson-4b.ipynb
index 55acbce..9f1dc98 100644
--- a/book/04-module/lesson-4b.ipynb
+++ b/book/04-module/lesson-4b.ipynb
@@ -26,7 +26,7 @@
     "```{admonition} Video 🎥:\n",
     "Here's a great video discussing ways to join DataFrames. Watch this video for an initial introduction and then get more hands on by working through the lesson that follows.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/iYWKfUOtGaw\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_2orc8fob&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_xbsktz96\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043: How do I merge DataFrames in pandas?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/book/04-module/lesson-4c.ipynb b/book/04-module/lesson-4c.ipynb
index d1b38f9..30e6ab3 100644
--- a/book/04-module/lesson-4c.ipynb
+++ b/book/04-module/lesson-4c.ipynb
@@ -248,7 +248,7 @@
     "Basic string manipulation typically includes case conversion, counting characters, and extracting parts of a string. The following will demonstrate some of these basic string methods on a Pandas DataFrame but realize that Pandas provides many more string methods. Refer to the [docs](https://pandas.pydata.org/pandas-docs/stable/user_guide/text.html) to learn more about the many string methods.\n",
     "\n",
     "```{admonition} Video 🎥:\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/bofaC0IckHo\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_n5969nsw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_birkvk0f\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043: How do I use string methods in pandas?\"></iframe>\n",
     "```\n",
     "\n",
     "```{tip}\n",
diff --git a/book/05-module/lesson-5b.ipynb b/book/05-module/lesson-5b.ipynb
index 10cde28..5b9ab13 100644
--- a/book/05-module/lesson-5b.ipynb
+++ b/book/05-module/lesson-5b.ipynb
@@ -1626,7 +1626,7 @@
     "```{admonition} Video 🎥:\n",
     "The following video is from the SciPy 2018 conference. It is an extended (3 hours) introduction to Matplotlib and has been a very popular training offered at [SciPy conferences](https://conference.scipy.org/) over the years.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/6gdNUDs6QPc\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_fw1yn11m&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_rsi40826\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Anatomy of Matplotlib (Beginner Level) | SciPy 2018 Tutorial | Benjamin Root &amp; Hannah Aizenman\"></iframe>\n",
     "```"
    ]
   },
diff --git a/book/05-module/lesson-5c.ipynb b/book/05-module/lesson-5c.ipynb
index 966b2f7..98e6f7a 100644
--- a/book/05-module/lesson-5c.ipynb
+++ b/book/05-module/lesson-5c.ipynb
@@ -48,298 +48,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
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-       "\n",
-       "  const 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",
-       "  const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const 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",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const 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",
-       "      const cmd_clean = \"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_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const 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",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
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-       "\n",
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-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
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-       "\n",
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-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
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-       "\n",
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-       "      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",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let 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",
-       "      const 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",
-       "      const 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",
-       "    const events = require('base/js/events');\n",
-       "    const 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",
-       "  const 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",
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-       "\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",
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-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\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",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "  \n",
-       "\n",
-       "  const 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 (let 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",
-       "      const cell = $(document.getElementById(\"5832\")).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/javascript": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const 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  const JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const 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    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const 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      const cmd_clean = \"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_clean, {\n        iopub: {\n          output: function(msg) {\n            const 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      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const 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      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let 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      const 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      const 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    const events = require('base/js/events');\n    const 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  const 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    const el = document.getElementById(\"5832\");\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(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\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  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const 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 (let 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      const cell = $(document.getElementById(\"5832\")).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": ""
      },
      "metadata": {},
@@ -620,34 +329,7 @@
     },
     {
      "data": {
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-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "    \n",
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-       "  const render_items = [{\"docid\":\"83961eb4-fb13-4e75-ba37-08a8a73e69ae\",\"root_ids\":[\"4460\"],\"roots\":{\"4460\":\"ddd9702b-1945-4729-92a1-2ab6d20338c1\"}}];\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",
-       "    let attempts = 0;\n",
-       "    const 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);"
-      ],
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Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"4822\",\"type\":\"HoverTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"4820\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{},\"id\":\"4794\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4781\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"4815\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"4811\"},\"glyph\":{\"id\":\"4813\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"4815\"},\"nonselection_glyph\":{\"id\":\"4814\"},\"view\":{\"id\":\"4817\"}},\"id\":\"4816\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"Sale 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-       "  const render_items = [{\"docid\":\"a7db878a-2788-4cb1-9482-8dd94b24d9fd\",\"root_ids\":[\"4778\"],\"roots\":{\"4778\":\"c54a618c-aac5-49e3-b1b9-a3620bb434db\"}}];\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",
-       "    let attempts = 0;\n",
-       "    const 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);"
-      ],
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central air\"},\"id\":\"11891\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11863\",\"type\":\"ResetTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"11895\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Relationship between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"11841\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11849\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"11865\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11845\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11852\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"11851\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"11854\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11847\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"11895\"},\"group\":null,\"major_label_policy\":{\"id\":\"11887\"},\"ticker\":{\"id\":\"11852\"}},\"id\":\"11851\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"11873\"}},\"id\":\"11880\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"11897\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11878\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"11856\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"11893\"},\"group\":null,\"major_label_policy\":{\"id\":\"11884\"},\"ticker\":{\"id\":\"11856\"}},\"id\":\"11855\",\"type\":\"LinearAxis\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"11893\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11876\",\"type\":\"Scatter\"}],\"root_ids\":[\"11840\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
-       "  const render_items = [{\"docid\":\"7b1b55cf-1303-4f08-abfe-ad284353ac7b\",\"root_ids\":[\"11840\"],\"roots\":{\"11840\":\"81ad225d-eb15-4a23-87d1-3c31f0bb7934\"}}];\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",
-       "    let attempts = 0;\n",
-       "    const 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);"
-      ],
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central air\"},\"id\":\"11891\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11863\",\"type\":\"ResetTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"11895\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Relationship between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"11841\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11849\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"11865\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11845\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11852\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"11851\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"11854\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11847\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"11895\"},\"group\":null,\"major_label_policy\":{\"id\":\"11887\"},\"ticker\":{\"id\":\"11852\"}},\"id\":\"11851\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"11873\"}},\"id\":\"11880\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"11897\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11878\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"11856\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"11893\"},\"group\":null,\"major_label_policy\":{\"id\":\"11884\"},\"ticker\":{\"id\":\"11856\"}},\"id\":\"11855\",\"type\":\"LinearAxis\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"11893\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11876\",\"type\":\"Scatter\"}],\"root_ids\":[\"11840\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n  const render_items = [{\"docid\":\"7b1b55cf-1303-4f08-abfe-ad284353ac7b\",\"root_ids\":[\"11840\"],\"roots\":{\"11840\":\"81ad225d-eb15-4a23-87d1-3c31f0bb7934\"}}];\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    let attempts = 0;\n    const 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": {
@@ -1039,34 +667,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "    \n",
-       "  const docs_json = 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central air\"},\"id\":\"11891\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11863\",\"type\":\"ResetTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"11895\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Relationship between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"11841\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11849\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"11865\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11845\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11852\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"11851\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"11854\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11847\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"11895\"},\"group\":null,\"major_label_policy\":{\"id\":\"11887\"},\"ticker\":{\"id\":\"11852\"}},\"id\":\"11851\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"11873\"}},\"id\":\"11880\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"11897\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11878\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"11856\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"11893\"},\"group\":null,\"major_label_policy\":{\"id\":\"11884\"},\"ticker\":{\"id\":\"11856\"}},\"id\":\"11855\",\"type\":\"LinearAxis\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"11893\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11876\",\"type\":\"Scatter\"}],\"root_ids\":[\"11840\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
-       "  const render_items = [{\"docid\":\"fdc0c430-cc6d-4a1c-bcae-c0db77933824\",\"root_ids\":[\"11840\"],\"roots\":{\"11840\":\"9b8ba5bc-bf0c-489f-b86d-5f8a95da2c98\"}}];\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",
-       "    let attempts = 0;\n",
-       "    const 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);"
-      ],
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central air\"},\"id\":\"11891\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11863\",\"type\":\"ResetTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"11895\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Relationship between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"11841\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11849\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"11865\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11845\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11852\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"11851\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"11854\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11847\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"11895\"},\"group\":null,\"major_label_policy\":{\"id\":\"11887\"},\"ticker\":{\"id\":\"11852\"}},\"id\":\"11851\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"11873\"}},\"id\":\"11880\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"11897\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11878\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"11856\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"11893\"},\"group\":null,\"major_label_policy\":{\"id\":\"11884\"},\"ticker\":{\"id\":\"11856\"}},\"id\":\"11855\",\"type\":\"LinearAxis\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"11893\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11876\",\"type\":\"Scatter\"}],\"root_ids\":[\"11840\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n  const render_items = [{\"docid\":\"fdc0c430-cc6d-4a1c-bcae-c0db77933824\",\"root_ids\":[\"11840\"],\"roots\":{\"11840\":\"9b8ba5bc-bf0c-489f-b86d-5f8a95da2c98\"}}];\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    let attempts = 0;\n    const 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": {
@@ -1156,7 +757,7 @@
     "```{admonition} Video 🎥:\n",
     "The following video provides an overview of Bokeh and will also expose you to other types of plots you can create (i.e. line charts, histograms, area plots).\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/PrBCa59o-d0\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ke04lf4v&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_f4zknbu7\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Bokeh Tutorial | Python Data Visualization With Bokeh | Python Bokeh Dashboard | SimpliCode\"></iframe>\n",
     "```"
    ]
   },
diff --git a/book/06-module/lesson-6a.ipynb b/book/06-module/lesson-6a.ipynb
index c71d411..ad8afaf 100644
--- a/book/06-module/lesson-6a.ipynb
+++ b/book/06-module/lesson-6a.ipynb
@@ -16,7 +16,7 @@
     "```{admonition} Video 🎥:\n",
     "Get introduced to conditional statements with this intro video and then read the lesson that follows to learn more and to get some hands-on practice.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/DZwmZ8Usvnk\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_adhkstgw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_4xky5q5i\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 6: Conditionals and Booleans - If, Else, and Elif Statements\"></iframe>\n",
     "```"
    ]
   },
@@ -1121,7 +1121,7 @@
     "```{admonition} Video 🎥:\n",
     "Here is a more thorough introduction to the `apply` method; plus, you'll also be introduced to the `map` and `applymap` methods.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/P_q0tkYqvSk\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_en445syw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_9veqin0h\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | How do I apply a function to a pandas Series or DataFrame?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/book/06-module/lesson-6b.ipynb b/book/06-module/lesson-6b.ipynb
index 2794136..9de962c 100644
--- a/book/06-module/lesson-6b.ipynb
+++ b/book/06-module/lesson-6b.ipynb
@@ -30,7 +30,7 @@
     "```{admonition} Video 🎥:\n",
     "First, check out this video for a simple introduction to `for` and `while` loops. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/6iF8Xb7Z3wQ\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_0apl88hn&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_pbxtl1i8\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 7: Loops and Iterations - For/While Loops\"></iframe>\n",
     "```"
    ]
   },
@@ -581,7 +581,7 @@
     "```{admonition} Video 🎥:\n",
     "Check out this video that provides more discussion and examples of using comprehensions.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/3dt4OGnU5sM\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_nhtl0bdi&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_q32luinc\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial: Comprehensions - How they work and why you should be using them\"></iframe>\n",
     "```"
    ]
   },
@@ -975,7 +975,7 @@
     "```{admonition} Video 🎥:\n",
     "Learn more about iterables and a similar, yet different concept -- _'iterators'_ with this video.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/jTYiNjvnHZY\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_yeu2hclh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_btzhguzq\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial: Iterators and Iterables - What Are They and How Do They Work?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/book/06-module/lesson-6c.ipynb b/book/06-module/lesson-6c.ipynb
index ef56af4..e723904 100644
--- a/book/06-module/lesson-6c.ipynb
+++ b/book/06-module/lesson-6c.ipynb
@@ -35,7 +35,7 @@
     "```{admonition} Video 🎥:\n",
     "First, check out this video for a simple introduction to writing functions. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/9Os0o3wzS_I\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_okqz4cvf&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_hnoifbgw\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 8: Functions\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/.doctrees/04-module/lesson-4a.doctree b/docs/_build/.doctrees/04-module/lesson-4a.doctree
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diff --git a/docs/_build/.doctrees/06-module/lesson-6a.doctree b/docs/_build/.doctrees/06-module/lesson-6a.doctree
index c6f407e..c9d5b4b 100644
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diff --git a/docs/_build/.doctrees/06-module/lesson-6b.doctree b/docs/_build/.doctrees/06-module/lesson-6b.doctree
index 197bf4e..54af8be 100644
Binary files a/docs/_build/.doctrees/06-module/lesson-6b.doctree and b/docs/_build/.doctrees/06-module/lesson-6b.doctree differ
diff --git a/docs/_build/.doctrees/06-module/lesson-6c.doctree b/docs/_build/.doctrees/06-module/lesson-6c.doctree
index ffa0e8b..8cf688e 100644
Binary files a/docs/_build/.doctrees/06-module/lesson-6c.doctree and b/docs/_build/.doctrees/06-module/lesson-6c.doctree differ
diff --git a/docs/_build/.doctrees/environment.pickle b/docs/_build/.doctrees/environment.pickle
index cabc606..b916903 100644
Binary files a/docs/_build/.doctrees/environment.pickle and b/docs/_build/.doctrees/environment.pickle differ
diff --git a/docs/_build/html/04-module/lesson-4a.html b/docs/_build/html/04-module/lesson-4a.html
index 2cd9e07..9898435 100644
--- a/docs/_build/html/04-module/lesson-4a.html
+++ b/docs/_build/html/04-module/lesson-4a.html
@@ -2357,7 +2357,7 @@ <h2>Additional video<a class="headerlink" href="#additional-video" title="Permal
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>Here’s a webinar that provides a thorough discussion around tidy data principles along with illustrating examples of reshaping data with Pandas. It is longer (50 minutes) but is worth a watch if you are still trying to get your arms around the above lesson conceps.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/HX7gCUw6FK0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ors8hblh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_zvr62kj3" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 : Webinar -  Data Reshaping with Pandas in Python"></iframe>
 </div>
 </div>
 <div class="section" id="exercises">
diff --git a/docs/_build/html/04-module/lesson-4b.html b/docs/_build/html/04-module/lesson-4b.html
index f68b99d..0caca48 100644
--- a/docs/_build/html/04-module/lesson-4b.html
+++ b/docs/_build/html/04-module/lesson-4b.html
@@ -634,7 +634,7 @@ <h2>Learning objectives<a class="headerlink" href="#learning-objectives" title="
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>Here’s a great video discussing ways to join DataFrames. Watch this video for an initial introduction and then get more hands on by working through the lesson that follows.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/iYWKfUOtGaw" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_2orc8fob&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_xbsktz96" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043: How do I merge DataFrames in pandas?"></iframe>
 </div>
 </div>
 <div class="section" id="prerequisites">
diff --git a/docs/_build/html/04-module/lesson-4c.html b/docs/_build/html/04-module/lesson-4c.html
index a76dbd9..54ebe8d 100644
--- a/docs/_build/html/04-module/lesson-4c.html
+++ b/docs/_build/html/04-module/lesson-4c.html
@@ -857,7 +857,7 @@ <h2>String basics<a class="headerlink" href="#string-basics" title="Permalink to
 <p>Basic string manipulation typically includes case conversion, counting characters, and extracting parts of a string. The following will demonstrate some of these basic string methods on a Pandas DataFrame but realize that Pandas provides many more string methods. Refer to the <a class="reference external" href="https://pandas.pydata.org/pandas-docs/stable/user_guide/text.html">docs</a> to learn more about the many string methods.</p>
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/bofaC0IckHo" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_n5969nsw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_birkvk0f" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043: How do I use string methods in pandas?"></iframe>
 </div>
 <div class="admonition tip">
 <p class="admonition-title">Tip</p>
@@ -2654,7 +2654,7 @@ <h3>Character classes<a class="headerlink" href="#character-classes" title="Perm
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_34439/1279328171.py:2: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_50389/1279328171.py:2: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.
   products[&#39;package_size&#39;]
 </pre></div>
 </div>
@@ -3199,7 +3199,7 @@ <h3>Repetition<a class="headerlink" href="#repetition" title="Permalink to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_34439/3233621946.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_50389/3233621946.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.
   prod_id_8s = products[&#39;product_id&#39;].astype(str).str.contains(&#39;(8)\\1&#39;, na=False)
 </pre></div>
 </div>
@@ -3294,7 +3294,7 @@ <h3>Repetition<a class="headerlink" href="#repetition" title="Permalink to this
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_34439/1949681077.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_50389/1949681077.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.
   prod_id_8s = products[&#39;product_id&#39;].astype(str).str.contains(&#39;(8)\\1{2}&#39;, na=False)
 </pre></div>
 </div>
@@ -3410,7 +3410,7 @@ <h3>Putting it altogether<a class="headerlink" href="#putting-it-altogether" tit
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_34439/3801605409.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_50389/3801605409.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.
   size_filter = products[&#39;package_size&#39;].str.contains(&#39;^\d{2,}(\.)?.*lb&#39;, case=False, na=False)
 </pre></div>
 </div>
diff --git a/docs/_build/html/05-module/lesson-5b.html b/docs/_build/html/05-module/lesson-5b.html
index 5fd9f89..18fb4da 100644
--- a/docs/_build/html/05-module/lesson-5b.html
+++ b/docs/_build/html/05-module/lesson-5b.html
@@ -1719,7 +1719,7 @@ <h2>Video Tutorial<a class="headerlink" href="#video-tutorial" title="Permalink
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>The following video is from the SciPy 2018 conference. It is an extended (3 hours) introduction to Matplotlib and has been a very popular training offered at <a class="reference external" href="https://conference.scipy.org/">SciPy conferences</a> over the years.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/6gdNUDs6QPc" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_fw1yn11m&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_rsi40826" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Anatomy of Matplotlib (Beginner Level) | SciPy 2018 Tutorial | Benjamin Root &amp; Hannah Aizenman"></iframe>
 </div>
 </div>
 <div class="section" id="exercises">
diff --git a/docs/_build/html/05-module/lesson-5c.html b/docs/_build/html/05-module/lesson-5c.html
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+++ b/docs/_build/html/05-module/lesson-5c.html
@@ -1085,12 +1085,12 @@ <h2>Bokeh’s grammar and our first plot with Bokeh<a class="headerlink" href="#
 
 
 
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":{},"id":"1120","type":"ResetTool"},{"attributes":{},"id":"1156","type":"UnionRenderers"},{"attributes":{"coordinates":null,"group":null,"text":"Relationship between home sale price and living area \nAmes, Iowa (2006-2010)"},"id":"1098","type":"Title"},{"attributes":{},"id":"1116","type":"PanTool"},{"attributes":{},"id":"1109","type":"BasicTicker"},{"attributes":{},"id":"1155","type":"AllLabels"},{"attributes":{},"id":"1157","type":"Selection"},{"attributes":{},"id":"1121","type":"HelpTool"},{"attributes":{},"id":"1153","type":"AllLabels"},{"attributes":{},"id":"1102","type":"DataRange1d"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"value":"#1f77b4"},"hatch_alpha":{"value":0.1},"line_alpha":{"value":0.1},"line_color":{"value":"#1f77b4"},"x":{"field":"GrLivArea"},"y":{"field":"SalePrice"}},"id":"1133","type":"Circle"}],"root_ids":["1097"]},"title":"Bokeh Application","version":"2.4.2"}};
-  const render_items = [{"docid":"712d247f-bbe3-47dd-ab83-d63a5b9bd661","root_ids":["1097"],"roots":{"1097":"d662a5ce-9d85-4cef-887b-53ea07c98ead"}}];
+  const docs_json = 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":{},"id":"1211","type":"BasicTicker"},{"attributes":{"axis":{"id":"1210"},"coordinates":null,"group":null,"ticker":null},"id":"1213","type":"Grid"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"field":"CentralAir","transform":{"id":"1233"}},"hatch_alpha":{"value":0.1},"line_alpha":{"value":0.1},"line_color":{"field":"CentralAir","transform":{"id":"1233"}},"x":{"field":"GrLivArea"},"y":{"field":"SalePrice"}},"id":"1236","type":"Scatter"}],"root_ids":["1199"]},"title":"Bokeh Application","version":"2.4.2"}};
-  const render_items = [{"docid":"70c85478-0dba-4fde-b50b-4ddd7c76d1e2","root_ids":["1199"],"roots":{"1199":"6e88dd84-c5b0-4422-9331-8d50a60bb083"}}];
+  const docs_json = {"fdb9666c-fd4e-493f-b934-aad079711028":{"defs":[],"roots":{"references":[{"attributes":{"below":[{"id":"1210"}],"center":[{"id":"1213"},{"id":"1217"},{"id":"1250"}],"frame_height":350,"frame_width":700,"left":[{"id":"1214"}],"renderers":[{"id":"1238"}],"title":{"id":"1200"},"toolbar":{"id":"1225"},"x_range":{"id":"1202"},"x_scale":{"id":"1206"},"y_range":{"id":"1204"},"y_scale":{"id":"1208"}},"id":"1199","subtype":"Figure","type":"Plot"},{"attributes":{"axis":{"id":"1210"},"coordinates":null,"group":null,"ticker":null},"id":"1213","type":"Grid"},{"attributes":{"tools":[{"id":"1218"},{"id":"1219"},{"id":"1220"},{"id":"1221"},{"id":"1222"},{"id":"1223"},{"id":"1256"}]},"id":"1225","type":"Toolbar"},{"attributes":{},"id":"1248","type":"Selection"},{"attributes":{},"id":"1204","type":"DataRange1d"},{"attributes":{},"id":"1202","type":"DataRange1d"},{"attributes":{},"id":"1247","type":"UnionRenderers"},{"attributes":{"fill_alpha":{"value":0.25},"fill_color":{"field":"CentralAir","transform":{"id":"1233"}},"hatch_alpha":{"value":0.25},"line_alpha":{"value":0.25},"line_color":{"field":"CentralAir","transform":{"id":"1233"}},"x":{"field":"GrLivArea"},"y":{"field":"SalePrice"}},"id":"1235","type":"Scatter"},{"attributes":{},"id":"1215","type":"BasicTicker"},{"attributes":{},"id":"1243","type":"AllLabels"},{"attributes":{},"id":"1208","type":"LinearScale"},{"attributes":{},"id":"1246","type":"AllLabels"},{"attributes":{"axis_label":"Sale 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":{"format":","},"id":"1254","type":"NumeralTickFormatter"}],"root_ids":["1199"]},"title":"Bokeh Application","version":"2.4.2"}};
+  const render_items = [{"docid":"fdb9666c-fd4e-493f-b934-aad079711028","root_ids":["1199"],"roots":{"1199":"a12dc18c-2e6c-4bbe-a88a-79922aba47ba"}}];
   root.Bokeh.embed.embed_items_notebook(docs_json, render_items);
 
   }
@@ -1343,12 +1343,12 @@ <h2>Saving Bokeh plots<a class="headerlink" href="#saving-bokeh-plots" title="Pe
 
 
 
-<div class="bk-root" id="2d7f9255-484b-498f-9d74-24be5a312bc0" data-root-id="1199"></div>
+<div class="bk-root" id="72c3b8f8-0c29-4513-83b1-15232e0611c6" data-root-id="1199"></div>
 </div><script type="application/javascript">(function(root) {
   function embed_document(root) {
     
-  const docs_json = 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":{},"id":"1211","type":"BasicTicker"},{"attributes":{"axis":{"id":"1210"},"coordinates":null,"group":null,"ticker":null},"id":"1213","type":"Grid"},{"attributes":{"fill_alpha":{"value":0.1},"fill_color":{"field":"CentralAir","transform":{"id":"1233"}},"hatch_alpha":{"value":0.1},"line_alpha":{"value":0.1},"line_color":{"field":"CentralAir","transform":{"id":"1233"}},"x":{"field":"GrLivArea"},"y":{"field":"SalePrice"}},"id":"1236","type":"Scatter"}],"root_ids":["1199"]},"title":"Bokeh Application","version":"2.4.2"}};
-  const render_items = [{"docid":"8817d79f-0aad-4616-832b-5c41c3a54f37","root_ids":["1199"],"roots":{"1199":"2d7f9255-484b-498f-9d74-24be5a312bc0"}}];
+  const docs_json = {"aa42b03f-5856-435b-9a2f-979c434b3e1c":{"defs":[],"roots":{"references":[{"attributes":{"below":[{"id":"1210"}],"center":[{"id":"1213"},{"id":"1217"},{"id":"1250"}],"frame_height":350,"frame_width":700,"left":[{"id":"1214"}],"output_backend":"svg","renderers":[{"id":"1238"}],"title":{"id":"1200"},"toolbar":{"id":"1225"},"x_range":{"id":"1202"},"x_scale":{"id":"1206"},"y_range":{"id":"1204"},"y_scale":{"id":"1208"}},"id":"1199","subtype":"Figure","type":"Plot"},{"attributes":{"axis":{"id":"1210"},"coordinates":null,"group":null,"ticker":null},"id":"1213","type":"Grid"},{"attributes":{"tools":[{"id":"1218"},{"id":"1219"},{"id":"1220"},{"id":"1221"},{"id":"1222"},{"id":"1223"},{"id":"1256"}]},"id":"1225","type":"Toolbar"},{"attributes":{},"id":"1248","type":"Selection"},{"attributes":{},"id":"1204","type":"DataRange1d"},{"attributes":{},"id":"1202","type":"DataRange1d"},{"attributes":{},"id":"1247","type":"UnionRenderers"},{"attributes":{"fill_alpha":{"value":0.25},"fill_color":{"field":"CentralAir","transform":{"id":"1233"}},"hatch_alpha":{"value":0.25},"line_alpha":{"value":0.25},"line_color":{"field":"CentralAir","transform":{"id":"1233"}},"x":{"field":"GrLivArea"},"y":{"field":"SalePrice"}},"id":"1235","type":"Scatter"},{"attributes":{},"id":"1215","type":"BasicTicker"},{"attributes":{},"id":"1243","type":"AllLabels"},{"attributes":{},"id":"1208","type":"LinearScale"},{"attributes":{},"id":"1246","type":"AllLabels"},{"attributes":{"axis_label":"Sale 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":{"format":","},"id":"1254","type":"NumeralTickFormatter"}],"root_ids":["1199"]},"title":"Bokeh Application","version":"2.4.2"}};
+  const render_items = [{"docid":"aa42b03f-5856-435b-9a2f-979c434b3e1c","root_ids":["1199"],"roots":{"1199":"72c3b8f8-0c29-4513-83b1-15232e0611c6"}}];
   root.Bokeh.embed.embed_items_notebook(docs_json, render_items);
 
   }
@@ -1414,7 +1414,7 @@ <h2>Video Tutorial<a class="headerlink" href="#video-tutorial" title="Permalink
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>The following video provides an overview of Bokeh and will also expose you to other types of plots you can create (i.e. line charts, histograms, area plots).</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/PrBCa59o-d0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ke04lf4v&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_f4zknbu7" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Bokeh Tutorial | Python Data Visualization With Bokeh | Python Bokeh Dashboard | SimpliCode"></iframe>
 </div>
 </div>
 <div class="section" id="exercises">
diff --git a/docs/_build/html/06-module/lesson-6a.html b/docs/_build/html/06-module/lesson-6a.html
index 6f9bfd8..ef3cbe5 100644
--- a/docs/_build/html/06-module/lesson-6a.html
+++ b/docs/_build/html/06-module/lesson-6a.html
@@ -585,7 +585,7 @@ <h1>Lession 6a: Conditional statements<a class="headerlink" href="#lession-6a-co
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>Get introduced to conditional statements with this intro video and then read the lesson that follows to learn more and to get some hands-on practice.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/DZwmZ8Usvnk" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_adhkstgw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_4xky5q5i" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial for Beginners 6: Conditionals and Booleans - If, Else, and Elif Statements"></iframe>
 </div>
 <div class="section" id="learning-objectives">
 <h2>Learning objectives<a class="headerlink" href="#learning-objectives" title="Permalink to this headline">¶</a></h2>
@@ -1371,7 +1371,7 @@ <h2>Applying in Pandas<a class="headerlink" href="#applying-in-pandas" title="Pe
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>Here is a more thorough introduction to the <code class="docutils literal notranslate"><span class="pre">apply</span></code> method; plus, you’ll also be introduced to the <code class="docutils literal notranslate"><span class="pre">map</span></code> and <code class="docutils literal notranslate"><span class="pre">applymap</span></code> methods.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/P_q0tkYqvSk" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_en445syw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_9veqin0h" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | How do I apply a function to a pandas Series or DataFrame?"></iframe>
 </div>
 <div class="section" id="id3">
 <h3>Knowledge check<a class="headerlink" href="#id3" title="Permalink to this headline">¶</a></h3>
diff --git a/docs/_build/html/06-module/lesson-6b.html b/docs/_build/html/06-module/lesson-6b.html
index 30b42ed..d941ac9 100644
--- a/docs/_build/html/06-module/lesson-6b.html
+++ b/docs/_build/html/06-module/lesson-6b.html
@@ -626,7 +626,7 @@ <h2>Learning objectives<a class="headerlink" href="#learning-objectives" title="
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>First, check out this video for a simple introduction to <code class="docutils literal notranslate"><span class="pre">for</span></code> and <code class="docutils literal notranslate"><span class="pre">while</span></code> loops. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/6iF8Xb7Z3wQ" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_0apl88hn&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_pbxtl1i8" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial for Beginners 7: Loops and Iterations - For/While Loops"></iframe>
 </div>
 </div>
 <div class="section" id="prerequisites">
@@ -968,7 +968,7 @@ <h2>List comprehensions<a class="headerlink" href="#list-comprehensions" title="
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>Check out this video that provides more discussion and examples of using comprehensions.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/3dt4OGnU5sM" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_nhtl0bdi&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_q32luinc" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial: Comprehensions - How they work and why you should be using them"></iframe>
 </div>
 <div class="section" id="id2">
 <h3>Knowledge check<a class="headerlink" href="#id2" title="Permalink to this headline">¶</a></h3>
@@ -1027,7 +1027,7 @@ <h2><code class="docutils literal notranslate"><span class="pre">while</span></c
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>After 489 flips: [&#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;, &#39;heads&#39;]
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>After 330 flips: [&#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;, &#39;tails&#39;]
 </pre></div>
 </div>
 </div>
@@ -1234,7 +1234,7 @@ <h2>Iterables<a class="headerlink" href="#iterables" title="Permalink to this he
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>Learn more about iterables and a similar, yet different concept – <em>‘iterators’</em> with this video.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/jTYiNjvnHZY" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_yeu2hclh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_btzhguzq" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial: Iterators and Iterables - What Are They and How Do They Work?"></iframe>
 </div>
 </div>
 <div class="section" id="exercises">
diff --git a/docs/_build/html/06-module/lesson-6c.html b/docs/_build/html/06-module/lesson-6c.html
index 918a602..887ce30 100644
--- a/docs/_build/html/06-module/lesson-6c.html
+++ b/docs/_build/html/06-module/lesson-6c.html
@@ -752,7 +752,7 @@ <h2>Learning objectives<a class="headerlink" href="#learning-objectives" title="
 <div class="admonition-video admonition">
 <p class="admonition-title">Video 🎥:</p>
 <p>First, check out this video for a simple introduction to writing functions. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.</p>
-<iframe width="560" height="315" src="https://www.youtube.com/embed/9Os0o3wzS_I" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+<iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_okqz4cvf&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_hnoifbgw" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial for Beginners 8: Functions"></iframe>
 </div>
 </div>
 <div class="section" id="prerequisites">
@@ -801,14 +801,14 @@ <h2>When to write functions<a class="headerlink" href="#when-to-write-functions"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.57801142, 0.65832708, 0.        , 0.26586246, 0.38692881,
-        0.34549264, 0.01671126, 1.        , 0.25276445, 0.45769391],
-       [0.50082432, 0.        , 0.80920443, 0.05195989, 0.74843539,
-        0.05474412, 0.43119703, 1.        , 0.72575612, 0.67799293],
-       [0.90016302, 0.16490846, 1.        , 0.65051358, 0.2783512 ,
-        0.45159783, 0.21320432, 0.        , 0.48153345, 0.09573488],
-       [0.77636602, 0.83020334, 0.97806829, 0.08952764, 0.61955664,
-        0.        , 0.67346176, 0.90055592, 1.        , 0.35379898]])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([[0.        , 0.25838401, 0.41338666, 0.22670219, 0.14207045,
+        0.6372547 , 1.        , 0.66500104, 0.97430082, 0.67975973],
+       [0.23875146, 0.25624387, 0.09282163, 0.39901557, 0.65988219,
+        0.08264166, 0.53262924, 0.        , 0.98924274, 1.        ],
+       [0.86209879, 0.83270803, 0.7993648 , 0.        , 0.21927493,
+        0.55366273, 0.00574432, 0.98300226, 1.        , 0.64223695],
+       [0.56997021, 0.76553595, 1.        , 0.        , 0.64481501,
+        0.68118805, 0.95526039, 0.91795629, 0.39921224, 0.95423523]])
 </pre></div>
 </div>
 </div>
@@ -826,8 +826,8 @@ <h2>Functions vs methods<a class="headerlink" href="#functions-vs-methods" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2.75536478, 1.65343888, 2.78727272, 1.05786357, 2.03327204,
-       0.85183458, 1.33457437, 2.90055592, 2.46005403, 1.58522071])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([1.67082046, 2.11287186, 2.30557308, 0.62571776, 1.66604259,
+       1.95474713, 2.49363395, 2.56595959, 3.3627558 , 3.27623192])
 </pre></div>
 </div>
 </div>
@@ -840,8 +840,8 @@ <h2>Functions vs methods<a class="headerlink" href="#functions-vs-methods" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2.75536478, 1.65343888, 2.78727272, 1.05786357, 2.03327204,
-       0.85183458, 1.33457437, 2.90055592, 2.46005403, 1.58522071])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([1.67082046, 2.11287186, 2.30557308, 0.62571776, 1.66604259,
+       1.95474713, 2.49363395, 2.56595959, 3.3627558 , 3.27623192])
 </pre></div>
 </div>
 </div>
@@ -855,7 +855,7 @@ <h2>Functions vs methods<a class="headerlink" href="#functions-vs-methods" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>19.41945159460331
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>22.034354137152878
 </pre></div>
 </div>
 </div>
@@ -868,8 +868,8 @@ <h2>Functions vs methods<a class="headerlink" href="#functions-vs-methods" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([2.75536478, 1.65343888, 2.78727272, 1.05786357, 2.03327204,
-       0.85183458, 1.33457437, 2.90055592, 2.46005403, 1.58522071])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([1.67082046, 2.11287186, 2.30557308, 0.62571776, 1.66604259,
+       1.95474713, 2.49363395, 2.56595959, 3.3627558 , 3.27623192])
 </pre></div>
 </div>
 </div>
@@ -882,7 +882,7 @@ <h2>Functions vs methods<a class="headerlink" href="#functions-vs-methods" title
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([3.96179203, 5.00011423, 4.23600674, 6.22153859])
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>array([4.9968596 , 4.25122836, 5.89809281, 6.88817336])
 </pre></div>
 </div>
 </div>
diff --git a/docs/_build/html/_sources/04-module/lesson-4a.ipynb b/docs/_build/html/_sources/04-module/lesson-4a.ipynb
index 8bb627c..e4ecee9 100644
--- a/docs/_build/html/_sources/04-module/lesson-4a.ipynb
+++ b/docs/_build/html/_sources/04-module/lesson-4a.ipynb
@@ -2020,7 +2020,7 @@
     "```{admonition} Video 🎥:\n",
     "Here's a webinar that provides a thorough discussion around tidy data principles along with illustrating examples of reshaping data with Pandas. It is longer (50 minutes) but is worth a watch if you are still trying to get your arms around the above lesson conceps.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/HX7gCUw6FK0\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ors8hblh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_zvr62kj3\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 : Webinar -  Data Reshaping with Pandas in Python\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/html/_sources/04-module/lesson-4b.ipynb b/docs/_build/html/_sources/04-module/lesson-4b.ipynb
index 55acbce..9f1dc98 100644
--- a/docs/_build/html/_sources/04-module/lesson-4b.ipynb
+++ b/docs/_build/html/_sources/04-module/lesson-4b.ipynb
@@ -26,7 +26,7 @@
     "```{admonition} Video 🎥:\n",
     "Here's a great video discussing ways to join DataFrames. Watch this video for an initial introduction and then get more hands on by working through the lesson that follows.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/iYWKfUOtGaw\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_2orc8fob&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_xbsktz96\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043: How do I merge DataFrames in pandas?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/html/_sources/04-module/lesson-4c.ipynb b/docs/_build/html/_sources/04-module/lesson-4c.ipynb
index d1b38f9..30e6ab3 100644
--- a/docs/_build/html/_sources/04-module/lesson-4c.ipynb
+++ b/docs/_build/html/_sources/04-module/lesson-4c.ipynb
@@ -248,7 +248,7 @@
     "Basic string manipulation typically includes case conversion, counting characters, and extracting parts of a string. The following will demonstrate some of these basic string methods on a Pandas DataFrame but realize that Pandas provides many more string methods. Refer to the [docs](https://pandas.pydata.org/pandas-docs/stable/user_guide/text.html) to learn more about the many string methods.\n",
     "\n",
     "```{admonition} Video 🎥:\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/bofaC0IckHo\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_n5969nsw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_birkvk0f\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043: How do I use string methods in pandas?\"></iframe>\n",
     "```\n",
     "\n",
     "```{tip}\n",
diff --git a/docs/_build/html/_sources/05-module/lesson-5b.ipynb b/docs/_build/html/_sources/05-module/lesson-5b.ipynb
index 10cde28..5b9ab13 100644
--- a/docs/_build/html/_sources/05-module/lesson-5b.ipynb
+++ b/docs/_build/html/_sources/05-module/lesson-5b.ipynb
@@ -1626,7 +1626,7 @@
     "```{admonition} Video 🎥:\n",
     "The following video is from the SciPy 2018 conference. It is an extended (3 hours) introduction to Matplotlib and has been a very popular training offered at [SciPy conferences](https://conference.scipy.org/) over the years.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/6gdNUDs6QPc\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_fw1yn11m&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_rsi40826\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Anatomy of Matplotlib (Beginner Level) | SciPy 2018 Tutorial | Benjamin Root &amp; Hannah Aizenman\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/html/_sources/05-module/lesson-5c.ipynb b/docs/_build/html/_sources/05-module/lesson-5c.ipynb
index 966b2f7..98e6f7a 100644
--- a/docs/_build/html/_sources/05-module/lesson-5c.ipynb
+++ b/docs/_build/html/_sources/05-module/lesson-5c.ipynb
@@ -48,298 +48,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const 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",
-       "  const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const 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",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const 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",
-       "      const cmd_clean = \"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_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const 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",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const 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",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let 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",
-       "      const 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",
-       "      const 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",
-       "    const events = require('base/js/events');\n",
-       "    const 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",
-       "  const 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",
-       "    const el = document.getElementById(\"5832\");\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(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\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",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "  \n",
-       "\n",
-       "  const 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 (let 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",
-       "      const cell = $(document.getElementById(\"5832\")).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/javascript": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const 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  const JS_MIME_TYPE = 'application/javascript';\n  const HTML_MIME_TYPE = 'text/html';\n  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n  const CLASS_NAME = 'output_bokeh rendered_html';\n\n  /**\n   * Render data to the DOM node\n   */\n  function render(props, node) {\n    const 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    const cell = handle.cell;\n\n    const id = cell.output_area._bokeh_element_id;\n    const 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      const cmd_clean = \"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_clean, {\n        iopub: {\n          output: function(msg) {\n            const 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      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n      cell.notebook.kernel.execute(cmd_destroy);\n    }\n  }\n\n  /**\n   * Handle when a new output is added\n   */\n  function handleAddOutput(event, handle) {\n    const output_area = handle.output_area;\n    const output = handle.output;\n\n    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n      return\n    }\n\n    const 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      const bk_div = document.createElement(\"div\");\n      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n      const script_attrs = bk_div.children[0].attributes;\n      for (let 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      const 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      const 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    const events = require('base/js/events');\n    const 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  const 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    const el = document.getElementById(\"5832\");\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(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\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  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const 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 (let 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      const cell = $(document.getElementById(\"5832\")).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": ""
      },
      "metadata": {},
@@ -620,34 +329,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "    \n",
-       "  const docs_json = 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-       "  const render_items = [{\"docid\":\"83961eb4-fb13-4e75-ba37-08a8a73e69ae\",\"root_ids\":[\"4460\"],\"roots\":{\"4460\":\"ddd9702b-1945-4729-92a1-2ab6d20338c1\"}}];\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",
-       "    let attempts = 0;\n",
-       "    const 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);"
-      ],
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Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"4822\",\"type\":\"HoverTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"4820\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{},\"id\":\"4794\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"4781\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"4815\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"4811\"},\"glyph\":{\"id\":\"4813\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"4815\"},\"nonselection_glyph\":{\"id\":\"4814\"},\"view\":{\"id\":\"4817\"}},\"id\":\"4816\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"Sale 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-       "  const render_items = [{\"docid\":\"a7db878a-2788-4cb1-9482-8dd94b24d9fd\",\"root_ids\":[\"4778\"],\"roots\":{\"4778\":\"c54a618c-aac5-49e3-b1b9-a3620bb434db\"}}];\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",
-       "    let attempts = 0;\n",
-       "    const 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);"
-      ],
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central air\"},\"id\":\"11891\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11863\",\"type\":\"ResetTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"11895\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Relationship between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"11841\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11849\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"11865\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11845\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11852\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"11851\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"11854\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11847\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"11895\"},\"group\":null,\"major_label_policy\":{\"id\":\"11887\"},\"ticker\":{\"id\":\"11852\"}},\"id\":\"11851\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"11873\"}},\"id\":\"11880\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"11897\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11878\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"11856\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"11893\"},\"group\":null,\"major_label_policy\":{\"id\":\"11884\"},\"ticker\":{\"id\":\"11856\"}},\"id\":\"11855\",\"type\":\"LinearAxis\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"11893\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11876\",\"type\":\"Scatter\"}],\"root_ids\":[\"11840\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
-       "  const render_items = [{\"docid\":\"7b1b55cf-1303-4f08-abfe-ad284353ac7b\",\"root_ids\":[\"11840\"],\"roots\":{\"11840\":\"81ad225d-eb15-4a23-87d1-3c31f0bb7934\"}}];\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",
-       "    let attempts = 0;\n",
-       "    const 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);"
-      ],
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central air\"},\"id\":\"11891\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11863\",\"type\":\"ResetTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"11895\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Relationship between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"11841\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11849\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"11865\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11845\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11852\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"11851\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"11854\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11847\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"11895\"},\"group\":null,\"major_label_policy\":{\"id\":\"11887\"},\"ticker\":{\"id\":\"11852\"}},\"id\":\"11851\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"11873\"}},\"id\":\"11880\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"11897\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11878\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"11856\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"11893\"},\"group\":null,\"major_label_policy\":{\"id\":\"11884\"},\"ticker\":{\"id\":\"11856\"}},\"id\":\"11855\",\"type\":\"LinearAxis\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"11893\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11876\",\"type\":\"Scatter\"}],\"root_ids\":[\"11840\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n  const render_items = [{\"docid\":\"7b1b55cf-1303-4f08-abfe-ad284353ac7b\",\"root_ids\":[\"11840\"],\"roots\":{\"11840\":\"81ad225d-eb15-4a23-87d1-3c31f0bb7934\"}}];\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    let attempts = 0;\n    const 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": {
@@ -1039,34 +667,7 @@
     },
     {
      "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "    \n",
-       "  const docs_json = 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central air\"},\"id\":\"11891\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11863\",\"type\":\"ResetTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"11895\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Relationship between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"11841\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11849\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"11865\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11845\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11852\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"11851\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"11854\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11847\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"11895\"},\"group\":null,\"major_label_policy\":{\"id\":\"11887\"},\"ticker\":{\"id\":\"11852\"}},\"id\":\"11851\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"11873\"}},\"id\":\"11880\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"11897\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11878\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"11856\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"11893\"},\"group\":null,\"major_label_policy\":{\"id\":\"11884\"},\"ticker\":{\"id\":\"11856\"}},\"id\":\"11855\",\"type\":\"LinearAxis\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"11893\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11876\",\"type\":\"Scatter\"}],\"root_ids\":[\"11840\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
-       "  const render_items = [{\"docid\":\"fdc0c430-cc6d-4a1c-bcae-c0db77933824\",\"root_ids\":[\"11840\"],\"roots\":{\"11840\":\"9b8ba5bc-bf0c-489f-b86d-5f8a95da2c98\"}}];\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",
-       "    let attempts = 0;\n",
-       "    const 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);"
-      ],
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central air\"},\"id\":\"11891\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"11863\",\"type\":\"ResetTool\"},{\"attributes\":{\"format\":\",\"},\"id\":\"11895\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Relationship between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"11841\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"11849\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"11865\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"11845\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"11852\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"11851\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"11854\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"11847\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"11895\"},\"group\":null,\"major_label_policy\":{\"id\":\"11887\"},\"ticker\":{\"id\":\"11852\"}},\"id\":\"11851\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"11873\"}},\"id\":\"11880\",\"type\":\"CDSView\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"11897\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11878\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"11884\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"11856\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"11893\"},\"group\":null,\"major_label_policy\":{\"id\":\"11884\"},\"ticker\":{\"id\":\"11856\"}},\"id\":\"11855\",\"type\":\"LinearAxis\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"11893\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"11874\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"11876\",\"type\":\"Scatter\"}],\"root_ids\":[\"11840\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n  const render_items = [{\"docid\":\"fdc0c430-cc6d-4a1c-bcae-c0db77933824\",\"root_ids\":[\"11840\"],\"roots\":{\"11840\":\"9b8ba5bc-bf0c-489f-b86d-5f8a95da2c98\"}}];\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    let attempts = 0;\n    const 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": {
@@ -1156,7 +757,7 @@
     "```{admonition} Video 🎥:\n",
     "The following video provides an overview of Bokeh and will also expose you to other types of plots you can create (i.e. line charts, histograms, area plots).\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/PrBCa59o-d0\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ke04lf4v&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_f4zknbu7\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Bokeh Tutorial | Python Data Visualization With Bokeh | Python Bokeh Dashboard | SimpliCode\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/html/_sources/06-module/lesson-6a.ipynb b/docs/_build/html/_sources/06-module/lesson-6a.ipynb
index c71d411..ad8afaf 100644
--- a/docs/_build/html/_sources/06-module/lesson-6a.ipynb
+++ b/docs/_build/html/_sources/06-module/lesson-6a.ipynb
@@ -16,7 +16,7 @@
     "```{admonition} Video 🎥:\n",
     "Get introduced to conditional statements with this intro video and then read the lesson that follows to learn more and to get some hands-on practice.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/DZwmZ8Usvnk\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_adhkstgw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_4xky5q5i\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 6: Conditionals and Booleans - If, Else, and Elif Statements\"></iframe>\n",
     "```"
    ]
   },
@@ -1121,7 +1121,7 @@
     "```{admonition} Video 🎥:\n",
     "Here is a more thorough introduction to the `apply` method; plus, you'll also be introduced to the `map` and `applymap` methods.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/P_q0tkYqvSk\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_en445syw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_9veqin0h\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | How do I apply a function to a pandas Series or DataFrame?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/html/_sources/06-module/lesson-6b.ipynb b/docs/_build/html/_sources/06-module/lesson-6b.ipynb
index 2794136..9de962c 100644
--- a/docs/_build/html/_sources/06-module/lesson-6b.ipynb
+++ b/docs/_build/html/_sources/06-module/lesson-6b.ipynb
@@ -30,7 +30,7 @@
     "```{admonition} Video 🎥:\n",
     "First, check out this video for a simple introduction to `for` and `while` loops. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/6iF8Xb7Z3wQ\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_0apl88hn&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_pbxtl1i8\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 7: Loops and Iterations - For/While Loops\"></iframe>\n",
     "```"
    ]
   },
@@ -581,7 +581,7 @@
     "```{admonition} Video 🎥:\n",
     "Check out this video that provides more discussion and examples of using comprehensions.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/3dt4OGnU5sM\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_nhtl0bdi&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_q32luinc\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial: Comprehensions - How they work and why you should be using them\"></iframe>\n",
     "```"
    ]
   },
@@ -975,7 +975,7 @@
     "```{admonition} Video 🎥:\n",
     "Learn more about iterables and a similar, yet different concept -- _'iterators'_ with this video.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/jTYiNjvnHZY\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_yeu2hclh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_btzhguzq\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial: Iterators and Iterables - What Are They and How Do They Work?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/html/_sources/06-module/lesson-6c.ipynb b/docs/_build/html/_sources/06-module/lesson-6c.ipynb
index ef56af4..e723904 100644
--- a/docs/_build/html/_sources/06-module/lesson-6c.ipynb
+++ b/docs/_build/html/_sources/06-module/lesson-6c.ipynb
@@ -35,7 +35,7 @@
     "```{admonition} Video 🎥:\n",
     "First, check out this video for a simple introduction to writing functions. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/9Os0o3wzS_I\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_okqz4cvf&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_hnoifbgw\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 8: Functions\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/html/searchindex.js b/docs/_build/html/searchindex.js
index 2f4aafb..d61f66a 100644
--- a/docs/_build/html/searchindex.js
+++ b/docs/_build/html/searchindex.js
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0: Configuring your computer","Lesson 1a: Introduction to JupyterLab","Lesson 1b: Variables, operators &amp; types","Lesson 1c: More operators &amp; conditionals","Lesson 1d: Data structures","Overview","Lesson 2a: Packages, libraries &amp; modules","Lesson 2b: Importing data","Lesson 2c: Deeper dive on DataFrames","Overview","Lesson 3a: Subsetting data","Lesson 3b: Manipulating data","Lesson 3c: Summarizing data","Overview","Lession 4a: Tidy data","Lesson 4b: Relational data","Lesson 4c: Handling text data","Overview","Lession 5a: Plotting with Pandas","Lesson 5b: Plotting with Matplotlib","Lesson 5c: Plotting with Bokeh","Overview","Lession 6a: Conditional statements","Lesson 6b: Iteration statement","Lesson 6C: Writing functions","Overview","Lesson 7a: Data Exploration","Lesson 7b: First model with scikit-learn","Lesson 7c: Feature Engineering","Lesson 7d: Model Evaluation &amp; Selection","Overview","Statistical 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0: Configuring your computer","Lesson 1a: Introduction to JupyterLab","Lesson 1b: Variables, operators &amp; types","Lesson 1c: More operators &amp; conditionals","Lesson 1d: Data structures","Overview","Lesson 2a: Packages, libraries &amp; modules","Lesson 2b: Importing data","Lesson 2c: Deeper dive on DataFrames","Overview","Lesson 3a: Subsetting data","Lesson 3b: Manipulating data","Lesson 3c: Summarizing data","Overview","Lession 4a: Tidy data","Lesson 4b: Relational data","Lesson 4c: Handling text data","Overview","Lession 5a: Plotting with Pandas","Lesson 5b: Plotting with Matplotlib","Lesson 5c: Plotting with Bokeh","Overview","Lession 6a: Conditional statements","Lesson 6b: Iteration statement","Lesson 6C: Writing functions","Overview","Lesson 7a: Data Exploration","Lesson 7b: First model with scikit-learn","Lesson 7c: Feature Engineering","Lesson 7d: Model Evaluation &amp; Selection","Overview","Statistical 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\ No newline at end of file
diff --git a/docs/_build/jupyter_execute/04-module/lesson-4a.ipynb b/docs/_build/jupyter_execute/04-module/lesson-4a.ipynb
index be5ad80..a295791 100644
--- a/docs/_build/jupyter_execute/04-module/lesson-4a.ipynb
+++ b/docs/_build/jupyter_execute/04-module/lesson-4a.ipynb
@@ -2183,7 +2183,7 @@
     "```{admonition} Video 🎥:\n",
     "Here's a webinar that provides a thorough discussion around tidy data principles along with illustrating examples of reshaping data with Pandas. It is longer (50 minutes) but is worth a watch if you are still trying to get your arms around the above lesson conceps.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/HX7gCUw6FK0\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ors8hblh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_zvr62kj3\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 : Webinar -  Data Reshaping with Pandas in Python\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/jupyter_execute/04-module/lesson-4a.py b/docs/_build/jupyter_execute/04-module/lesson-4a.py
index df855d7..8da72ed 100644
--- a/docs/_build/jupyter_execute/04-module/lesson-4a.py
+++ b/docs/_build/jupyter_execute/04-module/lesson-4a.py
@@ -224,7 +224,7 @@
 # ```{admonition} Video 🎥:
 # Here's a webinar that provides a thorough discussion around tidy data principles along with illustrating examples of reshaping data with Pandas. It is longer (50 minutes) but is worth a watch if you are still trying to get your arms around the above lesson conceps.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/HX7gCUw6FK0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ors8hblh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_zvr62kj3" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 : Webinar -  Data Reshaping with Pandas in Python"></iframe>
 # ```
 
 # ## Exercises
diff --git a/docs/_build/jupyter_execute/04-module/lesson-4b.ipynb b/docs/_build/jupyter_execute/04-module/lesson-4b.ipynb
index 1923d0a..9ef04f8 100644
--- a/docs/_build/jupyter_execute/04-module/lesson-4b.ipynb
+++ b/docs/_build/jupyter_execute/04-module/lesson-4b.ipynb
@@ -26,7 +26,7 @@
     "```{admonition} Video 🎥:\n",
     "Here's a great video discussing ways to join DataFrames. Watch this video for an initial introduction and then get more hands on by working through the lesson that follows.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/iYWKfUOtGaw\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_2orc8fob&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_xbsktz96\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043: How do I merge DataFrames in pandas?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/jupyter_execute/04-module/lesson-4b.py b/docs/_build/jupyter_execute/04-module/lesson-4b.py
index 4366974..62b09bc 100644
--- a/docs/_build/jupyter_execute/04-module/lesson-4b.py
+++ b/docs/_build/jupyter_execute/04-module/lesson-4b.py
@@ -18,7 +18,7 @@
 # ```{admonition} Video 🎥:
 # Here's a great video discussing ways to join DataFrames. Watch this video for an initial introduction and then get more hands on by working through the lesson that follows.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/iYWKfUOtGaw" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_2orc8fob&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_xbsktz96" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043: How do I merge DataFrames in pandas?"></iframe>
 # ```
 
 # ## Prerequisites
diff --git a/docs/_build/jupyter_execute/04-module/lesson-4c.ipynb b/docs/_build/jupyter_execute/04-module/lesson-4c.ipynb
index 7395249..ea0512f 100644
--- a/docs/_build/jupyter_execute/04-module/lesson-4c.ipynb
+++ b/docs/_build/jupyter_execute/04-module/lesson-4c.ipynb
@@ -248,7 +248,7 @@
     "Basic string manipulation typically includes case conversion, counting characters, and extracting parts of a string. The following will demonstrate some of these basic string methods on a Pandas DataFrame but realize that Pandas provides many more string methods. Refer to the [docs](https://pandas.pydata.org/pandas-docs/stable/user_guide/text.html) to learn more about the many string methods.\n",
     "\n",
     "```{admonition} Video 🎥:\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/bofaC0IckHo\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_n5969nsw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_birkvk0f\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043: How do I use string methods in pandas?\"></iframe>\n",
     "```\n",
     "\n",
     "```{tip}\n",
@@ -2624,7 +2624,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_34439/1279328171.py:2: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
+      "/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_50389/1279328171.py:2: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
       "  products['package_size']\n"
      ]
     },
@@ -3311,7 +3311,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_34439/3233621946.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
+      "/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_50389/3233621946.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
       "  prod_id_8s = products['product_id'].astype(str).str.contains('(8)\\\\1', na=False)\n"
      ]
     },
@@ -3442,7 +3442,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_34439/1949681077.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
+      "/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_50389/1949681077.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
       "  prod_id_8s = products['product_id'].astype(str).str.contains('(8)\\\\1{2}', na=False)\n"
      ]
     },
@@ -3583,7 +3583,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_34439/3801605409.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
+      "/var/folders/8f/c06lv6q17tjbyjv2nkt0_s4s1sh0tg/T/ipykernel_50389/3801605409.py:1: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
       "  size_filter = products['package_size'].str.contains('^\\d{2,}(\\.)?.*lb', case=False, na=False)\n"
      ]
     },
diff --git a/docs/_build/jupyter_execute/04-module/lesson-4c.py b/docs/_build/jupyter_execute/04-module/lesson-4c.py
index 24e78fa..87399ae 100644
--- a/docs/_build/jupyter_execute/04-module/lesson-4c.py
+++ b/docs/_build/jupyter_execute/04-module/lesson-4c.py
@@ -43,7 +43,7 @@
 # Basic string manipulation typically includes case conversion, counting characters, and extracting parts of a string. The following will demonstrate some of these basic string methods on a Pandas DataFrame but realize that Pandas provides many more string methods. Refer to the [docs](https://pandas.pydata.org/pandas-docs/stable/user_guide/text.html) to learn more about the many string methods.
 # 
 # ```{admonition} Video 🎥:
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/bofaC0IckHo" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_n5969nsw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_birkvk0f" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043: How do I use string methods in pandas?"></iframe>
 # ```
 # 
 # ```{tip}
diff --git a/docs/_build/jupyter_execute/05-module/lesson-5b.ipynb b/docs/_build/jupyter_execute/05-module/lesson-5b.ipynb
index 0129293..280b288 100644
--- a/docs/_build/jupyter_execute/05-module/lesson-5b.ipynb
+++ b/docs/_build/jupyter_execute/05-module/lesson-5b.ipynb
@@ -1689,7 +1689,7 @@
     "```{admonition} Video 🎥:\n",
     "The following video is from the SciPy 2018 conference. It is an extended (3 hours) introduction to Matplotlib and has been a very popular training offered at [SciPy conferences](https://conference.scipy.org/) over the years.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/6gdNUDs6QPc\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_fw1yn11m&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_rsi40826\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Anatomy of Matplotlib (Beginner Level) | SciPy 2018 Tutorial | Benjamin Root &amp; Hannah Aizenman\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/jupyter_execute/05-module/lesson-5b.py b/docs/_build/jupyter_execute/05-module/lesson-5b.py
index 5142bce..a3c6315 100644
--- a/docs/_build/jupyter_execute/05-module/lesson-5b.py
+++ b/docs/_build/jupyter_execute/05-module/lesson-5b.py
@@ -611,7 +611,7 @@
 # ```{admonition} Video 🎥:
 # The following video is from the SciPy 2018 conference. It is an extended (3 hours) introduction to Matplotlib and has been a very popular training offered at [SciPy conferences](https://conference.scipy.org/) over the years.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/6gdNUDs6QPc" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_fw1yn11m&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_rsi40826" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Anatomy of Matplotlib (Beginner Level) | SciPy 2018 Tutorial | Benjamin Root &amp; Hannah Aizenman"></iframe>
 # ```
 
 # ## Exercises
diff --git a/docs/_build/jupyter_execute/05-module/lesson-5c.ipynb b/docs/_build/jupyter_execute/05-module/lesson-5c.ipynb
index 4e55d69..f3956e8 100644
--- a/docs/_build/jupyter_execute/05-module/lesson-5c.ipynb
+++ b/docs/_build/jupyter_execute/05-module/lesson-5c.ipynb
@@ -612,7 +612,7 @@
        "\n",
        "\n",
        "\n",
-       "<div class=\"bk-root\" id=\"87154f7d-040d-4f77-9300-85b54d3ed63b\" data-root-id=\"1003\"></div>\n"
+       "<div class=\"bk-root\" id=\"8227857f-93ab-409a-947e-59851892f780\" data-root-id=\"1003\"></div>\n"
       ]
      },
      "metadata": {},
@@ -624,8 +624,8 @@
        "(function(root) {\n",
        "  function embed_document(root) {\n",
        "    \n",
-       "  const docs_json = 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Price\",\"coordinates\":null,\"formatter\":{\"id\":\"1043\"},\"group\":null,\"major_label_policy\":{\"id\":\"1051\"},\"ticker\":{\"id\":\"1019\"}},\"id\":\"1018\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1018\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1021\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1053\",\"type\":\"AllLabels\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"1047\",\"type\":\"HoverTool\"},{\"attributes\":{\"source\":{\"id\":\"1036\"}},\"id\":\"1042\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1051\",\"type\":\"AllLabels\"},{\"attributes\":{\"format\":\",\"},\"id\":\"1045\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1036\"},\"glyph\":{\"id\":\"1038\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1040\"},\"nonselection_glyph\":{\"id\":\"1039\"},\"view\":{\"id\":\"1042\"}},\"id\":\"1041\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"1040\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"1039\",\"type\":\"Circle\"}],\"root_ids\":[\"1003\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
+       "  const render_items = [{\"docid\":\"3bbded70-dcbd-4f4d-a568-48db873216d8\",\"root_ids\":[\"1003\"],\"roots\":{\"1003\":\"8227857f-93ab-409a-947e-59851892f780\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
        "\n",
        "  }\n",
@@ -807,7 +807,7 @@
        "\n",
        "\n",
        "\n",
-       "<div class=\"bk-root\" id=\"d662a5ce-9d85-4cef-887b-53ea07c98ead\" data-root-id=\"1097\"></div>\n"
+       "<div class=\"bk-root\" id=\"6a1a9ea2-2437-4fb5-8915-f5a4368616a4\" data-root-id=\"1097\"></div>\n"
       ]
      },
      "metadata": {},
@@ -819,8 +819,8 @@
        "(function(root) {\n",
        "  function embed_document(root) {\n",
        "    \n",
-       "  const docs_json = 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between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"1098\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1116\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1109\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1155\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1157\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1121\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1153\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1102\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"1133\",\"type\":\"Circle\"}],\"root_ids\":[\"1097\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
-       "  const render_items = [{\"docid\":\"712d247f-bbe3-47dd-ab83-d63a5b9bd661\",\"root_ids\":[\"1097\"],\"roots\":{\"1097\":\"d662a5ce-9d85-4cef-887b-53ea07c98ead\"}}];\n",
+       "  const docs_json = 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between home sale price and living area \\nAmes, Iowa (2006-2010)\"},\"id\":\"1098\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1116\",\"type\":\"PanTool\"},{\"attributes\":{\"tools\":[{\"id\":\"1116\"},{\"id\":\"1117\"},{\"id\":\"1118\"},{\"id\":\"1119\"},{\"id\":\"1120\"},{\"id\":\"1121\"},{\"id\":\"1141\"}]},\"id\":\"1123\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1120\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"1132\",\"type\":\"Circle\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1122\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"1130\"}},\"id\":\"1136\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"1122\"}},\"id\":\"1118\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"1137\"},\"group\":null,\"major_label_policy\":{\"id\":\"1153\"},\"ticker\":{\"id\":\"1113\"}},\"id\":\"1112\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"1134\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1130\"},\"glyph\":{\"id\":\"1132\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1134\"},\"nonselection_glyph\":{\"id\":\"1133\"},\"view\":{\"id\":\"1136\"}},\"id\":\"1135\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"format\":\"$,\"},\"id\":\"1137\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{\"format\":\",\"},\"id\":\"1139\",\"type\":\"NumeralTickFormatter\"},{\"attributes\":{},\"id\":\"1155\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1100\",\"type\":\"DataRange1d\"},{\"attributes\":{\"callback\":null,\"tooltips\":[[\"Sale Price\",\"@SalePrice\"],[\"SqFt\",\"@GrLivArea\"]]},\"id\":\"1141\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"1153\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1106\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1102\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1119\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1109\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1121\",\"type\":\"HelpTool\"},{\"attributes\":{\"axis\":{\"id\":\"1108\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1111\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1104\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1157\",\"type\":\"Selection\"},{\"attributes\":{\"axis_label\":\"Living Area (Square feet)\",\"coordinates\":null,\"formatter\":{\"id\":\"1139\"},\"group\":null,\"major_label_policy\":{\"id\":\"1155\"},\"ticker\":{\"id\":\"1109\"}},\"id\":\"1108\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"1097\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
+       "  const render_items = [{\"docid\":\"e8de0669-ca4d-402c-9e6d-6d7679628da9\",\"root_ids\":[\"1097\"],\"roots\":{\"1097\":\"6a1a9ea2-2437-4fb5-8915-f5a4368616a4\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
        "\n",
        "  }\n",
@@ -916,7 +916,7 @@
        "\n",
        "\n",
        "\n",
-       "<div class=\"bk-root\" id=\"6e88dd84-c5b0-4422-9331-8d50a60bb083\" data-root-id=\"1199\"></div>\n"
+       "<div class=\"bk-root\" id=\"a12dc18c-2e6c-4bbe-a88a-79922aba47ba\" data-root-id=\"1199\"></div>\n"
       ]
      },
      "metadata": {},
@@ -928,8 +928,8 @@
        "(function(root) {\n",
        "  function embed_document(root) {\n",
        "    \n",
-       "  const docs_json = 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Application\",\"version\":\"2.4.2\"}};\n",
-       "  const render_items = [{\"docid\":\"70c85478-0dba-4fde-b50b-4ddd7c76d1e2\",\"root_ids\":[\"1199\"],\"roots\":{\"1199\":\"6e88dd84-c5b0-4422-9331-8d50a60bb083\"}}];\n",
+       "  const docs_json = {\"fdb9666c-fd4e-493f-b934-aad079711028\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1210\"}],\"center\":[{\"id\":\"1213\"},{\"id\":\"1217\"},{\"id\":\"1250\"}],\"frame_height\":350,\"frame_width\":700,\"left\":[{\"id\":\"1214\"}],\"renderers\":[{\"id\":\"1238\"}],\"title\":{\"id\":\"1200\"},\"toolbar\":{\"id\":\"1225\"},\"x_range\":{\"id\":\"1202\"},\"x_scale\":{\"id\":\"1206\"},\"y_range\":{\"id\":\"1204\"},\"y_scale\":{\"id\":\"1208\"}},\"id\":\"1199\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis\":{\"id\":\"1210\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1213\",\"type\":\"Grid\"},{\"attributes\":{\"tools\":[{\"id\":\"1218\"},{\"id\":\"1219\"},{\"id\":\"1220\"},{\"id\":\"1221\"},{\"id\":\"1222\"},{\"id\":\"1223\"},{\"id\":\"1256\"}]},\"id\":\"1225\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1248\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1204\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1202\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1247\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"1233\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"1233\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"1235\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1215\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1243\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1208\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1246\",\"type\":\"AllLabels\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"1252\"},\"group\":null,\"major_label_policy\":{\"id\":\"1243\"},\"ticker\":{\"id\":\"1215\"}},\"id\":\"1214\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1214\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1217\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1221\",\"type\":\"SaveTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1251\"}],\"title\":\"Has central 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Application\",\"version\":\"2.4.2\"}};\n",
+       "  const render_items = [{\"docid\":\"fdb9666c-fd4e-493f-b934-aad079711028\",\"root_ids\":[\"1199\"],\"roots\":{\"1199\":\"a12dc18c-2e6c-4bbe-a88a-79922aba47ba\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
        "\n",
        "  }\n",
@@ -1031,7 +1031,7 @@
        "\n",
        "\n",
        "\n",
-       "<div class=\"bk-root\" id=\"2d7f9255-484b-498f-9d74-24be5a312bc0\" data-root-id=\"1199\"></div>\n"
+       "<div class=\"bk-root\" id=\"72c3b8f8-0c29-4513-83b1-15232e0611c6\" data-root-id=\"1199\"></div>\n"
       ]
      },
      "metadata": {},
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        "(function(root) {\n",
        "  function embed_document(root) {\n",
        "    \n",
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Application\",\"version\":\"2.4.2\"}};\n",
-       "  const render_items = [{\"docid\":\"8817d79f-0aad-4616-832b-5c41c3a54f37\",\"root_ids\":[\"1199\"],\"roots\":{\"1199\":\"2d7f9255-484b-498f-9d74-24be5a312bc0\"}}];\n",
+       "  const docs_json = {\"aa42b03f-5856-435b-9a2f-979c434b3e1c\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1210\"}],\"center\":[{\"id\":\"1213\"},{\"id\":\"1217\"},{\"id\":\"1250\"}],\"frame_height\":350,\"frame_width\":700,\"left\":[{\"id\":\"1214\"}],\"output_backend\":\"svg\",\"renderers\":[{\"id\":\"1238\"}],\"title\":{\"id\":\"1200\"},\"toolbar\":{\"id\":\"1225\"},\"x_range\":{\"id\":\"1202\"},\"x_scale\":{\"id\":\"1206\"},\"y_range\":{\"id\":\"1204\"},\"y_scale\":{\"id\":\"1208\"}},\"id\":\"1199\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis\":{\"id\":\"1210\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1213\",\"type\":\"Grid\"},{\"attributes\":{\"tools\":[{\"id\":\"1218\"},{\"id\":\"1219\"},{\"id\":\"1220\"},{\"id\":\"1221\"},{\"id\":\"1222\"},{\"id\":\"1223\"},{\"id\":\"1256\"}]},\"id\":\"1225\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1248\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1204\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1202\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1247\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.25},\"fill_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"1233\"}},\"hatch_alpha\":{\"value\":0.25},\"line_alpha\":{\"value\":0.25},\"line_color\":{\"field\":\"CentralAir\",\"transform\":{\"id\":\"1233\"}},\"x\":{\"field\":\"GrLivArea\"},\"y\":{\"field\":\"SalePrice\"}},\"id\":\"1235\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"1215\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1243\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1208\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1246\",\"type\":\"AllLabels\"},{\"attributes\":{\"axis_label\":\"Sale Price\",\"coordinates\":null,\"formatter\":{\"id\":\"1252\"},\"group\":null,\"major_label_policy\":{\"id\":\"1243\"},\"ticker\":{\"id\":\"1215\"}},\"id\":\"1214\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1214\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1217\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1221\",\"type\":\"SaveTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1251\"}],\"title\":\"Has central 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Application\",\"version\":\"2.4.2\"}};\n",
+       "  const render_items = [{\"docid\":\"aa42b03f-5856-435b-9a2f-979c434b3e1c\",\"root_ids\":[\"1199\"],\"roots\":{\"1199\":\"72c3b8f8-0c29-4513-83b1-15232e0611c6\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
        "\n",
        "  }\n",
@@ -1156,7 +1156,7 @@
     "```{admonition} Video 🎥:\n",
     "The following video provides an overview of Bokeh and will also expose you to other types of plots you can create (i.e. line charts, histograms, area plots).\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/PrBCa59o-d0\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ke04lf4v&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_f4zknbu7\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Bokeh Tutorial | Python Data Visualization With Bokeh | Python Bokeh Dashboard | SimpliCode\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/jupyter_execute/05-module/lesson-5c.py b/docs/_build/jupyter_execute/05-module/lesson-5c.py
index 705bcb9..5b6fffc 100644
--- a/docs/_build/jupyter_execute/05-module/lesson-5c.py
+++ b/docs/_build/jupyter_execute/05-module/lesson-5c.py
@@ -286,7 +286,7 @@
 # ```{admonition} Video 🎥:
 # The following video provides an overview of Bokeh and will also expose you to other types of plots you can create (i.e. line charts, histograms, area plots).
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/PrBCa59o-d0" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_ke04lf4v&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_f4zknbu7" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Bokeh Tutorial | Python Data Visualization With Bokeh | Python Bokeh Dashboard | SimpliCode"></iframe>
 # ```
 
 # ## Exercises
diff --git a/docs/_build/jupyter_execute/06-module/lesson-6a.ipynb b/docs/_build/jupyter_execute/06-module/lesson-6a.ipynb
index 7c9ee37..9e99b81 100644
--- a/docs/_build/jupyter_execute/06-module/lesson-6a.ipynb
+++ b/docs/_build/jupyter_execute/06-module/lesson-6a.ipynb
@@ -16,7 +16,7 @@
     "```{admonition} Video 🎥:\n",
     "Get introduced to conditional statements with this intro video and then read the lesson that follows to learn more and to get some hands-on practice.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/DZwmZ8Usvnk\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_adhkstgw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_4xky5q5i\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 6: Conditionals and Booleans - If, Else, and Elif Statements\"></iframe>\n",
     "```"
    ]
   },
@@ -1121,7 +1121,7 @@
     "```{admonition} Video 🎥:\n",
     "Here is a more thorough introduction to the `apply` method; plus, you'll also be introduced to the `map` and `applymap` methods.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/P_q0tkYqvSk\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_en445syw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_9veqin0h\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | How do I apply a function to a pandas Series or DataFrame?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/jupyter_execute/06-module/lesson-6a.py b/docs/_build/jupyter_execute/06-module/lesson-6a.py
index e7cbfdb..9cd1cec 100644
--- a/docs/_build/jupyter_execute/06-module/lesson-6a.py
+++ b/docs/_build/jupyter_execute/06-module/lesson-6a.py
@@ -8,7 +8,7 @@
 # ```{admonition} Video 🎥:
 # Get introduced to conditional statements with this intro video and then read the lesson that follows to learn more and to get some hands-on practice.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/DZwmZ8Usvnk" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_adhkstgw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_4xky5q5i" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial for Beginners 6: Conditionals and Booleans - If, Else, and Elif Statements"></iframe>
 # ```
 
 # ## Learning objectives
@@ -370,7 +370,7 @@ def flag(df):
 # ```{admonition} Video 🎥:
 # Here is a more thorough introduction to the `apply` method; plus, you'll also be introduced to the `map` and `applymap` methods.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/P_q0tkYqvSk" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_en445syw&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_9veqin0h" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | How do I apply a function to a pandas Series or DataFrame?"></iframe>
 # ```
 
 # ### Knowledge check
diff --git a/docs/_build/jupyter_execute/06-module/lesson-6b.ipynb b/docs/_build/jupyter_execute/06-module/lesson-6b.ipynb
index 2259821..d56a5b8 100644
--- a/docs/_build/jupyter_execute/06-module/lesson-6b.ipynb
+++ b/docs/_build/jupyter_execute/06-module/lesson-6b.ipynb
@@ -30,7 +30,7 @@
     "```{admonition} Video 🎥:\n",
     "First, check out this video for a simple introduction to `for` and `while` loops. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/6iF8Xb7Z3wQ\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_0apl88hn&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_pbxtl1i8\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 7: Loops and Iterations - For/While Loops\"></iframe>\n",
     "```"
    ]
   },
@@ -581,7 +581,7 @@
     "```{admonition} Video 🎥:\n",
     "Check out this video that provides more discussion and examples of using comprehensions.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/3dt4OGnU5sM\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_nhtl0bdi&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_q32luinc\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial: Comprehensions - How they work and why you should be using them\"></iframe>\n",
     "```"
    ]
   },
@@ -643,7 +643,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "After 489 flips: ['heads', 'heads', 'heads', 'heads', 'heads', 'heads', 'heads', 'heads', 'heads', 'heads', 'heads']\n"
+      "After 330 flips: ['tails', 'tails', 'tails', 'tails', 'tails', 'tails', 'tails', 'tails', 'tails', 'tails', 'tails']\n"
      ]
     }
    ],
@@ -975,7 +975,7 @@
     "```{admonition} Video 🎥:\n",
     "Learn more about iterables and a similar, yet different concept -- _'iterators'_ with this video.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/jTYiNjvnHZY\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_yeu2hclh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_btzhguzq\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial: Iterators and Iterables - What Are They and How Do They Work?\"></iframe>\n",
     "```"
    ]
   },
diff --git a/docs/_build/jupyter_execute/06-module/lesson-6b.py b/docs/_build/jupyter_execute/06-module/lesson-6b.py
index 34415a6..3aa11af 100644
--- a/docs/_build/jupyter_execute/06-module/lesson-6b.py
+++ b/docs/_build/jupyter_execute/06-module/lesson-6b.py
@@ -17,7 +17,7 @@
 # ```{admonition} Video 🎥:
 # First, check out this video for a simple introduction to `for` and `while` loops. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/6iF8Xb7Z3wQ" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_0apl88hn&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_pbxtl1i8" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial for Beginners 7: Loops and Iterations - For/While Loops"></iframe>
 # ```
 
 # ## Prerequisites
@@ -254,7 +254,7 @@
 # ```{admonition} Video 🎥:
 # Check out this video that provides more discussion and examples of using comprehensions.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/3dt4OGnU5sM" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_nhtl0bdi&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_q32luinc" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial: Comprehensions - How they work and why you should be using them"></iframe>
 # ```
 
 # ### Knowledge check
@@ -455,7 +455,7 @@
 # ```{admonition} Video 🎥:
 # Learn more about iterables and a similar, yet different concept -- _'iterators'_ with this video.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/jTYiNjvnHZY" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_yeu2hclh&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_btzhguzq" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial: Iterators and Iterables - What Are They and How Do They Work?"></iframe>
 # ```
 
 # ## Exercises
diff --git a/docs/_build/jupyter_execute/06-module/lesson-6c.ipynb b/docs/_build/jupyter_execute/06-module/lesson-6c.ipynb
index 06f4a08..d2d8766 100644
--- a/docs/_build/jupyter_execute/06-module/lesson-6c.ipynb
+++ b/docs/_build/jupyter_execute/06-module/lesson-6c.ipynb
@@ -35,7 +35,7 @@
     "```{admonition} Video 🎥:\n",
     "First, check out this video for a simple introduction to writing functions. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.\n",
     "\n",
-    "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/9Os0o3wzS_I\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n",
+    "<iframe id=\"kaltura_player\" src=\"https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_okqz4cvf&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_hnoifbgw\" width=\"640\" height=\"610\" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow=\"autoplay *; fullscreen *; encrypted-media *\" sandbox=\"allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation\" frameborder=\"0\" title=\"BANA 6043 | Python Tutorial for Beginners 8: Functions\"></iframe>\n",
     "```"
    ]
   },
@@ -98,14 +98,14 @@
     {
      "data": {
       "text/plain": [
-       "array([[0.57801142, 0.65832708, 0.        , 0.26586246, 0.38692881,\n",
-       "        0.34549264, 0.01671126, 1.        , 0.25276445, 0.45769391],\n",
-       "       [0.50082432, 0.        , 0.80920443, 0.05195989, 0.74843539,\n",
-       "        0.05474412, 0.43119703, 1.        , 0.72575612, 0.67799293],\n",
-       "       [0.90016302, 0.16490846, 1.        , 0.65051358, 0.2783512 ,\n",
-       "        0.45159783, 0.21320432, 0.        , 0.48153345, 0.09573488],\n",
-       "       [0.77636602, 0.83020334, 0.97806829, 0.08952764, 0.61955664,\n",
-       "        0.        , 0.67346176, 0.90055592, 1.        , 0.35379898]])"
+       "array([[0.        , 0.25838401, 0.41338666, 0.22670219, 0.14207045,\n",
+       "        0.6372547 , 1.        , 0.66500104, 0.97430082, 0.67975973],\n",
+       "       [0.23875146, 0.25624387, 0.09282163, 0.39901557, 0.65988219,\n",
+       "        0.08264166, 0.53262924, 0.        , 0.98924274, 1.        ],\n",
+       "       [0.86209879, 0.83270803, 0.7993648 , 0.        , 0.21927493,\n",
+       "        0.55366273, 0.00574432, 0.98300226, 1.        , 0.64223695],\n",
+       "       [0.56997021, 0.76553595, 1.        , 0.        , 0.64481501,\n",
+       "        0.68118805, 0.95526039, 0.91795629, 0.39921224, 0.95423523]])"
       ]
      },
      "execution_count": 3,
@@ -144,8 +144,8 @@
     {
      "data": {
       "text/plain": [
-       "array([2.75536478, 1.65343888, 2.78727272, 1.05786357, 2.03327204,\n",
-       "       0.85183458, 1.33457437, 2.90055592, 2.46005403, 1.58522071])"
+       "array([1.67082046, 2.11287186, 2.30557308, 0.62571776, 1.66604259,\n",
+       "       1.95474713, 2.49363395, 2.56595959, 3.3627558 , 3.27623192])"
       ]
      },
      "execution_count": 4,
@@ -166,8 +166,8 @@
     {
      "data": {
       "text/plain": [
-       "array([2.75536478, 1.65343888, 2.78727272, 1.05786357, 2.03327204,\n",
-       "       0.85183458, 1.33457437, 2.90055592, 2.46005403, 1.58522071])"
+       "array([1.67082046, 2.11287186, 2.30557308, 0.62571776, 1.66604259,\n",
+       "       1.95474713, 2.49363395, 2.56595959, 3.3627558 , 3.27623192])"
       ]
      },
      "execution_count": 5,
@@ -195,7 +195,7 @@
     {
      "data": {
       "text/plain": [
-       "19.41945159460331"
+       "22.034354137152878"
       ]
      },
      "execution_count": 6,
@@ -216,8 +216,8 @@
     {
      "data": {
       "text/plain": [
-       "array([2.75536478, 1.65343888, 2.78727272, 1.05786357, 2.03327204,\n",
-       "       0.85183458, 1.33457437, 2.90055592, 2.46005403, 1.58522071])"
+       "array([1.67082046, 2.11287186, 2.30557308, 0.62571776, 1.66604259,\n",
+       "       1.95474713, 2.49363395, 2.56595959, 3.3627558 , 3.27623192])"
       ]
      },
      "execution_count": 7,
@@ -238,7 +238,7 @@
     {
      "data": {
       "text/plain": [
-       "array([3.96179203, 5.00011423, 4.23600674, 6.22153859])"
+       "array([4.9968596 , 4.25122836, 5.89809281, 6.88817336])"
       ]
      },
      "execution_count": 8,
diff --git a/docs/_build/jupyter_execute/06-module/lesson-6c.py b/docs/_build/jupyter_execute/06-module/lesson-6c.py
index 085a9ad..df2f1bb 100644
--- a/docs/_build/jupyter_execute/06-module/lesson-6c.py
+++ b/docs/_build/jupyter_execute/06-module/lesson-6c.py
@@ -22,7 +22,7 @@
 # ```{admonition} Video 🎥:
 # First, check out this video for a simple introduction to writing functions. Then move on to the lesson that follows which will reiterate and build upon these basic concepts.
 # 
-# <iframe width="560" height="315" src="https://www.youtube.com/embed/9Os0o3wzS_I" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+# <iframe id="kaltura_player" src="https://cdnapisec.kaltura.com/p/1492301/sp/149230100/embedIframeJs/uiconf_id/49148882/partner_id/1492301?iframeembed=true&playerId=kaltura_player&entry_id=1_okqz4cvf&flashvars[streamerType]=auto&amp;flashvars[localizationCode]=en_US&amp;flashvars[forceMobileHTML5]=true&amp;flashvars[scrubber.sliderPreview]=false&amp;flashvars[Kaltura.addCrossoriginToIframe]=true&amp;&wid=1_hnoifbgw" width="640" height="610" allowfullscreen webkitallowfullscreen mozAllowFullScreen allow="autoplay *; fullscreen *; encrypted-media *" sandbox="allow-downloads allow-forms allow-same-origin allow-scripts allow-top-navigation allow-pointer-lock allow-popups allow-modals allow-orientation-lock allow-popups-to-escape-sandbox allow-presentation allow-top-navigation-by-user-activation" frameborder="0" title="BANA 6043 | Python Tutorial for Beginners 8: Functions"></iframe>
 # ```
 
 # ## Prerequisites