From 2be61fbc39113333cb5863f92eb586087995cec3 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 27 Aug 2024 00:10:55 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 031c8c05b5185385fa6eece93a52f83c6c5b924d
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-06-13 05:32:40 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : 483756440b2f95422cc77d14dfd6d46dc5f07b1b
Branch  : main
Author  : Olav Vahtras <olav.vahtras@gmail.com>
Time    : 2024-06-13 05:31:50 +0000
Message : Merge pull request #681 from danny-lloyd/improve-formatting-ep16

Improve formatting of episode 16 solution
---
 01-run-quit.html                     |  67 +--
 02-variables.html                    |  73 +--
 03-types-conversion.html             |  72 +--
 04-built-in.html                     |  69 +--
 05-coffee.html                       |  13 +-
 06-libraries.html                    |  71 +--
 07-reading-tabular.html              |  46 +-
 08-data-frames.html                  |  67 +--
 09-plotting.html                     |  57 +-
 10-lunch.html                        |  10 +-
 11-lists.html                        |  83 ++-
 12-for-loops.html                    |  81 ++-
 13-conditionals.html                 |  54 +-
 14-looping-data-sets.html            |  40 +-
 15-coffee.html                       |  13 +-
 16-writing-functions.html            |  76 ++-
 17-scope.html                        |  22 +-
 18-style.html                        |  41 +-
 19-wrap.html                         |  16 +-
 20-feedback.html                     |  13 +-
 404.html                             |  15 +-
 CODE_OF_CONDUCT.html                 |  10 +-
 LICENSE.html                         |  19 +-
 aio.html                             | 764 ++++++++++-----------------
 assets/styles.css                    |   2 +-
 assets/styles.css.map                |   2 +-
 design.html                          |  25 +-
 discuss.html                         |  10 +-
 exercises.html                       |  10 +-
 images.html                          |  12 +-
 index.html                           |  21 +-
 instructor-notes.html                |  13 +-
 instructor/01-run-quit.html          |  67 +--
 instructor/02-variables.html         |  73 +--
 instructor/03-types-conversion.html  |  72 +--
 instructor/04-built-in.html          |  69 +--
 instructor/05-coffee.html            |  13 +-
 instructor/06-libraries.html         |  71 +--
 instructor/07-reading-tabular.html   |  46 +-
 instructor/08-data-frames.html       |  67 +--
 instructor/09-plotting.html          |  57 +-
 instructor/10-lunch.html             |  10 +-
 instructor/11-lists.html             |  83 ++-
 instructor/12-for-loops.html         |  81 ++-
 instructor/13-conditionals.html      |  54 +-
 instructor/14-looping-data-sets.html |  40 +-
 instructor/15-coffee.html            |  13 +-
 instructor/16-writing-functions.html |  76 ++-
 instructor/17-scope.html             |  22 +-
 instructor/18-style.html             |  41 +-
 instructor/19-wrap.html              |  16 +-
 instructor/20-feedback.html          |  13 +-
 instructor/404.html                  |  15 +-
 instructor/CODE_OF_CONDUCT.html      |  10 +-
 instructor/LICENSE.html              |  19 +-
 instructor/aio.html                  | 764 ++++++++++-----------------
 instructor/design.html               |  25 +-
 instructor/discuss.html              |  10 +-
 instructor/exercises.html            |  10 +-
 instructor/images.html               |  12 +-
 instructor/index.html                |  21 +-
 instructor/instructor-notes.html     |  13 +-
 instructor/key-points.html           |  12 +-
 instructor/profiles.html             |  12 +-
 instructor/reference.html            |  80 +--
 key-points.html                      |  12 +-
 pkgdown.yml                          |   2 +-
 profiles.html                        |  12 +-
 reference.html                       |  80 +--
 69 files changed, 1509 insertions(+), 2471 deletions(-)

diff --git a/01-run-quit.html b/01-run-quit.html
index 4d27f1e31..52d21412c 100644
--- a/01-run-quit.html
+++ b/01-run-quit.html
@@ -394,10 +394,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -417,7 +417,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -511,8 +511,7 @@ <h3 class="card-title">Objectives</h3>
 to tell a complete story of the analysis.</li>
 </ul><p>Each notebook contains one or more cells that contain code, text, or
 images.</p>
-<section><h2 class="section-heading" id="getting-started-with-jupyterlab">Getting Started with JupyterLab<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a></h2>
+<section><h2 class="section-heading" id="getting-started-with-jupyterlab">Getting Started with JupyterLab<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a></h2>
 <hr class="half-width"><p>JupyterLab is an application server with a web user interface from <a href="https://jupyter.org/" class="external-link">Project Jupyter</a> that enables one to work
 with documents and activities such as Jupyter notebooks, text editors,
 terminals, and even custom components in a flexible, integrated, and
@@ -538,8 +537,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="jupyterlab-what-about-jupyter-notebooks" class="callout-inner">
-<h3 class="callout-title">JupyterLab? What about Jupyter notebooks?<a class="anchor" aria-label="anchor" href="#jupyterlab-what-about-jupyter-notebooks"></a>
-</h3>
+<h3 class="callout-title">JupyterLab? What about Jupyter notebooks?</h3>
 <div class="callout-content">
 <p>JupyterLab is the <a href="https://jupyterlab.readthedocs.io/en/stable/getting_started/overview.html#overview" class="external-link">next
 stage in the evolution of the Jupyter Notebook</a>. If you have prior
@@ -552,8 +550,7 @@ <h3 class="callout-title">JupyterLab? What about Jupyter notebooks?<a class="anc
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="starting-jupyterlab">Starting JupyterLab<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a></h2>
+</section><section><h2 class="section-heading" id="starting-jupyterlab">Starting JupyterLab<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a></h2>
 <hr class="half-width"><p>You can start the JupyterLab server through the command line or
 through an application called <code>Anaconda Navigator</code>. Anaconda
 Navigator is included as part of the Anaconda Python distribution.</p>
@@ -612,8 +609,7 @@ <h3 id="anaconda-navigator">Anaconda Navigator<a class="anchor" aria-label="anch
 <p align="center">
 <img alt="JupyterLab landing page" src="fig/0_jupyterlab_landing_page.png" width="750" class="figure"></p>
 </div>
-</section><section><h2 class="section-heading" id="the-jupyterlab-interface">The JupyterLab Interface<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a>
-<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a></h2>
+</section><section><h2 class="section-heading" id="the-jupyterlab-interface">The JupyterLab Interface<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a></h2>
 <hr class="half-width"><p>JupyterLab has many features found in traditional integrated
 development environments (IDEs) but is focused on providing flexible
 building blocks for interactive, exploratory computing.</p>
@@ -660,8 +656,7 @@ <h3 id="menu-bar">Menu Bar<a class="anchor" aria-label="anchor" href="#menu-bar"
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="kernels" class="callout-inner">
-<h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#kernels"></a>
-</h3>
+<h3 class="callout-title">Kernels</h3>
 <div class="callout-content">
 <p>The JupyterLab <a href="https://jupyterlab.readthedocs.io/en/stable/user/documents_kernels.html" class="external-link">docs</a>
 define kernels as “separate processes started by the server that runs
@@ -708,8 +703,7 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 tab for the current activity is marked with a colored top border (blue
 by default).</p>
 </div>
-</section><section><h2 class="section-heading" id="creating-a-python-script">Creating a Python script<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a>
-<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a></h2>
+</section><section><h2 class="section-heading" id="creating-a-python-script">Creating a Python script<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a></h2>
 <hr class="half-width"><ul><li>To start writing a new Python program click the Text File icon under
 the <em>Other</em> header in the Launcher tab of the Main Work Area.
 <ul><li>You can also create a new plain text file by selecting the <em>New
@@ -723,8 +717,7 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 operating system) know that this text file is a Python program.</li>
 <li>This is convention, not a requirement.</li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="creating-a-jupyter-notebook">Creating a Jupyter Notebook<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a>
-<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a></h2>
+</ul></section><section><h2 class="section-heading" id="creating-a-jupyter-notebook">Creating a Jupyter Notebook<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a></h2>
 <hr class="half-width"><p>To open a new notebook click the Python 3 icon under the
 <em>Notebook</em> header in the Launcher tab in the main work area. You
 can also create a new notebook by selecting <em>New -&gt; Notebook</em>
@@ -744,8 +737,7 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="how-its-stored" class="callout-inner">
-<h3 class="callout-title">How It’s Stored<a class="anchor" aria-label="anchor" href="#how-its-stored"></a>
-</h3>
+<h3 class="callout-title">How It’s Stored</h3>
 <div class="callout-content">
 <ul><li>The notebook file is stored in a format called JSON.</li>
 <li>Just like a webpage, what’s saved looks different from what you see
@@ -760,8 +752,7 @@ <h3 class="callout-title">How It’s Stored<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arranging-documents-into-panels-of-tabs" class="callout-inner">
-<h3 class="callout-title">Arranging Documents into Panels of Tabs<a class="anchor" aria-label="anchor" href="#arranging-documents-into-panels-of-tabs"></a>
-</h3>
+<h3 class="callout-title">Arranging Documents into Panels of Tabs</h3>
 <div class="callout-content">
 <p>In the JupyterLab Main Work Area you can arrange documents into
 panels of tabs. Here is an example from the <a href="https://jupyterlab.readthedocs.io/en/stable/" class="external-link">official
@@ -797,8 +788,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="code-vs.-text" class="callout-inner">
-<h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" href="#code-vs.-text"></a>
-</h3>
+<h3 class="callout-title">Code vs. Text</h3>
 <div class="callout-content">
 <p>Jupyter mixes code and text in different types of blocks, called
 cells. We often use the term “code” to mean “the source code of software
@@ -808,8 +798,7 @@ <h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" hr
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="the-notebook-has-command-and-edit-modes-">The Notebook has Command and Edit modes.<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes."></a>
-<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes-"></a></h2>
+</section><section><h2 class="section-heading" id="the-notebook-has-command-and-edit-modes-">The Notebook has Command and Edit modes.<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes-"></a></h2>
 <hr class="half-width"><ul><li>If you press <kbd>Esc</kbd> and <kbd>Return</kbd> alternately, the
 outer border of your code cell will change from gray to blue.</li>
 <li>These are the <strong>Command</strong> (gray) and
@@ -831,8 +820,7 @@ <h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="command-vs.-edit" class="callout-inner">
-<h3 class="callout-title">Command Vs. Edit<a class="anchor" aria-label="anchor" href="#command-vs.-edit"></a>
-</h3>
+<h3 class="callout-title">Command Vs. Edit</h3>
 <div class="callout-content">
 <p>In the Jupyter notebook page are you currently in Command or Edit
 mode?<br>
@@ -987,8 +975,7 @@ <h3 id="a-level-2-heading-etc.">A Level-2 Heading (etc.)</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="creating-lists-in-markdown" class="callout-inner">
-<h3 class="callout-title">Creating Lists in Markdown<a class="anchor" aria-label="anchor" href="#creating-lists-in-markdown"></a>
-</h3>
+<h3 class="callout-title">Creating Lists in Markdown</h3>
 <div class="callout-content">
 <p>Create a nested list in a Markdown cell in a notebook that looks like
 this:</p>
@@ -1028,8 +1015,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-math" class="callout-inner">
-<h3 class="callout-title">More Math<a class="anchor" aria-label="anchor" href="#more-math"></a>
-</h3>
+<h3 class="callout-title">More Math</h3>
 <div class="callout-content">
 <p>What is displayed when a Python cell in a notebook that contains
 several calculations is executed? For example, what happens when this
@@ -1065,8 +1051,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="change-an-existing-cell-from-code-to-markdown" class="callout-inner">
-<h3 class="callout-title">Change an Existing Cell from Code to Markdown<a class="anchor" aria-label="anchor" href="#change-an-existing-cell-from-code-to-markdown"></a>
-</h3>
+<h3 class="callout-title">Change an Existing Cell from Code to Markdown</h3>
 <div class="callout-content">
 <p>What happens if you write some Python in a code cell and then you
 switch it to a Markdown cell? For example, put the following in a code
@@ -1110,8 +1095,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="equations" class="callout-inner">
-<h3 class="callout-title">Equations<a class="anchor" aria-label="anchor" href="#equations"></a>
-</h3>
+<h3 class="callout-title">Equations</h3>
 <div class="callout-content">
 <p>Standard Markdown (such as we’re using for these notes) won’t render
 equations, but the Notebook will. Create a new Markdown cell and enter
@@ -1146,8 +1130,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="closing-jupyterlab">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a></h2>
+</section><section><h2 class="section-heading" id="closing-jupyterlab">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a></h2>
 <hr class="half-width"><ul><li>From the Menu Bar select the “File” menu and then choose “Shut Down”
 at the bottom of the dropdown menu. You will be prompted to confirm that
 you wish to shutdown the JupyterLab server (don’t forget to save your
@@ -1160,8 +1143,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="closing-jupyterlab-1" class="callout-inner">
-<h3 class="callout-title">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab-1"></a>
-</h3>
+<h3 class="callout-title">Closing JupyterLab</h3>
 <div class="callout-content">
 <p>Practice closing and restarting the JupyterLab server.</p>
 </div>
@@ -1172,8 +1154,7 @@ <h3 class="callout-title">Closing JupyterLab<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Python scripts are plain text files.</li>
 <li>Use the Jupyter Notebook for editing and running Python.</li>
@@ -1221,7 +1202,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1244,7 +1225,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/01-run-quit.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-04-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/02-variables.html b/02-variables.html
index 18e69d11f..63cf2cb12 100644
--- a/02-variables.html
+++ b/02-variables.html
@@ -397,10 +397,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -420,7 +420,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -487,8 +487,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-variables-to-store-values-">Use variables to store values.<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values."></a>
-<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values-"></a></h2>
+<section><h2 class="section-heading" id="use-variables-to-store-values-">Use variables to store values.<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values-"></a></h2>
 <hr class="half-width"><ul><li><p><strong>Variables</strong> are names for values.</p></li>
 <li>
 <p>Variable names</p>
@@ -517,8 +516,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>first_name <span class="op">=</span> <span class="st">'Ahmed'</span></span></code></pre>
 </div>
 </li>
-</ul></section><section><h2 class="section-heading" id="use-print-to-display-values-">Use <code>print</code> to display values.<a class="anchor" aria-label="anchor" href="#use-print-to-display-values."></a>
-<a class="anchor" aria-label="anchor" href="#use-print-to-display-values-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="use-print-to-display-values-">Use <code>print</code> to display values.<a class="anchor" aria-label="anchor" href="#use-print-to-display-values-"></a></h2>
 <hr class="half-width"><ul><li>Python has a built-in function called <code>print</code> that prints
 things as text.</li>
 <li>Call the function (i.e., tell Python to run it) by using its
@@ -544,8 +542,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>print</code> automatically puts a single space between items
 to separate them.</li>
 <li>And wraps around to a new line at the end.</li>
-</ul></section><section><h2 class="section-heading" id="variables-must-be-created-before-they-are-used-">Variables must be created before they are used.<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used."></a>
-<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="variables-must-be-created-before-they-are-used-">Variables must be created before they are used.<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used-"></a></h2>
 <hr class="half-width"><ul><li>If a variable doesn’t exist yet, or if the name has been
 mis-spelled, Python reports an error. (Unlike some languages, which
 “guess” a default value.)</li>
@@ -572,8 +569,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variables-persist-between-cells" class="callout-inner">
-<h3 class="callout-title">Variables Persist Between Cells<a class="anchor" aria-label="anchor" href="#variables-persist-between-cells"></a>
-</h3>
+<h3 class="callout-title">Variables Persist Between Cells</h3>
 <div class="callout-content">
 <p>Be aware that it is the <em>order</em> of execution of cells that is
 important in a Jupyter notebook, not the order in which they appear.
@@ -602,8 +598,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="variables-can-be-used-in-calculations-">Variables can be used in calculations.<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations."></a>
-<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations-"></a></h2>
+</section><section><h2 class="section-heading" id="variables-can-be-used-in-calculations-">Variables can be used in calculations.<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations-"></a></h2>
 <hr class="half-width"><ul><li>We can use variables in calculations just as if they were values.
 <ul><li>Remember, we assigned the value <code>42</code> to <code>age</code>
 a few lines ago.</li>
@@ -619,8 +614,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>Age in three years: 45</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-an-index-to-get-a-single-character-from-a-string-">Use an index to get a single character from a string.<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string."></a>
-<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string-"></a></h2>
+</section><section><h2 class="section-heading" id="use-an-index-to-get-a-single-character-from-a-string-">Use an index to get a single character from a string.<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string-"></a></h2>
 <hr class="half-width"><ul><li>The characters (individual letters, numbers, and so on) in a string
 are ordered. For example, the string <code>'AB'</code> is not the same
 as <code>'BA'</code>. Because of this ordering, we can treat the string
@@ -645,8 +639,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="va">h</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-a-slice-to-get-a-substring-">Use a slice to get a substring.<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring."></a>
-<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring-"></a></h2>
+</section><section><h2 class="section-heading" id="use-a-slice-to-get-a-substring-">Use a slice to get a substring.<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring-"></a></h2>
 <hr class="half-width"><ul><li>A part of a string is called a <strong>substring</strong>. A
 substring can be as short as a single character.</li>
 <li>An item in a list is called an element. Whenever we treat a string
@@ -675,8 +668,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="va">sod</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-built-in-function-len-to-find-the-length-of-a-string-">Use the built-in function <code>len</code> to find the length of a
-string.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string-"></a></h2>
+string.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -689,14 +681,12 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <ul><li>Nested functions are evaluated from the inside out, like in
 mathematics.</li>
-</ul></section><section><h2 class="section-heading" id="python-is-case-sensitive-">Python is case-sensitive.<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive."></a>
-<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="python-is-case-sensitive-">Python is case-sensitive.<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive-"></a></h2>
 <hr class="half-width"><ul><li>Python thinks that upper- and lower-case letters are different, so
 <code>Name</code> and <code>name</code> are different variables.</li>
 <li>There are conventions for using upper-case letters at the start of
 variable names so we will use lower-case letters for now.</li>
-</ul></section><section><h2 class="section-heading" id="use-meaningful-variable-names-">Use meaningful variable names.<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names."></a>
-<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="use-meaningful-variable-names-">Use meaningful variable names.<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names-"></a></h2>
 <hr class="half-width"><ul><li>Python doesn’t care what you call variables as long as they obey the
 rules (alphanumeric characters and the underscore).</li>
 </ul><div class="codewrapper sourceCode" id="cb16">
@@ -714,8 +704,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="swapping-values" class="callout-inner">
-<h3 class="callout-title">Swapping Values<a class="anchor" aria-label="anchor" href="#swapping-values"></a>
-</h3>
+<h3 class="callout-title">Swapping Values</h3>
 <div class="callout-content">
 <p>Fill the table showing the values of the variables in this program
 <em>after</em> each statement is executed.</p>
@@ -737,7 +726,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -761,8 +750,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="predicting-values" class="callout-inner">
-<h3 class="callout-title">Predicting Values<a class="anchor" aria-label="anchor" href="#predicting-values"></a>
-</h3>
+<h3 class="callout-title">Predicting Values</h3>
 <div class="callout-content">
 <p>What is the final value of <code>position</code> in the program
 below? (Try to predict the value without running the program, then check
@@ -782,7 +770,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -809,8 +797,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>If you assign <code>a = 123</code>, what happens if you try to get
 the second digit of <code>a</code> via <code>a[1]</code>?</p>
@@ -822,7 +809,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Numbers are not strings or sequences and Python will raise an error
 if you try to perform an index operation on a number. In the <a href="03-types-conversion.html">next lesson on types and type
@@ -861,8 +848,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="choosing-a-name" class="callout-inner">
-<h3 class="callout-title">Choosing a Name<a class="anchor" aria-label="anchor" href="#choosing-a-name"></a>
-</h3>
+<h3 class="callout-title">Choosing a Name</h3>
 <div class="callout-content">
 <p>Which is a better variable name, <code>m</code>, <code>min</code>, or
 <code>minutes</code>? Why? Hint: think about which code you would rather
@@ -878,7 +864,7 @@ <h3 class="callout-title">Choosing a Name<a class="anchor" aria-label="anchor" h
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p><code>minutes</code> is better because <code>min</code> might mean
 something like “minimum” (and actually is an existing built-in function
@@ -892,8 +878,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-practice" class="callout-inner">
-<h3 class="callout-title">Slicing practice<a class="anchor" aria-label="anchor" href="#slicing-practice"></a>
-</h3>
+<h3 class="callout-title">Slicing practice</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb26">
@@ -910,7 +895,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -926,8 +911,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-concepts" class="callout-inner">
-<h3 class="callout-title">Slicing concepts<a class="anchor" aria-label="anchor" href="#slicing-concepts"></a>
-</h3>
+<h3 class="callout-title">Slicing concepts</h3>
 <div class="callout-content">
 <p>Given the following string:</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -958,7 +942,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Solutions </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>
 <code>species_name[2:8]</code> returns the substring
@@ -996,8 +980,7 @@ <h4 class="accordion-header" id="headingSolution6"> Solutions </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use variables to store values.</li>
 <li>Use <code>print</code> to display values.</li>
@@ -1049,7 +1032,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 	<div id="to-top">
@@ -1072,7 +1055,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/02-variables.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/03-types-conversion.html b/03-types-conversion.html
index 05ac29ca8..982ed957c 100644
--- a/03-types-conversion.html
+++ b/03-types-conversion.html
@@ -398,10 +398,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -421,7 +421,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -490,8 +490,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="every-value-has-a-type-">Every value has a type.<a class="anchor" aria-label="anchor" href="#every-value-has-a-type."></a>
-<a class="anchor" aria-label="anchor" href="#every-value-has-a-type-"></a></h2>
+<section><h2 class="section-heading" id="every-value-has-a-type-">Every value has a type.<a class="anchor" aria-label="anchor" href="#every-value-has-a-type-"></a></h2>
 <hr class="half-width"><ul><li>Every value in a program has a specific type.</li>
 <li>Integer (<code>int</code>): represents positive or negative whole
 numbers like 3 or -512.</li>
@@ -503,8 +502,7 @@ <h3 class="card-title">Objectives</h3>
 <li>The quote marks aren’t printed when the string is displayed.</li>
 </ul></li>
 </ul></section><section><h2 class="section-heading" id="use-the-built-in-function-type-to-find-the-type-of-a-value-">Use the built-in function <code>type</code> to find the type of a
-value.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value-"></a></h2>
+value.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value-"></a></h2>
 <hr class="half-width"><ul><li>Use the built-in function <code>type</code> to find out what type a
 value has.</li>
 <li>Works on variables as well.
@@ -533,8 +531,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>&lt;class 'str'&gt;</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="types-control-what-operations-or-methods-can-be-performed-on-a-given-value-">Types control what operations (or methods) can be performed on a
-given value.<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value."></a>
-<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value-"></a></h2>
+given value.<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value-"></a></h2>
 <hr class="half-width"><ul><li>A value’s type determines what the program can do to it.</li>
 </ul><div class="codewrapper sourceCode" id="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -561,8 +558,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 TypeError: unsupported operand type(s) for -: 'str' and 'str'</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="you-can-use-the-and-operators-on-strings-">You can use the “+” and “*” operators on strings.<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings."></a>
-<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings-"></a></h2>
+</section><section><h2 class="section-heading" id="you-can-use-the-and-operators-on-strings-">You can use the “+” and “*” operators on strings.<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings-"></a></h2>
 <hr class="half-width"><ul><li>“Adding” character strings concatenates them.</li>
 </ul><div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -591,8 +587,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>==========</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="strings-have-a-length-but-numbers-dont-">Strings have a length (but numbers don’t).<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont."></a>
-<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont-"></a></h2>
+</section><section><h2 class="section-heading" id="strings-have-a-length-but-numbers-dont-">Strings have a length (but numbers don’t).<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont-"></a></h2>
 <hr class="half-width"><ul><li>The built-in function <code>len</code> counts the number of
 characters in a string.</li>
 </ul><div class="codewrapper sourceCode" id="cb13">
@@ -622,8 +617,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 TypeError: object of type 'int' has no len()</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="convert-numbers-and-strings">Must convert numbers to strings or vice versa when operating on
-them.<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a>
-<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a></h2>
+them.<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a></h2>
 <hr class="half-width"><ul><li>Cannot add numbers and strings.</li>
 </ul><div class="codewrapper sourceCode" id="cb17">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -656,8 +650,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">3</span></span>
 <span><span class="fl">12</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="can-mix-integers-and-floats-freely-in-operations-">Can mix integers and floats freely in operations.<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations."></a>
-<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations-"></a></h2>
+</section><section><h2 class="section-heading" id="can-mix-integers-and-floats-freely-in-operations-">Can mix integers and floats freely in operations.<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations-"></a></h2>
 <hr class="half-width"><ul><li>Integers and floating-point numbers can be mixed in arithmetic.
 <ul><li>Python 3 automatically converts integers to floats as needed.</li>
 </ul></li>
@@ -673,8 +666,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>half is 0.5
 three squared is 9.0</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="variables-only-change-value-when-something-is-assigned-to-them-">Variables only change value when something is assigned to them.<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them."></a>
-<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them-"></a></h2>
+</section><section><h2 class="section-heading" id="variables-only-change-value-when-something-is-assigned-to-them-">Variables only change value when something is assigned to them.<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them-"></a></h2>
 <hr class="half-width"><ul><li>If we make one cell in a spreadsheet depend on another, and update
 the latter, the former updates automatically.</li>
 <li>This does <strong>not</strong> happen in programming languages.</li>
@@ -703,8 +695,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fractions" class="callout-inner">
-<h3 class="callout-title">Fractions<a class="anchor" aria-label="anchor" href="#fractions"></a>
-</h3>
+<h3 class="callout-title">Fractions</h3>
 <div class="callout-content">
 <p>What type of value is 3.4? How can you find out?</p>
 </div>
@@ -715,7 +706,7 @@ <h3 class="callout-title">Fractions<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>It is a floating-point number (often abbreviated “float”). It is
 possible to find out by using the built-in function
@@ -739,8 +730,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="automatic-type-conversion" class="callout-inner">
-<h3 class="callout-title">Automatic Type Conversion<a class="anchor" aria-label="anchor" href="#automatic-type-conversion"></a>
-</h3>
+<h3 class="callout-title">Automatic Type Conversion</h3>
 <div class="callout-content">
 <p>What type of value is 3.25 + 4?</p>
 </div>
@@ -751,7 +741,7 @@ <h3 class="callout-title">Automatic Type Conversion<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>It is a float: integers are automatically converted to floats as
 necessary.</p>
@@ -775,8 +765,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="choose-a-type" class="callout-inner">
-<h3 class="callout-title">Choose a Type<a class="anchor" aria-label="anchor" href="#choose-a-type"></a>
-</h3>
+<h3 class="callout-title">Choose a Type</h3>
 <div class="callout-content">
 <p>What type of value (integer, floating point number, or character
 string) would you use to represent each of the following? Try to come up
@@ -797,7 +786,7 @@ <h3 class="callout-title">Choose a Type<a class="anchor" aria-label="anchor" hre
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The answers to the questions are:</p>
 <ol style="list-style-type: decimal"><li>Integer, since the number of days would lie between 1 and 365.</li>
@@ -820,8 +809,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="division-types" class="callout-inner">
-<h3 class="callout-title">Division Types<a class="anchor" aria-label="anchor" href="#division-types"></a>
-</h3>
+<h3 class="callout-title">Division Types</h3>
 <div class="callout-content">
 <p>In Python 3, the <code>//</code> operator performs integer
 (whole-number) floor division, the <code>/</code> operator performs
@@ -853,7 +841,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We want the minimum number of surveys that reaches everyone once,
 which is the rounded up value of
@@ -885,8 +873,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="strings-to-numbers" class="callout-inner">
-<h3 class="callout-title">Strings to Numbers<a class="anchor" aria-label="anchor" href="#strings-to-numbers"></a>
-</h3>
+<h3 class="callout-title">Strings to Numbers</h3>
 <div class="callout-content">
 <p>Where reasonable, <code>float()</code> will convert a string to a
 floating point number, and <code>int()</code> will convert a floating
@@ -937,7 +924,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>What do you expect this program to do? It would not be so
 unreasonable to expect the Python 3 <code>int</code> command to convert
@@ -980,8 +967,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arithmetic-with-different-types" class="callout-inner">
-<h3 class="callout-title">Arithmetic with Different Types<a class="anchor" aria-label="anchor" href="#arithmetic-with-different-types"></a>
-</h3>
+<h3 class="callout-title">Arithmetic with Different Types</h3>
 <div class="callout-content">
 <p>Which of the following will return the floating point number
 <code>2.0</code>? Note: there may be more than one right answer.</p>
@@ -1006,7 +992,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>Answer: 1 and 4</p>
 </div>
@@ -1018,8 +1004,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="complex-numbers" class="callout-inner">
-<h3 class="callout-title">Complex Numbers<a class="anchor" aria-label="anchor" href="#complex-numbers"></a>
-</h3>
+<h3 class="callout-title">Complex Numbers</h3>
 <div class="callout-content">
 <p>Python provides complex numbers, which are written as
 <code>1.0+2.0j</code>. If <code>val</code> is a complex number, its real
@@ -1051,7 +1036,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Standard mathematics treatments typically use <code>i</code> to
 denote an imaginary number. However, from media reports it was an early
@@ -1074,8 +1059,7 @@ <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Every value has a type.</li>
 <li>Use the built-in function <code>type</code> to find the type of a
@@ -1126,7 +1110,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1149,7 +1133,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/03-types-conversion.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/04-built-in.html b/04-built-in.html
index 57dd91b80..98e627bda 100644
--- a/04-built-in.html
+++ b/04-built-in.html
@@ -403,10 +403,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -426,7 +426,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -497,16 +497,14 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-comments-to-add-documentation-to-programs-">Use comments to add documentation to programs.<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs."></a>
-<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs-"></a></h2>
+<section><h2 class="section-heading" id="use-comments-to-add-documentation-to-programs-">Use comments to add documentation to programs.<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb1">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># This sentence isn't executed by Python.</span></span>
 <span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>adjustment <span class="op">=</span> <span class="fl">0.5</span>   <span class="co"># Neither is this - anything after '#' is ignored.</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="a-function-may-take-zero-or-more-arguments-">A function may take zero or more arguments.<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments-"></a></h2>
+</section><section><h2 class="section-heading" id="a-function-may-take-zero-or-more-arguments-">A function may take zero or more arguments.<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments-"></a></h2>
 <hr class="half-width"><ul><li>We have seen some functions already — now let’s take a closer
 look.</li>
 <li>An <em>argument</em> is a value passed into a function.</li>
@@ -536,8 +534,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span></span>
 <span><span class="va">after</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="every-function-returns-something-">Every function returns something.<a class="anchor" aria-label="anchor" href="#every-function-returns-something."></a>
-<a class="anchor" aria-label="anchor" href="#every-function-returns-something-"></a></h2>
+</section><section><h2 class="section-heading" id="every-function-returns-something-">Every function returns something.<a class="anchor" aria-label="anchor" href="#every-function-returns-something-"></a></h2>
 <hr class="half-width"><ul><li>Every function call produces some result.</li>
 <li>If the function doesn’t have a useful result to return, it usually
 returns the special value <code>None</code>. <code>None</code> is a
@@ -555,8 +552,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 result of print is None</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="commonly-used-built-in-functions-include-max-min-and-round-">Commonly-used built-in functions include <code>max</code>,
-<code>min</code>, and <code>round</code>.<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round."></a>
-<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round-"></a></h2>
+<code>min</code>, and <code>round</code>.<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>max</code> to find the largest value of one or more
 values.</li>
 <li>Use <code>min</code> to find the smallest.</li>
@@ -576,8 +572,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span><span class="fl">0</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="functions-may-only-work-for-certain-combinations-of-arguments-">Functions may only work for certain (combinations of)
-arguments.<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments-"></a></h2>
+arguments.<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments-"></a></h2>
 <hr class="half-width"><ul><li>
 <code>max</code> and <code>min</code> must be given at least one
 argument.
@@ -599,8 +594,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 TypeError: '&gt;' not supported between instances of 'str' and 'int'</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="functions-may-have-default-values-for-some-arguments-">Functions may have default values for some arguments.<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments-"></a></h2>
+</section><section><h2 class="section-heading" id="functions-may-have-default-values-for-some-arguments-">Functions may have default values for some arguments.<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments-"></a></h2>
 <hr class="half-width"><ul><li>
 <code>round</code> will round off a floating-point number.</li>
 <li>By default, rounds to zero decimal places.</li>
@@ -625,8 +619,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">3.7</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="functions-attached-to-objects-are-called-methods">Functions attached to objects are called methods<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a>
-<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a></h2>
+</section><section><h2 class="section-heading" id="functions-attached-to-objects-are-called-methods">Functions attached to objects are called methods<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a></h2>
 <hr class="half-width"><ul><li>Functions take another form that will be common in the pandas
 episodes.</li>
 <li>Methods have parentheses like functions, but come after the
@@ -669,8 +662,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 True</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-built-in-function-help-to-get-help-for-a-function-">Use the built-in function <code>help</code> to get help for a
-function.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function-"></a></h2>
+function.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function-"></a></h2>
 <hr class="half-width"><ul><li>Every built-in function has online documentation.</li>
 </ul><div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -688,8 +680,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
     The return value is an integer if ndigits is omitted or None.  Otherwise
     the return value has the same type as the number.  ndigits may be negative.</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-jupyter-notebook-has-two-ways-to-get-help-">The Jupyter Notebook has two ways to get help.<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help."></a>
-<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help-"></a></h2>
+</section><section><h2 class="section-heading" id="the-jupyter-notebook-has-two-ways-to-get-help-">The Jupyter Notebook has two ways to get help.<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help-"></a></h2>
 <hr class="half-width"><ul><li>Option 1: Place the cursor near where the function is invoked in a
 cell (i.e., the function name or its parameters),
 <ul><li>Hold down <kbd>Shift</kbd>, and press <kbd>Tab</kbd>.</li>
@@ -698,8 +689,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <li>Option 2: Type the function name in a cell with a question mark
 after it. Then run the cell.</li>
 </ul></section><section><h2 class="section-heading" id="python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-">Python reports a syntax error when it can’t understand the source of
-a program.<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program."></a>
-<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-"></a></h2>
+a program.<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-"></a></h2>
 <hr class="half-width"><ul><li>Won’t even try to run the program if it can’t be parsed.</li>
 </ul><div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -754,8 +744,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <li>Next is the problematic line of code, indicating the problem with a
 <code>^</code> pointer.</li>
 </ul></section><section><h2 class="section-heading" id="runtime-error">Python reports a runtime error when something goes wrong while a
-program is executing.<a class="anchor" aria-label="anchor" href="#runtime-error"></a>
-<a class="anchor" aria-label="anchor" href="#runtime-error"></a></h2>
+program is executing.<a class="anchor" aria-label="anchor" href="#runtime-error"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -779,8 +768,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="what-happens-when" class="callout-inner">
-<h3 class="callout-title">What Happens When<a class="anchor" aria-label="anchor" href="#what-happens-when"></a>
-</h3>
+<h3 class="callout-title">What Happens When</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Explain in simple terms the order of operations in the following
 program: when does the addition happen, when does the subtraction
@@ -800,7 +788,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Order of operations:</li>
 <li><code>1.1 * radiance = 1.1</code></li>
@@ -819,8 +807,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="spot-the-difference" class="callout-inner">
-<h3 class="callout-title">Spot the Difference<a class="anchor" aria-label="anchor" href="#spot-the-difference"></a>
-</h3>
+<h3 class="callout-title">Spot the Difference</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Predict what each of the <code>print</code> statements in the
 program below will print.</li>
@@ -844,7 +831,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -897,8 +884,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="why-not" class="callout-inner">
-<h3 class="callout-title">Why Not?<a class="anchor" aria-label="anchor" href="#why-not"></a>
-</h3>
+<h3 class="callout-title">Why Not?</h3>
 <div class="callout-content">
 <p>Why is it that <code>max</code> and <code>min</code> do not return
 <code>None</code> when they are called with no arguments?</p>
@@ -910,7 +896,7 @@ <h3 class="callout-title">Why Not?<a class="anchor" aria-label="anchor" href="#w
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p><code>max</code> and <code>min</code> return TypeErrors in this case
 because the correct number of parameters was not supplied. If it just
@@ -926,8 +912,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="last-character-of-a-string" class="callout-inner">
-<h3 class="callout-title">Last Character of a String<a class="anchor" aria-label="anchor" href="#last-character-of-a-string"></a>
-</h3>
+<h3 class="callout-title">Last Character of a String</h3>
 <div class="callout-content">
 <p>If Python starts counting from zero, and <code>len</code> returns the
 number of characters in a string, what index expression will get the
@@ -941,7 +926,7 @@ <h3 class="callout-title">Last Character of a String<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p><code>name[len(name) - 1]</code></p>
 </div>
@@ -953,8 +938,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="explore-the-python-docs" class="callout-inner">
-<h3 class="callout-title">Explore the Python docs!<a class="anchor" aria-label="anchor" href="#explore-the-python-docs"></a>
-</h3>
+<h3 class="callout-title">Explore the Python docs!</h3>
 <div class="callout-content">
 <p>The <a href="https://docs.python.org/3/" class="external-link">official Python
 documentation</a> is arguably the most complete source of information
@@ -972,8 +956,7 @@ <h3 class="callout-title">Explore the Python docs!<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use comments to add documentation to programs.</li>
 <li>A function may take zero or more arguments.</li>
@@ -1031,7 +1014,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1054,7 +1037,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/04-built-in.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/05-coffee.html b/05-coffee.html
index 0cbde3f3d..7a6884f3f 100644
--- a/05-coffee.html
+++ b/05-coffee.html
@@ -388,10 +388,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -411,7 +411,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -453,8 +453,7 @@ <h1>Morning Coffee</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
-<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a></h2>
+<section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a></h2>
 <hr class="half-width"><p>Over coffee, reflect on and discuss the following:</p>
 <ul><li>What are the different kinds of errors Python will report?</li>
 <li>Did the code always produce the results you expected? If not,
@@ -497,7 +496,7 @@ <h1>Morning Coffee</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -520,7 +519,7 @@ <h1>Morning Coffee</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/05-coffee.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/06-libraries.html b/06-libraries.html
index fbafa9666..8edea94da 100644
--- a/06-libraries.html
+++ b/06-libraries.html
@@ -396,10 +396,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -419,7 +419,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -490,8 +490,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="most-of-the-power-of-a-programming-language-is-in-its-libraries-">Most of the power of a programming language is in its
-libraries.<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries."></a>
-<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries-"></a></h2>
+libraries.<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries-"></a></h2>
 <hr class="half-width"><ul><li>A <em>library</em> is a collection of files (called
 <em>modules</em>) that contains functions for use by other programs.
 <ul><li>May also contain data values (e.g., numerical constants) and other
@@ -510,8 +509,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="libraries-and-modules" class="callout-inner">
-<h3 class="callout-title">Libraries and modules<a class="anchor" aria-label="anchor" href="#libraries-and-modules"></a>
-</h3>
+<h3 class="callout-title">Libraries and modules</h3>
 <div class="callout-content">
 <p>A library is a collection of modules, but the terms are often used
 interchangeably, especially since many libraries only consist of a
@@ -519,8 +517,7 @@ <h3 class="callout-title">Libraries and modules<a class="anchor" aria-label="anc
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="a-program-must-import-a-library-module-before-using-it-">A program must import a library module before using it.<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it."></a>
-<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it-"></a></h2>
+</section><section><h2 class="section-heading" id="a-program-must-import-a-library-module-before-using-it-">A program must import a library module before using it.<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>import</code> to load a library module into a program’s
 memory.</li>
 <li>Then refer to things from the module as
@@ -550,8 +547,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>math</code>.</li>
 </ul></li>
 </ul></section><section><h2 class="section-heading" id="use-help-to-learn-about-the-contents-of-a-library-module-">Use <code>help</code> to learn about the contents of a library
-module.<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module."></a>
-<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module-"></a></h2>
+module.<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module-"></a></h2>
 <hr class="half-width"><ul><li>Works just like help for a function.</li>
 </ul><div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -585,8 +581,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ⋮ ⋮ ⋮</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="import-specific-items-from-a-library-module-to-shorten-programs-">Import specific items from a library module to shorten
-programs.<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs."></a>
-<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs-"></a></h2>
+programs.<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>from ... import ...</code> to load only specific items
 from a library module.</li>
 <li>Then refer to them directly without library name as prefix.</li>
@@ -603,8 +598,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>cos(pi) is -1.0</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-">Create an alias for a library module when importing it to shorten
-programs.<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs."></a>
-<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-"></a></h2>
+programs.<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>import ... as ...</code> to give a library a short
 <em>alias</em> while importing it.</li>
 <li>Then refer to items in the library using that shortened name.</li>
@@ -632,8 +626,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exploring-the-math-module" class="callout-inner">
-<h3 class="callout-title">Exploring the Math Module<a class="anchor" aria-label="anchor" href="#exploring-the-math-module"></a>
-</h3>
+<h3 class="callout-title">Exploring the Math Module</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>What function from the <code>math</code> module can you use to
 calculate a square root <em>without</em> using <code>sqrt</code>?</li>
@@ -647,7 +640,7 @@ <h3 class="callout-title">Exploring the Math Module<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><p>Using <code>help(math)</code> we see that we’ve got
 <code>pow(x,y)</code> in addition to <code>sqrt(x)</code>, so we could
@@ -669,8 +662,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="locating-the-right-module" class="callout-inner">
-<h3 class="callout-title">Locating the Right Module<a class="anchor" aria-label="anchor" href="#locating-the-right-module"></a>
-</h3>
+<h3 class="callout-title">Locating the Right Module</h3>
 <div class="callout-content">
 <p>You want to select a random character from a string:</p>
 <div class="codewrapper sourceCode" id="cb9">
@@ -691,7 +683,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>The <a href="https://docs.python.org/3/library/random.html" class="external-link">random
 module</a> seems like it could help.</p>
@@ -746,8 +738,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jigsaw-puzzle-parsons-problem-programming-example" class="callout-inner">
-<h3 class="callout-title">Jigsaw Puzzle (Parson’s Problem) Programming Example<a class="anchor" aria-label="anchor" href="#jigsaw-puzzle-parsons-problem-programming-example"></a>
-</h3>
+<h3 class="callout-title">Jigsaw Puzzle (Parson’s Problem) Programming Example</h3>
 <div class="callout-content">
 <p>Rearrange the following statements so that a random DNA base is
 printed and its index in the string. Not all statements may be needed.
@@ -770,7 +761,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -791,8 +782,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="when-is-help-available" class="callout-inner">
-<h3 class="callout-title">When Is Help Available?<a class="anchor" aria-label="anchor" href="#when-is-help-available"></a>
-</h3>
+<h3 class="callout-title">When Is Help Available?</h3>
 <div class="callout-content">
 <p>When a colleague of yours types <code>help(math)</code>, Python
 reports an error:</p>
@@ -810,7 +800,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>Importing the math module (<code>import math</code>)</p>
 </div>
@@ -822,8 +812,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="importing-with-aliases" class="callout-inner">
-<h3 class="callout-title">Importing With Aliases<a class="anchor" aria-label="anchor" href="#importing-with-aliases"></a>
-</h3>
+<h3 class="callout-title">Importing With Aliases</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Fill in the blanks so that the program below prints
 <code>90.0</code>.</li>
@@ -845,7 +834,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -877,8 +866,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="there-are-many-ways-to-import-libraries" class="callout-inner">
-<h3 class="callout-title">There Are Many Ways To Import Libraries!<a class="anchor" aria-label="anchor" href="#there-are-many-ways-to-import-libraries"></a>
-</h3>
+<h3 class="callout-title">There Are Many Ways To Import Libraries!</h3>
 <div class="callout-content">
 <p>Match the following print statements with the appropriate library
 calls.</p>
@@ -899,7 +887,7 @@ <h3 class="callout-title">There Are Many Ways To Import Libraries!<a class="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Library calls 1 and 4. In order to directly refer to
 <code>sin</code> and <code>pi</code> without the library name as prefix,
@@ -932,8 +920,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="importing-specific-items" class="callout-inner">
-<h3 class="callout-title">Importing Specific Items<a class="anchor" aria-label="anchor" href="#importing-specific-items"></a>
-</h3>
+<h3 class="callout-title">Importing Specific Items</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Fill in the blanks so that the program below prints
 <code>90.0</code>.</li>
@@ -955,7 +942,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -979,8 +966,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below and try to identify what the errors are without
 running it.</li>
@@ -1000,7 +986,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1027,8 +1013,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Most of the power of a programming language is in its
 libraries.</li>
@@ -1077,7 +1062,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1100,7 +1085,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/06-libraries.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/07-reading-tabular.html b/07-reading-tabular.html
index 41018d180..209dbe866 100644
--- a/07-reading-tabular.html
+++ b/07-reading-tabular.html
@@ -397,10 +397,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -420,7 +420,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -486,8 +486,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-the-pandas-library-to-do-statistics-on-tabular-data-">Use the Pandas library to do statistics on tabular data.<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data-"></a></h2>
+<section><h2 class="section-heading" id="use-the-pandas-library-to-do-statistics-on-tabular-data-">Use the Pandas library to do statistics on tabular data.<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data-"></a></h2>
 <hr class="half-width"><ul><li>
 <a href="https://pandas.pydata.org/" class="external-link">Pandas</a> is a widely-used
 Python library for statistics, particularly on tabular data.</li>
@@ -542,8 +541,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="file-not-found" class="callout-inner">
-<h3 class="callout-title">File Not Found<a class="anchor" aria-label="anchor" href="#file-not-found"></a>
-</h3>
+<h3 class="callout-title">File Not Found</h3>
 <div class="callout-content">
 <p>Our lessons store their data files in a <code>data</code>
 sub-directory, which is why the path to the file is
@@ -560,8 +558,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </section><section><h2 class="section-heading" id="use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-">Use <code>index_col</code> to specify that a column’s values should
-be used as row headings.<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings."></a>
-<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-"></a></h2>
+be used as row headings.<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-"></a></h2>
 <hr class="half-width"><ul><li>Row headings are numbers (0 and 1 in this case).</li>
 <li>Really want to index by country.</li>
 <li>Pass the name of the column to <code>read_csv</code> as its
@@ -594,8 +591,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 New Zealand     18363.32494     21050.41377     23189.80135     25185.00911</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-">Use the <code>DataFrame.info()</code> method to find out more about
-a dataframe.<a class="anchor" aria-label="anchor" href="#use-the-dataframe.info-method-to-find-out-more-about-a-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-"></a></h2>
+a dataframe.<a class="anchor" aria-label="anchor" href="#use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -634,8 +630,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </ul></li>
 <li>Uses 208 bytes of memory.</li>
 </ul></section><section><h2 class="section-heading" id="the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-">The <code>DataFrame.columns</code> variable stores information about
-the dataframe’s columns.<a class="anchor" aria-label="anchor" href="#the-dataframe.columns-variable-stores-information-about-the-dataframes-columns."></a>
-<a class="anchor" aria-label="anchor" href="#the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-"></a></h2>
+the dataframe’s columns.<a class="anchor" aria-label="anchor" href="#the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-"></a></h2>
 <hr class="half-width"><ul><li>Note that this is data, <em>not</em> a method. (It doesn’t have
 parentheses.)
 <ul><li>Like <code>math.pi</code>.</li>
@@ -655,8 +650,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
        'gdpPercap_1992', 'gdpPercap_1997', 'gdpPercap_2002', 'gdpPercap_2007'],
       dtype='object')</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-dataframe-t-to-transpose-a-dataframe-">Use <code>DataFrame.T</code> to transpose a dataframe.<a class="anchor" aria-label="anchor" href="#use-dataframe.t-to-transpose-a-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-t-to-transpose-a-dataframe-"></a></h2>
+</section><section><h2 class="section-heading" id="use-dataframe-t-to-transpose-a-dataframe-">Use <code>DataFrame.T</code> to transpose a dataframe.<a class="anchor" aria-label="anchor" href="#use-dataframe-t-to-transpose-a-dataframe-"></a></h2>
 <hr class="half-width"><ul><li>Sometimes want to treat columns as rows and vice versa.</li>
 <li>Transpose (written <code>.T</code>) doesn’t copy the data, just
 changes the program’s view of it.</li>
@@ -684,8 +678,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 gdpPercap_2007  34435.36744  25185.00911</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-dataframe-describe-to-get-summary-statistics-about-data-">Use <code>DataFrame.describe()</code> to get summary statistics
-about data.<a class="anchor" aria-label="anchor" href="#use-dataframe.describe-to-get-summary-statistics-about-data."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-describe-to-get-summary-statistics-about-data-"></a></h2>
+about data.<a class="anchor" aria-label="anchor" href="#use-dataframe-describe-to-get-summary-statistics-about-data-"></a></h2>
 <hr class="half-width"><p><code>DataFrame.describe()</code> gets the summary statistics of only
 the columns that have numerical data. All other columns are ignored,
 unless you use the argument <code>include='all'</code>.</p>
@@ -734,8 +727,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-other-data" class="callout-inner">
-<h3 class="callout-title">Reading Other Data<a class="anchor" aria-label="anchor" href="#reading-other-data"></a>
-</h3>
+<h3 class="callout-title">Reading Other Data</h3>
 <div class="callout-content">
 <p>Read the data in <code>gapminder_gdp_americas.csv</code> (which
 should be in the same directory as
@@ -772,8 +764,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="inspecting-data" class="callout-inner">
-<h3 class="callout-title">Inspecting Data<a class="anchor" aria-label="anchor" href="#inspecting-data"></a>
-</h3>
+<h3 class="callout-title">Inspecting Data</h3>
 <div class="callout-content">
 <p>After reading the data for the Americas, use
 <code>help(data_americas.head)</code> and
@@ -895,8 +886,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-files-in-other-directories" class="callout-inner">
-<h3 class="callout-title">Reading Files in Other Directories<a class="anchor" aria-label="anchor" href="#reading-files-in-other-directories"></a>
-</h3>
+<h3 class="callout-title">Reading Files in Other Directories</h3>
 <div class="callout-content">
 <p>The data for your current project is stored in a file called
 <code>microbes.csv</code>, which is located in a folder called
@@ -943,8 +933,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="writing-data" class="callout-inner">
-<h3 class="callout-title">Writing Data<a class="anchor" aria-label="anchor" href="#writing-data"></a>
-</h3>
+<h3 class="callout-title">Writing Data</h3>
 <div class="callout-content">
 <p>As well as the <code>read_csv</code> function for reading data from a
 file, Pandas provides a <code>to_csv</code> function to write dataframes
@@ -992,8 +981,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use the Pandas library to get basic statistics out of tabular
 data.</li>
@@ -1045,7 +1033,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
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@@ -1068,7 +1056,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/07-reading-tabular.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/08-data-frames.html b/08-data-frames.html
index 675e8b3b5..277dc3643 100644
--- a/08-data-frames.html
+++ b/08-data-frames.html
@@ -400,10 +400,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -423,7 +423,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -491,8 +491,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="note-about-pandas-dataframesseries">Note about Pandas DataFrames/Series<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a>
-<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a></h2>
+<section><h2 class="section-heading" id="note-about-pandas-dataframesseries">Note about Pandas DataFrames/Series<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a></h2>
 <hr class="half-width"><p>A <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html" class="external-link">DataFrame</a>
 is a collection of <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.html" class="external-link">Series</a>;
 The DataFrame is the way Pandas represents a table, and Series is the
@@ -503,8 +502,7 @@ <h3 class="card-title">Objectives</h3>
 <p>What makes Pandas so attractive is the powerful interface to access
 individual records of the table, proper handling of missing values, and
 relational-databases operations between DataFrames.</p>
-</section><section><h2 class="section-heading" id="selecting-values">Selecting values<a class="anchor" aria-label="anchor" href="#selecting-values"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-values"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-values">Selecting values<a class="anchor" aria-label="anchor" href="#selecting-values"></a></h2>
 <hr class="half-width"><p>To access a value at the position <code>[i,j]</code> of a DataFrame,
 we have two options, depending on what is the meaning of <code>i</code>
 in use. Remember that a DataFrame provides an <em>index</em> as a way to
@@ -512,8 +510,7 @@ <h3 class="card-title">Objectives</h3>
 inside the table as well as a <em>label</em>, which uniquely identifies
 its <em>entry</em> in the DataFrame.</p>
 </section><section><h2 class="section-heading" id="use-dataframe-iloc--------to-select-values-by-their-entry-position">Use <code>DataFrame.iloc[..., ...]</code> to select values by their
-(entry) position<a class="anchor" aria-label="anchor" href="#use-dataframe.iloc...-...-to-select-values-by-their-entry-position"></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-iloc--------to-select-values-by-their-entry-position"></a></h2>
+(entry) position<a class="anchor" aria-label="anchor" href="#use-dataframe-iloc--------to-select-values-by-their-entry-position"></a></h2>
 <hr class="half-width"><ul><li>Can specify location by numerical index analogously to 2D version of
 character selection in strings.</li>
 </ul><div class="codewrapper sourceCode" id="cb1">
@@ -529,8 +526,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">1601.056136</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-dataframe-loc--------to-select-values-by-their-entry-label-">Use <code>DataFrame.loc[..., ...]</code> to select values by their
-(entry) label.<a class="anchor" aria-label="anchor" href="#use-dataframe.loc...-...-to-select-values-by-their-entry-label."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-loc--------to-select-values-by-their-entry-label-"></a></h2>
+(entry) label.<a class="anchor" aria-label="anchor" href="#use-dataframe-loc--------to-select-values-by-their-entry-label-"></a></h2>
 <hr class="half-width"><ul><li>Can specify location by row and/or column name.</li>
 </ul><div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -542,8 +538,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">1601.056136</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-on-its-own-to-mean-all-columns-or-all-rows-">Use <code>:</code> on its own to mean all columns or all rows.<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows."></a>
-<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows-"></a></h2>
+</section><section><h2 class="section-heading" id="use-on-its-own-to-mean-all-columns-or-all-rows-">Use <code>:</code> on its own to mean all columns or all rows.<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows-"></a></h2>
 <hr class="half-width"><ul><li>Just like Python’s usual slicing notation.</li>
 </ul><div class="codewrapper sourceCode" id="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -594,8 +589,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 (not recommended, because easily confused with <code>.</code> notation
 for methods)</li>
 </ul></section><section><h2 class="section-heading" id="select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-">Select multiple columns or rows using <code>DataFrame.loc</code> and
-a named slice.<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe.loc-and-a-named-slice."></a>
-<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-"></a></h2>
+a named slice.<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -616,8 +610,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>loc</code> is inclusive at both ends</strong>, which differs from
 <strong>slicing using <code>iloc</code></strong>, where slicing
 indicates everything up to but not including the final index.</p>
-</section><section><h2 class="section-heading" id="result-of-slicing-can-be-used-in-further-operations-">Result of slicing can be used in further operations.<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations."></a>
-<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations-"></a></h2>
+</section><section><h2 class="section-heading" id="result-of-slicing-can-be-used-in-further-operations-">Result of slicing can be used in further operations.<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations-"></a></h2>
 <hr class="half-width"><ul><li>Usually don’t just print a slice.</li>
 <li>All the statistical operators that work on entire dataframes work
 the same way on slices.</li>
@@ -648,8 +641,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 gdpPercap_1972    7778.414017
 dtype: float64</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-comparisons-to-select-data-based-on-value-">Use comparisons to select data based on value.<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value."></a>
-<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value-"></a></h2>
+</section><section><h2 class="section-heading" id="use-comparisons-to-select-data-based-on-value-">Use comparisons to select data based on value.<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value-"></a></h2>
 <hr class="half-width"><ul><li>Comparison is applied element by element.</li>
 <li>Returns a similarly-shaped dataframe of <code>True</code> and
 <code>False</code>.</li>
@@ -684,8 +676,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 Norway                True           True           True
 Poland               False          False          False</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="select-values-or-nan-using-a-boolean-mask-">Select values or NaN using a Boolean mask.<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask."></a>
-<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask-"></a></h2>
+</section><section><h2 class="section-heading" id="select-values-or-nan-using-a-boolean-mask-">Select values or NaN using a Boolean mask.<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask-"></a></h2>
 <hr class="half-width"><ul><li>A frame full of Booleans is sometimes called a <em>mask</em> because
 of how it can be used.</li>
 </ul><div class="codewrapper sourceCode" id="cb17">
@@ -727,8 +718,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 75%      13285.513523    15862.563915    18879.900590
 max      13450.401510    16361.876470    18965.055510</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="group-by-split-apply-combine">Group By: split-apply-combine<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a>
-<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a></h2>
+</section><section><h2 class="section-heading" id="group-by-split-apply-combine">Group By: split-apply-combine<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a></h2>
 <hr class="half-width"><p>Pandas vectorizing methods and grouping operations are features that
 provide users much flexibility to analyse their data.</p>
 <p>For instance, let’s say we want to have a clearer view on how the
@@ -817,8 +807,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selection-of-individual-values" class="callout-inner">
-<h3 class="callout-title">Selection of Individual Values<a class="anchor" aria-label="anchor" href="#selection-of-individual-values"></a>
-</h3>
+<h3 class="callout-title">Selection of Individual Values</h3>
 <div class="callout-content">
 <p>Assume Pandas has been imported into your notebook and the Gapminder
 GDP data for Europe has been loaded:</p>
@@ -862,8 +851,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="extent-of-slicing" class="callout-inner">
-<h3 class="callout-title">Extent of Slicing<a class="anchor" aria-label="anchor" href="#extent-of-slicing"></a>
-</h3>
+<h3 class="callout-title">Extent of Slicing</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Do the two statements below produce the same output?</li>
 <li>Based on this, what rule governs what is included (or not) in
@@ -919,8 +907,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reconstructing-data" class="callout-inner">
-<h3 class="callout-title">Reconstructing Data<a class="anchor" aria-label="anchor" href="#reconstructing-data"></a>
-</h3>
+<h3 class="callout-title">Reconstructing Data</h3>
 <div class="callout-content">
 <p>Explain what each line in the following short program does: what is
 in <code>first</code>, <code>second</code>, etc.?</p>
@@ -1002,8 +989,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selecting-indices" class="callout-inner">
-<h3 class="callout-title">Selecting Indices<a class="anchor" aria-label="anchor" href="#selecting-indices"></a>
-</h3>
+<h3 class="callout-title">Selecting Indices</h3>
 <div class="callout-content">
 <p>Explain in simple terms what <code>idxmin</code> and
 <code>idxmax</code> do in the short program below. When would you use
@@ -1040,8 +1026,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practice-with-selection" class="callout-inner">
-<h3 class="callout-title">Practice with Selection<a class="anchor" aria-label="anchor" href="#practice-with-selection"></a>
-</h3>
+<h3 class="callout-title">Practice with Selection</h3>
 <div class="callout-content">
 <p>Assume Pandas has been imported and the Gapminder GDP data for Europe
 has been loaded. Write an expression to select each of the
@@ -1098,8 +1083,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="many-ways-of-access" class="callout-inner">
-<h3 class="callout-title">Many Ways of Access<a class="anchor" aria-label="anchor" href="#many-ways-of-access"></a>
-</h3>
+<h3 class="callout-title">Many Ways of Access</h3>
 <div class="callout-content">
 <p>There are at least two ways of accessing a value or slice of a
 DataFrame: by name or index. However, there are many others. For
@@ -1268,8 +1252,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="exploring-available-methods-using-the-dir-function" class="callout-inner">
 <h3 class="callout-title">Exploring available methods using the
-<code>dir()</code> function<a class="anchor" aria-label="anchor" href="#exploring-available-methods-using-the-dir-function"></a>
-</h3>
+<code>dir()</code> function</h3>
 <div class="callout-content">
 <p>Python includes a <code>dir()</code> function that can be used to
 display all of the available methods (functions) that are built into a
@@ -1327,8 +1310,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="interpretation" class="callout-inner">
-<h3 class="callout-title">Interpretation<a class="anchor" aria-label="anchor" href="#interpretation"></a>
-</h3>
+<h3 class="callout-title">Interpretation</h3>
 <div class="callout-content">
 <p>Poland’s borders have been stable since 1945, but changed several
 times in the years before then. How would you handle this if you were
@@ -1342,8 +1324,7 @@ <h3 class="callout-title">Interpretation<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>DataFrame.iloc[..., ...]</code> to select values by
 integer location.</li>
@@ -1392,7 +1373,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1415,7 +1396,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/08-data-frames.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-08-29",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/09-plotting.html b/09-plotting.html
index 606ffe131..cf2cda268 100644
--- a/09-plotting.html
+++ b/09-plotting.html
@@ -396,10 +396,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -419,7 +419,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -488,8 +488,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 <section><h2 class="section-heading" id="matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-">
 <a href="https://matplotlib.org/" class="external-link"><code>matplotlib</code></a> is the
-most widely used scientific plotting library in Python.<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python."></a>
-<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-"></a></h2>
+most widely used scientific plotting library in Python.<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-"></a></h2>
 <hr class="half-width"><ul><li>Commonly use a sub-library called <a href="https://matplotlib.org/stable/tutorials/introductory/pyplot.html" class="external-link"><code>matplotlib.pyplot</code></a>.</li>
 <li>The Jupyter Notebook will render plots inline by default.</li>
 </ul><div class="codewrapper sourceCode" id="cb1">
@@ -513,8 +512,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="display-all-open-figures" class="callout-inner">
-<h3 class="callout-title">Display All Open Figures<a class="anchor" aria-label="anchor" href="#display-all-open-figures"></a>
-</h3>
+<h3 class="callout-title">Display All Open Figures</h3>
 <div class="callout-content">
 <p>In our Jupyter Notebook example, running the cell should generate the
 figure directly below the code. The figure is also included in the
@@ -533,8 +531,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plot-data-directly-from-a-pandas-dataframe-">Plot data directly from a <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html" class="external-link"><code>Pandas dataframe</code></a>.<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe-"></a></h2>
+</section><section><h2 class="section-heading" id="plot-data-directly-from-a-pandas-dataframe-">Plot data directly from a <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html" class="external-link"><code>Pandas dataframe</code></a>.<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe-"></a></h2>
 <hr class="half-width"><ul><li>We can also plot <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html" class="external-link">Pandas
 dataframes</a>.</li>
 <li>Before plotting, we convert the column headings from a
@@ -565,8 +562,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb4-16"><a href="#cb4-16" tabindex="-1"></a></span>
 <span id="cb4-17"><a href="#cb4-17" tabindex="-1"></a>data.loc[<span class="st">'Australia'</span>].plot()</span></code></pre>
 </div>
-<figure><img src="fig/9_gdp_australia.svg" alt="GDP plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="select-and-transform-data-then-plot-it-">Select and transform data, then plot it.<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it."></a>
-<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it-"></a></h2>
+<figure><img src="fig/9_gdp_australia.svg" alt="GDP plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="select-and-transform-data-then-plot-it-">Select and transform data, then plot it.<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it-"></a></h2>
 <hr class="half-width"><ul><li>By default, <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.plot.html#pandas.DataFrame.plot" class="external-link"><code>DataFrame.plot</code></a>
 plots with the rows as the X axis.</li>
 <li>We can transpose the data in order to plot multiple series.</li>
@@ -576,8 +572,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>data.T.plot()</span>
 <span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a>plt.ylabel(<span class="st">'GDP per capita'</span>)</span></code></pre>
 </div>
-<figure><img src="fig/9_gdp_australia_nz.svg" alt="GDP plot for Australia and New Zealand" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="many-styles-of-plot-are-available-">Many styles of plot are available.<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available."></a>
-<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available-"></a></h2>
+<figure><img src="fig/9_gdp_australia_nz.svg" alt="GDP plot for Australia and New Zealand" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="many-styles-of-plot-are-available-">Many styles of plot are available.<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available-"></a></h2>
 <hr class="half-width"><ul><li>For example, do a bar plot using a fancier style.</li>
 </ul><div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -587,15 +582,13 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a>plt.ylabel(<span class="st">'GDP per capita'</span>)</span></code></pre>
 </div>
 <figure><img src="fig/9_gdp_bar.svg" alt="GDP barplot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-">Data can also be plotted by calling the <code>matplotlib</code>
-<code>plot</code> function directly.<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly."></a>
-<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-"></a></h2>
+<code>plot</code> function directly.<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-"></a></h2>
 <hr class="half-width"><ul><li>The command is <code>plt.plot(x, y)</code>
 </li>
 <li>The color and format of markers can also be specified as an
 additional optional argument e.g., <code>b-</code> is a blue line,
 <code>g--</code> is a green dashed line.</li>
-</ul></section><section><h2 class="section-heading" id="get-australia-data-from-dataframe">Get Australia data from dataframe<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a></h2>
+</ul></section><section><h2 class="section-heading" id="get-australia-data-from-dataframe">Get Australia data from dataframe<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -604,8 +597,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a></span>
 <span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a>plt.plot(years, gdp_australia, <span class="st">'g--'</span>)</span></code></pre>
 </div>
-<figure><img src="fig/9_gdp_australia_formatted.svg" alt="GDP formatted plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="can-plot-many-sets-of-data-together-">Can plot many sets of data together.<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together."></a>
-<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together-"></a></h2>
+<figure><img src="fig/9_gdp_australia_formatted.svg" alt="GDP formatted plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="can-plot-many-sets-of-data-together-">Can plot many sets of data together.<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -627,8 +619,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="adding-a-legend" class="callout-inner">
-<h3 class="callout-title">Adding a Legend<a class="anchor" aria-label="anchor" href="#adding-a-legend"></a>
-</h3>
+<h3 class="callout-title">Adding a Legend</h3>
 <div class="callout-content">
 <p>Often when plotting multiple datasets on the same figure it is
 desirable to have a legend describing the data.</p>
@@ -673,8 +664,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="minima-and-maxima" class="callout-inner">
-<h3 class="callout-title">Minima and Maxima<a class="anchor" aria-label="anchor" href="#minima-and-maxima"></a>
-</h3>
+<h3 class="callout-title">Minima and Maxima</h3>
 <div class="callout-content">
 <p>Fill in the blanks below to plot the minimum GDP per capita over time
 for all the countries in Europe. Modify it again to plot the maximum GDP
@@ -716,8 +706,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="correlations" class="callout-inner">
-<h3 class="callout-title">Correlations<a class="anchor" aria-label="anchor" href="#correlations"></a>
-</h3>
+<h3 class="callout-title">Correlations</h3>
 <div class="callout-content">
 <p>Modify the example in the notes to create a scatter plot showing the
 relationship between the minimum and maximum GDP per capita among the
@@ -751,7 +740,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="correlations" class="callout-inner">
-<h3 class="callout-title">Correlations<em> (continued)</em><a class="anchor" aria-label="anchor" href="#correlations"></a>
+<h3 class="callout-title">Correlations<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>You might note that the variability in the maximum is much higher
@@ -789,8 +778,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-correlations" class="callout-inner">
-<h3 class="callout-title">More Correlations<a class="anchor" aria-label="anchor" href="#more-correlations"></a>
-</h3>
+<h3 class="callout-title">More Correlations</h3>
 <div class="callout-content">
 <p>This short program creates a plot showing the correlation between GDP
 and life expectancy for 2007, normalizing marker size by population:</p>
@@ -831,8 +819,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="saving-your-plot-to-a-file" class="callout-inner">
-<h3 class="callout-title">Saving your plot to a file<a class="anchor" aria-label="anchor" href="#saving-your-plot-to-a-file"></a>
-</h3>
+<h3 class="callout-title">Saving your plot to a file</h3>
 <div class="callout-content">
 <p>If you are satisfied with the plot you see you may want to save it to
 a file, perhaps to include it in a publication. There is a function in
@@ -872,8 +859,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="making-your-plots-accessible" class="callout-inner">
-<h3 class="callout-title">Making your plots accessible<a class="anchor" aria-label="anchor" href="#making-your-plots-accessible"></a>
-</h3>
+<h3 class="callout-title">Making your plots accessible</h3>
 <div class="callout-content">
 <p>Whenever you are generating plots to go into a paper or a
 presentation, there are a few things you can do to make sure that
@@ -902,8 +888,7 @@ <h3 class="callout-title">Making your plots accessible<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>
 <a href="https://matplotlib.org/" class="external-link"><code>matplotlib</code></a> is the
@@ -952,7 +937,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -975,7 +960,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/09-plotting.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-03-17",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/10-lunch.html b/10-lunch.html
index 2dd01eb36..3aa1e5bb5 100644
--- a/10-lunch.html
+++ b/10-lunch.html
@@ -381,10 +381,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -404,7 +404,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -490,7 +490,7 @@ <h1>Lunch</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -513,7 +513,7 @@ <h1>Lunch</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/10-lunch.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/11-lists.html b/11-lists.html
index 26c89fab8..72e02acf2 100644
--- a/11-lists.html
+++ b/11-lists.html
@@ -397,10 +397,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -420,7 +420,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -486,8 +486,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="a-list-stores-many-values-in-a-single-structure-">A list stores many values in a single structure.<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure."></a>
-<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure-"></a></h2>
+<section><h2 class="section-heading" id="a-list-stores-many-values-in-a-single-structure-">A list stores many values in a single structure.<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure-"></a></h2>
 <hr class="half-width"><ul><li>Doing calculations with a hundred variables called
 <code>pressure_001</code>, <code>pressure_002</code>, etc., would be at
 least as slow as doing them by hand.</li>
@@ -509,8 +508,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>pressures: [0.273, 0.275, 0.277, 0.275, 0.276]
 length: 5</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-an-items-index-to-fetch-it-from-a-list-">Use an item’s index to fetch it from a list.<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list."></a>
-<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list-"></a></h2>
+</section><section><h2 class="section-heading" id="use-an-items-index-to-fetch-it-from-a-list-">Use an item’s index to fetch it from a list.<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list-"></a></h2>
 <hr class="half-width"><ul><li>Just like strings.</li>
 </ul><div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -524,8 +522,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>zeroth item of pressures: 0.273
 fourth item of pressures: 0.276</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="lists-values-can-be-replaced-by-assigning-to-them-">Lists’ values can be replaced by assigning to them.<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them."></a>
-<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them-"></a></h2>
+</section><section><h2 class="section-heading" id="lists-values-can-be-replaced-by-assigning-to-them-">Lists’ values can be replaced by assigning to them.<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them-"></a></h2>
 <hr class="half-width"><ul><li>Use an index expression on the left of assignment to replace a
 value.</li>
 </ul><div class="codewrapper sourceCode" id="cb5">
@@ -539,8 +536,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>pressures is now: [0.265, 0.275, 0.277, 0.275, 0.276]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="appending-items-to-a-list-lengthens-it-">Appending items to a list lengthens it.<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it."></a>
-<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it-"></a></h2>
+</section><section><h2 class="section-heading" id="appending-items-to-a-list-lengthens-it-">Appending items to a list lengthens it.<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>list_name.append</code> to add items to the end of a
 list.</li>
 </ul><div class="codewrapper sourceCode" id="cb7">
@@ -592,8 +588,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 the list, appending a list to a list means the last element in
 <code>primes</code> will itself be a list, not an integer. Lists can
 contain values of any type; therefore, lists of lists are possible.</p>
-</section><section><h2 class="section-heading" id="use-del-to-remove-items-from-a-list-entirely-">Use <code>del</code> to remove items from a list entirely.<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely."></a>
-<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely-"></a></h2>
+</section><section><h2 class="section-heading" id="use-del-to-remove-items-from-a-list-entirely-">Use <code>del</code> to remove items from a list entirely.<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely-"></a></h2>
 <hr class="half-width"><ul><li>We use <code>del list_name[index]</code> to remove an element from a
 list (in the example, 9 is not a prime number) and thus shorten it.</li>
 <li>
@@ -613,24 +608,21 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>primes before removing last item: [2, 3, 5, 7, 9]
 primes after removing last item: [2, 3, 5, 7]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-empty-list-contains-no-values-">The empty list contains no values.<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values."></a>
-<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values-"></a></h2>
+</section><section><h2 class="section-heading" id="the-empty-list-contains-no-values-">The empty list contains no values.<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>[]</code> on its own to represent a list that doesn’t
 contain any values.
 <ul><li>“The zero of lists.”</li>
 </ul></li>
 <li>Helpful as a starting point for collecting values (which we will see
 in the <a href="12-for-loops.html">next episode</a>).</li>
-</ul></section><section><h2 class="section-heading" id="lists-may-contain-values-of-different-types-">Lists may contain values of different types.<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types."></a>
-<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="lists-may-contain-values-of-different-types-">Lists may contain values of different types.<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types-"></a></h2>
 <hr class="half-width"><ul><li>A single list may contain numbers, strings, and anything else.</li>
 </ul><div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a>goals <span class="op">=</span> [<span class="dv">1</span>, <span class="st">'Create lists.'</span>, <span class="dv">2</span>, <span class="st">'Extract items from lists.'</span>, <span class="dv">3</span>, <span class="st">'Modify lists.'</span>]</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="character-strings-can-be-indexed-like-lists-">Character strings can be indexed like lists.<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists."></a>
-<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists-"></a></h2>
+</section><section><h2 class="section-heading" id="character-strings-can-be-indexed-like-lists-">Character strings can be indexed like lists.<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists-"></a></h2>
 <hr class="half-width"><ul><li>Get single characters from a character string using indexes in
 square brackets.</li>
 </ul><div class="codewrapper sourceCode" id="cb14">
@@ -646,8 +638,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>zeroth character: c
 third character: b</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="character-strings-are-immutable-">Character strings are immutable.<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable."></a>
-<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable-"></a></h2>
+</section><section><h2 class="section-heading" id="character-strings-are-immutable-">Character strings are immutable.<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable-"></a></h2>
 <hr class="half-width"><ul><li>Cannot change the characters in a string after it has been created.
 <ul><li>
 <em>Immutable</em>: can’t be changed after creation.</li>
@@ -667,8 +658,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <pre class="error" tabindex="0"><code>TypeError: 'str' object does not support item assignment</code></pre>
 </div>
 <ul><li>Lists and character strings are both <em>collections</em>.</li>
-</ul></section><section><h2 class="section-heading" id="indexing-beyond-the-end-of-the-collection-is-an-error-">Indexing beyond the end of the collection is an error.<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error."></a>
-<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="indexing-beyond-the-end-of-the-collection-is-an-error-">Indexing beyond the end of the collection is an error.<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error-"></a></h2>
 <hr class="half-width"><ul><li>Python reports an <code>IndexError</code> if we attempt to access a
 value that doesn’t exist.
 <ul><li>This is a kind of <a href="04-built-in.html">runtime error</a>.</li>
@@ -690,8 +680,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fill-in-the-blanks" class="callout-inner">
-<h3 class="callout-title">Fill in the Blanks<a class="anchor" aria-label="anchor" href="#fill-in-the-blanks"></a>
-</h3>
+<h3 class="callout-title">Fill in the Blanks</h3>
 <div class="callout-content">
 <p>Fill in the blanks so that the program below produces the output
 shown.</p>
@@ -720,7 +709,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -742,8 +731,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-large-is-a-slice" class="callout-inner">
-<h3 class="callout-title">How Large is a Slice?<a class="anchor" aria-label="anchor" href="#how-large-is-a-slice"></a>
-</h3>
+<h3 class="callout-title">How Large is a Slice?</h3>
 <div class="callout-content">
 <p>If <code>start</code> and <code>stop</code> are both non-negative
 integers, how long is the list <code>values[start:stop]</code>?</p>
@@ -755,7 +743,7 @@ <h3 class="callout-title">How Large is a Slice?<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>The list <code>values[start:stop]</code> has up to
 <code>stop - start</code> elements. For example,
@@ -773,8 +761,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="from-strings-to-lists-and-back" class="callout-inner">
-<h3 class="callout-title">From Strings to Lists and Back<a class="anchor" aria-label="anchor" href="#from-strings-to-lists-and-back"></a>
-</h3>
+<h3 class="callout-title">From Strings to Lists and Back</h3>
 <div class="callout-content">
 <p>Given this:</p>
 <div class="codewrapper sourceCode" id="cb23">
@@ -799,7 +786,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>
 <a href="https://docs.python.org/3/library/stdtypes.html#list" class="external-link"><code>list('some string')</code></a>
@@ -819,8 +806,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="working-with-the-end" class="callout-inner">
-<h3 class="callout-title">Working With the End<a class="anchor" aria-label="anchor" href="#working-with-the-end"></a>
-</h3>
+<h3 class="callout-title">Working With the End</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb25">
@@ -846,7 +832,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>The program prints <code>m</code>.</p>
 <ol style="list-style-type: decimal"><li>Python interprets a negative index as starting from the end (as
@@ -867,8 +853,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="stepping-through-a-list" class="callout-inner">
-<h3 class="callout-title">Stepping Through a List<a class="anchor" aria-label="anchor" href="#stepping-through-a-list"></a>
-</h3>
+<h3 class="callout-title">Stepping Through a List</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb26">
@@ -890,7 +875,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>The program prints</p>
 <div class="codewrapper sourceCode" id="cb27">
@@ -915,8 +900,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slice-bounds" class="callout-inner">
-<h3 class="callout-title">Slice Bounds<a class="anchor" aria-label="anchor" href="#slice-bounds"></a>
-</h3>
+<h3 class="callout-title">Slice Bounds</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -934,7 +918,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -953,8 +937,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="sort-and-sorted" class="callout-inner">
-<h3 class="callout-title">Sort and Sorted<a class="anchor" aria-label="anchor" href="#sort-and-sorted"></a>
-</h3>
+<h3 class="callout-title">Sort and Sorted</h3>
 <div class="callout-content">
 <p>What do these two programs print? In simple terms, explain the
 difference between <code>sorted(letters)</code> and
@@ -983,7 +966,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p>Program A prints</p>
 <div class="codewrapper">
@@ -1010,8 +993,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="copying-or-not" class="callout-inner">
-<h3 class="callout-title">Copying (or Not)<a class="anchor" aria-label="anchor" href="#copying-or-not"></a>
-</h3>
+<h3 class="callout-title">Copying (or Not)</h3>
 <div class="callout-content">
 <p>What do these two programs print? In simple terms, explain the
 difference between <code>new = old</code> and
@@ -1042,7 +1024,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p>Program A prints</p>
 <div class="codewrapper">
@@ -1071,8 +1053,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>A list stores many values in a single structure.</li>
 <li>Use an item’s index to fetch it from a list.</li>
@@ -1123,7 +1104,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1146,7 +1127,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/11-lists.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-07-24",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/12-for-loops.html b/12-for-loops.html
index b8f0d924b..5042e5b10 100644
--- a/12-for-loops.html
+++ b/12-for-loops.html
@@ -397,10 +397,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -420,7 +420,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -489,8 +489,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="a-for-loop-executes-commands-once-for-each-value-in-a-collection-">A <em>for loop</em> executes commands once for each value in a
-collection.<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection."></a>
-<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection-"></a></h2>
+collection.<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection-"></a></h2>
 <hr class="half-width"><ul><li>Doing calculations on the values in a list one by one is as painful
 as working with <code>pressure_001</code>, <code>pressure_002</code>,
 etc.</li>
@@ -520,8 +519,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span><span class="fl">5</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-">A <code>for</code> loop is made up of a collection, a loop variable,
-and a body.<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body."></a>
-<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-"></a></h2>
+and a body.<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -537,8 +535,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <ul><li>The “current thing”.</li>
 </ul></li>
 </ul></section><section><h2 class="section-heading" id="the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-">The first line of the <code>for</code> loop must end with a colon,
-and the body must be indented.<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented."></a>
-<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-"></a></h2>
+and the body must be indented.<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-"></a></h2>
 <hr class="half-width"><ul><li>The colon at the end of the first line signals the start of a
 <em>block</em> of statements.</li>
 <li>Python uses indentation rather than <code>{}</code> or
@@ -574,8 +571,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 <ul><li>This error can be fixed by removing the extra spaces at the
 beginning of the second line.</li>
-</ul></section><section><h2 class="section-heading" id="loop-variables-can-be-called-anything-">Loop variables can be called anything.<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything."></a>
-<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="loop-variables-can-be-called-anything-">Loop variables can be called anything.<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything-"></a></h2>
 <hr class="half-width"><ul><li>As with all variables, loop variables are:
 <ul><li>Created on demand.</li>
 <li>Meaningless: their names can be anything at all.</li>
@@ -586,8 +582,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="cf">for</span> kitten <span class="kw">in</span> [<span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">5</span>]:</span>
 <span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>    <span class="bu">print</span>(kitten)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-body-of-a-loop-can-contain-many-statements-">The body of a loop can contain many statements.<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements."></a>
-<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements-"></a></h2>
+</section><section><h2 class="section-heading" id="the-body-of-a-loop-can-contain-many-statements-">The body of a loop can contain many statements.<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements-"></a></h2>
 <hr class="half-width"><ul><li>But no loop should be more than a few lines long.</li>
 <li>Hard for human beings to keep larger chunks of code in mind.</li>
 </ul><div class="codewrapper sourceCode" id="cb10">
@@ -606,8 +601,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 3 9 27
 5 25 125</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-range-to-iterate-over-a-sequence-of-numbers-">Use <code>range</code> to iterate over a sequence of numbers.<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers."></a>
-<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers-"></a></h2>
+</section><section><h2 class="section-heading" id="use-range-to-iterate-over-a-sequence-of-numbers-">Use <code>range</code> to iterate over a sequence of numbers.<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers-"></a></h2>
 <hr class="half-width"><ul><li>The built-in function <a href="https://docs.python.org/3/library/stdtypes.html#range" class="external-link"><code>range</code></a>
 produces a sequence of numbers.
 <ul><li>
@@ -634,8 +628,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1
 2</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-accumulator-pattern-turns-many-values-into-one-">The Accumulator pattern turns many values into one.<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one."></a>
-<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one-"></a></h2>
+</section><section><h2 class="section-heading" id="the-accumulator-pattern-turns-many-values-into-one-">The Accumulator pattern turns many values into one.<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one-"></a></h2>
 <hr class="half-width"><ul><li>A common pattern in programs is to:
 <ol style="list-style-type: decimal"><li>Initialize an <em>accumulator</em> variable to zero, the empty
 string, or the empty list.</li>
@@ -669,8 +662,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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+<h3 class="callout-title">Classifying Errors</h3>
 <div class="callout-content">
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 <p>An IndentationError is a syntax error. Programs with syntax errors
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 <div class="callout-content">
 <p>Create a table showing the numbers of the lines that are executed
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 <table class="table"><thead><tr class="header"><th>Line no</th>
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-</h3>
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 <div class="callout-content">
 <p>Fill in the blanks in the program below so that it prints “nit” (the
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-</h3>
+<h3 class="callout-title">Practice Accumulating</h3>
 <div class="callout-content">
 <p>Fill in the blanks in each of the programs below to produce the
 indicated result.</p>
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 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
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 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
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-(continued)</em><a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p><strong>Create an acronym:</strong> Starting from the list
@@ -925,7 +914,7 @@ <h3 class="callout-title">Practice Accumulating<em>
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   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="cumulative-sum" class="callout-inner">
-<h3 class="callout-title">Cumulative Sum<a class="anchor" aria-label="anchor" href="#cumulative-sum"></a>
-</h3>
+<h3 class="callout-title">Cumulative Sum</h3>
 <div class="callout-content">
 <p>Reorder and properly indent the lines of code below so that they
 print a list with the cumulative sum of data. The result should be
@@ -969,7 +957,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
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@@ -991,8 +979,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-variable-name-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Variable Name Errors<a class="anchor" aria-label="anchor" href="#identifying-variable-name-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Variable Name Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below and try to identify what the errors are
 <em>without</em> running it.</li>
@@ -1021,7 +1008,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <ul><li>Python variable names are case sensitive: <code>number</code> and
 <code>Number</code> refer to different variables.</li>
@@ -1050,8 +1037,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-item-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Item Errors<a class="anchor" aria-label="anchor" href="#identifying-item-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Item Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below and try to identify what the errors are
 <em>without</em> running it.</li>
@@ -1072,7 +1058,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution10" aria-expanded="false" aria-controls="collapseSolution10">
   <h4 class="accordion-header" id="headingSolution10"> Show me the solution </h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
 <div class="accordion-body">
 <p>This list has 4 elements and the index to access the last element in
 the list is <code>3</code>.</p>
@@ -1091,8 +1077,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>A <em>for loop</em> executes commands once for each value in a
 collection.</li>
@@ -1145,7 +1130,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
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@@ -1168,7 +1153,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/12-for-loops.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
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diff --git a/13-conditionals.html b/13-conditionals.html
index 9ed908ed3..0accf6df6 100644
--- a/13-conditionals.html
+++ b/13-conditionals.html
@@ -396,10 +396,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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                 <h2 class="accordion-header" id="flush-headingTwelve">
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+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -487,8 +487,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-">Use <code>if</code> statements to control whether or not a block of
-code is executed.<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed."></a>
-<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-"></a></h2>
+code is executed.<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-"></a></h2>
 <hr class="half-width"><ul><li>An <code>if</code> statement (more properly called a
 <em>conditional</em> statement) controls whether some block of code is
 executed or not.</li>
@@ -513,8 +512,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>3.54 is large</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditionals-are-often-used-inside-loops-">Conditionals are often used inside loops.<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops."></a>
-<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops-"></a></h2>
+</section><section><h2 class="section-heading" id="conditionals-are-often-used-inside-loops-">Conditionals are often used inside loops.<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops-"></a></h2>
 <hr class="half-width"><ul><li>Not much point using a conditional when we know the value (as
 above).</li>
 <li>But useful when we have a collection to process.</li>
@@ -533,8 +531,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 9.22 is large</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-">Use <code>else</code> to execute a block of code when an
-<code>if</code> condition is <em>not</em> true.<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true."></a>
-<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-"></a></h2>
+<code>if</code> condition is <em>not</em> true.<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-"></a></h2>
 <hr class="half-width"><ul><li>
 <code>else</code> can be used following an <code>if</code>.</li>
 <li>Allows us to specify an alternative to execute when the
@@ -558,8 +555,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1.86 is small
 1.71 is small</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-elif-to-specify-additional-tests-">Use <code>elif</code> to specify additional tests.<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests."></a>
-<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests-"></a></h2>
+</section><section><h2 class="section-heading" id="use-elif-to-specify-additional-tests-">Use <code>elif</code> to specify additional tests.<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests-"></a></h2>
 <hr class="half-width"><ul><li>May want to provide several alternative choices, each with its own
 test.</li>
 <li>Use <code>elif</code> (short for “else if”) and a condition to
@@ -588,8 +584,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1.86 is small
 1.71 is small</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditions-are-tested-once-in-order-">Conditions are tested once, in order.<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order."></a>
-<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order-"></a></h2>
+</section><section><h2 class="section-heading" id="conditions-are-tested-once-in-order-">Conditions are tested once, in order.<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order-"></a></h2>
 <hr class="half-width"><ul><li>Python steps through the branches of the conditional in order,
 testing each in turn.</li>
 <li>So ordering matters.</li>
@@ -658,8 +653,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 final velocity: 30.0</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="create-a-table-showing-variables-values-to-trace-a-programs-execution-">Create a table showing variables’ values to trace a program’s
-execution.<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution."></a>
-<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution-"></a></h2>
+execution.<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution-"></a></h2>
 <hr class="half-width"><table class="table"><tr><td>
 <strong>i</strong>
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@@ -736,8 +730,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
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 <h3 class="callout-title">Compound Relations Using <code>and</code>,
-<code>or</code>, and Parentheses<a class="anchor" aria-label="anchor" href="#compound-relations-using-and-or-and-parentheses"></a>
-</h3>
+<code>or</code>, and Parentheses</h3>
 <div class="callout-content">
 <p>Often, you want some combination of things to be true. You can
 combine relations within a conditional using <code>and</code> and
@@ -785,8 +778,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tracing-execution" class="callout-inner">
-<h3 class="callout-title">Tracing Execution<a class="anchor" aria-label="anchor" href="#tracing-execution"></a>
-</h3>
+<h3 class="callout-title">Tracing Execution</h3>
 <div class="callout-content">
 <p>What does this program print?</p>
 <div class="codewrapper sourceCode" id="cb18">
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div id="trimming-values" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Trimming Values</h3>
 <div class="callout-content">
 <p>Fill in the blanks so that this program creates a new list containing
 zeroes where the original list’s values were negative and ones where the
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   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 </div>
 <div id="processing-small-files" class="callout-inner">
-<h3 class="callout-title">Processing Small Files<a class="anchor" aria-label="anchor" href="#processing-small-files"></a>
-</h3>
+<h3 class="callout-title">Processing Small Files</h3>
 <div class="callout-content">
 <p>Modify this program so that it only processes files with fewer than
 50 records.</p>
@@ -900,7 +890,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <div class="codewrapper sourceCode" id="cb24">
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="initializing" class="callout-inner">
-<h3 class="callout-title">Initializing<a class="anchor" aria-label="anchor" href="#initializing"></a>
-</h3>
+<h3 class="callout-title">Initializing</h3>
 <div class="callout-content">
 <p>Modify this program so that it finds the largest and smallest values
 in the list no matter what the range of values originally is.</p>
@@ -949,7 +938,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>if</code> statements to control whether or not a block of
 code is executed.</li>
@@ -1057,7 +1045,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1080,7 +1068,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/13-conditionals.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-02-16",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/14-looping-data-sets.html b/14-looping-data-sets.html
index 42b6c689f..1001d1870 100644
--- a/14-looping-data-sets.html
+++ b/14-looping-data-sets.html
@@ -393,10 +393,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -416,7 +416,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -485,8 +485,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="use-a-for-loop-to-process-files-given-a-list-of-their-names-">Use a <code>for</code> loop to process files given a list of their
-names.<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names."></a>
-<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names-"></a></h2>
+names.<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names-"></a></h2>
 <hr class="half-width"><ul><li>A filename is a character string.</li>
 <li>And lists can contain character strings.</li>
 </ul><div class="codewrapper sourceCode" id="cb1">
@@ -520,8 +519,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 dtype: float64</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-">Use <a href="https://docs.python.org/3/library/glob.html#glob.glob" class="external-link"><code>glob.glob</code></a>
-to find sets of files whose names match a pattern.<a class="anchor" aria-label="anchor" href="#use-glob.glob-to-find-sets-of-files-whose-names-match-a-pattern."></a>
-<a class="anchor" aria-label="anchor" href="#use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-"></a></h2>
+to find sets of files whose names match a pattern.<a class="anchor" aria-label="anchor" href="#use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-"></a></h2>
 <hr class="half-width"><ul><li>In Unix, the term “globbing” means “matching a set of files with a
 pattern”.</li>
 <li>The most common patterns are:
@@ -562,8 +560,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>all PDB files: []</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-glob-and-for-to-process-batches-of-files-">Use <code>glob</code> and <code>for</code> to process batches of
-files.<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files."></a>
-<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files-"></a></h2>
+files.<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files-"></a></h2>
 <hr class="half-width"><ul><li>Helps a lot if the files are named and stored systematically and
 consistently so that simple patterns will find the right data.</li>
 </ul><div class="codewrapper sourceCode" id="cb7">
@@ -593,8 +590,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="determining-matches" class="callout-inner">
-<h3 class="callout-title">Determining Matches<a class="anchor" aria-label="anchor" href="#determining-matches"></a>
-</h3>
+<h3 class="callout-title">Determining Matches</h3>
 <div class="callout-content">
 <p>Which of these files is <em>not</em> matched by the expression
 <code>glob.glob('data/*as*.csv')</code>?</p>
@@ -609,7 +605,7 @@ <h3 class="callout-title">Determining Matches<a class="anchor" aria-label="ancho
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>1 is not matched by the glob.</p>
 </div>
@@ -621,8 +617,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="minimum-file-size" class="callout-inner">
-<h3 class="callout-title">Minimum File Size<a class="anchor" aria-label="anchor" href="#minimum-file-size"></a>
-</h3>
+<h3 class="callout-title">Minimum File Size</h3>
 <div class="callout-content">
 <p>Modify this program so that it prints the number of records in the
 file that has the fewest records.</p>
@@ -648,7 +643,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -676,8 +671,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="comparing-data" class="callout-inner">
-<h3 class="callout-title">Comparing Data<a class="anchor" aria-label="anchor" href="#comparing-data"></a>
-</h3>
+<h3 class="callout-title">Comparing Data</h3>
 <div class="callout-content">
 <p>Write a program that reads in the regional data sets and plots the
 average GDP per capita for each region over time in a single chart.
@@ -692,7 +686,7 @@ <h3 class="callout-title">Comparing Data<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This solution builds a useful legend by using the <a href="https://docs.python.org/3/library/stdtypes.html#str.split" class="external-link">string
 <code>split</code> method</a> to extract the <code>region</code> from
@@ -733,8 +727,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="dealing-with-file-paths" class="callout-inner">
-<h3 class="callout-title">Dealing with File Paths<a class="anchor" aria-label="anchor" href="#dealing-with-file-paths"></a>
-</h3>
+<h3 class="callout-title">Dealing with File Paths</h3>
 <div class="callout-content">
 <p>The <a href="https://docs.python.org/3/library/pathlib.html" class="external-link"><code>pathlib</code>
 module</a> provides useful abstractions for file and path manipulation
@@ -769,8 +762,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use a <code>for</code> loop to process files given a list of their
 names.</li>
@@ -817,7 +809,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -840,7 +832,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/14-looping-data-sets.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-03-05",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/15-coffee.html b/15-coffee.html
index 1e12284e2..3cd21124a 100644
--- a/15-coffee.html
+++ b/15-coffee.html
@@ -388,10 +388,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -411,7 +411,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -453,8 +453,7 @@ <h1>Afternoon Coffee</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
-<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a></h2>
+<section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a></h2>
 <hr class="half-width"><p>Over break, reflect on and discuss the following:</p>
 <ul><li>A common refrain in software engineering is “Don’t Repeat Yourself”.
 How do the techniques we’ve learned in the last lessons help us avoid
@@ -502,7 +501,7 @@ <h1>Afternoon Coffee</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 	<div id="to-top">
@@ -525,7 +524,7 @@ <h1>Afternoon Coffee</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/15-coffee.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/16-writing-functions.html b/16-writing-functions.html
index abef9eddf..2e286f4b3 100644
--- a/16-writing-functions.html
+++ b/16-writing-functions.html
@@ -396,10 +396,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -419,7 +419,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -487,8 +487,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="break-programs-down-into-functions-to-make-them-easier-to-understand-">Break programs down into functions to make them easier to
-understand.<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand."></a>
-<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand-"></a></h2>
+understand.<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand-"></a></h2>
 <hr class="half-width"><ul><li>Human beings can only keep a few items in working memory at a
 time.</li>
 <li>Understand larger/more complicated ideas by understanding and
@@ -505,8 +504,7 @@ <h3 class="card-title">Objectives</h3>
 <ul><li>Write one time, use many times.</li>
 </ul></li>
 </ul></section><section><h2 class="section-heading" id="define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-">Define a function using <code>def</code> with a name, parameters,
-and a block of code.<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code."></a>
-<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-"></a></h2>
+and a block of code.<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-"></a></h2>
 <hr class="half-width"><ul><li>Begin the definition of a new function with <code>def</code>.</li>
 <li>Followed by the name of the function.
 <ul><li>Must obey the same rules as variable names.</li>
@@ -525,8 +523,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">'The weather is nice today.'</span>)</span>
 <span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">'Right?'</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="defining-a-function-does-not-run-it-">Defining a function does not run it.<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it."></a>
-<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it-"></a></h2>
+</section><section><h2 class="section-heading" id="defining-a-function-does-not-run-it-">Defining a function does not run it.<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it-"></a></h2>
 <hr class="half-width"><ul><li>Defining a function does not run it.
 <ul><li>Like assigning a value to a variable.</li>
 </ul></li>
@@ -542,8 +539,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>Hello!</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="arguments-in-a-function-call-are-matched-to-its-defined-parameters-">Arguments in a function call are matched to its defined
-parameters.<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters."></a>
-<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters-"></a></h2>
+parameters.<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters-"></a></h2>
 <hr class="half-width"><ul><li>Functions are most useful when they can operate on different
 data.</li>
 <li>Specify <em>parameters</em> when defining a function.
@@ -586,8 +582,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>()</code> contains the ingredients for the function while the body
 contains the recipe.</li>
 </ul></section><section><h2 class="section-heading" id="functions-may-return-a-result-to-their-caller-using-return-">Functions may return a result to their caller using
-<code>return</code>.<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return-"></a></h2>
+<code>return</code>.<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>return ...</code> to give a value back to the caller.</li>
 <li>May occur anywhere in the function.</li>
 <li>But functions are easier to understand if <code>return</code>
@@ -645,8 +640,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-syntax-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Syntax Errors<a class="anchor" aria-label="anchor" href="#identifying-syntax-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Syntax Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below and try to identify what the errors are
 <em>without</em> running it.</li>
@@ -670,7 +664,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -689,8 +683,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="definition-and-use" class="callout-inner">
-<h3 class="callout-title">Definition and Use<a class="anchor" aria-label="anchor" href="#definition-and-use"></a>
-</h3>
+<h3 class="callout-title">Definition and Use</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb17">
@@ -709,7 +702,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -741,8 +734,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="order-of-operations" class="callout-inner">
-<h3 class="callout-title">Order of Operations<a class="anchor" aria-label="anchor" href="#order-of-operations"></a>
-</h3>
+<h3 class="callout-title">Order of Operations</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>What’s wrong in this example?</li>
 </ol><div class="codewrapper sourceCode" id="cb21">
@@ -778,7 +770,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><p>The problem with the example is that the function
 <code>print_time()</code> is defined <em>after</em> the call to the
@@ -802,8 +794,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulation" class="callout-inner">
-<h3 class="callout-title">Encapsulation<a class="anchor" aria-label="anchor" href="#encapsulation"></a>
-</h3>
+<h3 class="callout-title">Encapsulation</h3>
 <div class="callout-content">
 <p>Fill in the blanks to create a function that takes a single filename
 as an argument, loads the data in the file named by the argument, and
@@ -825,7 +816,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -845,8 +836,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="find-the-first" class="callout-inner">
-<h3 class="callout-title">Find the First<a class="anchor" aria-label="anchor" href="#find-the-first"></a>
-</h3>
+<h3 class="callout-title">Find the First</h3>
 <div class="callout-content">
 <p>Fill in the blanks to create a function that takes a list of numbers
 as an argument and returns the first negative value in the list. What
@@ -868,7 +858,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -900,8 +890,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="calling-by-name" class="callout-inner">
-<h3 class="callout-title">Calling by Name<a class="anchor" aria-label="anchor" href="#calling-by-name"></a>
-</h3>
+<h3 class="callout-title">Calling by Name</h3>
 <div class="callout-content">
 <p>Earlier we saw this function:</p>
 <div class="codewrapper sourceCode" id="cb30">
@@ -930,7 +919,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><code>2003/2/1</code></li>
 <li>We saw examples of using <em>named arguments</em> when working with
@@ -951,8 +940,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulation-of-an-ifprint-block" class="callout-inner">
-<h3 class="callout-title">Encapsulation of an If/Print Block<a class="anchor" aria-label="anchor" href="#encapsulation-of-an-ifprint-block"></a>
-</h3>
+<h3 class="callout-title">Encapsulation of an If/Print Block</h3>
 <div class="callout-content">
 <p>The code below will run on a label-printer for chicken eggs. A
 digital scale will report a chicken egg mass (in grams) to the computer
@@ -1014,7 +1002,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb34">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1045,8 +1033,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulating-data-analysis" class="callout-inner">
-<h3 class="callout-title">Encapsulating Data Analysis<a class="anchor" aria-label="anchor" href="#encapsulating-data-analysis"></a>
-</h3>
+<h3 class="callout-title">Encapsulating Data Analysis</h3>
 <div class="callout-content">
 <p>Assume that the following code has been executed:</p>
 <div class="codewrapper sourceCode" id="cb35">
@@ -1090,7 +1077,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>The average GDP for Japan across the years reported for the 1980s is
 computed with:</li>
@@ -1149,8 +1136,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="simulating-a-dynamical-system" class="callout-inner">
-<h3 class="callout-title">Simulating a dynamical system<a class="anchor" aria-label="anchor" href="#simulating-a-dynamical-system"></a>
-</h3>
+<h3 class="callout-title">Simulating a dynamical system</h3>
 <div class="callout-content">
 <p>In mathematics, a <a href="https://en.wikipedia.org/wiki/Dynamical_system" class="external-link">dynamical
 system</a> is a system in which a function describes the time dependence
@@ -1189,7 +1175,7 @@ <h3 class="callout-title">Simulating a dynamical system<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><div class="codewrapper sourceCode" id="cb43">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1239,8 +1225,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="using-functions-with-conditionals-in-pandas" class="callout-inner">
-<h3 class="callout-title">Using Functions With Conditionals in Pandas<a class="anchor" aria-label="anchor" href="#using-functions-with-conditionals-in-pandas"></a>
-</h3>
+<h3 class="callout-title">Using Functions With Conditionals in Pandas</h3>
 <div class="callout-content">
 <p>Functions will often contain conditionals. Here is a short example
 that will indicate which quartile the argument is in based on hand-coded
@@ -1297,8 +1282,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Break programs down into functions to make them easier to
 understand.</li>
@@ -1348,7 +1332,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 	<div id="to-top">
@@ -1371,7 +1355,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/16-writing-functions.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-06-13",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/17-scope.html b/17-scope.html
index 3bbcbfe1d..6cfaa55f5 100644
--- a/17-scope.html
+++ b/17-scope.html
@@ -389,10 +389,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -412,7 +412,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -482,8 +482,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-">The scope of a variable is the part of a program that can ‘see’ that
-variable.<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable."></a>
-<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-"></a></h2>
+variable.<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-"></a></h2>
 <hr class="half-width"><ul><li>There are only so many sensible names for variables.</li>
 <li>People using functions shouldn’t have to worry about what variable
 names the author of the function used.</li>
@@ -537,8 +536,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="local-and-global-variable-use" class="callout-inner">
-<h3 class="callout-title">Local and Global Variable Use<a class="anchor" aria-label="anchor" href="#local-and-global-variable-use"></a>
-</h3>
+<h3 class="callout-title">Local and Global Variable Use</h3>
 <div class="callout-content">
 <p>Trace the values of all variables in this program as it is executed.
 (Use ‘—’ as the value of variables before and after they exist.)</p>
@@ -561,8 +559,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <p>Read the traceback below, and identify the following:</p>
 <ol style="list-style-type: decimal"><li>How many levels does the traceback have?</li>
@@ -624,8 +621,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>The scope of a variable is the part of a program that can ‘see’ that
 variable.</li>
@@ -668,7 +664,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -691,7 +687,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/17-scope.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/18-style.html b/18-style.html
index 15d562045..f04e2a41d 100644
--- a/18-style.html
+++ b/18-style.html
@@ -391,10 +391,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -414,7 +414,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -483,8 +483,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="coding-style">Coding style<a class="anchor" aria-label="anchor" href="#coding-style"></a>
-<a class="anchor" aria-label="anchor" href="#coding-style"></a></h2>
+<section><h2 class="section-heading" id="coding-style">Coding style<a class="anchor" aria-label="anchor" href="#coding-style"></a></h2>
 <hr class="half-width"><p>A consistent coding style helps others (including our future selves)
 read and understand code more easily. Code is read much more often than
 it is written, and as the <a href="https://www.python.org/dev/peps/pep-0020" class="external-link">Zen of Python</a>
@@ -497,8 +496,7 @@ <h3 class="card-title">Objectives</h3>
 <li>use white-space, <em>not</em> tabs, to indent lines (tabs can cause
 problems across different text editors, operating systems, and version
 control systems)</li>
-</ul></section><section><h2 class="section-heading" id="follow-standard-python-style-in-your-code-">Follow standard Python style in your code.<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code."></a>
-<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="follow-standard-python-style-in-your-code-">Follow standard Python style in your code.<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code-"></a></h2>
 <hr class="half-width"><ul><li>
 <a href="https://www.python.org/dev/peps/pep-0008" class="external-link">PEP8</a>: a style
 guide for Python that discusses topics such as how to name variables,
@@ -522,8 +520,7 @@ <h3 class="card-title">Objectives</h3>
 often more impactful than the particular style used. A consistent style
 will make your software easier to read and understand for others and for
 your future self.</li>
-</ul></section><section><h2 class="section-heading" id="use-assertions-to-check-for-internal-errors-">Use assertions to check for internal errors.<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors."></a>
-<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="use-assertions-to-check-for-internal-errors-">Use assertions to check for internal errors.<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors-"></a></h2>
 <hr class="half-width"><p>Assertions are a simple but powerful method for making sure that the
 context in which your code is executing is as you expect.</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -541,8 +538,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 ‘-O’ (optimize) switch. Assertions should contain only simple checks and
 never change the state of the program. For example, an assertion should
 never contain an assignment.</p>
-</section><section><h2 class="section-heading" id="use-docstrings-to-provide-builtin-help-">Use docstrings to provide builtin help.<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help."></a>
-<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help-"></a></h2>
+</section><section><h2 class="section-heading" id="use-docstrings-to-provide-builtin-help-">Use docstrings to provide builtin help.<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help-"></a></h2>
 <hr class="half-width"><p>If the first thing in a function is a character string that is not
 assigned directly to a variable, Python attaches it to the function,
 accessible via the builtin help function. This string that provides
@@ -572,8 +568,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="multiline-strings" class="callout-inner">
-<h3 class="callout-title">Multiline Strings<a class="anchor" aria-label="anchor" href="#multiline-strings"></a>
-</h3>
+<h3 class="callout-title">Multiline Strings</h3>
 <div class="callout-content">
 <p>Often use <em>multiline strings</em> for documentation. These start
 and end with three quote characters (either single or double) and end
@@ -594,8 +589,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="what-will-be-shown" class="callout-inner">
-<h3 class="callout-title">What Will Be Shown?<a class="anchor" aria-label="anchor" href="#what-will-be-shown"></a>
-</h3>
+<h3 class="callout-title">What Will Be Shown?</h3>
 <div class="callout-content">
 <p>Highlight the lines in the code below that will be available as
 online help. Are there lines that should be made available, but won’t
@@ -628,8 +622,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="document-this" class="callout-inner">
-<h3 class="callout-title">Document This<a class="anchor" aria-label="anchor" href="#document-this"></a>
-</h3>
+<h3 class="callout-title">Document This</h3>
 <div class="callout-content">
 <p>Use comments to describe and help others understand potentially
 unintuitive sections or individual lines of code. They are especially
@@ -659,7 +652,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -680,8 +673,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="clean-up-this-code" class="callout-inner">
-<h3 class="callout-title">Clean Up This Code<a class="anchor" aria-label="anchor" href="#clean-up-this-code"></a>
-</h3>
+<h3 class="callout-title">Clean Up This Code</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read this short program and try to predict what it does.</li>
 <li>Run it: how accurate was your prediction?</li>
@@ -716,7 +708,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Here’s one solution.</p>
 <div class="codewrapper sourceCode" id="cb9">
@@ -772,8 +764,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Follow standard Python style in your code.</li>
 <li>Use docstrings to provide builtin help.</li>
@@ -816,7 +807,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -839,7 +830,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/18-style.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-07-29",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/19-wrap.html b/19-wrap.html
index 8df409528..d4713a039 100644
--- a/19-wrap.html
+++ b/19-wrap.html
@@ -389,10 +389,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -412,7 +412,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -483,8 +483,7 @@ <h3 class="card-title">Objectives</h3>
 that seem obvious when we’re thinking about them turn out to be anything
 but when we have to explain them precisely.</p>
 <section><h2 class="section-heading" id="python-supports-a-large-and-diverse-community-across-academia-and-industry-">Python supports a large and diverse community across academia and
-industry.<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry."></a>
-<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry-"></a></h2>
+industry.<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry-"></a></h2>
 <hr class="half-width"><ul><li><p>The <a href="https://docs.python.org/3/" class="external-link">Python 3
 documentation</a> covers the core language and the standard
 library.</p></li>
@@ -506,8 +505,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Python supports a large and diverse community across academia and
 industry.</li>
@@ -550,7 +548,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -573,7 +571,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/19-wrap.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/20-feedback.html b/20-feedback.html
index 438132417..b0426120a 100644
--- a/20-feedback.html
+++ b/20-feedback.html
@@ -381,10 +381,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -404,7 +404,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -474,8 +474,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>We are constantly seeking to improve this course.</li>
 </ul></div>
@@ -520,7 +519,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -543,7 +542,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/20-feedback.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index e15835f70..69b7e81d1 100644
--- a/404.html
+++ b/404.html
@@ -421,10 +421,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -446,7 +446,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="https://swcarpentry.github.io/python-novice-gapminder/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://swcarpentry.github.io/python-novice-gapminder/aio.html" class="external-link">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -463,8 +463,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Page not found</h1>
         
-<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a>
-<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
+<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
 <hr class="half-width"><p>We cannot seem to find the page you are looking for. Here are some
 tips that may help:</p>
 <ol style="list-style-type: decimal"><li>try going back to the <a href="javascript:history.back()">previous
@@ -499,7 +498,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -521,8 +520,8 @@ <h1>Page not found</h1>
   "url": "https://swcarpentry.github.io/python-novice-gapminder/404.html",
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/404.html",
   "dateCreated": "2016-01-07",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 41a4917e5..ae4f2bb0d 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -488,7 +488,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -511,7 +511,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/CODE_OF_CONDUCT.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 2a51a7c02..496fa7f29 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -443,8 +443,7 @@ <h1>Licenses</h1>
 
         
 
-<section><h2 class="section-heading" id="instructional-material">Instructional Material<a class="anchor" aria-label="anchor" href="#instructional-material"></a>
-<a class="anchor" aria-label="anchor" href="#instructional-material"></a></h2>
+<section><h2 class="section-heading" id="instructional-material">Instructional Material<a class="anchor" aria-label="anchor" href="#instructional-material"></a></h2>
 <hr class="half-width"><p>All Carpentries (Software Carpentry, Data Carpentry, and Library
 Carpentry) instructional material is made available under the <a href="https://creativecommons.org/licenses/by/4.0/" class="external-link">Creative Commons
 Attribution license</a>. The following is a human-readable summary of
@@ -477,8 +476,7 @@ <h1>Licenses</h1>
 permissions necessary for your intended use. For example, other rights
 such as publicity, privacy, or moral rights may limit how you use the
 material.</li>
-</ul></section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a>
-<a class="anchor" aria-label="anchor" href="#software"></a></h2>
+</ul></section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a></h2>
 <hr class="half-width"><p>Except where otherwise noted, the example programs and other software
 provided by The Carpentries are made available under the <a href="https://opensource.org" class="external-link">OSI</a>-approved <a href="https://opensource.org/licenses/mit-license.html" class="external-link">MIT
 license</a>.</p>
@@ -498,8 +496,7 @@ <h1>Licenses</h1>
 CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
 TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
 SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.</p>
-</section><section><h2 class="section-heading" id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#trademark"></a>
-<a class="anchor" aria-label="anchor" href="#trademark"></a></h2>
+</section><section><h2 class="section-heading" id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#trademark"></a></h2>
 <hr class="half-width"><p>“The Carpentries”, “Software Carpentry”, “Data Carpentry”, and
 “Library Carpentry” and their respective logos are registered trademarks
 of <a href="https://communityin.org/" class="external-link">Community Initiatives</a>.</p>
@@ -539,7 +536,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -562,7 +559,7 @@ <h1>Licenses</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/LICENSE.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index e346bb129..8369ae428 100644
--- a/aio.html
+++ b/aio.html
@@ -478,10 +478,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -505,7 +505,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
@@ -595,7 +595,6 @@ <h3 class="card-title">Objectives</h3>
 <p>Each notebook contains one or more cells that contain code, text, or
 images.</p>
 <section><h2 class="section-heading" id="getting-started-with-jupyterlab">Getting Started with JupyterLab<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a>
 </h2>
 <hr class="half-width">
 <p>JupyterLab is an application server with a web user interface from <a href="https://jupyter.org/" class="external-link">Project Jupyter</a> that enables one to work
@@ -625,8 +624,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="jupyterlab-what-about-jupyter-notebooks" class="callout-inner">
-<h3 class="callout-title">JupyterLab? What about Jupyter notebooks?<a class="anchor" aria-label="anchor" href="#jupyterlab-what-about-jupyter-notebooks"></a>
-</h3>
+<h3 class="callout-title">JupyterLab? What about Jupyter notebooks?</h3>
 <div class="callout-content">
 <p>JupyterLab is the <a href="https://jupyterlab.readthedocs.io/en/stable/getting_started/overview.html#overview" class="external-link">next
 stage in the evolution of the Jupyter Notebook</a>. If you have prior
@@ -640,7 +638,6 @@ <h3 class="callout-title">JupyterLab? What about Jupyter notebooks?<a class="anc
 </div>
 </div>
 </section><section><h2 class="section-heading" id="starting-jupyterlab">Starting JupyterLab<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a>
 </h2>
 <hr class="half-width">
 <p>You can start the JupyterLab server through the command line or
@@ -707,7 +704,6 @@ <h3 id="anaconda-navigator">Anaconda Navigator<a class="anchor" aria-label="anch
 <img alt="JupyterLab landing page" src="fig/0_jupyterlab_landing_page.png" width="750" class="figure"></p>
 </div>
 </section><section><h2 class="section-heading" id="the-jupyterlab-interface">The JupyterLab Interface<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a>
-<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a>
 </h2>
 <hr class="half-width">
 <p>JupyterLab has many features found in traditional integrated
@@ -759,8 +755,7 @@ <h3 id="menu-bar">Menu Bar<a class="anchor" aria-label="anchor" href="#menu-bar"
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="kernels" class="callout-inner">
-<h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#kernels"></a>
-</h3>
+<h3 class="callout-title">Kernels</h3>
 <div class="callout-content">
 <p>The JupyterLab <a href="https://jupyterlab.readthedocs.io/en/stable/user/documents_kernels.html" class="external-link">docs</a>
 define kernels as “separate processes started by the server that runs
@@ -810,7 +805,6 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 by default).</p>
 </div>
 </section><section><h2 class="section-heading" id="creating-a-python-script">Creating a Python script<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a>
-<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -832,7 +826,6 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="creating-a-jupyter-notebook">Creating a Jupyter Notebook<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a>
-<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a>
 </h2>
 <hr class="half-width">
 <p>To open a new notebook click the Python 3 icon under the
@@ -856,8 +849,7 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="how-its-stored" class="callout-inner">
-<h3 class="callout-title">How It’s Stored<a class="anchor" aria-label="anchor" href="#how-its-stored"></a>
-</h3>
+<h3 class="callout-title">How It’s Stored</h3>
 <div class="callout-content">
 <ul>
 <li>The notebook file is stored in a format called JSON.</li>
@@ -874,8 +866,7 @@ <h3 class="callout-title">How It’s Stored<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arranging-documents-into-panels-of-tabs" class="callout-inner">
-<h3 class="callout-title">Arranging Documents into Panels of Tabs<a class="anchor" aria-label="anchor" href="#arranging-documents-into-panels-of-tabs"></a>
-</h3>
+<h3 class="callout-title">Arranging Documents into Panels of Tabs</h3>
 <div class="callout-content">
 <p>In the JupyterLab Main Work Area you can arrange documents into
 panels of tabs. Here is an example from the <a href="https://jupyterlab.readthedocs.io/en/stable/" class="external-link">official
@@ -911,8 +902,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="code-vs.-text" class="callout-inner">
-<h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" href="#code-vs.-text"></a>
-</h3>
+<h3 class="callout-title">Code vs. Text</h3>
 <div class="callout-content">
 <p>Jupyter mixes code and text in different types of blocks, called
 cells. We often use the term “code” to mean “the source code of software
@@ -922,8 +912,7 @@ <h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" hr
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="the-notebook-has-command-and-edit-modes-">The Notebook has Command and Edit modes.<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes."></a>
-<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes-"></a>
+</section><section><h2 class="section-heading" id="the-notebook-has-command-and-edit-modes-">The Notebook has Command and Edit modes.<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -951,8 +940,7 @@ <h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="command-vs.-edit" class="callout-inner">
-<h3 class="callout-title">Command Vs. Edit<a class="anchor" aria-label="anchor" href="#command-vs.-edit"></a>
-</h3>
+<h3 class="callout-title">Command Vs. Edit</h3>
 <div class="callout-content">
 <p>In the Jupyter notebook page are you currently in Command or Edit
 mode?<br>
@@ -1164,8 +1152,7 @@ <h3 id="a-level-2-heading-etc.">A Level-2 Heading (etc.)</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="creating-lists-in-markdown" class="callout-inner">
-<h3 class="callout-title">Creating Lists in Markdown<a class="anchor" aria-label="anchor" href="#creating-lists-in-markdown"></a>
-</h3>
+<h3 class="callout-title">Creating Lists in Markdown</h3>
 <div class="callout-content">
 <p>Create a nested list in a Markdown cell in a notebook that looks like
 this:</p>
@@ -1211,8 +1198,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-math" class="callout-inner">
-<h3 class="callout-title">More Math<a class="anchor" aria-label="anchor" href="#more-math"></a>
-</h3>
+<h3 class="callout-title">More Math</h3>
 <div class="callout-content">
 <p>What is displayed when a Python cell in a notebook that contains
 several calculations is executed? For example, what happens when this
@@ -1248,8 +1234,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="change-an-existing-cell-from-code-to-markdown" class="callout-inner">
-<h3 class="callout-title">Change an Existing Cell from Code to Markdown<a class="anchor" aria-label="anchor" href="#change-an-existing-cell-from-code-to-markdown"></a>
-</h3>
+<h3 class="callout-title">Change an Existing Cell from Code to Markdown</h3>
 <div class="callout-content">
 <p>What happens if you write some Python in a code cell and then you
 switch it to a Markdown cell? For example, put the following in a code
@@ -1293,8 +1278,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="equations" class="callout-inner">
-<h3 class="callout-title">Equations<a class="anchor" aria-label="anchor" href="#equations"></a>
-</h3>
+<h3 class="callout-title">Equations</h3>
 <div class="callout-content">
 <p>Standard Markdown (such as we’re using for these notes) won’t render
 equations, but the Notebook will. Create a new Markdown cell and enter
@@ -1330,7 +1314,6 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="closing-jupyterlab">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1347,8 +1330,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="closing-jupyterlab-1" class="callout-inner">
-<h3 class="callout-title">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab-1"></a>
-</h3>
+<h3 class="callout-title">Closing JupyterLab</h3>
 <div class="callout-content">
 <p>Practice closing and restarting the JupyterLab server.</p>
 </div>
@@ -1359,8 +1341,7 @@ <h3 class="callout-title">Closing JupyterLab<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Python scripts are plain text files.</li>
@@ -1410,8 +1391,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-variables-to-store-values-">Use variables to store values.<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values."></a>
-<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values-"></a>
+<section><h2 class="section-heading" id="use-variables-to-store-values-">Use variables to store values.<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1445,8 +1425,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>first_name <span class="op">=</span> <span class="st">'Ahmed'</span></span></code></pre>
 </div>
 </li>
-</ul></section><section><h2 class="section-heading" id="use-print-to-display-values-">Use <code>print</code> to display values.<a class="anchor" aria-label="anchor" href="#use-print-to-display-values."></a>
-<a class="anchor" aria-label="anchor" href="#use-print-to-display-values-"></a>
+</ul></section><section><h2 class="section-heading" id="use-print-to-display-values-">Use <code>print</code> to display values.<a class="anchor" aria-label="anchor" href="#use-print-to-display-values-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1477,8 +1456,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>print</code> automatically puts a single space between items
 to separate them.</li>
 <li>And wraps around to a new line at the end.</li>
-</ul></section><section><h2 class="section-heading" id="variables-must-be-created-before-they-are-used-">Variables must be created before they are used.<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used."></a>
-<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used-"></a>
+</ul></section><section><h2 class="section-heading" id="variables-must-be-created-before-they-are-used-">Variables must be created before they are used.<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1511,8 +1489,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variables-persist-between-cells" class="callout-inner">
-<h3 class="callout-title">Variables Persist Between Cells<a class="anchor" aria-label="anchor" href="#variables-persist-between-cells"></a>
-</h3>
+<h3 class="callout-title">Variables Persist Between Cells</h3>
 <div class="callout-content">
 <p>Be aware that it is the <em>order</em> of execution of cells that is
 important in a Jupyter notebook, not the order in which they appear.
@@ -1541,8 +1518,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="variables-can-be-used-in-calculations-">Variables can be used in calculations.<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations."></a>
-<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations-"></a>
+</section><section><h2 class="section-heading" id="variables-can-be-used-in-calculations-">Variables can be used in calculations.<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1564,8 +1540,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>Age in three years: 45</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-an-index-to-get-a-single-character-from-a-string-">Use an index to get a single character from a string.<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string."></a>
-<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string-"></a>
+</section><section><h2 class="section-heading" id="use-an-index-to-get-a-single-character-from-a-string-">Use an index to get a single character from a string.<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1594,8 +1569,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="va">h</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-a-slice-to-get-a-substring-">Use a slice to get a substring.<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring."></a>
-<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring-"></a>
+</section><section><h2 class="section-heading" id="use-a-slice-to-get-a-substring-">Use a slice to get a substring.<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1628,8 +1602,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="va">sod</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-built-in-function-len-to-find-the-length-of-a-string-">Use the built-in function <code>len</code> to find the length of a
-string.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string-"></a>
+string.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb14">
@@ -1645,8 +1618,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <ul>
 <li>Nested functions are evaluated from the inside out, like in
 mathematics.</li>
-</ul></section><section><h2 class="section-heading" id="python-is-case-sensitive-">Python is case-sensitive.<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive."></a>
-<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive-"></a>
+</ul></section><section><h2 class="section-heading" id="python-is-case-sensitive-">Python is case-sensitive.<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1654,8 +1626,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>Name</code> and <code>name</code> are different variables.</li>
 <li>There are conventions for using upper-case letters at the start of
 variable names so we will use lower-case letters for now.</li>
-</ul></section><section><h2 class="section-heading" id="use-meaningful-variable-names-">Use meaningful variable names.<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names."></a>
-<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names-"></a>
+</ul></section><section><h2 class="section-heading" id="use-meaningful-variable-names-">Use meaningful variable names.<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1679,8 +1650,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="swapping-values" class="callout-inner">
-<h3 class="callout-title">Swapping Values<a class="anchor" aria-label="anchor" href="#swapping-values"></a>
-</h3>
+<h3 class="callout-title">Swapping Values</h3>
 <div class="callout-content">
 <p>Fill the table showing the values of the variables in this program
 <em>after</em> each statement is executed.</p>
@@ -1702,7 +1672,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1726,8 +1696,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="predicting-values" class="callout-inner">
-<h3 class="callout-title">Predicting Values<a class="anchor" aria-label="anchor" href="#predicting-values"></a>
-</h3>
+<h3 class="callout-title">Predicting Values</h3>
 <div class="callout-content">
 <p>What is the final value of <code>position</code> in the program
 below? (Try to predict the value without running the program, then check
@@ -1747,7 +1716,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1774,8 +1743,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>If you assign <code>a = 123</code>, what happens if you try to get
 the second digit of <code>a</code> via <code>a[1]</code>?</p>
@@ -1787,7 +1755,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Numbers are not strings or sequences and Python will raise an error
 if you try to perform an index operation on a number. In the <a href="03-types-conversion.html">next lesson on types and type
@@ -1826,8 +1794,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="choosing-a-name" class="callout-inner">
-<h3 class="callout-title">Choosing a Name<a class="anchor" aria-label="anchor" href="#choosing-a-name"></a>
-</h3>
+<h3 class="callout-title">Choosing a Name</h3>
 <div class="callout-content">
 <p>Which is a better variable name, <code>m</code>, <code>min</code>, or
 <code>minutes</code>? Why? Hint: think about which code you would rather
@@ -1845,7 +1812,7 @@ <h3 class="callout-title">Choosing a Name<a class="anchor" aria-label="anchor" h
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p><code>minutes</code> is better because <code>min</code> might mean
 something like “minimum” (and actually is an existing built-in function
@@ -1859,8 +1826,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-practice" class="callout-inner">
-<h3 class="callout-title">Slicing practice<a class="anchor" aria-label="anchor" href="#slicing-practice"></a>
-</h3>
+<h3 class="callout-title">Slicing practice</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb26">
@@ -1877,7 +1843,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1893,8 +1859,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-concepts" class="callout-inner">
-<h3 class="callout-title">Slicing concepts<a class="anchor" aria-label="anchor" href="#slicing-concepts"></a>
-</h3>
+<h3 class="callout-title">Slicing concepts</h3>
 <div class="callout-content">
 <p>Given the following string:</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -1927,7 +1892,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Solutions </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>
@@ -1967,8 +1932,7 @@ <h4 class="accordion-header" id="headingSolution6"> Solutions </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use variables to store values.</li>
@@ -2024,8 +1988,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="every-value-has-a-type-">Every value has a type.<a class="anchor" aria-label="anchor" href="#every-value-has-a-type."></a>
-<a class="anchor" aria-label="anchor" href="#every-value-has-a-type-"></a>
+<section><h2 class="section-heading" id="every-value-has-a-type-">Every value has a type.<a class="anchor" aria-label="anchor" href="#every-value-has-a-type-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2042,8 +2005,7 @@ <h3 class="card-title">Objectives</h3>
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="use-the-built-in-function-type-to-find-the-type-of-a-value-">Use the built-in function <code>type</code> to find the type of a
-value.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value-"></a>
+value.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2078,8 +2040,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>&lt;class 'str'&gt;</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="types-control-what-operations-or-methods-can-be-performed-on-a-given-value-">Types control what operations (or methods) can be performed on a
-given value.<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value."></a>
-<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value-"></a>
+given value.<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2110,8 +2071,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 TypeError: unsupported operand type(s) for -: 'str' and 'str'</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="you-can-use-the-and-operators-on-strings-">You can use the “+” and “*” operators on strings.<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings."></a>
-<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings-"></a>
+</section><section><h2 class="section-heading" id="you-can-use-the-and-operators-on-strings-">You can use the “+” and “*” operators on strings.<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2148,8 +2108,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>==========</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="strings-have-a-length-but-numbers-dont-">Strings have a length (but numbers don’t).<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont."></a>
-<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont-"></a>
+</section><section><h2 class="section-heading" id="strings-have-a-length-but-numbers-dont-">Strings have a length (but numbers don’t).<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2186,7 +2145,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </section><section><h2 class="section-heading" id="convert-numbers-and-strings">Must convert numbers to strings or vice versa when operating on
 them.<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a>
-<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2225,8 +2183,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">3</span></span>
 <span><span class="fl">12</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="can-mix-integers-and-floats-freely-in-operations-">Can mix integers and floats freely in operations.<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations."></a>
-<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations-"></a>
+</section><section><h2 class="section-heading" id="can-mix-integers-and-floats-freely-in-operations-">Can mix integers and floats freely in operations.<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2248,8 +2205,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>half is 0.5
 three squared is 9.0</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="variables-only-change-value-when-something-is-assigned-to-them-">Variables only change value when something is assigned to them.<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them."></a>
-<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them-"></a>
+</section><section><h2 class="section-heading" id="variables-only-change-value-when-something-is-assigned-to-them-">Variables only change value when something is assigned to them.<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2284,8 +2240,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fractions" class="callout-inner">
-<h3 class="callout-title">Fractions<a class="anchor" aria-label="anchor" href="#fractions"></a>
-</h3>
+<h3 class="callout-title">Fractions</h3>
 <div class="callout-content">
 <p>What type of value is 3.4? How can you find out?</p>
 </div>
@@ -2296,7 +2251,7 @@ <h3 class="callout-title">Fractions<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>It is a floating-point number (often abbreviated “float”). It is
 possible to find out by using the built-in function
@@ -2320,8 +2275,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="automatic-type-conversion" class="callout-inner">
-<h3 class="callout-title">Automatic Type Conversion<a class="anchor" aria-label="anchor" href="#automatic-type-conversion"></a>
-</h3>
+<h3 class="callout-title">Automatic Type Conversion</h3>
 <div class="callout-content">
 <p>What type of value is 3.25 + 4?</p>
 </div>
@@ -2332,7 +2286,7 @@ <h3 class="callout-title">Automatic Type Conversion<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>It is a float: integers are automatically converted to floats as
 necessary.</p>
@@ -2356,8 +2310,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="choose-a-type" class="callout-inner">
-<h3 class="callout-title">Choose a Type<a class="anchor" aria-label="anchor" href="#choose-a-type"></a>
-</h3>
+<h3 class="callout-title">Choose a Type</h3>
 <div class="callout-content">
 <p>What type of value (integer, floating point number, or character
 string) would you use to represent each of the following? Try to come up
@@ -2380,7 +2333,7 @@ <h3 class="callout-title">Choose a Type<a class="anchor" aria-label="anchor" hre
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The answers to the questions are:</p>
 <ol style="list-style-type: decimal">
@@ -2405,8 +2358,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="division-types" class="callout-inner">
-<h3 class="callout-title">Division Types<a class="anchor" aria-label="anchor" href="#division-types"></a>
-</h3>
+<h3 class="callout-title">Division Types</h3>
 <div class="callout-content">
 <p>In Python 3, the <code>//</code> operator performs integer
 (whole-number) floor division, the <code>/</code> operator performs
@@ -2438,7 +2390,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We want the minimum number of surveys that reaches everyone once,
 which is the rounded up value of
@@ -2470,8 +2422,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="strings-to-numbers" class="callout-inner">
-<h3 class="callout-title">Strings to Numbers<a class="anchor" aria-label="anchor" href="#strings-to-numbers"></a>
-</h3>
+<h3 class="callout-title">Strings to Numbers</h3>
 <div class="callout-content">
 <p>Where reasonable, <code>float()</code> will convert a string to a
 floating point number, and <code>int()</code> will convert a floating
@@ -2522,7 +2473,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>What do you expect this program to do? It would not be so
 unreasonable to expect the Python 3 <code>int</code> command to convert
@@ -2565,8 +2516,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arithmetic-with-different-types" class="callout-inner">
-<h3 class="callout-title">Arithmetic with Different Types<a class="anchor" aria-label="anchor" href="#arithmetic-with-different-types"></a>
-</h3>
+<h3 class="callout-title">Arithmetic with Different Types</h3>
 <div class="callout-content">
 <p>Which of the following will return the floating point number
 <code>2.0</code>? Note: there may be more than one right answer.</p>
@@ -2593,7 +2543,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>Answer: 1 and 4</p>
 </div>
@@ -2605,8 +2555,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="complex-numbers" class="callout-inner">
-<h3 class="callout-title">Complex Numbers<a class="anchor" aria-label="anchor" href="#complex-numbers"></a>
-</h3>
+<h3 class="callout-title">Complex Numbers</h3>
 <div class="callout-content">
 <p>Python provides complex numbers, which are written as
 <code>1.0+2.0j</code>. If <code>val</code> is a complex number, its real
@@ -2640,7 +2589,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Standard mathematics treatments typically use <code>i</code> to
@@ -2665,8 +2614,7 @@ <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Every value has a type.</li>
@@ -2723,8 +2671,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-comments-to-add-documentation-to-programs-">Use comments to add documentation to programs.<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs."></a>
-<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs-"></a>
+<section><h2 class="section-heading" id="use-comments-to-add-documentation-to-programs-">Use comments to add documentation to programs.<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -2733,8 +2680,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># This sentence isn't executed by Python.</span></span>
 <span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>adjustment <span class="op">=</span> <span class="fl">0.5</span>   <span class="co"># Neither is this - anything after '#' is ignored.</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="a-function-may-take-zero-or-more-arguments-">A function may take zero or more arguments.<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments-"></a>
+</section><section><h2 class="section-heading" id="a-function-may-take-zero-or-more-arguments-">A function may take zero or more arguments.<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2770,8 +2716,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span></span>
 <span><span class="va">after</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="every-function-returns-something-">Every function returns something.<a class="anchor" aria-label="anchor" href="#every-function-returns-something."></a>
-<a class="anchor" aria-label="anchor" href="#every-function-returns-something-"></a>
+</section><section><h2 class="section-heading" id="every-function-returns-something-">Every function returns something.<a class="anchor" aria-label="anchor" href="#every-function-returns-something-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2793,8 +2738,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 result of print is None</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="commonly-used-built-in-functions-include-max-min-and-round-">Commonly-used built-in functions include <code>max</code>,
-<code>min</code>, and <code>round</code>.<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round."></a>
-<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round-"></a>
+<code>min</code>, and <code>round</code>.<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2820,8 +2764,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span><span class="fl">0</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="functions-may-only-work-for-certain-combinations-of-arguments-">Functions may only work for certain (combinations of)
-arguments.<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments-"></a>
+arguments.<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2849,8 +2792,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 TypeError: '&gt;' not supported between instances of 'str' and 'int'</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="functions-may-have-default-values-for-some-arguments-">Functions may have default values for some arguments.<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments-"></a>
+</section><section><h2 class="section-heading" id="functions-may-have-default-values-for-some-arguments-">Functions may have default values for some arguments.<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2882,7 +2824,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">3.7</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="functions-attached-to-objects-are-called-methods">Functions attached to objects are called methods<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a>
-<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2931,8 +2872,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 True</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-built-in-function-help-to-get-help-for-a-function-">Use the built-in function <code>help</code> to get help for a
-function.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function-"></a>
+function.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2954,8 +2894,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
     The return value is an integer if ndigits is omitted or None.  Otherwise
     the return value has the same type as the number.  ndigits may be negative.</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-jupyter-notebook-has-two-ways-to-get-help-">The Jupyter Notebook has two ways to get help.<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help."></a>
-<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help-"></a>
+</section><section><h2 class="section-heading" id="the-jupyter-notebook-has-two-ways-to-get-help-">The Jupyter Notebook has two ways to get help.<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2969,8 +2908,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <li>Option 2: Type the function name in a cell with a question mark
 after it. Then run the cell.</li>
 </ul></section><section><h2 class="section-heading" id="python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-">Python reports a syntax error when it can’t understand the source of
-a program.<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program."></a>
-<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-"></a>
+a program.<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3035,7 +2973,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <code>^</code> pointer.</li>
 </ul></section><section><h2 class="section-heading" id="runtime-error">Python reports a runtime error when something goes wrong while a
 program is executing.<a class="anchor" aria-label="anchor" href="#runtime-error"></a>
-<a class="anchor" aria-label="anchor" href="#runtime-error"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb26">
@@ -3063,8 +3000,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="what-happens-when" class="callout-inner">
-<h3 class="callout-title">What Happens When<a class="anchor" aria-label="anchor" href="#what-happens-when"></a>
-</h3>
+<h3 class="callout-title">What Happens When</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Explain in simple terms the order of operations in the following
@@ -3086,7 +3022,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Order of operations:</li>
@@ -3107,8 +3043,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="spot-the-difference" class="callout-inner">
-<h3 class="callout-title">Spot the Difference<a class="anchor" aria-label="anchor" href="#spot-the-difference"></a>
-</h3>
+<h3 class="callout-title">Spot the Difference</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Predict what each of the <code>print</code> statements in the
@@ -3134,7 +3069,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3187,8 +3122,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="why-not" class="callout-inner">
-<h3 class="callout-title">Why Not?<a class="anchor" aria-label="anchor" href="#why-not"></a>
-</h3>
+<h3 class="callout-title">Why Not?</h3>
 <div class="callout-content">
 <p>Why is it that <code>max</code> and <code>min</code> do not return
 <code>None</code> when they are called with no arguments?</p>
@@ -3200,7 +3134,7 @@ <h3 class="callout-title">Why Not?<a class="anchor" aria-label="anchor" href="#w
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p><code>max</code> and <code>min</code> return TypeErrors in this case
 because the correct number of parameters was not supplied. If it just
@@ -3216,8 +3150,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="last-character-of-a-string" class="callout-inner">
-<h3 class="callout-title">Last Character of a String<a class="anchor" aria-label="anchor" href="#last-character-of-a-string"></a>
-</h3>
+<h3 class="callout-title">Last Character of a String</h3>
 <div class="callout-content">
 <p>If Python starts counting from zero, and <code>len</code> returns the
 number of characters in a string, what index expression will get the
@@ -3231,7 +3164,7 @@ <h3 class="callout-title">Last Character of a String<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p><code>name[len(name) - 1]</code></p>
 </div>
@@ -3243,8 +3176,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="explore-the-python-docs" class="callout-inner">
-<h3 class="callout-title">Explore the Python docs!<a class="anchor" aria-label="anchor" href="#explore-the-python-docs"></a>
-</h3>
+<h3 class="callout-title">Explore the Python docs!</h3>
 <div class="callout-content">
 <p>The <a href="https://docs.python.org/3/" class="external-link">official Python
 documentation</a> is arguably the most complete source of information
@@ -3262,8 +3194,7 @@ <h3 class="callout-title">Explore the Python docs!<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use comments to add documentation to programs.</li>
@@ -3296,7 +3227,6 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
 <section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
-<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
 </h2>
 <hr class="half-width">
 <p>Over coffee, reflect on and discuss the following:</p>
@@ -3346,8 +3276,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="most-of-the-power-of-a-programming-language-is-in-its-libraries-">Most of the power of a programming language is in its
-libraries.<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries."></a>
-<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries-"></a>
+libraries.<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3372,8 +3301,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="libraries-and-modules" class="callout-inner">
-<h3 class="callout-title">Libraries and modules<a class="anchor" aria-label="anchor" href="#libraries-and-modules"></a>
-</h3>
+<h3 class="callout-title">Libraries and modules</h3>
 <div class="callout-content">
 <p>A library is a collection of modules, but the terms are often used
 interchangeably, especially since many libraries only consist of a
@@ -3381,8 +3309,7 @@ <h3 class="callout-title">Libraries and modules<a class="anchor" aria-label="anc
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="a-program-must-import-a-library-module-before-using-it-">A program must import a library module before using it.<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it."></a>
-<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it-"></a>
+</section><section><h2 class="section-heading" id="a-program-must-import-a-library-module-before-using-it-">A program must import a library module before using it.<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3421,8 +3348,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="use-help-to-learn-about-the-contents-of-a-library-module-">Use <code>help</code> to learn about the contents of a library
-module.<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module."></a>
-<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module-"></a>
+module.<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3460,8 +3386,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ⋮ ⋮ ⋮</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="import-specific-items-from-a-library-module-to-shorten-programs-">Import specific items from a library module to shorten
-programs.<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs."></a>
-<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs-"></a>
+programs.<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3482,8 +3407,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>cos(pi) is -1.0</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-">Create an alias for a library module when importing it to shorten
-programs.<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs."></a>
-<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-"></a>
+programs.<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3519,8 +3443,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exploring-the-math-module" class="callout-inner">
-<h3 class="callout-title">Exploring the Math Module<a class="anchor" aria-label="anchor" href="#exploring-the-math-module"></a>
-</h3>
+<h3 class="callout-title">Exploring the Math Module</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>What function from the <code>math</code> module can you use to
@@ -3536,7 +3459,7 @@ <h3 class="callout-title">Exploring the Math Module<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><p>Using <code>help(math)</code> we see that we’ve got
@@ -3560,8 +3483,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="locating-the-right-module" class="callout-inner">
-<h3 class="callout-title">Locating the Right Module<a class="anchor" aria-label="anchor" href="#locating-the-right-module"></a>
-</h3>
+<h3 class="callout-title">Locating the Right Module</h3>
 <div class="callout-content">
 <p>You want to select a random character from a string:</p>
 <div class="codewrapper sourceCode" id="cb9">
@@ -3584,7 +3506,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>The <a href="https://docs.python.org/3/library/random.html" class="external-link">random
 module</a> seems like it could help.</p>
@@ -3639,8 +3561,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jigsaw-puzzle-parsons-problem-programming-example" class="callout-inner">
-<h3 class="callout-title">Jigsaw Puzzle (Parson’s Problem) Programming Example<a class="anchor" aria-label="anchor" href="#jigsaw-puzzle-parsons-problem-programming-example"></a>
-</h3>
+<h3 class="callout-title">Jigsaw Puzzle (Parson’s Problem) Programming Example</h3>
 <div class="callout-content">
 <p>Rearrange the following statements so that a random DNA base is
 printed and its index in the string. Not all statements may be needed.
@@ -3663,7 +3584,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3684,8 +3605,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="when-is-help-available" class="callout-inner">
-<h3 class="callout-title">When Is Help Available?<a class="anchor" aria-label="anchor" href="#when-is-help-available"></a>
-</h3>
+<h3 class="callout-title">When Is Help Available?</h3>
 <div class="callout-content">
 <p>When a colleague of yours types <code>help(math)</code>, Python
 reports an error:</p>
@@ -3703,7 +3623,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>Importing the math module (<code>import math</code>)</p>
 </div>
@@ -3715,8 +3635,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="importing-with-aliases" class="callout-inner">
-<h3 class="callout-title">Importing With Aliases<a class="anchor" aria-label="anchor" href="#importing-with-aliases"></a>
-</h3>
+<h3 class="callout-title">Importing With Aliases</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Fill in the blanks so that the program below prints
@@ -3740,7 +3659,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3772,8 +3691,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="there-are-many-ways-to-import-libraries" class="callout-inner">
-<h3 class="callout-title">There Are Many Ways To Import Libraries!<a class="anchor" aria-label="anchor" href="#there-are-many-ways-to-import-libraries"></a>
-</h3>
+<h3 class="callout-title">There Are Many Ways To Import Libraries!</h3>
 <div class="callout-content">
 <p>Match the following print statements with the appropriate library
 calls.</p>
@@ -3798,7 +3716,7 @@ <h3 class="callout-title">There Are Many Ways To Import Libraries!<a class="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Library calls 1 and 4. In order to directly refer to
@@ -3833,8 +3751,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="importing-specific-items" class="callout-inner">
-<h3 class="callout-title">Importing Specific Items<a class="anchor" aria-label="anchor" href="#importing-specific-items"></a>
-</h3>
+<h3 class="callout-title">Importing Specific Items</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Fill in the blanks so that the program below prints
@@ -3858,7 +3775,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3882,8 +3799,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below and try to identify what the errors are without
@@ -3905,7 +3821,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3934,8 +3850,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Most of the power of a programming language is in its
@@ -3985,8 +3900,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-the-pandas-library-to-do-statistics-on-tabular-data-">Use the Pandas library to do statistics on tabular data.<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data-"></a>
+<section><h2 class="section-heading" id="use-the-pandas-library-to-do-statistics-on-tabular-data-">Use the Pandas library to do statistics on tabular data.<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4051,8 +3965,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="file-not-found" class="callout-inner">
-<h3 class="callout-title">File Not Found<a class="anchor" aria-label="anchor" href="#file-not-found"></a>
-</h3>
+<h3 class="callout-title">File Not Found</h3>
 <div class="callout-content">
 <p>Our lessons store their data files in a <code>data</code>
 sub-directory, which is why the path to the file is
@@ -4069,8 +3982,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </section><section><h2 class="section-heading" id="use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-">Use <code>index_col</code> to specify that a column’s values should
-be used as row headings.<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings."></a>
-<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-"></a>
+be used as row headings.<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4107,8 +4019,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 New Zealand     18363.32494     21050.41377     23189.80135     25185.00911</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-">Use the <code>DataFrame.info()</code> method to find out more about
-a dataframe.<a class="anchor" aria-label="anchor" href="#use-the-dataframe.info-method-to-find-out-more-about-a-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-"></a>
+a dataframe.<a class="anchor" aria-label="anchor" href="#use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb6">
@@ -4152,8 +4063,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </li>
 <li>Uses 208 bytes of memory.</li>
 </ul></section><section><h2 class="section-heading" id="the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-">The <code>DataFrame.columns</code> variable stores information about
-the dataframe’s columns.<a class="anchor" aria-label="anchor" href="#the-dataframe.columns-variable-stores-information-about-the-dataframes-columns."></a>
-<a class="anchor" aria-label="anchor" href="#the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-"></a>
+the dataframe’s columns.<a class="anchor" aria-label="anchor" href="#the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4179,8 +4089,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
        'gdpPercap_1992', 'gdpPercap_1997', 'gdpPercap_2002', 'gdpPercap_2007'],
       dtype='object')</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-dataframe-t-to-transpose-a-dataframe-">Use <code>DataFrame.T</code> to transpose a dataframe.<a class="anchor" aria-label="anchor" href="#use-dataframe.t-to-transpose-a-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-t-to-transpose-a-dataframe-"></a>
+</section><section><h2 class="section-heading" id="use-dataframe-t-to-transpose-a-dataframe-">Use <code>DataFrame.T</code> to transpose a dataframe.<a class="anchor" aria-label="anchor" href="#use-dataframe-t-to-transpose-a-dataframe-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4212,8 +4121,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 gdpPercap_2007  34435.36744  25185.00911</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-dataframe-describe-to-get-summary-statistics-about-data-">Use <code>DataFrame.describe()</code> to get summary statistics
-about data.<a class="anchor" aria-label="anchor" href="#use-dataframe.describe-to-get-summary-statistics-about-data."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-describe-to-get-summary-statistics-about-data-"></a>
+about data.<a class="anchor" aria-label="anchor" href="#use-dataframe-describe-to-get-summary-statistics-about-data-"></a>
 </h2>
 <hr class="half-width">
 <p><code>DataFrame.describe()</code> gets the summary statistics of only
@@ -4266,8 +4174,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-other-data" class="callout-inner">
-<h3 class="callout-title">Reading Other Data<a class="anchor" aria-label="anchor" href="#reading-other-data"></a>
-</h3>
+<h3 class="callout-title">Reading Other Data</h3>
 <div class="callout-content">
 <p>Read the data in <code>gapminder_gdp_americas.csv</code> (which
 should be in the same directory as
@@ -4304,8 +4211,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="inspecting-data" class="callout-inner">
-<h3 class="callout-title">Inspecting Data<a class="anchor" aria-label="anchor" href="#inspecting-data"></a>
-</h3>
+<h3 class="callout-title">Inspecting Data</h3>
 <div class="callout-content">
 <p>After reading the data for the Americas, use
 <code>help(data_americas.head)</code> and
@@ -4433,8 +4339,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-files-in-other-directories" class="callout-inner">
-<h3 class="callout-title">Reading Files in Other Directories<a class="anchor" aria-label="anchor" href="#reading-files-in-other-directories"></a>
-</h3>
+<h3 class="callout-title">Reading Files in Other Directories</h3>
 <div class="callout-content">
 <p>The data for your current project is stored in a file called
 <code>microbes.csv</code>, which is located in a folder called
@@ -4481,8 +4386,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="writing-data" class="callout-inner">
-<h3 class="callout-title">Writing Data<a class="anchor" aria-label="anchor" href="#writing-data"></a>
-</h3>
+<h3 class="callout-title">Writing Data</h3>
 <div class="callout-content">
 <p>As well as the <code>read_csv</code> function for reading data from a
 file, Pandas provides a <code>to_csv</code> function to write dataframes
@@ -4530,8 +4434,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use the Pandas library to get basic statistics out of tabular
@@ -4587,7 +4490,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="note-about-pandas-dataframesseries">Note about Pandas DataFrames/Series<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a>
-<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a>
 </h2>
 <hr class="half-width">
 <p>A <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html" class="external-link">DataFrame</a>
@@ -4601,7 +4503,6 @@ <h3 class="card-title">Objectives</h3>
 individual records of the table, proper handling of missing values, and
 relational-databases operations between DataFrames.</p>
 </section><section><h2 class="section-heading" id="selecting-values">Selecting values<a class="anchor" aria-label="anchor" href="#selecting-values"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-values"></a>
 </h2>
 <hr class="half-width">
 <p>To access a value at the position <code>[i,j]</code> of a DataFrame,
@@ -4611,8 +4512,7 @@ <h3 class="card-title">Objectives</h3>
 inside the table as well as a <em>label</em>, which uniquely identifies
 its <em>entry</em> in the DataFrame.</p>
 </section><section><h2 class="section-heading" id="use-dataframe-iloc--------to-select-values-by-their-entry-position">Use <code>DataFrame.iloc[..., ...]</code> to select values by their
-(entry) position<a class="anchor" aria-label="anchor" href="#use-dataframe.iloc...-...-to-select-values-by-their-entry-position"></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-iloc--------to-select-values-by-their-entry-position"></a>
+(entry) position<a class="anchor" aria-label="anchor" href="#use-dataframe-iloc--------to-select-values-by-their-entry-position"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4632,8 +4532,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">1601.056136</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-dataframe-loc--------to-select-values-by-their-entry-label-">Use <code>DataFrame.loc[..., ...]</code> to select values by their
-(entry) label.<a class="anchor" aria-label="anchor" href="#use-dataframe.loc...-...-to-select-values-by-their-entry-label."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-loc--------to-select-values-by-their-entry-label-"></a>
+(entry) label.<a class="anchor" aria-label="anchor" href="#use-dataframe-loc--------to-select-values-by-their-entry-label-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4649,8 +4548,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">1601.056136</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-on-its-own-to-mean-all-columns-or-all-rows-">Use <code>:</code> on its own to mean all columns or all rows.<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows."></a>
-<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows-"></a>
+</section><section><h2 class="section-heading" id="use-on-its-own-to-mean-all-columns-or-all-rows-">Use <code>:</code> on its own to mean all columns or all rows.<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4708,8 +4606,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 (not recommended, because easily confused with <code>.</code> notation
 for methods)</li>
 </ul></section><section><h2 class="section-heading" id="select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-">Select multiple columns or rows using <code>DataFrame.loc</code> and
-a named slice.<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe.loc-and-a-named-slice."></a>
-<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-"></a>
+a named slice.<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb9">
@@ -4732,8 +4629,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>loc</code> is inclusive at both ends</strong>, which differs from
 <strong>slicing using <code>iloc</code></strong>, where slicing
 indicates everything up to but not including the final index.</p>
-</section><section><h2 class="section-heading" id="result-of-slicing-can-be-used-in-further-operations-">Result of slicing can be used in further operations.<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations."></a>
-<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations-"></a>
+</section><section><h2 class="section-heading" id="result-of-slicing-can-be-used-in-further-operations-">Result of slicing can be used in further operations.<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4768,8 +4664,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 gdpPercap_1972    7778.414017
 dtype: float64</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-comparisons-to-select-data-based-on-value-">Use comparisons to select data based on value.<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value."></a>
-<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value-"></a>
+</section><section><h2 class="section-heading" id="use-comparisons-to-select-data-based-on-value-">Use comparisons to select data based on value.<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4808,8 +4703,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 Norway                True           True           True
 Poland               False          False          False</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="select-values-or-nan-using-a-boolean-mask-">Select values or NaN using a Boolean mask.<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask."></a>
-<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask-"></a>
+</section><section><h2 class="section-heading" id="select-values-or-nan-using-a-boolean-mask-">Select values or NaN using a Boolean mask.<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4858,7 +4752,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 max      13450.401510    16361.876470    18965.055510</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="group-by-split-apply-combine">Group By: split-apply-combine<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a>
-<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a>
 </h2>
 <hr class="half-width">
 <p>Pandas vectorizing methods and grouping operations are features that
@@ -4951,8 +4844,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selection-of-individual-values" class="callout-inner">
-<h3 class="callout-title">Selection of Individual Values<a class="anchor" aria-label="anchor" href="#selection-of-individual-values"></a>
-</h3>
+<h3 class="callout-title">Selection of Individual Values</h3>
 <div class="callout-content">
 <p>Assume Pandas has been imported into your notebook and the Gapminder
 GDP data for Europe has been loaded:</p>
@@ -4996,8 +4888,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="extent-of-slicing" class="callout-inner">
-<h3 class="callout-title">Extent of Slicing<a class="anchor" aria-label="anchor" href="#extent-of-slicing"></a>
-</h3>
+<h3 class="callout-title">Extent of Slicing</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Do the two statements below produce the same output?</li>
@@ -5055,8 +4946,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reconstructing-data" class="callout-inner">
-<h3 class="callout-title">Reconstructing Data<a class="anchor" aria-label="anchor" href="#reconstructing-data"></a>
-</h3>
+<h3 class="callout-title">Reconstructing Data</h3>
 <div class="callout-content">
 <p>Explain what each line in the following short program does: what is
 in <code>first</code>, <code>second</code>, etc.?</p>
@@ -5138,8 +5028,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selecting-indices" class="callout-inner">
-<h3 class="callout-title">Selecting Indices<a class="anchor" aria-label="anchor" href="#selecting-indices"></a>
-</h3>
+<h3 class="callout-title">Selecting Indices</h3>
 <div class="callout-content">
 <p>Explain in simple terms what <code>idxmin</code> and
 <code>idxmax</code> do in the short program below. When would you use
@@ -5176,8 +5065,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practice-with-selection" class="callout-inner">
-<h3 class="callout-title">Practice with Selection<a class="anchor" aria-label="anchor" href="#practice-with-selection"></a>
-</h3>
+<h3 class="callout-title">Practice with Selection</h3>
 <div class="callout-content">
 <p>Assume Pandas has been imported and the Gapminder GDP data for Europe
 has been loaded. Write an expression to select each of the
@@ -5236,8 +5124,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="many-ways-of-access" class="callout-inner">
-<h3 class="callout-title">Many Ways of Access<a class="anchor" aria-label="anchor" href="#many-ways-of-access"></a>
-</h3>
+<h3 class="callout-title">Many Ways of Access</h3>
 <div class="callout-content">
 <p>There are at least two ways of accessing a value or slice of a
 DataFrame: by name or index. However, there are many others. For
@@ -5408,8 +5295,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="exploring-available-methods-using-the-dir-function" class="callout-inner">
 <h3 class="callout-title">Exploring available methods using the
-<code>dir()</code> function<a class="anchor" aria-label="anchor" href="#exploring-available-methods-using-the-dir-function"></a>
-</h3>
+<code>dir()</code> function</h3>
 <div class="callout-content">
 <p>Python includes a <code>dir()</code> function that can be used to
 display all of the available methods (functions) that are built into a
@@ -5467,8 +5353,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="interpretation" class="callout-inner">
-<h3 class="callout-title">Interpretation<a class="anchor" aria-label="anchor" href="#interpretation"></a>
-</h3>
+<h3 class="callout-title">Interpretation</h3>
 <div class="callout-content">
 <p>Poland’s borders have been stable since 1945, but changed several
 times in the years before then. How would you handle this if you were
@@ -5482,8 +5367,7 @@ <h3 class="callout-title">Interpretation<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>DataFrame.iloc[..., ...]</code> to select values by
@@ -5536,8 +5420,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 <section><h2 class="section-heading" id="matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-">
 <a href="https://matplotlib.org/" class="external-link"><code>matplotlib</code></a> is the
-most widely used scientific plotting library in Python.<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python."></a>
-<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-"></a>
+most widely used scientific plotting library in Python.<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5567,8 +5450,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="display-all-open-figures" class="callout-inner">
-<h3 class="callout-title">Display All Open Figures<a class="anchor" aria-label="anchor" href="#display-all-open-figures"></a>
-</h3>
+<h3 class="callout-title">Display All Open Figures</h3>
 <div class="callout-content">
 <p>In our Jupyter Notebook example, running the cell should generate the
 figure directly below the code. The figure is also included in the
@@ -5587,8 +5469,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plot-data-directly-from-a-pandas-dataframe-">Plot data directly from a <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html" class="external-link"><code>Pandas dataframe</code></a>.<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe-"></a>
+</section><section><h2 class="section-heading" id="plot-data-directly-from-a-pandas-dataframe-">Plot data directly from a <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html" class="external-link"><code>Pandas dataframe</code></a>.<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5623,8 +5504,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb4-16"><a href="#cb4-16" tabindex="-1"></a></span>
 <span id="cb4-17"><a href="#cb4-17" tabindex="-1"></a>data.loc[<span class="st">'Australia'</span>].plot()</span></code></pre>
 </div>
-<figure><img src="fig/9_gdp_australia.svg" alt="GDP plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="select-and-transform-data-then-plot-it-">Select and transform data, then plot it.<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it."></a>
-<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it-"></a>
+<figure><img src="fig/9_gdp_australia.svg" alt="GDP plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="select-and-transform-data-then-plot-it-">Select and transform data, then plot it.<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5638,8 +5518,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>data.T.plot()</span>
 <span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a>plt.ylabel(<span class="st">'GDP per capita'</span>)</span></code></pre>
 </div>
-<figure><img src="fig/9_gdp_australia_nz.svg" alt="GDP plot for Australia and New Zealand" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="many-styles-of-plot-are-available-">Many styles of plot are available.<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available."></a>
-<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available-"></a>
+<figure><img src="fig/9_gdp_australia_nz.svg" alt="GDP plot for Australia and New Zealand" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="many-styles-of-plot-are-available-">Many styles of plot are available.<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5653,8 +5532,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a>plt.ylabel(<span class="st">'GDP per capita'</span>)</span></code></pre>
 </div>
 <figure><img src="fig/9_gdp_bar.svg" alt="GDP barplot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-">Data can also be plotted by calling the <code>matplotlib</code>
-<code>plot</code> function directly.<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly."></a>
-<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-"></a>
+<code>plot</code> function directly.<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5664,7 +5542,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 additional optional argument e.g., <code>b-</code> is a blue line,
 <code>g--</code> is a green dashed line.</li>
 </ul></section><section><h2 class="section-heading" id="get-australia-data-from-dataframe">Get Australia data from dataframe<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb7">
@@ -5675,8 +5552,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a></span>
 <span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a>plt.plot(years, gdp_australia, <span class="st">'g--'</span>)</span></code></pre>
 </div>
-<figure><img src="fig/9_gdp_australia_formatted.svg" alt="GDP formatted plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="can-plot-many-sets-of-data-together-">Can plot many sets of data together.<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together."></a>
-<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together-"></a>
+<figure><img src="fig/9_gdp_australia_formatted.svg" alt="GDP formatted plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="can-plot-many-sets-of-data-together-">Can plot many sets of data together.<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb8">
@@ -5700,8 +5576,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="adding-a-legend" class="callout-inner">
-<h3 class="callout-title">Adding a Legend<a class="anchor" aria-label="anchor" href="#adding-a-legend"></a>
-</h3>
+<h3 class="callout-title">Adding a Legend</h3>
 <div class="callout-content">
 <p>Often when plotting multiple datasets on the same figure it is
 desirable to have a legend describing the data.</p>
@@ -5752,8 +5627,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="minima-and-maxima" class="callout-inner">
-<h3 class="callout-title">Minima and Maxima<a class="anchor" aria-label="anchor" href="#minima-and-maxima"></a>
-</h3>
+<h3 class="callout-title">Minima and Maxima</h3>
 <div class="callout-content">
 <p>Fill in the blanks below to plot the minimum GDP per capita over time
 for all the countries in Europe. Modify it again to plot the maximum GDP
@@ -5796,8 +5670,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="correlations" class="callout-inner">
-<h3 class="callout-title">Correlations<a class="anchor" aria-label="anchor" href="#correlations"></a>
-</h3>
+<h3 class="callout-title">Correlations</h3>
 <div class="callout-content">
 <p>Modify the example in the notes to create a scatter plot showing the
 relationship between the minimum and maximum GDP per capita among the
@@ -5831,7 +5704,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="correlations" class="callout-inner">
-<h3 class="callout-title">Correlations<em> (continued)</em><a class="anchor" aria-label="anchor" href="#correlations"></a>
+<h3 class="callout-title">Correlations<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>You might note that the variability in the maximum is much higher
@@ -5869,8 +5742,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-correlations" class="callout-inner">
-<h3 class="callout-title">More Correlations<a class="anchor" aria-label="anchor" href="#more-correlations"></a>
-</h3>
+<h3 class="callout-title">More Correlations</h3>
 <div class="callout-content">
 <p>This short program creates a plot showing the correlation between GDP
 and life expectancy for 2007, normalizing marker size by population:</p>
@@ -5911,8 +5783,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="saving-your-plot-to-a-file" class="callout-inner">
-<h3 class="callout-title">Saving your plot to a file<a class="anchor" aria-label="anchor" href="#saving-your-plot-to-a-file"></a>
-</h3>
+<h3 class="callout-title">Saving your plot to a file</h3>
 <div class="callout-content">
 <p>If you are satisfied with the plot you see you may want to save it to
 a file, perhaps to include it in a publication. There is a function in
@@ -5952,8 +5823,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="making-your-plots-accessible" class="callout-inner">
-<h3 class="callout-title">Making your plots accessible<a class="anchor" aria-label="anchor" href="#making-your-plots-accessible"></a>
-</h3>
+<h3 class="callout-title">Making your plots accessible</h3>
 <div class="callout-content">
 <p>Whenever you are generating plots to go into a paper or a
 presentation, there are a few things you can do to make sure that
@@ -5984,8 +5854,7 @@ <h3 class="callout-title">Making your plots accessible<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>
@@ -6051,8 +5920,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="a-list-stores-many-values-in-a-single-structure-">A list stores many values in a single structure.<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure."></a>
-<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure-"></a>
+<section><h2 class="section-heading" id="a-list-stores-many-values-in-a-single-structure-">A list stores many values in a single structure.<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6080,8 +5948,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>pressures: [0.273, 0.275, 0.277, 0.275, 0.276]
 length: 5</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-an-items-index-to-fetch-it-from-a-list-">Use an item’s index to fetch it from a list.<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list."></a>
-<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list-"></a>
+</section><section><h2 class="section-heading" id="use-an-items-index-to-fetch-it-from-a-list-">Use an item’s index to fetch it from a list.<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6099,8 +5966,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>zeroth item of pressures: 0.273
 fourth item of pressures: 0.276</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="lists-values-can-be-replaced-by-assigning-to-them-">Lists’ values can be replaced by assigning to them.<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them."></a>
-<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them-"></a>
+</section><section><h2 class="section-heading" id="lists-values-can-be-replaced-by-assigning-to-them-">Lists’ values can be replaced by assigning to them.<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6118,8 +5984,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>pressures is now: [0.265, 0.275, 0.277, 0.275, 0.276]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="appending-items-to-a-list-lengthens-it-">Appending items to a list lengthens it.<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it."></a>
-<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it-"></a>
+</section><section><h2 class="section-heading" id="appending-items-to-a-list-lengthens-it-">Appending items to a list lengthens it.<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6183,8 +6048,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 the list, appending a list to a list means the last element in
 <code>primes</code> will itself be a list, not an integer. Lists can
 contain values of any type; therefore, lists of lists are possible.</p>
-</section><section><h2 class="section-heading" id="use-del-to-remove-items-from-a-list-entirely-">Use <code>del</code> to remove items from a list entirely.<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely."></a>
-<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely-"></a>
+</section><section><h2 class="section-heading" id="use-del-to-remove-items-from-a-list-entirely-">Use <code>del</code> to remove items from a list entirely.<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6208,8 +6072,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>primes before removing last item: [2, 3, 5, 7, 9]
 primes after removing last item: [2, 3, 5, 7]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-empty-list-contains-no-values-">The empty list contains no values.<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values."></a>
-<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values-"></a>
+</section><section><h2 class="section-heading" id="the-empty-list-contains-no-values-">The empty list contains no values.<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6221,8 +6084,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </li>
 <li>Helpful as a starting point for collecting values (which we will see
 in the <a href="12-for-loops.html">next episode</a>).</li>
-</ul></section><section><h2 class="section-heading" id="lists-may-contain-values-of-different-types-">Lists may contain values of different types.<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types."></a>
-<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types-"></a>
+</ul></section><section><h2 class="section-heading" id="lists-may-contain-values-of-different-types-">Lists may contain values of different types.<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6233,8 +6095,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a>goals <span class="op">=</span> [<span class="dv">1</span>, <span class="st">'Create lists.'</span>, <span class="dv">2</span>, <span class="st">'Extract items from lists.'</span>, <span class="dv">3</span>, <span class="st">'Modify lists.'</span>]</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="character-strings-can-be-indexed-like-lists-">Character strings can be indexed like lists.<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists."></a>
-<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists-"></a>
+</section><section><h2 class="section-heading" id="character-strings-can-be-indexed-like-lists-">Character strings can be indexed like lists.<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6254,8 +6115,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>zeroth character: c
 third character: b</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="character-strings-are-immutable-">Character strings are immutable.<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable."></a>
-<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable-"></a>
+</section><section><h2 class="section-heading" id="character-strings-are-immutable-">Character strings are immutable.<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6282,8 +6142,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 <ul>
 <li>Lists and character strings are both <em>collections</em>.</li>
-</ul></section><section><h2 class="section-heading" id="indexing-beyond-the-end-of-the-collection-is-an-error-">Indexing beyond the end of the collection is an error.<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error."></a>
-<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error-"></a>
+</ul></section><section><h2 class="section-heading" id="indexing-beyond-the-end-of-the-collection-is-an-error-">Indexing beyond the end of the collection is an error.<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6311,8 +6170,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fill-in-the-blanks" class="callout-inner">
-<h3 class="callout-title">Fill in the Blanks<a class="anchor" aria-label="anchor" href="#fill-in-the-blanks"></a>
-</h3>
+<h3 class="callout-title">Fill in the Blanks</h3>
 <div class="callout-content">
 <p>Fill in the blanks so that the program below produces the output
 shown.</p>
@@ -6341,7 +6199,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6363,8 +6221,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-large-is-a-slice" class="callout-inner">
-<h3 class="callout-title">How Large is a Slice?<a class="anchor" aria-label="anchor" href="#how-large-is-a-slice"></a>
-</h3>
+<h3 class="callout-title">How Large is a Slice?</h3>
 <div class="callout-content">
 <p>If <code>start</code> and <code>stop</code> are both non-negative
 integers, how long is the list <code>values[start:stop]</code>?</p>
@@ -6376,7 +6233,7 @@ <h3 class="callout-title">How Large is a Slice?<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>The list <code>values[start:stop]</code> has up to
 <code>stop - start</code> elements. For example,
@@ -6394,8 +6251,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="from-strings-to-lists-and-back" class="callout-inner">
-<h3 class="callout-title">From Strings to Lists and Back<a class="anchor" aria-label="anchor" href="#from-strings-to-lists-and-back"></a>
-</h3>
+<h3 class="callout-title">From Strings to Lists and Back</h3>
 <div class="callout-content">
 <p>Given this:</p>
 <div class="codewrapper sourceCode" id="cb23">
@@ -6422,7 +6278,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>
@@ -6444,8 +6300,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="working-with-the-end" class="callout-inner">
-<h3 class="callout-title">Working With the End<a class="anchor" aria-label="anchor" href="#working-with-the-end"></a>
-</h3>
+<h3 class="callout-title">Working With the End</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb25">
@@ -6473,7 +6328,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>The program prints <code>m</code>.</p>
 <ol style="list-style-type: decimal">
@@ -6496,8 +6351,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="stepping-through-a-list" class="callout-inner">
-<h3 class="callout-title">Stepping Through a List<a class="anchor" aria-label="anchor" href="#stepping-through-a-list"></a>
-</h3>
+<h3 class="callout-title">Stepping Through a List</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb26">
@@ -6521,7 +6375,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>The program prints</p>
 <div class="codewrapper sourceCode" id="cb27">
@@ -6548,8 +6402,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slice-bounds" class="callout-inner">
-<h3 class="callout-title">Slice Bounds<a class="anchor" aria-label="anchor" href="#slice-bounds"></a>
-</h3>
+<h3 class="callout-title">Slice Bounds</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -6567,7 +6420,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6586,8 +6439,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="sort-and-sorted" class="callout-inner">
-<h3 class="callout-title">Sort and Sorted<a class="anchor" aria-label="anchor" href="#sort-and-sorted"></a>
-</h3>
+<h3 class="callout-title">Sort and Sorted</h3>
 <div class="callout-content">
 <p>What do these two programs print? In simple terms, explain the
 difference between <code>sorted(letters)</code> and
@@ -6616,7 +6468,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p>Program A prints</p>
 <div class="codewrapper">
@@ -6643,8 +6495,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="copying-or-not" class="callout-inner">
-<h3 class="callout-title">Copying (or Not)<a class="anchor" aria-label="anchor" href="#copying-or-not"></a>
-</h3>
+<h3 class="callout-title">Copying (or Not)</h3>
 <div class="callout-content">
 <p>What do these two programs print? In simple terms, explain the
 difference between <code>new = old</code> and
@@ -6675,7 +6526,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p>Program A prints</p>
 <div class="codewrapper">
@@ -6704,8 +6555,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>A list stores many values in a single structure.</li>
@@ -6760,8 +6610,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="a-for-loop-executes-commands-once-for-each-value-in-a-collection-">A <em>for loop</em> executes commands once for each value in a
-collection.<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection."></a>
-<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection-"></a>
+collection.<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6799,8 +6648,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span><span class="fl">5</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-">A <code>for</code> loop is made up of a collection, a loop variable,
-and a body.<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body."></a>
-<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-"></a>
+and a body.<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb4">
@@ -6821,8 +6669,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-">The first line of the <code>for</code> loop must end with a colon,
-and the body must be indented.<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented."></a>
-<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-"></a>
+and the body must be indented.<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6867,8 +6714,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <ul>
 <li>This error can be fixed by removing the extra spaces at the
 beginning of the second line.</li>
-</ul></section><section><h2 class="section-heading" id="loop-variables-can-be-called-anything-">Loop variables can be called anything.<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything."></a>
-<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything-"></a>
+</ul></section><section><h2 class="section-heading" id="loop-variables-can-be-called-anything-">Loop variables can be called anything.<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6885,8 +6731,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="cf">for</span> kitten <span class="kw">in</span> [<span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">5</span>]:</span>
 <span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>    <span class="bu">print</span>(kitten)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-body-of-a-loop-can-contain-many-statements-">The body of a loop can contain many statements.<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements."></a>
-<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements-"></a>
+</section><section><h2 class="section-heading" id="the-body-of-a-loop-can-contain-many-statements-">The body of a loop can contain many statements.<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6909,8 +6754,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 3 9 27
 5 25 125</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-range-to-iterate-over-a-sequence-of-numbers-">Use <code>range</code> to iterate over a sequence of numbers.<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers."></a>
-<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers-"></a>
+</section><section><h2 class="section-heading" id="use-range-to-iterate-over-a-sequence-of-numbers-">Use <code>range</code> to iterate over a sequence of numbers.<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6945,8 +6789,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1
 2</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-accumulator-pattern-turns-many-values-into-one-">The Accumulator pattern turns many values into one.<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one."></a>
-<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one-"></a>
+</section><section><h2 class="section-heading" id="the-accumulator-pattern-turns-many-values-into-one-">The Accumulator pattern turns many values into one.<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6990,8 +6833,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="classifying-errors" class="callout-inner">
-<h3 class="callout-title">Classifying Errors<a class="anchor" aria-label="anchor" href="#classifying-errors"></a>
-</h3>
+<h3 class="callout-title">Classifying Errors</h3>
 <div class="callout-content">
 <p>Is an indentation error a syntax error or a runtime error?</p>
 </div>
@@ -7002,7 +6844,7 @@ <h3 class="callout-title">Classifying Errors<a class="anchor" aria-label="anchor
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>An IndentationError is a syntax error. Programs with syntax errors
 cannot be started. A program with a runtime error will start but an
@@ -7016,8 +6858,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tracing-execution" class="callout-inner">
-<h3 class="callout-title">Tracing Execution<a class="anchor" aria-label="anchor" href="#tracing-execution"></a>
-</h3>
+<h3 class="callout-title">Tracing Execution</h3>
 <div class="callout-content">
 <p>Create a table showing the numbers of the lines that are executed
 when this program runs, and the values of the variables after each line
@@ -7037,7 +6878,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <table class="table">
 <thead><tr class="header">
@@ -7084,8 +6925,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reversing-a-string" class="callout-inner">
-<h3 class="callout-title">Reversing a String<a class="anchor" aria-label="anchor" href="#reversing-a-string"></a>
-</h3>
+<h3 class="callout-title">Reversing a String</h3>
 <div class="callout-content">
 <p>Fill in the blanks in the program below so that it prints “nit” (the
 reverse of the original character string “tin”).</p>
@@ -7106,7 +6946,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7126,8 +6966,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practice-accumulating" class="callout-inner">
-<h3 class="callout-title">Practice Accumulating<a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
-</h3>
+<h3 class="callout-title">Practice Accumulating</h3>
 <div class="callout-content">
 <p>Fill in the blanks in each of the programs below to produce the
 indicated result.</p>
@@ -7148,7 +6987,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7168,7 +7007,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="practice-accumulating" class="callout-inner">
 <h3 class="callout-title">Practice Accumulating<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <div class="codewrapper sourceCode" id="cb21">
@@ -7188,7 +7027,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7208,7 +7047,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="practice-accumulating" class="callout-inner">
 <h3 class="callout-title">Practice Accumulating<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <div class="codewrapper sourceCode" id="cb23">
@@ -7229,7 +7068,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb24">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7250,7 +7089,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="practice-accumulating" class="callout-inner">
 <h3 class="callout-title">Practice Accumulating<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p><strong>Create an acronym:</strong> Starting from the list
@@ -7266,7 +7105,7 @@ <h3 class="callout-title">Practice Accumulating<em>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7285,8 +7124,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="cumulative-sum" class="callout-inner">
-<h3 class="callout-title">Cumulative Sum<a class="anchor" aria-label="anchor" href="#cumulative-sum"></a>
-</h3>
+<h3 class="callout-title">Cumulative Sum</h3>
 <div class="callout-content">
 <p>Reorder and properly indent the lines of code below so that they
 print a list with the cumulative sum of data. The result should be
@@ -7310,7 +7148,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7332,8 +7170,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-variable-name-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Variable Name Errors<a class="anchor" aria-label="anchor" href="#identifying-variable-name-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Variable Name Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below and try to identify what the errors are
@@ -7364,7 +7201,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <ul>
 <li>Python variable names are case sensitive: <code>number</code> and
@@ -7395,8 +7232,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-item-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Item Errors<a class="anchor" aria-label="anchor" href="#identifying-item-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Item Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below and try to identify what the errors are
@@ -7419,7 +7255,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution10" aria-expanded="false" aria-controls="collapseSolution10">
   <h4 class="accordion-header" id="headingSolution10"> Show me the solution </h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
 <div class="accordion-body">
 <p>This list has 4 elements and the index to access the last element in
 the list is <code>3</code>.</p>
@@ -7438,8 +7274,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>A <em>for loop</em> executes commands once for each value in a
@@ -7495,8 +7330,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-">Use <code>if</code> statements to control whether or not a block of
-code is executed.<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed."></a>
-<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-"></a>
+code is executed.<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7527,8 +7361,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>3.54 is large</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditionals-are-often-used-inside-loops-">Conditionals are often used inside loops.<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops."></a>
-<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops-"></a>
+</section><section><h2 class="section-heading" id="conditionals-are-often-used-inside-loops-">Conditionals are often used inside loops.<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7551,8 +7384,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 9.22 is large</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-">Use <code>else</code> to execute a block of code when an
-<code>if</code> condition is <em>not</em> true.<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true."></a>
-<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-"></a>
+<code>if</code> condition is <em>not</em> true.<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7580,8 +7412,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1.86 is small
 1.71 is small</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-elif-to-specify-additional-tests-">Use <code>elif</code> to specify additional tests.<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests."></a>
-<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests-"></a>
+</section><section><h2 class="section-heading" id="use-elif-to-specify-additional-tests-">Use <code>elif</code> to specify additional tests.<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7614,8 +7445,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1.86 is small
 1.71 is small</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditions-are-tested-once-in-order-">Conditions are tested once, in order.<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order."></a>
-<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order-"></a>
+</section><section><h2 class="section-heading" id="conditions-are-tested-once-in-order-">Conditions are tested once, in order.<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7692,8 +7522,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 final velocity: 30.0</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="create-a-table-showing-variables-values-to-trace-a-programs-execution-">Create a table showing variables’ values to trace a program’s
-execution.<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution."></a>
-<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution-"></a>
+execution.<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution-"></a>
 </h2>
 <hr class="half-width">
 <table class="table">
@@ -7780,8 +7609,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="compound-relations-using-and-or-and-parentheses" class="callout-inner">
 <h3 class="callout-title">Compound Relations Using <code>and</code>,
-<code>or</code>, and Parentheses<a class="anchor" aria-label="anchor" href="#compound-relations-using-and-or-and-parentheses"></a>
-</h3>
+<code>or</code>, and Parentheses</h3>
 <div class="callout-content">
 <p>Often, you want some combination of things to be true. You can
 combine relations within a conditional using <code>and</code> and
@@ -7829,8 +7657,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tracing-execution" class="callout-inner">
-<h3 class="callout-title">Tracing Execution<a class="anchor" aria-label="anchor" href="#tracing-execution"></a>
-</h3>
+<h3 class="callout-title">Tracing Execution</h3>
 <div class="callout-content">
 <p>What does this program print?</p>
 <div class="codewrapper sourceCode" id="cb18">
@@ -7851,7 +7678,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7867,8 +7694,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="trimming-values" class="callout-inner">
-<h3 class="callout-title">Trimming Values<a class="anchor" aria-label="anchor" href="#trimming-values"></a>
-</h3>
+<h3 class="callout-title">Trimming Values</h3>
 <div class="callout-content">
 <p>Fill in the blanks so that this program creates a new list containing
 zeroes where the original list’s values were negative and ones where the
@@ -7898,7 +7724,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7921,8 +7747,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="processing-small-files" class="callout-inner">
-<h3 class="callout-title">Processing Small Files<a class="anchor" aria-label="anchor" href="#processing-small-files"></a>
-</h3>
+<h3 class="callout-title">Processing Small Files</h3>
 <div class="callout-content">
 <p>Modify this program so that it only processes files with fewer than
 50 records.</p>
@@ -7944,7 +7769,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb24">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7965,8 +7790,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="initializing" class="callout-inner">
-<h3 class="callout-title">Initializing<a class="anchor" aria-label="anchor" href="#initializing"></a>
-</h3>
+<h3 class="callout-title">Initializing</h3>
 <div class="callout-content">
 <p>Modify this program so that it finds the largest and smallest values
 in the list no matter what the range of values originally is.</p>
@@ -7993,7 +7817,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8050,8 +7874,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>if</code> statements to control whether or not a block of
@@ -8105,8 +7928,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="use-a-for-loop-to-process-files-given-a-list-of-their-names-">Use a <code>for</code> loop to process files given a list of their
-names.<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names."></a>
-<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names-"></a>
+names.<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8144,8 +7966,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 dtype: float64</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-">Use <a href="https://docs.python.org/3/library/glob.html#glob.glob" class="external-link"><code>glob.glob</code></a>
-to find sets of files whose names match a pattern.<a class="anchor" aria-label="anchor" href="#use-glob.glob-to-find-sets-of-files-whose-names-match-a-pattern."></a>
-<a class="anchor" aria-label="anchor" href="#use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-"></a>
+to find sets of files whose names match a pattern.<a class="anchor" aria-label="anchor" href="#use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8192,8 +8013,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>all PDB files: []</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-glob-and-for-to-process-batches-of-files-">Use <code>glob</code> and <code>for</code> to process batches of
-files.<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files."></a>
-<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files-"></a>
+files.<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8229,8 +8049,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="determining-matches" class="callout-inner">
-<h3 class="callout-title">Determining Matches<a class="anchor" aria-label="anchor" href="#determining-matches"></a>
-</h3>
+<h3 class="callout-title">Determining Matches</h3>
 <div class="callout-content">
 <p>Which of these files is <em>not</em> matched by the expression
 <code>glob.glob('data/*as*.csv')</code>?</p>
@@ -8247,7 +8066,7 @@ <h3 class="callout-title">Determining Matches<a class="anchor" aria-label="ancho
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>1 is not matched by the glob.</p>
 </div>
@@ -8259,8 +8078,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="minimum-file-size" class="callout-inner">
-<h3 class="callout-title">Minimum File Size<a class="anchor" aria-label="anchor" href="#minimum-file-size"></a>
-</h3>
+<h3 class="callout-title">Minimum File Size</h3>
 <div class="callout-content">
 <p>Modify this program so that it prints the number of records in the
 file that has the fewest records.</p>
@@ -8286,7 +8104,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8314,8 +8132,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="comparing-data" class="callout-inner">
-<h3 class="callout-title">Comparing Data<a class="anchor" aria-label="anchor" href="#comparing-data"></a>
-</h3>
+<h3 class="callout-title">Comparing Data</h3>
 <div class="callout-content">
 <p>Write a program that reads in the regional data sets and plots the
 average GDP per capita for each region over time in a single chart.
@@ -8330,7 +8147,7 @@ <h3 class="callout-title">Comparing Data<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This solution builds a useful legend by using the <a href="https://docs.python.org/3/library/stdtypes.html#str.split" class="external-link">string
 <code>split</code> method</a> to extract the <code>region</code> from
@@ -8371,8 +8188,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="dealing-with-file-paths" class="callout-inner">
-<h3 class="callout-title">Dealing with File Paths<a class="anchor" aria-label="anchor" href="#dealing-with-file-paths"></a>
-</h3>
+<h3 class="callout-title">Dealing with File Paths</h3>
 <div class="callout-content">
 <p>The <a href="https://docs.python.org/3/library/pathlib.html" class="external-link"><code>pathlib</code>
 module</a> provides useful abstractions for file and path manipulation
@@ -8407,8 +8223,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use a <code>for</code> loop to process files given a list of their
@@ -8430,7 +8245,6 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
 <section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
-<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
 </h2>
 <hr class="half-width">
 <p>Over break, reflect on and discuss the following:</p>
@@ -8482,8 +8296,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="break-programs-down-into-functions-to-make-them-easier-to-understand-">Break programs down into functions to make them easier to
-understand.<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand."></a>
-<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand-"></a>
+understand.<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8509,8 +8322,7 @@ <h3 class="card-title">Objectives</h3>
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-">Define a function using <code>def</code> with a name, parameters,
-and a block of code.<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code."></a>
-<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-"></a>
+and a block of code.<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8537,8 +8349,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">'The weather is nice today.'</span>)</span>
 <span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">'Right?'</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="defining-a-function-does-not-run-it-">Defining a function does not run it.<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it."></a>
-<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it-"></a>
+</section><section><h2 class="section-heading" id="defining-a-function-does-not-run-it-">Defining a function does not run it.<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8560,8 +8371,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>Hello!</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="arguments-in-a-function-call-are-matched-to-its-defined-parameters-">Arguments in a function call are matched to its defined
-parameters.<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters."></a>
-<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters-"></a>
+parameters.<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8611,8 +8421,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>()</code> contains the ingredients for the function while the body
 contains the recipe.</li>
 </ul></section><section><h2 class="section-heading" id="functions-may-return-a-result-to-their-caller-using-return-">Functions may return a result to their caller using
-<code>return</code>.<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return-"></a>
+<code>return</code>.<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8678,8 +8487,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-syntax-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Syntax Errors<a class="anchor" aria-label="anchor" href="#identifying-syntax-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Syntax Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below and try to identify what the errors are
@@ -8705,7 +8513,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8724,8 +8532,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="definition-and-use" class="callout-inner">
-<h3 class="callout-title">Definition and Use<a class="anchor" aria-label="anchor" href="#definition-and-use"></a>
-</h3>
+<h3 class="callout-title">Definition and Use</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb17">
@@ -8744,7 +8551,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8776,8 +8583,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="order-of-operations" class="callout-inner">
-<h3 class="callout-title">Order of Operations<a class="anchor" aria-label="anchor" href="#order-of-operations"></a>
-</h3>
+<h3 class="callout-title">Order of Operations</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>What’s wrong in this example?</li>
@@ -8819,7 +8625,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><p>The problem with the example is that the function
@@ -8845,8 +8651,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulation" class="callout-inner">
-<h3 class="callout-title">Encapsulation<a class="anchor" aria-label="anchor" href="#encapsulation"></a>
-</h3>
+<h3 class="callout-title">Encapsulation</h3>
 <div class="callout-content">
 <p>Fill in the blanks to create a function that takes a single filename
 as an argument, loads the data in the file named by the argument, and
@@ -8868,7 +8673,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8888,8 +8693,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="find-the-first" class="callout-inner">
-<h3 class="callout-title">Find the First<a class="anchor" aria-label="anchor" href="#find-the-first"></a>
-</h3>
+<h3 class="callout-title">Find the First</h3>
 <div class="callout-content">
 <p>Fill in the blanks to create a function that takes a list of numbers
 as an argument and returns the first negative value in the list. What
@@ -8911,7 +8715,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8943,8 +8747,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="calling-by-name" class="callout-inner">
-<h3 class="callout-title">Calling by Name<a class="anchor" aria-label="anchor" href="#calling-by-name"></a>
-</h3>
+<h3 class="callout-title">Calling by Name</h3>
 <div class="callout-content">
 <p>Earlier we saw this function:</p>
 <div class="codewrapper sourceCode" id="cb30">
@@ -8975,7 +8778,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><code>2003/2/1</code></li>
@@ -8998,8 +8801,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulation-of-an-ifprint-block" class="callout-inner">
-<h3 class="callout-title">Encapsulation of an If/Print Block<a class="anchor" aria-label="anchor" href="#encapsulation-of-an-ifprint-block"></a>
-</h3>
+<h3 class="callout-title">Encapsulation of an If/Print Block</h3>
 <div class="callout-content">
 <p>The code below will run on a label-printer for chicken eggs. A
 digital scale will report a chicken egg mass (in grams) to the computer
@@ -9063,7 +8865,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb34">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -9094,8 +8896,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulating-data-analysis" class="callout-inner">
-<h3 class="callout-title">Encapsulating Data Analysis<a class="anchor" aria-label="anchor" href="#encapsulating-data-analysis"></a>
-</h3>
+<h3 class="callout-title">Encapsulating Data Analysis</h3>
 <div class="callout-content">
 <p>Assume that the following code has been executed:</p>
 <div class="codewrapper sourceCode" id="cb35">
@@ -9145,7 +8946,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>The average GDP for Japan across the years reported for the 1980s is
@@ -9210,8 +9011,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="simulating-a-dynamical-system" class="callout-inner">
-<h3 class="callout-title">Simulating a dynamical system<a class="anchor" aria-label="anchor" href="#simulating-a-dynamical-system"></a>
-</h3>
+<h3 class="callout-title">Simulating a dynamical system</h3>
 <div class="callout-content">
 <p>In mathematics, a <a href="https://en.wikipedia.org/wiki/Dynamical_system" class="external-link">dynamical
 system</a> is a system in which a function describes the time dependence
@@ -9254,7 +9054,7 @@ <h3 class="callout-title">Simulating a dynamical system<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><div class="codewrapper sourceCode" id="cb43">
@@ -9306,8 +9106,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="using-functions-with-conditionals-in-pandas" class="callout-inner">
-<h3 class="callout-title">Using Functions With Conditionals in Pandas<a class="anchor" aria-label="anchor" href="#using-functions-with-conditionals-in-pandas"></a>
-</h3>
+<h3 class="callout-title">Using Functions With Conditionals in Pandas</h3>
 <div class="callout-content">
 <p>Functions will often contain conditionals. Here is a short example
 that will indicate which quartile the argument is in based on hand-coded
@@ -9364,8 +9163,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Break programs down into functions to make them easier to
@@ -9420,8 +9218,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-">The scope of a variable is the part of a program that can ‘see’ that
-variable.<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable."></a>
-<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-"></a>
+variable.<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -9485,8 +9282,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="local-and-global-variable-use" class="callout-inner">
-<h3 class="callout-title">Local and Global Variable Use<a class="anchor" aria-label="anchor" href="#local-and-global-variable-use"></a>
-</h3>
+<h3 class="callout-title">Local and Global Variable Use</h3>
 <div class="callout-content">
 <p>Trace the values of all variables in this program as it is executed.
 (Use ‘—’ as the value of variables before and after they exist.)</p>
@@ -9509,8 +9305,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <p>Read the traceback below, and identify the following:</p>
 <ol style="list-style-type: decimal">
@@ -9576,8 +9371,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>The scope of a variable is the part of a program that can ‘see’ that
@@ -9625,7 +9419,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="coding-style">Coding style<a class="anchor" aria-label="anchor" href="#coding-style"></a>
-<a class="anchor" aria-label="anchor" href="#coding-style"></a>
 </h2>
 <hr class="half-width">
 <p>A consistent coding style helps others (including our future selves)
@@ -9641,8 +9434,7 @@ <h3 class="card-title">Objectives</h3>
 <li>use white-space, <em>not</em> tabs, to indent lines (tabs can cause
 problems across different text editors, operating systems, and version
 control systems)</li>
-</ul></section><section><h2 class="section-heading" id="follow-standard-python-style-in-your-code-">Follow standard Python style in your code.<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code."></a>
-<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code-"></a>
+</ul></section><section><h2 class="section-heading" id="follow-standard-python-style-in-your-code-">Follow standard Python style in your code.<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -9669,8 +9461,7 @@ <h3 class="card-title">Objectives</h3>
 often more impactful than the particular style used. A consistent style
 will make your software easier to read and understand for others and for
 your future self.</li>
-</ul></section><section><h2 class="section-heading" id="use-assertions-to-check-for-internal-errors-">Use assertions to check for internal errors.<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors."></a>
-<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors-"></a>
+</ul></section><section><h2 class="section-heading" id="use-assertions-to-check-for-internal-errors-">Use assertions to check for internal errors.<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors-"></a>
 </h2>
 <hr class="half-width">
 <p>Assertions are a simple but powerful method for making sure that the
@@ -9690,8 +9481,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 ‘-O’ (optimize) switch. Assertions should contain only simple checks and
 never change the state of the program. For example, an assertion should
 never contain an assignment.</p>
-</section><section><h2 class="section-heading" id="use-docstrings-to-provide-builtin-help-">Use docstrings to provide builtin help.<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help."></a>
-<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help-"></a>
+</section><section><h2 class="section-heading" id="use-docstrings-to-provide-builtin-help-">Use docstrings to provide builtin help.<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help-"></a>
 </h2>
 <hr class="half-width">
 <p>If the first thing in a function is a character string that is not
@@ -9723,8 +9513,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="multiline-strings" class="callout-inner">
-<h3 class="callout-title">Multiline Strings<a class="anchor" aria-label="anchor" href="#multiline-strings"></a>
-</h3>
+<h3 class="callout-title">Multiline Strings</h3>
 <div class="callout-content">
 <p>Often use <em>multiline strings</em> for documentation. These start
 and end with three quote characters (either single or double) and end
@@ -9745,8 +9534,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="what-will-be-shown" class="callout-inner">
-<h3 class="callout-title">What Will Be Shown?<a class="anchor" aria-label="anchor" href="#what-will-be-shown"></a>
-</h3>
+<h3 class="callout-title">What Will Be Shown?</h3>
 <div class="callout-content">
 <p>Highlight the lines in the code below that will be available as
 online help. Are there lines that should be made available, but won’t
@@ -9779,8 +9567,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="document-this" class="callout-inner">
-<h3 class="callout-title">Document This<a class="anchor" aria-label="anchor" href="#document-this"></a>
-</h3>
+<h3 class="callout-title">Document This</h3>
 <div class="callout-content">
 <p>Use comments to describe and help others understand potentially
 unintuitive sections or individual lines of code. They are especially
@@ -9810,7 +9597,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -9831,8 +9618,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="clean-up-this-code" class="callout-inner">
-<h3 class="callout-title">Clean Up This Code<a class="anchor" aria-label="anchor" href="#clean-up-this-code"></a>
-</h3>
+<h3 class="callout-title">Clean Up This Code</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read this short program and try to predict what it does.</li>
@@ -9869,7 +9655,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Here’s one solution.</p>
 <div class="codewrapper sourceCode" id="cb9">
@@ -9925,8 +9711,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Follow standard Python style in your code.</li>
@@ -9975,8 +9760,7 @@ <h3 class="card-title">Objectives</h3>
 that seem obvious when we’re thinking about them turn out to be anything
 but when we have to explain them precisely.</p>
 <section><h2 class="section-heading" id="python-supports-a-large-and-diverse-community-across-academia-and-industry-">Python supports a large and diverse community across academia and
-industry.<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry."></a>
-<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry-"></a>
+industry.<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -10002,8 +9786,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Python supports a large and diverse community across academia and
@@ -10051,8 +9834,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>We are constantly seeking to improve this course.</li>
@@ -10084,7 +9866,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -10107,8 +9889,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://swcarpentry.github.io/python-novice-gapminder/aio.html",
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/aio.html",
   "dateCreated": "2016-01-07",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/assets/styles.css b/assets/styles.css
index 58233a7b8..4dc74d328 100644
--- a/assets/styles.css
+++ b/assets/styles.css
@@ -2,4 +2,4 @@
  * Bootstrap  v5.3.2 (https://getbootstrap.com/)
  * Copyright 2011-2023 The Bootstrap Authors
  * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)
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reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") ". ";counter-increment:section}.list-group-item-action{width:100%;color:var(--bs-list-group-action-color);text-align:inherit}.list-group-item-action:hover,.list-group-item-action:focus{z-index:1;color:var(--bs-list-group-action-hover-color);text-decoration:none;background-color:var(--bs-list-group-action-hover-bg)}.list-group-item-action:active{color:var(--bs-list-group-action-active-color);background-color:var(--bs-list-group-action-active-bg)}.list-group-item{position:relative;display:block;padding:var(--bs-list-group-item-padding-y) var(--bs-list-group-item-padding-x);color:var(--bs-list-group-color);text-decoration:none;background-color:var(--bs-list-group-bg);border:var(--bs-list-group-border-width) solid var(--bs-list-group-border-color)}.list-group-item:first-child{border-top-left-radius:inherit;border-top-right-radius:inherit}.list-group-item:last-child{border-bottom-right-radius:inherit;border-bottom-left-radius:inherit}.list-group-item.disabled,.list-group-item:disabled{color:var(--bs-list-group-disabled-color);pointer-events:none;background-color:var(--bs-list-group-disabled-bg)}.list-group-item.active{z-index:2;color:var(--bs-list-group-active-color);background-color:var(--bs-list-group-active-bg);border-color:var(--bs-list-group-active-border-color)}.list-group-item+.list-group-item{border-top-width:0}.list-group-item+.list-group-item.active{margin-top:calc(-1*var(--bs-list-group-border-width));border-top-width:var(--bs-list-group-border-width)}.list-group-horizontal{flex-direction:row}.list-group-horizontal>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal>.list-group-item.active{margin-top:0}.list-group-horizontal>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}@media(min-width: 576px){.list-group-horizontal-sm{flex-direction:row}.list-group-horizontal-sm>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-sm>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-sm>.list-group-item.active{margin-top:0}.list-group-horizontal-sm>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-sm>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 768px){.list-group-horizontal-md{flex-direction:row}.list-group-horizontal-md>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-md>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-md>.list-group-item.active{margin-top:0}.list-group-horizontal-md>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-md>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 992px){.list-group-horizontal-lg{flex-direction:row}.list-group-horizontal-lg>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-lg>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-lg>.list-group-item.active{margin-top:0}.list-group-horizontal-lg>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-lg>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1200px){.list-group-horizontal-xl{flex-direction:row}.list-group-horizontal-xl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xl>.list-group-item.active{margin-top:0}.list-group-horizontal-xl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}@media(min-width: 1400px){.list-group-horizontal-xxl{flex-direction:row}.list-group-horizontal-xxl>.list-group-item:first-child:not(:last-child){border-bottom-left-radius:var(--bs-list-group-border-radius);border-top-right-radius:0}.list-group-horizontal-xxl>.list-group-item:last-child:not(:first-child){border-top-right-radius:var(--bs-list-group-border-radius);border-bottom-left-radius:0}.list-group-horizontal-xxl>.list-group-item.active{margin-top:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item{border-top-width:var(--bs-list-group-border-width);border-left-width:0}.list-group-horizontal-xxl>.list-group-item+.list-group-item.active{margin-left:calc(-1*var(--bs-list-group-border-width));border-left-width:var(--bs-list-group-border-width)}}.list-group-flush{border-radius:0}.list-group-flush>.list-group-item{border-width:0 0 var(--bs-list-group-border-width)}.list-group-flush>.list-group-item:last-child{border-bottom-width:0}.list-group-item-primary{--bs-list-group-color: var(--bs-primary-text-emphasis);--bs-list-group-bg: var(--bs-primary-bg-subtle);--bs-list-group-border-color: var(--bs-primary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-primary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-primary-border-subtle);--bs-list-group-active-color: var(--bs-primary-bg-subtle);--bs-list-group-active-bg: var(--bs-primary-text-emphasis);--bs-list-group-active-border-color: var(--bs-primary-text-emphasis)}.list-group-item-secondary{--bs-list-group-color: var(--bs-secondary-text-emphasis);--bs-list-group-bg: var(--bs-secondary-bg-subtle);--bs-list-group-border-color: var(--bs-secondary-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-secondary-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-secondary-border-subtle);--bs-list-group-active-color: var(--bs-secondary-bg-subtle);--bs-list-group-active-bg: var(--bs-secondary-text-emphasis);--bs-list-group-active-border-color: var(--bs-secondary-text-emphasis)}.list-group-item-success{--bs-list-group-color: var(--bs-success-text-emphasis);--bs-list-group-bg: var(--bs-success-bg-subtle);--bs-list-group-border-color: var(--bs-success-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-success-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-success-border-subtle);--bs-list-group-active-color: var(--bs-success-bg-subtle);--bs-list-group-active-bg: var(--bs-success-text-emphasis);--bs-list-group-active-border-color: var(--bs-success-text-emphasis)}.list-group-item-info{--bs-list-group-color: var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto no-repeat;border:0;border-radius:.375rem;opacity:var(--bs-btn-close-opacity)}.btn-close:hover{color:var(--bs-btn-close-color);text-decoration:none;opacity:var(--bs-btn-close-hover-opacity)}.btn-close:focus{outline:0;box-shadow:var(--bs-btn-close-focus-shadow);opacity:var(--bs-btn-close-focus-opacity)}.btn-close:disabled,.btn-close.disabled{pointer-events:none;user-select:none;opacity:var(--bs-btn-close-disabled-opacity)}.btn-close-white{filter:var(--bs-btn-close-white-filter)}[data-bs-theme=dark] .btn-close{filter:var(--bs-btn-close-white-filter)}.toast{--bs-toast-zindex: 1090;--bs-toast-padding-x: 0.75rem;--bs-toast-padding-y: 0.5rem;--bs-toast-spacing: 1.5rem;--bs-toast-max-width: 350px;--bs-toast-font-size:0.875rem;--bs-toast-color: ;--bs-toast-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-border-width: var(--bs-border-width);--bs-toast-border-color: var(--bs-border-color-translucent);--bs-toast-border-radius: var(--bs-border-radius);--bs-toast-box-shadow: var(--bs-box-shadow);--bs-toast-header-color: var(--bs-secondary-color);--bs-toast-header-bg: rgba(var(--bs-body-bg-rgb), 0.85);--bs-toast-header-border-color: var(--bs-border-color-translucent);width:var(--bs-toast-max-width);max-width:100%;font-size:var(--bs-toast-font-size);color:var(--bs-toast-color);pointer-events:auto;background-color:var(--bs-toast-bg);background-clip:padding-box;border:var(--bs-toast-border-width) solid var(--bs-toast-border-color);box-shadow:var(--bs-toast-box-shadow);border-radius:var(--bs-toast-border-radius)}.toast.showing{opacity:0}.toast:not(.show){display:none}.toast-container{--bs-toast-zindex: 1090;position:absolute;z-index:var(--bs-toast-zindex);width:max-content;max-width:100%;pointer-events:none}.toast-container>:not(:last-child){margin-bottom:var(--bs-toast-spacing)}.toast-header{display:flex;align-items:center;padding:var(--bs-toast-padding-y) var(--bs-toast-padding-x);color:var(--bs-toast-header-color);background-color:var(--bs-toast-header-bg);background-clip:padding-box;border-bottom:var(--bs-toast-border-width) solid var(--bs-toast-header-border-color);border-top-left-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width));border-top-right-radius:calc(var(--bs-toast-border-radius) - var(--bs-toast-border-width))}.toast-header .btn-close{margin-right:calc(-0.5*var(--bs-toast-padding-x));margin-left:var(--bs-toast-padding-x)}.toast-body{padding:var(--bs-toast-padding-x);word-wrap:break-word}.modal{--bs-modal-zindex: 1055;--bs-modal-width: 500px;--bs-modal-padding: 1rem;--bs-modal-margin: 0.5rem;--bs-modal-color: ;--bs-modal-bg: var(--bs-body-bg);--bs-modal-border-color: var(--bs-border-color-translucent);--bs-modal-border-width: var(--bs-border-width);--bs-modal-border-radius: var(--bs-border-radius-lg);--bs-modal-box-shadow: var(--bs-box-shadow-sm);--bs-modal-inner-border-radius: calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static 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0.25rem;--bs-tooltip-margin: ;--bs-tooltip-font-size:0.875rem;--bs-tooltip-color: var(--bs-body-bg);--bs-tooltip-bg: var(--bs-emphasis-color);--bs-tooltip-border-radius: var(--bs-border-radius);--bs-tooltip-opacity: 0.9;--bs-tooltip-arrow-width: 0.8rem;--bs-tooltip-arrow-height: 0.4rem;z-index:var(--bs-tooltip-zindex);display:block;margin:var(--bs-tooltip-margin);font-family:var(--bs-font-sans-serif);font-style:normal;font-weight:400;line-height:1.5;text-align:left;text-align:start;text-decoration:none;text-shadow:none;text-transform:none;letter-spacing:normal;word-break:normal;white-space:normal;word-spacing:normal;line-break:auto;font-size:var(--bs-tooltip-font-size);word-wrap:break-word;opacity:0}.tooltip.show{opacity:var(--bs-tooltip-opacity)}.tooltip .tooltip-arrow{display:block;width:var(--bs-tooltip-arrow-width);height:var(--bs-tooltip-arrow-height)}.tooltip .tooltip-arrow::before{position:absolute;content:"";border-color:rgba(0,0,0,0);border-style:solid}.bs-tooltip-top .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow{bottom:calc(-1*var(--bs-tooltip-arrow-height))}.bs-tooltip-top .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=top] .tooltip-arrow::before{top:-1px;border-width:var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;border-top-color:var(--bs-tooltip-bg)}.bs-tooltip-end .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow{left:calc(-1*var(--bs-tooltip-arrow-height));width:var(--bs-tooltip-arrow-height);height:var(--bs-tooltip-arrow-width)}.bs-tooltip-end .tooltip-arrow::before,.bs-tooltip-auto[data-popper-placement^=right] .tooltip-arrow::before{right:-1px;border-width:calc(var(--bs-tooltip-arrow-width)*.5) var(--bs-tooltip-arrow-height) calc(var(--bs-tooltip-arrow-width)*.5) 0;border-right-color:var(--bs-tooltip-bg)}.bs-tooltip-bottom .tooltip-arrow,.bs-tooltip-auto[data-popper-placement^=bottom] 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var(--bs-body-color);--bs-dropdown-bg: var(--bs-body-bg);--bs-dropdown-border-color: var(--bs-border-color-translucent);--bs-dropdown-border-radius: var(--bs-border-radius);--bs-dropdown-border-width: var(--bs-border-width);--bs-dropdown-inner-border-radius: calc(var(--bs-border-radius) - var(--bs-border-width));--bs-dropdown-divider-bg: var(--bs-border-color-translucent);--bs-dropdown-divider-margin-y: 0.5rem;--bs-dropdown-box-shadow: var(--bs-box-shadow);--bs-dropdown-link-color: var(--bs-body-color);--bs-dropdown-link-hover-color: var(--bs-body-color);--bs-dropdown-link-hover-bg: var(--bs-tertiary-bg);--bs-dropdown-link-active-color: #fff;--bs-dropdown-link-active-bg: #0d6efd;--bs-dropdown-link-disabled-color: var(--bs-tertiary-color);--bs-dropdown-item-padding-x: 1rem;--bs-dropdown-item-padding-y: 0.25rem;--bs-dropdown-header-color: #6c757d;--bs-dropdown-header-padding-x: 1rem;--bs-dropdown-header-padding-y: 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768px){.dropdown-menu-md-start{--bs-position: start}.dropdown-menu-md-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-md-end{--bs-position: end}.dropdown-menu-md-end[data-bs-popper]{right:0;left:auto}}@media(min-width: 992px){.dropdown-menu-lg-start{--bs-position: start}.dropdown-menu-lg-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-lg-end{--bs-position: end}.dropdown-menu-lg-end[data-bs-popper]{right:0;left:auto}}@media(min-width: 1200px){.dropdown-menu-xl-start{--bs-position: start}.dropdown-menu-xl-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-xl-end{--bs-position: end}.dropdown-menu-xl-end[data-bs-popper]{right:0;left:auto}}@media(min-width: 1400px){.dropdown-menu-xxl-start{--bs-position: start}.dropdown-menu-xxl-start[data-bs-popper]{right:auto;left:0}.dropdown-menu-xxl-end{--bs-position: end}.dropdown-menu-xxl-end[data-bs-popper]{right:0;left:auto}}.dropup 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.dropdown-toggle::after{display:inline-block;margin-left:.255em;vertical-align:.255em;content:""}.dropstart .dropdown-toggle::after{display:none}.dropstart .dropdown-toggle::before{display:inline-block;margin-right:.255em;vertical-align:.255em;content:"";border-top:.3em solid rgba(0,0,0,0);border-right:.3em solid;border-bottom:.3em solid rgba(0,0,0,0)}.dropstart .dropdown-toggle:empty::after{margin-left:0}.dropstart .dropdown-toggle::before{vertical-align:0}.dropdown-divider{height:0;margin:var(--bs-dropdown-divider-margin-y) 0;overflow:hidden;border-top:1px solid var(--bs-dropdown-divider-bg);opacity:1}.dropdown-item{display:block;width:100%;padding:var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);clear:both;font-weight:400;color:var(--bs-dropdown-link-color);text-align:inherit;text-decoration:none;white-space:nowrap;background-color:rgba(0,0,0,0);border:0;border-radius:var(--bs-dropdown-item-border-radius, 0)}.dropdown-item:hover,.dropdown-item:focus{color:var(--bs-dropdown-link-hover-color);background-color:var(--bs-dropdown-link-hover-bg)}.dropdown-item.active,.dropdown-item:active{color:var(--bs-dropdown-link-active-color);text-decoration:none;background-color:var(--bs-dropdown-link-active-bg)}.dropdown-item.disabled,.dropdown-item:disabled{color:var(--bs-dropdown-link-disabled-color);pointer-events:none;background-color:rgba(0,0,0,0)}.dropdown-menu.show{display:block}.dropdown-header{display:block;padding:var(--bs-dropdown-header-padding-y) var(--bs-dropdown-header-padding-x);margin-bottom:0;font-size:0.875rem;color:var(--bs-dropdown-header-color);white-space:nowrap}.dropdown-item-text{display:block;padding:var(--bs-dropdown-item-padding-y) var(--bs-dropdown-item-padding-x);color:var(--bs-dropdown-link-color)}.dropdown-menu-dark{--bs-dropdown-color: #dee2e6;--bs-dropdown-bg: #343a40;--bs-dropdown-border-color: var(--bs-border-color-translucent);--bs-dropdown-box-shadow: ;--bs-dropdown-link-color: #dee2e6;--bs-dropdown-link-hover-color: #fff;--bs-dropdown-divider-bg: var(--bs-border-color-translucent);--bs-dropdown-link-hover-bg: rgba(255, 255, 255, 0.15);--bs-dropdown-link-active-color: #fff;--bs-dropdown-link-active-bg: #0d6efd;--bs-dropdown-link-disabled-color: #adb5bd;--bs-dropdown-header-color: #adb5bd}.btn-group,.btn-group-vertical{position:relative;display:inline-flex;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;flex:1 1 auto}.btn-group>.btn-check:checked+.btn,.btn-group>.btn-check:focus+.btn,.btn-group>.btn:hover,.btn-group>.btn:focus,.btn-group>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn-check:checked+.btn,.btn-group-vertical>.btn-check:focus+.btn,.btn-group-vertical>.btn:hover,.btn-group-vertical>.btn:focus,.btn-group-vertical>.btn:active,.btn-group-vertical>.btn.active{z-index:1}.btn-toolbar{display:flex;flex-wrap:wrap;justify-content:flex-start}.btn-toolbar .input-group{width:auto}.btn-group{border-radius:var(--bs-border-radius)}.btn-group>:not(.btn-check:first-child)+.btn,.btn-group>.btn-group:not(:first-child){margin-left:calc(var(--bs-border-width) * -1)}.btn-group>.btn:not(:last-child):not(.dropdown-toggle),.btn-group>.btn.dropdown-toggle-split:first-child,.btn-group>.btn-group:not(:last-child)>.btn{border-top-right-radius:0;border-bottom-right-radius:0}.btn-group>.btn:nth-child(n+3),.btn-group>:not(.btn-check)+.btn,.btn-group>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-bottom-left-radius:0}.dropdown-toggle-split{padding-right:.5625rem;padding-left:.5625rem}.dropdown-toggle-split::after,.dropup .dropdown-toggle-split::after,.dropend .dropdown-toggle-split::after{margin-left:0}.dropstart .dropdown-toggle-split::before{margin-right:0}.btn-sm+.dropdown-toggle-split,.btn-group-sm>.btn+.dropdown-toggle-split{padding-right:.375rem;padding-left:.375rem}.btn-lg+.dropdown-toggle-split,.btn-group-lg>.btn+.dropdown-toggle-split{padding-right:.75rem;padding-left:.75rem}.btn-group-vertical{flex-direction:column;align-items:flex-start;justify-content:center}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group{width:100%}.btn-group-vertical>.btn:not(:first-child),.btn-group-vertical>.btn-group:not(:first-child){margin-top:calc(var(--bs-border-width) * -1)}.btn-group-vertical>.btn:not(:last-child):not(.dropdown-toggle),.btn-group-vertical>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn~.btn,.btn-group-vertical>.btn-group:not(:first-child)>.btn{border-top-left-radius:0;border-top-right-radius:0}.nav{--bs-nav-link-padding-x: 1rem;--bs-nav-link-padding-y: 0.5rem;--bs-nav-link-font-weight: ;--bs-nav-link-color: var(--bs-link-color);--bs-nav-link-hover-color: var(--bs-link-hover-color);--bs-nav-link-disabled-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding-left:0;margin-bottom:0;list-style:none}.nav-link{display:block;padding:var(--bs-nav-link-padding-y) var(--bs-nav-link-padding-x);font-size:var(--bs-nav-link-font-size);font-weight:var(--bs-nav-link-font-weight);color:var(--bs-nav-link-color);text-decoration:none;background:none;border:0;transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out}@media(prefers-reduced-motion: reduce){.nav-link{transition:none}}.nav-link:hover,.nav-link:focus{color:var(--bs-nav-link-hover-color)}.nav-link:focus-visible{outline:0;box-shadow:0 0 0 .25rem rgba(13,110,253,.25)}.nav-link.disabled,.nav-link:disabled{color:var(--bs-nav-link-disabled-color);pointer-events:none;cursor:default}.nav-tabs{--bs-nav-tabs-border-width: var(--bs-border-width);--bs-nav-tabs-border-color: var(--bs-border-color);--bs-nav-tabs-border-radius: var(--bs-border-radius);--bs-nav-tabs-link-hover-border-color: var(--bs-secondary-bg) var(--bs-secondary-bg) var(--bs-border-color);--bs-nav-tabs-link-active-color: var(--bs-emphasis-color);--bs-nav-tabs-link-active-bg: var(--bs-body-bg);--bs-nav-tabs-link-active-border-color: var(--bs-border-color) var(--bs-border-color) var(--bs-body-bg);border-bottom:var(--bs-nav-tabs-border-width) solid var(--bs-nav-tabs-border-color)}.nav-tabs .nav-link{margin-bottom:calc(-1*var(--bs-nav-tabs-border-width));border:var(--bs-nav-tabs-border-width) solid rgba(0,0,0,0);border-top-left-radius:var(--bs-nav-tabs-border-radius);border-top-right-radius:var(--bs-nav-tabs-border-radius)}.nav-tabs .nav-link:hover,.nav-tabs .nav-link:focus{isolation:isolate;border-color:var(--bs-nav-tabs-link-hover-border-color)}.nav-tabs .nav-link.active,.nav-tabs .nav-item.show .nav-link{color:var(--bs-nav-tabs-link-active-color);background-color:var(--bs-nav-tabs-link-active-bg);border-color:var(--bs-nav-tabs-link-active-border-color)}.nav-tabs .dropdown-menu{margin-top:calc(-1*var(--bs-nav-tabs-border-width));border-top-left-radius:0;border-top-right-radius:0}.nav-pills{--bs-nav-pills-border-radius: var(--bs-border-radius);--bs-nav-pills-link-active-color: #fff;--bs-nav-pills-link-active-bg: #0d6efd}.nav-pills .nav-link{border-radius:var(--bs-nav-pills-border-radius)}.nav-pills .nav-link.active,.nav-pills .show>.nav-link{color:var(--bs-nav-pills-link-active-color);background-color:var(--bs-nav-pills-link-active-bg)}.nav-underline{--bs-nav-underline-gap: 1rem;--bs-nav-underline-border-width: 0.125rem;--bs-nav-underline-link-active-color: var(--bs-emphasis-color);gap:var(--bs-nav-underline-gap)}.nav-underline .nav-link{padding-right:0;padding-left:0;border-bottom:var(--bs-nav-underline-border-width) solid rgba(0,0,0,0)}.nav-underline .nav-link:hover,.nav-underline .nav-link:focus{border-bottom-color:currentcolor}.nav-underline .nav-link.active,.nav-underline .show>.nav-link{font-weight:700;color:var(--bs-nav-underline-link-active-color);border-bottom-color:currentcolor}.nav-fill>.nav-link,.nav-fill .nav-item{flex:1 1 auto;text-align:center}.nav-justified>.nav-link,.nav-justified .nav-item{flex-basis:0;flex-grow:1;text-align:center}.nav-fill .nav-item .nav-link,.nav-justified .nav-item .nav-link{width:100%}.tab-content>.tab-pane{display:none}.tab-content>.active{display:block}.navbar{--bs-navbar-padding-x: 0;--bs-navbar-padding-y: 0.5rem;--bs-navbar-color: rgba(var(--bs-emphasis-color-rgb), 0.65);--bs-navbar-hover-color: rgba(var(--bs-emphasis-color-rgb), 0.8);--bs-navbar-disabled-color: rgba(var(--bs-emphasis-color-rgb), 0.3);--bs-navbar-active-color: rgba(var(--bs-emphasis-color-rgb), 1);--bs-navbar-brand-padding-y: 0.3125rem;--bs-navbar-brand-margin-end: 1rem;--bs-navbar-brand-font-size: 1.25rem;--bs-navbar-brand-color: rgba(var(--bs-emphasis-color-rgb), 1);--bs-navbar-brand-hover-color: rgba(var(--bs-emphasis-color-rgb), 1);--bs-navbar-nav-link-padding-x: 0.5rem;--bs-navbar-toggler-padding-y: 0.25rem;--bs-navbar-toggler-padding-x: 0.75rem;--bs-navbar-toggler-font-size: 1.25rem;--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%2833, 37, 41, 0.75%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e");--bs-navbar-toggler-border-color: rgba(var(--bs-emphasis-color-rgb), 0.15);--bs-navbar-toggler-border-radius: var(--bs-border-radius);--bs-navbar-toggler-focus-width: 0.25rem;--bs-navbar-toggler-transition: box-shadow 0.15s ease-in-out;position:relative;display:flex;flex-wrap:wrap;align-items:center;justify-content:space-between;padding:var(--bs-navbar-padding-y) 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.nav-link.show{color:var(--bs-navbar-active-color)}.navbar-nav .dropdown-menu{position:static}.navbar-text{padding-top:.5rem;padding-bottom:.5rem;color:var(--bs-navbar-color)}.navbar-text a,.navbar-text a:hover,.navbar-text a:focus{color:var(--bs-navbar-active-color)}.navbar-collapse{flex-basis:100%;flex-grow:1;align-items:center}.navbar-toggler{padding:var(--bs-navbar-toggler-padding-y) var(--bs-navbar-toggler-padding-x);font-size:var(--bs-navbar-toggler-font-size);line-height:1;color:var(--bs-navbar-color);background-color:rgba(0,0,0,0);border:var(--bs-border-width) solid var(--bs-navbar-toggler-border-color);border-radius:var(--bs-navbar-toggler-border-radius);transition:var(--bs-navbar-toggler-transition)}@media(prefers-reduced-motion: reduce){.navbar-toggler{transition:none}}.navbar-toggler:hover{text-decoration:none}.navbar-toggler:focus{text-decoration:none;outline:0;box-shadow:0 0 0 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!important;transform:none !important;transition:none}.navbar-expand-md .offcanvas .offcanvas-header{display:none}.navbar-expand-md .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 992px){.navbar-expand-lg{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-lg .navbar-nav{flex-direction:row}.navbar-expand-lg .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-lg .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-lg .navbar-nav-scroll{overflow:visible}.navbar-expand-lg .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-lg .navbar-toggler{display:none}.navbar-expand-lg .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-lg .offcanvas .offcanvas-header{display:none}.navbar-expand-lg .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1200px){.navbar-expand-xl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xl .navbar-nav{flex-direction:row}.navbar-expand-xl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xl .navbar-nav-scroll{overflow:visible}.navbar-expand-xl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xl .navbar-toggler{display:none}.navbar-expand-xl .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xl .offcanvas .offcanvas-header{display:none}.navbar-expand-xl .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}@media(min-width: 1400px){.navbar-expand-xxl{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand-xxl .navbar-nav{flex-direction:row}.navbar-expand-xxl .navbar-nav .dropdown-menu{position:absolute}.navbar-expand-xxl .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand-xxl .navbar-nav-scroll{overflow:visible}.navbar-expand-xxl .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand-xxl .navbar-toggler{display:none}.navbar-expand-xxl .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand-xxl .offcanvas .offcanvas-header{display:none}.navbar-expand-xxl .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}}.navbar-expand{flex-wrap:nowrap;justify-content:flex-start}.navbar-expand .navbar-nav{flex-direction:row}.navbar-expand .navbar-nav .dropdown-menu{position:absolute}.navbar-expand .navbar-nav .nav-link{padding-right:var(--bs-navbar-nav-link-padding-x);padding-left:var(--bs-navbar-nav-link-padding-x)}.navbar-expand .navbar-nav-scroll{overflow:visible}.navbar-expand .navbar-collapse{display:flex !important;flex-basis:auto}.navbar-expand .navbar-toggler{display:none}.navbar-expand .offcanvas{position:static;z-index:auto;flex-grow:1;width:auto !important;height:auto !important;visibility:visible !important;background-color:rgba(0,0,0,0) !important;border:0 !important;transform:none !important;transition:none}.navbar-expand .offcanvas .offcanvas-header{display:none}.navbar-expand .offcanvas .offcanvas-body{display:flex;flex-grow:0;padding:0;overflow-y:visible}.navbar-dark,.navbar[data-bs-theme=dark]{--bs-navbar-color: rgba(255, 255, 255, 0.55);--bs-navbar-hover-color: rgba(255, 255, 255, 0.75);--bs-navbar-disabled-color: rgba(255, 255, 255, 0.25);--bs-navbar-active-color: #fff;--bs-navbar-brand-color: #fff;--bs-navbar-brand-hover-color: #fff;--bs-navbar-toggler-border-color: rgba(255, 255, 255, 0.1);--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}[data-bs-theme=dark] .navbar-toggler-icon{--bs-navbar-toggler-icon-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 30 30'%3e%3cpath stroke='rgba%28255, 255, 255, 0.55%29' stroke-linecap='round' stroke-miterlimit='10' stroke-width='2' d='M4 7h22M4 15h22M4 23h22'/%3e%3c/svg%3e")}.card{--bs-card-spacer-y: 1rem;--bs-card-spacer-x: 1rem;--bs-card-title-spacer-y: 0.5rem;--bs-card-title-color: ;--bs-card-subtitle-color: ;--bs-card-border-width: var(--bs-border-width);--bs-card-border-color: var(--bs-border-color-translucent);--bs-card-border-radius: var(--bs-border-radius);--bs-card-box-shadow: ;--bs-card-inner-border-radius: calc(var(--bs-border-radius) - (var(--bs-border-width)));--bs-card-cap-padding-y: 0.5rem;--bs-card-cap-padding-x: 1rem;--bs-card-cap-bg: rgba(var(--bs-body-color-rgb), 0.03);--bs-card-cap-color: ;--bs-card-height: ;--bs-card-color: ;--bs-card-bg: var(--bs-body-bg);--bs-card-img-overlay-padding: 1rem;--bs-card-group-margin: 0.75rem;position:relative;display:flex;flex-direction:column;min-width:0;height:var(--bs-card-height);color:var(--bs-body-color);word-wrap:break-word;background-color:var(--bs-card-bg);background-clip:border-box;border:var(--bs-card-border-width) solid var(--bs-card-border-color);border-radius:var(--bs-card-border-radius)}.card>hr{margin-right:0;margin-left:0}.card>.list-group{border-top:inherit;border-bottom:inherit}.card>.list-group:first-child{border-top-width:0;border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card>.list-group:last-child{border-bottom-width:0;border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card>.card-header+.list-group,.card>.list-group+.card-footer{border-top:0}.card-body{flex:1 1 auto;padding:var(--bs-card-spacer-y) var(--bs-card-spacer-x);color:var(--bs-card-color)}.card-title{margin-bottom:var(--bs-card-title-spacer-y);color:var(--bs-card-title-color)}.card-subtitle{margin-top:calc(-0.5*var(--bs-card-title-spacer-y));margin-bottom:0;color:var(--bs-card-subtitle-color)}.card-text:last-child{margin-bottom:0}.card-link+.card-link{margin-left:var(--bs-card-spacer-x)}.card-header{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);margin-bottom:0;color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-bottom:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-header:first-child{border-radius:var(--bs-card-inner-border-radius) var(--bs-card-inner-border-radius) 0 0}.card-footer{padding:var(--bs-card-cap-padding-y) var(--bs-card-cap-padding-x);color:var(--bs-card-cap-color);background-color:var(--bs-card-cap-bg);border-top:var(--bs-card-border-width) solid var(--bs-card-border-color)}.card-footer:last-child{border-radius:0 0 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.nav-link.active{background-color:var(--bs-card-bg);border-bottom-color:var(--bs-card-bg)}.card-header-pills{margin-right:calc(-0.5*var(--bs-card-cap-padding-x));margin-left:calc(-0.5*var(--bs-card-cap-padding-x))}.card-img-overlay{position:absolute;top:0;right:0;bottom:0;left:0;padding:var(--bs-card-img-overlay-padding);border-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-top,.card-img-bottom{width:100%}.card-img,.card-img-top{border-top-left-radius:var(--bs-card-inner-border-radius);border-top-right-radius:var(--bs-card-inner-border-radius)}.card-img,.card-img-bottom{border-bottom-right-radius:var(--bs-card-inner-border-radius);border-bottom-left-radius:var(--bs-card-inner-border-radius)}.card-group>.card{margin-bottom:var(--bs-card-group-margin)}@media(min-width: 576px){.card-group{display:flex;flex-flow:row wrap}.card-group>.card{flex:1 0 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0 16 16' fill='%23052c65'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-focus-border-color: #86b7fe;--bs-accordion-btn-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-accordion-body-padding-x: 1.25rem;--bs-accordion-body-padding-y: 1rem;--bs-accordion-active-color: var(--bs-primary-text-emphasis);--bs-accordion-active-bg: var(--bs-primary-bg-subtle)}.accordion-button{position:relative;display:flex;align-items:center;width:100%;padding:var(--bs-accordion-btn-padding-y) var(--bs-accordion-btn-padding-x);font-size:1rem;color:var(--bs-accordion-btn-color);text-align:left;background-color:var(--bs-accordion-btn-bg);border:0;border-radius:0;overflow-anchor:none;transition:var(--bs-accordion-transition)}@media(prefers-reduced-motion: reduce){.accordion-button{transition:none}}.accordion-button:not(.collapsed){color:var(--bs-accordion-active-color);background-color:var(--bs-accordion-active-bg);box-shadow:inset 0 calc(-1*var(--bs-accordion-border-width)) 0 var(--bs-accordion-border-color)}.accordion-button:not(.collapsed)::after{background-image:var(--bs-accordion-btn-active-icon);transform:var(--bs-accordion-btn-icon-transform)}.accordion-button::after{flex-shrink:0;width:var(--bs-accordion-btn-icon-width);height:var(--bs-accordion-btn-icon-width);margin-left:auto;content:"";background-image:var(--bs-accordion-btn-icon);background-repeat:no-repeat;background-size:var(--bs-accordion-btn-icon-width);transition:var(--bs-accordion-btn-icon-transition)}@media(prefers-reduced-motion: reduce){.accordion-button::after{transition:none}}.accordion-button:hover{z-index:2}.accordion-button:focus{z-index:3;border-color:var(--bs-accordion-btn-focus-border-color);outline:0;box-shadow:var(--bs-accordion-btn-focus-box-shadow)}.accordion-header{margin-bottom:0}.accordion-item{color:var(--bs-accordion-color);background-color:var(--bs-accordion-bg);border:var(--bs-accordion-border-width) solid var(--bs-accordion-border-color)}.accordion-item:first-of-type{border-top-left-radius:var(--bs-accordion-border-radius);border-top-right-radius:var(--bs-accordion-border-radius)}.accordion-item:first-of-type .accordion-button{border-top-left-radius:var(--bs-accordion-inner-border-radius);border-top-right-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:not(:first-of-type){border-top:0}.accordion-item:last-of-type{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-item:last-of-type .accordion-button.collapsed{border-bottom-right-radius:var(--bs-accordion-inner-border-radius);border-bottom-left-radius:var(--bs-accordion-inner-border-radius)}.accordion-item:last-of-type .accordion-collapse{border-bottom-right-radius:var(--bs-accordion-border-radius);border-bottom-left-radius:var(--bs-accordion-border-radius)}.accordion-body{padding:var(--bs-accordion-body-padding-y) var(--bs-accordion-body-padding-x)}.accordion-flush .accordion-collapse{border-width:0}.accordion-flush .accordion-item{border-right:0;border-left:0;border-radius:0}.accordion-flush .accordion-item:first-child{border-top:0}.accordion-flush .accordion-item:last-child{border-bottom:0}.accordion-flush .accordion-item .accordion-button,.accordion-flush .accordion-item .accordion-button.collapsed{border-radius:0}[data-bs-theme=dark] .accordion-button::after{--bs-accordion-btn-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e");--bs-accordion-btn-active-icon: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%236ea8fe'%3e%3cpath fill-rule='evenodd' d='M1.646 4.646a.5.5 0 0 1 .708 0L8 10.293l5.646-5.647a.5.5 0 0 1 .708.708l-6 6a.5.5 0 0 1-.708 0l-6-6a.5.5 0 0 1 0-.708z'/%3e%3c/svg%3e")}.breadcrumb{--bs-breadcrumb-padding-x: 0;--bs-breadcrumb-padding-y: 0;--bs-breadcrumb-margin-bottom: 1rem;--bs-breadcrumb-bg: ;--bs-breadcrumb-border-radius: ;--bs-breadcrumb-divider-color: var(--bs-secondary-color);--bs-breadcrumb-item-padding-x: 0.5rem;--bs-breadcrumb-item-active-color: var(--bs-secondary-color);display:flex;flex-wrap:wrap;padding:var(--bs-breadcrumb-padding-y) var(--bs-breadcrumb-padding-x);margin-bottom:var(--bs-breadcrumb-margin-bottom);font-size:var(--bs-breadcrumb-font-size);list-style:none;background-color:var(--bs-breadcrumb-bg);border-radius:var(--bs-breadcrumb-border-radius)}.breadcrumb-item+.breadcrumb-item{padding-left:var(--bs-breadcrumb-item-padding-x)}.breadcrumb-item+.breadcrumb-item::before{float:left;padding-right:var(--bs-breadcrumb-item-padding-x);color:var(--bs-breadcrumb-divider-color);content:var(--bs-breadcrumb-divider, "/") /* rtl: var(--bs-breadcrumb-divider, "/") */}.breadcrumb-item.active{color:var(--bs-breadcrumb-item-active-color)}.pagination{--bs-pagination-padding-x: 0.75rem;--bs-pagination-padding-y: 0.375rem;--bs-pagination-font-size:1rem;--bs-pagination-color: var(--bs-link-color);--bs-pagination-bg: var(--bs-body-bg);--bs-pagination-border-width: var(--bs-border-width);--bs-pagination-border-color: var(--bs-border-color);--bs-pagination-border-radius: var(--bs-border-radius);--bs-pagination-hover-color: var(--bs-link-hover-color);--bs-pagination-hover-bg: var(--bs-tertiary-bg);--bs-pagination-hover-border-color: var(--bs-border-color);--bs-pagination-focus-color: var(--bs-link-hover-color);--bs-pagination-focus-bg: var(--bs-secondary-bg);--bs-pagination-focus-box-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-pagination-active-color: #fff;--bs-pagination-active-bg: #0d6efd;--bs-pagination-active-border-color: #0d6efd;--bs-pagination-disabled-color: var(--bs-secondary-color);--bs-pagination-disabled-bg: var(--bs-secondary-bg);--bs-pagination-disabled-border-color: var(--bs-border-color);display:flex;padding-left:0;list-style:none}.page-link{position:relative;display:block;padding:var(--bs-pagination-padding-y) var(--bs-pagination-padding-x);font-size:var(--bs-pagination-font-size);color:var(--bs-pagination-color);text-decoration:none;background-color:var(--bs-pagination-bg);border:var(--bs-pagination-border-width) solid var(--bs-pagination-border-color);transition:color .15s ease-in-out,background-color .15s ease-in-out,border-color .15s ease-in-out,box-shadow .15s ease-in-out}@media(prefers-reduced-motion: reduce){.page-link{transition:none}}.page-link:hover{z-index:2;color:var(--bs-pagination-hover-color);background-color:var(--bs-pagination-hover-bg);border-color:var(--bs-pagination-hover-border-color)}.page-link:focus{z-index:3;color:var(--bs-pagination-focus-color);background-color:var(--bs-pagination-focus-bg);outline:0;box-shadow:var(--bs-pagination-focus-box-shadow)}.page-link.active,.active>.page-link{z-index:3;color:var(--bs-pagination-active-color);background-color:var(--bs-pagination-active-bg);border-color:var(--bs-pagination-active-border-color)}.page-link.disabled,.disabled>.page-link{color:var(--bs-pagination-disabled-color);pointer-events:none;background-color:var(--bs-pagination-disabled-bg);border-color:var(--bs-pagination-disabled-border-color)}.page-item:not(:first-child) .page-link{margin-left:calc(var(--bs-border-width) * -1)}.page-item:first-child .page-link{border-top-left-radius:var(--bs-pagination-border-radius);border-bottom-left-radius:var(--bs-pagination-border-radius)}.page-item:last-child .page-link{border-top-right-radius:var(--bs-pagination-border-radius);border-bottom-right-radius:var(--bs-pagination-border-radius)}.pagination-lg{--bs-pagination-padding-x: 1.5rem;--bs-pagination-padding-y: 0.75rem;--bs-pagination-font-size:1.25rem;--bs-pagination-border-radius: var(--bs-border-radius-lg)}.pagination-sm{--bs-pagination-padding-x: 0.5rem;--bs-pagination-padding-y: 0.25rem;--bs-pagination-font-size:0.875rem;--bs-pagination-border-radius: var(--bs-border-radius-sm)}.badge{--bs-badge-padding-x: 0.65em;--bs-badge-padding-y: 0.35em;--bs-badge-font-size:0.75em;--bs-badge-font-weight: 700;--bs-badge-color: #fff;--bs-badge-border-radius: var(--bs-border-radius);display:inline-block;padding:var(--bs-badge-padding-y) var(--bs-badge-padding-x);font-size:var(--bs-badge-font-size);font-weight:var(--bs-badge-font-weight);line-height:1;color:var(--bs-badge-color);text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:var(--bs-badge-border-radius)}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.alert{--bs-alert-bg: transparent;--bs-alert-padding-x: 1rem;--bs-alert-padding-y: 1rem;--bs-alert-margin-bottom: 1rem;--bs-alert-color: inherit;--bs-alert-border-color: transparent;--bs-alert-border: var(--bs-border-width) solid var(--bs-alert-border-color);--bs-alert-border-radius: var(--bs-border-radius);--bs-alert-link-color: inherit;position:relative;padding:var(--bs-alert-padding-y) var(--bs-alert-padding-x);margin-bottom:var(--bs-alert-margin-bottom);color:var(--bs-alert-color);background-color:var(--bs-alert-bg);border:var(--bs-alert-border);border-radius:var(--bs-alert-border-radius)}.alert-heading{color:inherit}.alert-link{font-weight:700;color:var(--bs-alert-link-color)}.alert-dismissible{padding-right:3rem}.alert-dismissible .btn-close{position:absolute;top:0;right:0;z-index:2;padding:1.25rem 1rem}.alert-primary{--bs-alert-color: var(--bs-primary-text-emphasis);--bs-alert-bg: var(--bs-primary-bg-subtle);--bs-alert-border-color: var(--bs-primary-border-subtle);--bs-alert-link-color: var(--bs-primary-text-emphasis)}.alert-secondary{--bs-alert-color: var(--bs-secondary-text-emphasis);--bs-alert-bg: var(--bs-secondary-bg-subtle);--bs-alert-border-color: var(--bs-secondary-border-subtle);--bs-alert-link-color: var(--bs-secondary-text-emphasis)}.alert-success{--bs-alert-color: var(--bs-success-text-emphasis);--bs-alert-bg: var(--bs-success-bg-subtle);--bs-alert-border-color: var(--bs-success-border-subtle);--bs-alert-link-color: var(--bs-success-text-emphasis)}.alert-info{--bs-alert-color: var(--bs-info-text-emphasis);--bs-alert-bg: var(--bs-info-bg-subtle);--bs-alert-border-color: var(--bs-info-border-subtle);--bs-alert-link-color: var(--bs-info-text-emphasis)}.alert-warning{--bs-alert-color: var(--bs-warning-text-emphasis);--bs-alert-bg: var(--bs-warning-bg-subtle);--bs-alert-border-color: var(--bs-warning-border-subtle);--bs-alert-link-color: var(--bs-warning-text-emphasis)}.alert-danger{--bs-alert-color: var(--bs-danger-text-emphasis);--bs-alert-bg: var(--bs-danger-bg-subtle);--bs-alert-border-color: var(--bs-danger-border-subtle);--bs-alert-link-color: var(--bs-danger-text-emphasis)}.alert-light{--bs-alert-color: var(--bs-light-text-emphasis);--bs-alert-bg: var(--bs-light-bg-subtle);--bs-alert-border-color: var(--bs-light-border-subtle);--bs-alert-link-color: var(--bs-light-text-emphasis)}.alert-dark{--bs-alert-color: var(--bs-dark-text-emphasis);--bs-alert-bg: var(--bs-dark-bg-subtle);--bs-alert-border-color: var(--bs-dark-border-subtle);--bs-alert-link-color: var(--bs-dark-text-emphasis)}@keyframes progress-bar-stripes{0%{background-position-x:1rem}}.progress,.progress-stacked{--bs-progress-height: 1rem;--bs-progress-font-size:0.75rem;--bs-progress-bg: var(--bs-secondary-bg);--bs-progress-border-radius: var(--bs-border-radius);--bs-progress-box-shadow: var(--bs-box-shadow-inset);--bs-progress-bar-color: #fff;--bs-progress-bar-bg: #0d6efd;--bs-progress-bar-transition: width 0.6s ease;display:flex;height:var(--bs-progress-height);overflow:hidden;font-size:var(--bs-progress-font-size);background-color:var(--bs-progress-bg);border-radius:var(--bs-progress-border-radius)}.progress-bar{display:flex;flex-direction:column;justify-content:center;overflow:hidden;color:var(--bs-progress-bar-color);text-align:center;white-space:nowrap;background-color:var(--bs-progress-bar-bg);transition:var(--bs-progress-bar-transition)}@media(prefers-reduced-motion: reduce){.progress-bar{transition:none}}.progress-bar-striped{background-image:linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);background-size:var(--bs-progress-height) var(--bs-progress-height)}.progress-stacked>.progress{overflow:visible}.progress-stacked>.progress>.progress-bar{width:100%}.progress-bar-animated{animation:1s linear infinite progress-bar-stripes}@media(prefers-reduced-motion: reduce){.progress-bar-animated{animation:none}}.list-group{--bs-list-group-color: var(--bs-body-color);--bs-list-group-bg: var(--bs-body-bg);--bs-list-group-border-color: var(--bs-border-color);--bs-list-group-border-width: var(--bs-border-width);--bs-list-group-border-radius: var(--bs-border-radius);--bs-list-group-item-padding-x: 1rem;--bs-list-group-item-padding-y: 0.5rem;--bs-list-group-action-color: var(--bs-secondary-color);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-tertiary-bg);--bs-list-group-action-active-color: var(--bs-body-color);--bs-list-group-action-active-bg: var(--bs-secondary-bg);--bs-list-group-disabled-color: var(--bs-secondary-color);--bs-list-group-disabled-bg: var(--bs-body-bg);--bs-list-group-active-color: #fff;--bs-list-group-active-bg: #0d6efd;--bs-list-group-active-border-color: #0d6efd;display:flex;flex-direction:column;padding-left:0;margin-bottom:0;border-radius:var(--bs-list-group-border-radius)}.list-group-numbered{list-style-type:none;counter-reset:section}.list-group-numbered>.list-group-item::before{content:counters(section, ".") 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var(--bs-info-text-emphasis);--bs-list-group-bg: var(--bs-info-bg-subtle);--bs-list-group-border-color: var(--bs-info-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-info-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-info-border-subtle);--bs-list-group-active-color: var(--bs-info-bg-subtle);--bs-list-group-active-bg: var(--bs-info-text-emphasis);--bs-list-group-active-border-color: var(--bs-info-text-emphasis)}.list-group-item-warning{--bs-list-group-color: var(--bs-warning-text-emphasis);--bs-list-group-bg: var(--bs-warning-bg-subtle);--bs-list-group-border-color: var(--bs-warning-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-warning-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-warning-border-subtle);--bs-list-group-active-color: var(--bs-warning-bg-subtle);--bs-list-group-active-bg: var(--bs-warning-text-emphasis);--bs-list-group-active-border-color: var(--bs-warning-text-emphasis)}.list-group-item-danger{--bs-list-group-color: var(--bs-danger-text-emphasis);--bs-list-group-bg: var(--bs-danger-bg-subtle);--bs-list-group-border-color: var(--bs-danger-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-danger-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-danger-border-subtle);--bs-list-group-active-color: var(--bs-danger-bg-subtle);--bs-list-group-active-bg: var(--bs-danger-text-emphasis);--bs-list-group-active-border-color: var(--bs-danger-text-emphasis)}.list-group-item-light{--bs-list-group-color: var(--bs-light-text-emphasis);--bs-list-group-bg: var(--bs-light-bg-subtle);--bs-list-group-border-color: var(--bs-light-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-light-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-light-border-subtle);--bs-list-group-active-color: var(--bs-light-bg-subtle);--bs-list-group-active-bg: var(--bs-light-text-emphasis);--bs-list-group-active-border-color: var(--bs-light-text-emphasis)}.list-group-item-dark{--bs-list-group-color: var(--bs-dark-text-emphasis);--bs-list-group-bg: var(--bs-dark-bg-subtle);--bs-list-group-border-color: var(--bs-dark-border-subtle);--bs-list-group-action-hover-color: var(--bs-emphasis-color);--bs-list-group-action-hover-bg: var(--bs-dark-border-subtle);--bs-list-group-action-active-color: var(--bs-emphasis-color);--bs-list-group-action-active-bg: var(--bs-dark-border-subtle);--bs-list-group-active-color: var(--bs-dark-bg-subtle);--bs-list-group-active-bg: var(--bs-dark-text-emphasis);--bs-list-group-active-border-color: var(--bs-dark-text-emphasis)}.btn-close{--bs-btn-close-color: #000;--bs-btn-close-bg: url("data:image/svg+xml,%3csvg xmlns='http://www.w3.org/2000/svg' viewBox='0 0 16 16' fill='%23000'%3e%3cpath d='M.293.293a1 1 0 0 1 1.414 0L8 6.586 14.293.293a1 1 0 1 1 1.414 1.414L9.414 8l6.293 6.293a1 1 0 0 1-1.414 1.414L8 9.414l-6.293 6.293a1 1 0 0 1-1.414-1.414L6.586 8 .293 1.707a1 1 0 0 1 0-1.414z'/%3e%3c/svg%3e");--bs-btn-close-opacity: 0.5;--bs-btn-close-hover-opacity: 0.75;--bs-btn-close-focus-shadow: 0 0 0 0.25rem rgba(13, 110, 253, 0.25);--bs-btn-close-focus-opacity: 1;--bs-btn-close-disabled-opacity: 0.25;--bs-btn-close-white-filter: invert(1) grayscale(100%) brightness(200%);box-sizing:content-box;width:1em;height:1em;padding:.25em .25em;color:var(--bs-btn-close-color);background:rgba(0,0,0,0) var(--bs-btn-close-bg) center/1em auto 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calc(var(--bs-border-radius-lg) - (var(--bs-border-width)));--bs-modal-header-padding-x: 1rem;--bs-modal-header-padding-y: 1rem;--bs-modal-header-padding: 1rem 1rem;--bs-modal-header-border-color: var(--bs-border-color);--bs-modal-header-border-width: var(--bs-border-width);--bs-modal-title-line-height: 1.5;--bs-modal-footer-gap: 0.5rem;--bs-modal-footer-bg: ;--bs-modal-footer-border-color: var(--bs-border-color);--bs-modal-footer-border-width: var(--bs-border-width);position:fixed;top:0;left:0;z-index:var(--bs-modal-zindex);display:none;width:100%;height:100%;overflow-x:hidden;overflow-y:auto;outline:0}.modal-dialog{position:relative;width:auto;margin:var(--bs-modal-margin);pointer-events:none}.modal.fade .modal-dialog{transition:transform .3s ease-out;transform:translate(0, -50px)}@media(prefers-reduced-motion: reduce){.modal.fade .modal-dialog{transition:none}}.modal.show .modal-dialog{transform:none}.modal.modal-static 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diff --git a/assets/styles.css.map b/assets/styles.css.map
index 20331e4b1..8bfaddeba 100644
--- a/assets/styles.css.map
+++ b/assets/styles.css.map
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\ No newline at end of file
diff --git a/design.html b/design.html
index bf9870197..0cf1cd3c4 100644
--- a/design.html
+++ b/design.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -448,8 +448,7 @@ <h1>Lesson Design</h1>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="help-wanted" class="callout-inner">
-<h3 class="callout-title">Help Wanted<a class="anchor" aria-label="anchor" href="#help-wanted"></a>
-</h3>
+<h3 class="callout-title">Help Wanted</h3>
 <div class="callout-content">
 <p><strong>We are filling in the exercises <a href="#stage-3-learning-plan">below</a> in order to make the lesson plan
 more concrete. Contributions (both in the form of pull requests with
@@ -458,8 +457,7 @@ <h3 class="callout-title">Help Wanted<a class="anchor" aria-label="anchor" href=
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="process-used">Process Used<a class="anchor" aria-label="anchor" href="#process-used"></a>
-<a class="anchor" aria-label="anchor" href="#process-used"></a></h2>
+<section><h2 class="section-heading" id="process-used">Process Used<a class="anchor" aria-label="anchor" href="#process-used"></a></h2>
 <hr class="half-width"><blockquote>
 <p>Michael Pollan’s advice if he taught R or Python programming:</p>
 <ol style="list-style-type: decimal"><li>Write code.</li>
@@ -479,8 +477,7 @@ <h3 class="callout-title">Help Wanted<a class="anchor" aria-label="anchor" href=
 <li><p>Learning plan: each episode has a heading that summarizes what
 will be covered, then estimates time that will be spent on teaching and
 on exercises, while the exercises are given as bullet points.</p></li>
-</ol></section><section><h2 class="section-heading" id="stage-1-assumptions">Stage 1: Assumptions<a class="anchor" aria-label="anchor" href="#stage-1-assumptions"></a>
-<a class="anchor" aria-label="anchor" href="#stage-1-assumptions"></a></h2>
+</ol></section><section><h2 class="section-heading" id="stage-1-assumptions">Stage 1: Assumptions<a class="anchor" aria-label="anchor" href="#stage-1-assumptions"></a></h2>
 <hr class="half-width"><ul><li>Audience
 <ul><li>Graduate students in numerate disciplines from cosmology to
 archaeology</li>
@@ -543,8 +540,7 @@ <h3 class="callout-title">Help Wanted<a class="anchor" aria-label="anchor" href=
 <li>So use MCQs, fill-in-the-blanks, Parsons Problems, “tweak this
 code”, etc.</li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="stage-2-desired-results">Stage 2: Desired Results<a class="anchor" aria-label="anchor" href="#stage-2-desired-results"></a>
-<a class="anchor" aria-label="anchor" href="#stage-2-desired-results"></a></h2>
+</ul></section><section><h2 class="section-heading" id="stage-2-desired-results">Stage 2: Desired Results<a class="anchor" aria-label="anchor" href="#stage-2-desired-results"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="questions">Questions<a class="anchor" aria-label="anchor" href="#questions"></a></h3>
 <p>How do I…</p>
@@ -595,8 +591,7 @@ <h3 id="concepts">Concepts<a class="anchor" aria-label="anchor" href="#concepts"
 <li>…where to find documentation on standard libraries</li>
 <li>…how to find out what else scientific Python offers</li>
 </ul></div>
-</section><section><h2 class="section-heading" id="stage-3-learning-plan">Stage 3: Learning Plan<a class="anchor" aria-label="anchor" href="#stage-3-learning-plan"></a>
-<a class="anchor" aria-label="anchor" href="#stage-3-learning-plan"></a></h2>
+</section><section><h2 class="section-heading" id="stage-3-learning-plan">Stage 3: Learning Plan<a class="anchor" aria-label="anchor" href="#stage-3-learning-plan"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="summative-assessment">Summative Assessment<a class="anchor" aria-label="anchor" href="#summative-assessment"></a></h3>
 <ul><li>Midpoint: create time-series plot for each file in a directory.</li>
@@ -974,7 +969,7 @@ <h3 id="finish-1630">Finish (16:30)<a class="anchor" aria-label="anchor" href="#
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@@ -997,7 +992,7 @@ <h3 id="finish-1630">Finish (16:30)<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/design.html",
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diff --git a/discuss.html b/discuss.html
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--- a/discuss.html
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               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
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-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -481,7 +481,7 @@ <h1>Discussion</h1>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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diff --git a/exercises.html b/exercises.html
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--- a/exercises.html
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-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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                 <h2 class="accordion-header" id="flush-headingTwelve">
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-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -481,7 +481,7 @@ <h1>Further Exercises</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 	<div id="to-top">
@@ -504,7 +504,7 @@ <h1>Further Exercises</h1>
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   "dateCreated": "2016-01-07",
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-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
@@ -651,7 +651,7 @@ <h3 id="09-plotting-figure-12">Figure 12</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
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               </div>
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-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -447,8 +447,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <i class="callout-icon" data-feather="check"></i>
 </div>
 <div id="prerequisites" class="callout-inner">
-<h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" href="#prerequisites"></a>
-</h3>
+<h3 class="callout-title">Prerequisites</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>Learners need to understand what files and directories are, what
 a working directory is, and how to start a Python interpreter.</p></li>
@@ -462,15 +461,13 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 </div>
 
 
-      <section id="setup"><section><h2 class="section-heading" id="getting-the-data">Getting the Data<a class="anchor" aria-label="anchor" href="#getting-the-data"></a>
-<a class="anchor" aria-label="anchor" href="#getting-the-data"></a></h2>
+      <section id="setup"><section><h2 class="section-heading" id="getting-the-data">Getting the Data<a class="anchor" aria-label="anchor" href="#getting-the-data"></a></h2>
 <hr class="half-width"><p>The data we will be using is taken from the <a href="https://en.wikipedia.org/wiki/Gapminder_Foundation" class="external-link">gapminder</a>
 dataset. To obtain it, download and unzip the file <a href="files/python-novice-gapminder-data.zip">python-novice-gapminder-data.zip</a>.
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 JupyterLab server in the root directory (see <a href="01-run-quit.html#starting-jupyterlab">Starting
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-<a class="anchor" aria-label="anchor" href="#installing-python-using-anaconda"></a></h2>
+</section><section><h2 class="section-heading" id="installing-python-using-anaconda">Installing Python Using Anaconda<a class="anchor" aria-label="anchor" href="#installing-python-using-anaconda"></a></h2>
 <hr class="half-width"><p>Please refer to the <a href="https://carpentries.github.io/workshop-template/install_instructions/#python" class="external-link">Python
 section of the workshop website for installation instructions.</a></p>
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 	<div id="to-top">
@@ -522,8 +519,8 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
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             <hr class="half-width">
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-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
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         <h1>Instructor Notes</h1>
         
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 </h2>
 <hr class="half-width">
 <dl>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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@@ -603,8 +602,8 @@ <h1>Instructor Notes</h1>
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-  "dateModified": "2024-08-20",
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diff --git a/instructor/01-run-quit.html b/instructor/01-run-quit.html
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               </div>
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-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -513,8 +513,7 @@ <h3 class="card-title">Objectives</h3>
 to tell a complete story of the analysis.</li>
 </ul><p>Each notebook contains one or more cells that contain code, text, or
 images.</p>
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-<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a></h2>
+<section><h2 class="section-heading" id="getting-started-with-jupyterlab">Getting Started with JupyterLab<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a></h2>
 <hr class="half-width"><p>JupyterLab is an application server with a web user interface from <a href="https://jupyter.org/" class="external-link">Project Jupyter</a> that enables one to work
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-</h3>
+<h3 class="callout-title">JupyterLab? What about Jupyter notebooks?</h3>
 <div class="callout-content">
 <p>JupyterLab is the <a href="https://jupyterlab.readthedocs.io/en/stable/getting_started/overview.html#overview" class="external-link">next
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-</section><section><h2 class="section-heading" id="starting-jupyterlab">Starting JupyterLab<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a></h2>
+</section><section><h2 class="section-heading" id="starting-jupyterlab">Starting JupyterLab<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a></h2>
 <hr class="half-width"><p>You can start the JupyterLab server through the command line or
 through an application called <code>Anaconda Navigator</code>. Anaconda
 Navigator is included as part of the Anaconda Python distribution.</p>
@@ -614,8 +611,7 @@ <h3 id="anaconda-navigator">Anaconda Navigator<a class="anchor" aria-label="anch
 <p align="center">
 <img alt="JupyterLab landing page" src="../fig/0_jupyterlab_landing_page.png" width="750" class="figure"></p>
 </div>
-</section><section><h2 class="section-heading" id="the-jupyterlab-interface">The JupyterLab Interface<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a>
-<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a></h2>
+</section><section><h2 class="section-heading" id="the-jupyterlab-interface">The JupyterLab Interface<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a></h2>
 <hr class="half-width"><p>JupyterLab has many features found in traditional integrated
 development environments (IDEs) but is focused on providing flexible
 building blocks for interactive, exploratory computing.</p>
@@ -662,8 +658,7 @@ <h3 id="menu-bar">Menu Bar<a class="anchor" aria-label="anchor" href="#menu-bar"
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="kernels" class="callout-inner">
-<h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#kernels"></a>
-</h3>
+<h3 class="callout-title">Kernels</h3>
 <div class="callout-content">
 <p>The JupyterLab <a href="https://jupyterlab.readthedocs.io/en/stable/user/documents_kernels.html" class="external-link">docs</a>
 define kernels as “separate processes started by the server that runs
@@ -710,8 +705,7 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 tab for the current activity is marked with a colored top border (blue
 by default).</p>
 </div>
-</section><section><h2 class="section-heading" id="creating-a-python-script">Creating a Python script<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a>
-<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a></h2>
+</section><section><h2 class="section-heading" id="creating-a-python-script">Creating a Python script<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a></h2>
 <hr class="half-width"><ul><li>To start writing a new Python program click the Text File icon under
 the <em>Other</em> header in the Launcher tab of the Main Work Area.
 <ul><li>You can also create a new plain text file by selecting the <em>New
@@ -725,8 +719,7 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 operating system) know that this text file is a Python program.</li>
 <li>This is convention, not a requirement.</li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="creating-a-jupyter-notebook">Creating a Jupyter Notebook<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a>
-<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a></h2>
+</ul></section><section><h2 class="section-heading" id="creating-a-jupyter-notebook">Creating a Jupyter Notebook<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a></h2>
 <hr class="half-width"><p>To open a new notebook click the Python 3 icon under the
 <em>Notebook</em> header in the Launcher tab in the main work area. You
 can also create a new notebook by selecting <em>New -&gt; Notebook</em>
@@ -746,8 +739,7 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="how-its-stored" class="callout-inner">
-<h3 class="callout-title">How It’s Stored<a class="anchor" aria-label="anchor" href="#how-its-stored"></a>
-</h3>
+<h3 class="callout-title">How It’s Stored</h3>
 <div class="callout-content">
 <ul><li>The notebook file is stored in a format called JSON.</li>
 <li>Just like a webpage, what’s saved looks different from what you see
@@ -762,8 +754,7 @@ <h3 class="callout-title">How It’s Stored<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arranging-documents-into-panels-of-tabs" class="callout-inner">
-<h3 class="callout-title">Arranging Documents into Panels of Tabs<a class="anchor" aria-label="anchor" href="#arranging-documents-into-panels-of-tabs"></a>
-</h3>
+<h3 class="callout-title">Arranging Documents into Panels of Tabs</h3>
 <div class="callout-content">
 <p>In the JupyterLab Main Work Area you can arrange documents into
 panels of tabs. Here is an example from the <a href="https://jupyterlab.readthedocs.io/en/stable/" class="external-link">official
@@ -799,8 +790,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="code-vs.-text" class="callout-inner">
-<h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" href="#code-vs.-text"></a>
-</h3>
+<h3 class="callout-title">Code vs. Text</h3>
 <div class="callout-content">
 <p>Jupyter mixes code and text in different types of blocks, called
 cells. We often use the term “code” to mean “the source code of software
@@ -810,8 +800,7 @@ <h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" hr
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="the-notebook-has-command-and-edit-modes-">The Notebook has Command and Edit modes.<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes."></a>
-<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes-"></a></h2>
+</section><section><h2 class="section-heading" id="the-notebook-has-command-and-edit-modes-">The Notebook has Command and Edit modes.<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes-"></a></h2>
 <hr class="half-width"><ul><li>If you press <kbd>Esc</kbd> and <kbd>Return</kbd> alternately, the
 outer border of your code cell will change from gray to blue.</li>
 <li>These are the <strong>Command</strong> (gray) and
@@ -833,8 +822,7 @@ <h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="command-vs.-edit" class="callout-inner">
-<h3 class="callout-title">Command Vs. Edit<a class="anchor" aria-label="anchor" href="#command-vs.-edit"></a>
-</h3>
+<h3 class="callout-title">Command Vs. Edit</h3>
 <div class="callout-content">
 <p>In the Jupyter notebook page are you currently in Command or Edit
 mode?<br>
@@ -989,8 +977,7 @@ <h3 id="a-level-2-heading-etc.">A Level-2 Heading (etc.)</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="creating-lists-in-markdown" class="callout-inner">
-<h3 class="callout-title">Creating Lists in Markdown<a class="anchor" aria-label="anchor" href="#creating-lists-in-markdown"></a>
-</h3>
+<h3 class="callout-title">Creating Lists in Markdown</h3>
 <div class="callout-content">
 <p>Create a nested list in a Markdown cell in a notebook that looks like
 this:</p>
@@ -1030,8 +1017,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-math" class="callout-inner">
-<h3 class="callout-title">More Math<a class="anchor" aria-label="anchor" href="#more-math"></a>
-</h3>
+<h3 class="callout-title">More Math</h3>
 <div class="callout-content">
 <p>What is displayed when a Python cell in a notebook that contains
 several calculations is executed? For example, what happens when this
@@ -1067,8 +1053,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="change-an-existing-cell-from-code-to-markdown" class="callout-inner">
-<h3 class="callout-title">Change an Existing Cell from Code to Markdown<a class="anchor" aria-label="anchor" href="#change-an-existing-cell-from-code-to-markdown"></a>
-</h3>
+<h3 class="callout-title">Change an Existing Cell from Code to Markdown</h3>
 <div class="callout-content">
 <p>What happens if you write some Python in a code cell and then you
 switch it to a Markdown cell? For example, put the following in a code
@@ -1112,8 +1097,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="equations" class="callout-inner">
-<h3 class="callout-title">Equations<a class="anchor" aria-label="anchor" href="#equations"></a>
-</h3>
+<h3 class="callout-title">Equations</h3>
 <div class="callout-content">
 <p>Standard Markdown (such as we’re using for these notes) won’t render
 equations, but the Notebook will. Create a new Markdown cell and enter
@@ -1148,8 +1132,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="closing-jupyterlab">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a></h2>
+</section><section><h2 class="section-heading" id="closing-jupyterlab">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a></h2>
 <hr class="half-width"><ul><li>From the Menu Bar select the “File” menu and then choose “Shut Down”
 at the bottom of the dropdown menu. You will be prompted to confirm that
 you wish to shutdown the JupyterLab server (don’t forget to save your
@@ -1162,8 +1145,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="closing-jupyterlab-1" class="callout-inner">
-<h3 class="callout-title">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab-1"></a>
-</h3>
+<h3 class="callout-title">Closing JupyterLab</h3>
 <div class="callout-content">
 <p>Practice closing and restarting the JupyterLab server.</p>
 </div>
@@ -1174,8 +1156,7 @@ <h3 class="callout-title">Closing JupyterLab<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Python scripts are plain text files.</li>
 <li>Use the Jupyter Notebook for editing and running Python.</li>
@@ -1223,7 +1204,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1246,7 +1227,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/01-run-quit.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-04-15",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/02-variables.html b/instructor/02-variables.html
index 5a21d71b6..ef03c8c7c 100644
--- a/instructor/02-variables.html
+++ b/instructor/02-variables.html
@@ -397,10 +397,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -420,7 +420,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -489,8 +489,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-variables-to-store-values-">Use variables to store values.<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values."></a>
-<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values-"></a></h2>
+<section><h2 class="section-heading" id="use-variables-to-store-values-">Use variables to store values.<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values-"></a></h2>
 <hr class="half-width"><ul><li><p><strong>Variables</strong> are names for values.</p></li>
 <li>
 <p>Variable names</p>
@@ -519,8 +518,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>first_name <span class="op">=</span> <span class="st">'Ahmed'</span></span></code></pre>
 </div>
 </li>
-</ul></section><section><h2 class="section-heading" id="use-print-to-display-values-">Use <code>print</code> to display values.<a class="anchor" aria-label="anchor" href="#use-print-to-display-values."></a>
-<a class="anchor" aria-label="anchor" href="#use-print-to-display-values-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="use-print-to-display-values-">Use <code>print</code> to display values.<a class="anchor" aria-label="anchor" href="#use-print-to-display-values-"></a></h2>
 <hr class="half-width"><ul><li>Python has a built-in function called <code>print</code> that prints
 things as text.</li>
 <li>Call the function (i.e., tell Python to run it) by using its
@@ -546,8 +544,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>print</code> automatically puts a single space between items
 to separate them.</li>
 <li>And wraps around to a new line at the end.</li>
-</ul></section><section><h2 class="section-heading" id="variables-must-be-created-before-they-are-used-">Variables must be created before they are used.<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used."></a>
-<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="variables-must-be-created-before-they-are-used-">Variables must be created before they are used.<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used-"></a></h2>
 <hr class="half-width"><ul><li>If a variable doesn’t exist yet, or if the name has been
 mis-spelled, Python reports an error. (Unlike some languages, which
 “guess” a default value.)</li>
@@ -574,8 +571,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variables-persist-between-cells" class="callout-inner">
-<h3 class="callout-title">Variables Persist Between Cells<a class="anchor" aria-label="anchor" href="#variables-persist-between-cells"></a>
-</h3>
+<h3 class="callout-title">Variables Persist Between Cells</h3>
 <div class="callout-content">
 <p>Be aware that it is the <em>order</em> of execution of cells that is
 important in a Jupyter notebook, not the order in which they appear.
@@ -604,8 +600,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="variables-can-be-used-in-calculations-">Variables can be used in calculations.<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations."></a>
-<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations-"></a></h2>
+</section><section><h2 class="section-heading" id="variables-can-be-used-in-calculations-">Variables can be used in calculations.<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations-"></a></h2>
 <hr class="half-width"><ul><li>We can use variables in calculations just as if they were values.
 <ul><li>Remember, we assigned the value <code>42</code> to <code>age</code>
 a few lines ago.</li>
@@ -621,8 +616,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>Age in three years: 45</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-an-index-to-get-a-single-character-from-a-string-">Use an index to get a single character from a string.<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string."></a>
-<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string-"></a></h2>
+</section><section><h2 class="section-heading" id="use-an-index-to-get-a-single-character-from-a-string-">Use an index to get a single character from a string.<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string-"></a></h2>
 <hr class="half-width"><ul><li>The characters (individual letters, numbers, and so on) in a string
 are ordered. For example, the string <code>'AB'</code> is not the same
 as <code>'BA'</code>. Because of this ordering, we can treat the string
@@ -647,8 +641,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="va">h</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-a-slice-to-get-a-substring-">Use a slice to get a substring.<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring."></a>
-<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring-"></a></h2>
+</section><section><h2 class="section-heading" id="use-a-slice-to-get-a-substring-">Use a slice to get a substring.<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring-"></a></h2>
 <hr class="half-width"><ul><li>A part of a string is called a <strong>substring</strong>. A
 substring can be as short as a single character.</li>
 <li>An item in a list is called an element. Whenever we treat a string
@@ -677,8 +670,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="va">sod</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-built-in-function-len-to-find-the-length-of-a-string-">Use the built-in function <code>len</code> to find the length of a
-string.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string-"></a></h2>
+string.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb14">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -691,14 +683,12 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <ul><li>Nested functions are evaluated from the inside out, like in
 mathematics.</li>
-</ul></section><section><h2 class="section-heading" id="python-is-case-sensitive-">Python is case-sensitive.<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive."></a>
-<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="python-is-case-sensitive-">Python is case-sensitive.<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive-"></a></h2>
 <hr class="half-width"><ul><li>Python thinks that upper- and lower-case letters are different, so
 <code>Name</code> and <code>name</code> are different variables.</li>
 <li>There are conventions for using upper-case letters at the start of
 variable names so we will use lower-case letters for now.</li>
-</ul></section><section><h2 class="section-heading" id="use-meaningful-variable-names-">Use meaningful variable names.<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names."></a>
-<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="use-meaningful-variable-names-">Use meaningful variable names.<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names-"></a></h2>
 <hr class="half-width"><ul><li>Python doesn’t care what you call variables as long as they obey the
 rules (alphanumeric characters and the underscore).</li>
 </ul><div class="codewrapper sourceCode" id="cb16">
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 <div id="swapping-values" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Swapping Values</h3>
 <div class="callout-content">
 <p>Fill the table showing the values of the variables in this program
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 <div id="challenge" class="callout-inner">
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 <p>If you assign <code>a = 123</code>, what happens if you try to get
 the second digit of <code>a</code> via <code>a[1]</code>?</p>
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 <p>Numbers are not strings or sequences and Python will raise an error
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-<h3 class="callout-title">Choosing a Name<a class="anchor" aria-label="anchor" href="#choosing-a-name"></a>
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+<h3 class="callout-title">Choosing a Name</h3>
 <div class="callout-content">
 <p>Which is a better variable name, <code>m</code>, <code>min</code>, or
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 <p><code>minutes</code> is better because <code>min</code> might mean
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-<h3 class="callout-title">Slicing practice<a class="anchor" aria-label="anchor" href="#slicing-practice"></a>
-</h3>
+<h3 class="callout-title">Slicing practice</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb26">
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 <p>Given the following string:</p>
 <div class="codewrapper sourceCode" id="cb28">
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 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>
 <code>species_name[2:8]</code> returns the substring
@@ -998,8 +982,7 @@ <h4 class="accordion-header" id="headingSolution6"> Solutions </h4>
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 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use variables to store values.</li>
 <li>Use <code>print</code> to display values.</li>
@@ -1051,7 +1034,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/instructor/03-types-conversion.html b/instructor/03-types-conversion.html
index ada1d0145..9f34a4335 100644
--- a/instructor/03-types-conversion.html
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               </div>
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-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -492,8 +492,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
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-<section><h2 class="section-heading" id="every-value-has-a-type-">Every value has a type.<a class="anchor" aria-label="anchor" href="#every-value-has-a-type."></a>
-<a class="anchor" aria-label="anchor" href="#every-value-has-a-type-"></a></h2>
+<section><h2 class="section-heading" id="every-value-has-a-type-">Every value has a type.<a class="anchor" aria-label="anchor" href="#every-value-has-a-type-"></a></h2>
 <hr class="half-width"><ul><li>Every value in a program has a specific type.</li>
 <li>Integer (<code>int</code>): represents positive or negative whole
 numbers like 3 or -512.</li>
@@ -505,8 +504,7 @@ <h3 class="card-title">Objectives</h3>
 <li>The quote marks aren’t printed when the string is displayed.</li>
 </ul></li>
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 value has.</li>
 <li>Works on variables as well.
@@ -535,8 +533,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>&lt;class 'str'&gt;</code></pre>
 </div>
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-<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value-"></a></h2>
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@@ -563,8 +560,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 TypeError: unsupported operand type(s) for -: 'str' and 'str'</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="you-can-use-the-and-operators-on-strings-">You can use the “+” and “*” operators on strings.<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings."></a>
-<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings-"></a></h2>
+</section><section><h2 class="section-heading" id="you-can-use-the-and-operators-on-strings-">You can use the “+” and “*” operators on strings.<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings-"></a></h2>
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 </h3>
 <pre class="output" tabindex="0"><code>==========</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="strings-have-a-length-but-numbers-dont-">Strings have a length (but numbers don’t).<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont."></a>
-<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont-"></a></h2>
+</section><section><h2 class="section-heading" id="strings-have-a-length-but-numbers-dont-">Strings have a length (but numbers don’t).<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont-"></a></h2>
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 TypeError: object of type 'int' has no len()</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="convert-numbers-and-strings">Must convert numbers to strings or vice versa when operating on
-them.<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a>
-<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a></h2>
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 <pre class="output" tabindex="0"><code><span><span class="fl">3</span></span>
 <span><span class="fl">12</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="can-mix-integers-and-floats-freely-in-operations-">Can mix integers and floats freely in operations.<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations."></a>
-<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations-"></a></h2>
+</section><section><h2 class="section-heading" id="can-mix-integers-and-floats-freely-in-operations-">Can mix integers and floats freely in operations.<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations-"></a></h2>
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 <pre class="output" tabindex="0"><code>half is 0.5
 three squared is 9.0</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="variables-only-change-value-when-something-is-assigned-to-them-">Variables only change value when something is assigned to them.<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them."></a>
-<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them-"></a></h2>
+</section><section><h2 class="section-heading" id="variables-only-change-value-when-something-is-assigned-to-them-">Variables only change value when something is assigned to them.<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them-"></a></h2>
 <hr class="half-width"><ul><li>If we make one cell in a spreadsheet depend on another, and update
 the latter, the former updates automatically.</li>
 <li>This does <strong>not</strong> happen in programming languages.</li>
@@ -705,8 +697,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="fractions" class="callout-inner">
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+<h3 class="callout-title">Fractions</h3>
 <div class="callout-content">
 <p>What type of value is 3.4? How can you find out?</p>
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>It is a floating-point number (often abbreviated “float”). It is
 possible to find out by using the built-in function
@@ -741,8 +732,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="automatic-type-conversion" class="callout-inner">
-<h3 class="callout-title">Automatic Type Conversion<a class="anchor" aria-label="anchor" href="#automatic-type-conversion"></a>
-</h3>
+<h3 class="callout-title">Automatic Type Conversion</h3>
 <div class="callout-content">
 <p>What type of value is 3.25 + 4?</p>
 </div>
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <p>It is a float: integers are automatically converted to floats as
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@@ -777,8 +767,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
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-<h3 class="callout-title">Choose a Type<a class="anchor" aria-label="anchor" href="#choose-a-type"></a>
-</h3>
+<h3 class="callout-title">Choose a Type</h3>
 <div class="callout-content">
 <p>What type of value (integer, floating point number, or character
 string) would you use to represent each of the following? Try to come up
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-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <div class="accordion-body">
 <p>The answers to the questions are:</p>
 <ol style="list-style-type: decimal"><li>Integer, since the number of days would lie between 1 and 365.</li>
@@ -822,8 +811,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="division-types" class="callout-inner">
-<h3 class="callout-title">Division Types<a class="anchor" aria-label="anchor" href="#division-types"></a>
-</h3>
+<h3 class="callout-title">Division Types</h3>
 <div class="callout-content">
 <p>In Python 3, the <code>//</code> operator performs integer
 (whole-number) floor division, the <code>/</code> operator performs
@@ -855,7 +843,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We want the minimum number of surveys that reaches everyone once,
 which is the rounded up value of
@@ -887,8 +875,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="strings-to-numbers" class="callout-inner">
-<h3 class="callout-title">Strings to Numbers<a class="anchor" aria-label="anchor" href="#strings-to-numbers"></a>
-</h3>
+<h3 class="callout-title">Strings to Numbers</h3>
 <div class="callout-content">
 <p>Where reasonable, <code>float()</code> will convert a string to a
 floating point number, and <code>int()</code> will convert a floating
@@ -939,7 +926,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>What do you expect this program to do? It would not be so
 unreasonable to expect the Python 3 <code>int</code> command to convert
@@ -982,8 +969,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arithmetic-with-different-types" class="callout-inner">
-<h3 class="callout-title">Arithmetic with Different Types<a class="anchor" aria-label="anchor" href="#arithmetic-with-different-types"></a>
-</h3>
+<h3 class="callout-title">Arithmetic with Different Types</h3>
 <div class="callout-content">
 <p>Which of the following will return the floating point number
 <code>2.0</code>? Note: there may be more than one right answer.</p>
@@ -1008,7 +994,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>Answer: 1 and 4</p>
 </div>
@@ -1020,8 +1006,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="complex-numbers" class="callout-inner">
-<h3 class="callout-title">Complex Numbers<a class="anchor" aria-label="anchor" href="#complex-numbers"></a>
-</h3>
+<h3 class="callout-title">Complex Numbers</h3>
 <div class="callout-content">
 <p>Python provides complex numbers, which are written as
 <code>1.0+2.0j</code>. If <code>val</code> is a complex number, its real
@@ -1053,7 +1038,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Standard mathematics treatments typically use <code>i</code> to
 denote an imaginary number. However, from media reports it was an early
@@ -1076,8 +1061,7 @@ <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Every value has a type.</li>
 <li>Use the built-in function <code>type</code> to find the type of a
@@ -1128,7 +1112,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1151,7 +1135,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/03-types-conversion.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/04-built-in.html b/instructor/04-built-in.html
index 42479eee5..320b24d84 100644
--- a/instructor/04-built-in.html
+++ b/instructor/04-built-in.html
@@ -403,10 +403,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -426,7 +426,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -499,16 +499,14 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-comments-to-add-documentation-to-programs-">Use comments to add documentation to programs.<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs."></a>
-<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs-"></a></h2>
+<section><h2 class="section-heading" id="use-comments-to-add-documentation-to-programs-">Use comments to add documentation to programs.<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb1">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># This sentence isn't executed by Python.</span></span>
 <span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>adjustment <span class="op">=</span> <span class="fl">0.5</span>   <span class="co"># Neither is this - anything after '#' is ignored.</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="a-function-may-take-zero-or-more-arguments-">A function may take zero or more arguments.<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments-"></a></h2>
+</section><section><h2 class="section-heading" id="a-function-may-take-zero-or-more-arguments-">A function may take zero or more arguments.<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments-"></a></h2>
 <hr class="half-width"><ul><li>We have seen some functions already — now let’s take a closer
 look.</li>
 <li>An <em>argument</em> is a value passed into a function.</li>
@@ -538,8 +536,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span></span>
 <span><span class="va">after</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="every-function-returns-something-">Every function returns something.<a class="anchor" aria-label="anchor" href="#every-function-returns-something."></a>
-<a class="anchor" aria-label="anchor" href="#every-function-returns-something-"></a></h2>
+</section><section><h2 class="section-heading" id="every-function-returns-something-">Every function returns something.<a class="anchor" aria-label="anchor" href="#every-function-returns-something-"></a></h2>
 <hr class="half-width"><ul><li>Every function call produces some result.</li>
 <li>If the function doesn’t have a useful result to return, it usually
 returns the special value <code>None</code>. <code>None</code> is a
@@ -557,8 +554,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 result of print is None</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="commonly-used-built-in-functions-include-max-min-and-round-">Commonly-used built-in functions include <code>max</code>,
-<code>min</code>, and <code>round</code>.<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round."></a>
-<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round-"></a></h2>
+<code>min</code>, and <code>round</code>.<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>max</code> to find the largest value of one or more
 values.</li>
 <li>Use <code>min</code> to find the smallest.</li>
@@ -578,8 +574,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span><span class="fl">0</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="functions-may-only-work-for-certain-combinations-of-arguments-">Functions may only work for certain (combinations of)
-arguments.<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments-"></a></h2>
+arguments.<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments-"></a></h2>
 <hr class="half-width"><ul><li>
 <code>max</code> and <code>min</code> must be given at least one
 argument.
@@ -601,8 +596,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 TypeError: '&gt;' not supported between instances of 'str' and 'int'</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="functions-may-have-default-values-for-some-arguments-">Functions may have default values for some arguments.<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments-"></a></h2>
+</section><section><h2 class="section-heading" id="functions-may-have-default-values-for-some-arguments-">Functions may have default values for some arguments.<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments-"></a></h2>
 <hr class="half-width"><ul><li>
 <code>round</code> will round off a floating-point number.</li>
 <li>By default, rounds to zero decimal places.</li>
@@ -627,8 +621,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">3.7</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="functions-attached-to-objects-are-called-methods">Functions attached to objects are called methods<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a>
-<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a></h2>
+</section><section><h2 class="section-heading" id="functions-attached-to-objects-are-called-methods">Functions attached to objects are called methods<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a></h2>
 <hr class="half-width"><ul><li>Functions take another form that will be common in the pandas
 episodes.</li>
 <li>Methods have parentheses like functions, but come after the
@@ -671,8 +664,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 True</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-built-in-function-help-to-get-help-for-a-function-">Use the built-in function <code>help</code> to get help for a
-function.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function-"></a></h2>
+function.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function-"></a></h2>
 <hr class="half-width"><ul><li>Every built-in function has online documentation.</li>
 </ul><div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -690,8 +682,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
     The return value is an integer if ndigits is omitted or None.  Otherwise
     the return value has the same type as the number.  ndigits may be negative.</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-jupyter-notebook-has-two-ways-to-get-help-">The Jupyter Notebook has two ways to get help.<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help."></a>
-<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help-"></a></h2>
+</section><section><h2 class="section-heading" id="the-jupyter-notebook-has-two-ways-to-get-help-">The Jupyter Notebook has two ways to get help.<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help-"></a></h2>
 <hr class="half-width"><ul><li>Option 1: Place the cursor near where the function is invoked in a
 cell (i.e., the function name or its parameters),
 <ul><li>Hold down <kbd>Shift</kbd>, and press <kbd>Tab</kbd>.</li>
@@ -700,8 +691,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <li>Option 2: Type the function name in a cell with a question mark
 after it. Then run the cell.</li>
 </ul></section><section><h2 class="section-heading" id="python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-">Python reports a syntax error when it can’t understand the source of
-a program.<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program."></a>
-<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-"></a></h2>
+a program.<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-"></a></h2>
 <hr class="half-width"><ul><li>Won’t even try to run the program if it can’t be parsed.</li>
 </ul><div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -756,8 +746,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <li>Next is the problematic line of code, indicating the problem with a
 <code>^</code> pointer.</li>
 </ul></section><section><h2 class="section-heading" id="runtime-error">Python reports a runtime error when something goes wrong while a
-program is executing.<a class="anchor" aria-label="anchor" href="#runtime-error"></a>
-<a class="anchor" aria-label="anchor" href="#runtime-error"></a></h2>
+program is executing.<a class="anchor" aria-label="anchor" href="#runtime-error"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -781,8 +770,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="what-happens-when" class="callout-inner">
-<h3 class="callout-title">What Happens When<a class="anchor" aria-label="anchor" href="#what-happens-when"></a>
-</h3>
+<h3 class="callout-title">What Happens When</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Explain in simple terms the order of operations in the following
 program: when does the addition happen, when does the subtraction
@@ -802,7 +790,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Order of operations:</li>
 <li><code>1.1 * radiance = 1.1</code></li>
@@ -821,8 +809,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="spot-the-difference" class="callout-inner">
-<h3 class="callout-title">Spot the Difference<a class="anchor" aria-label="anchor" href="#spot-the-difference"></a>
-</h3>
+<h3 class="callout-title">Spot the Difference</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Predict what each of the <code>print</code> statements in the
 program below will print.</li>
@@ -846,7 +833,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -899,8 +886,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="why-not" class="callout-inner">
-<h3 class="callout-title">Why Not?<a class="anchor" aria-label="anchor" href="#why-not"></a>
-</h3>
+<h3 class="callout-title">Why Not?</h3>
 <div class="callout-content">
 <p>Why is it that <code>max</code> and <code>min</code> do not return
 <code>None</code> when they are called with no arguments?</p>
@@ -912,7 +898,7 @@ <h3 class="callout-title">Why Not?<a class="anchor" aria-label="anchor" href="#w
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p><code>max</code> and <code>min</code> return TypeErrors in this case
 because the correct number of parameters was not supplied. If it just
@@ -928,8 +914,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="last-character-of-a-string" class="callout-inner">
-<h3 class="callout-title">Last Character of a String<a class="anchor" aria-label="anchor" href="#last-character-of-a-string"></a>
-</h3>
+<h3 class="callout-title">Last Character of a String</h3>
 <div class="callout-content">
 <p>If Python starts counting from zero, and <code>len</code> returns the
 number of characters in a string, what index expression will get the
@@ -943,7 +928,7 @@ <h3 class="callout-title">Last Character of a String<a class="anchor" aria-label
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 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p><code>name[len(name) - 1]</code></p>
 </div>
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 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="explore-the-python-docs" class="callout-inner">
-<h3 class="callout-title">Explore the Python docs!<a class="anchor" aria-label="anchor" href="#explore-the-python-docs"></a>
-</h3>
+<h3 class="callout-title">Explore the Python docs!</h3>
 <div class="callout-content">
 <p>The <a href="https://docs.python.org/3/" class="external-link">official Python
 documentation</a> is arguably the most complete source of information
@@ -974,8 +958,7 @@ <h3 class="callout-title">Explore the Python docs!<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use comments to add documentation to programs.</li>
 <li>A function may take zero or more arguments.</li>
@@ -1033,7 +1016,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1056,7 +1039,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/04-built-in.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/05-coffee.html b/instructor/05-coffee.html
index 2558fcebe..b4f8a1a6a 100644
--- a/instructor/05-coffee.html
+++ b/instructor/05-coffee.html
@@ -388,10 +388,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -411,7 +411,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -455,8 +455,7 @@ <h1>Morning Coffee</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
-<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a></h2>
+<section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a></h2>
 <hr class="half-width"><p>Over coffee, reflect on and discuss the following:</p>
 <ul><li>What are the different kinds of errors Python will report?</li>
 <li>Did the code always produce the results you expected? If not,
@@ -499,7 +498,7 @@ <h1>Morning Coffee</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -522,7 +521,7 @@ <h1>Morning Coffee</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/05-coffee.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/06-libraries.html b/instructor/06-libraries.html
index 5233207e5..36ba221b8 100644
--- a/instructor/06-libraries.html
+++ b/instructor/06-libraries.html
@@ -396,10 +396,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -492,8 +492,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="most-of-the-power-of-a-programming-language-is-in-its-libraries-">Most of the power of a programming language is in its
-libraries.<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries."></a>
-<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries-"></a></h2>
+libraries.<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries-"></a></h2>
 <hr class="half-width"><ul><li>A <em>library</em> is a collection of files (called
 <em>modules</em>) that contains functions for use by other programs.
 <ul><li>May also contain data values (e.g., numerical constants) and other
@@ -512,8 +511,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="libraries-and-modules" class="callout-inner">
-<h3 class="callout-title">Libraries and modules<a class="anchor" aria-label="anchor" href="#libraries-and-modules"></a>
-</h3>
+<h3 class="callout-title">Libraries and modules</h3>
 <div class="callout-content">
 <p>A library is a collection of modules, but the terms are often used
 interchangeably, especially since many libraries only consist of a
@@ -521,8 +519,7 @@ <h3 class="callout-title">Libraries and modules<a class="anchor" aria-label="anc
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="a-program-must-import-a-library-module-before-using-it-">A program must import a library module before using it.<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it."></a>
-<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it-"></a></h2>
+</section><section><h2 class="section-heading" id="a-program-must-import-a-library-module-before-using-it-">A program must import a library module before using it.<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>import</code> to load a library module into a program’s
 memory.</li>
 <li>Then refer to things from the module as
@@ -552,8 +549,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>math</code>.</li>
 </ul></li>
 </ul></section><section><h2 class="section-heading" id="use-help-to-learn-about-the-contents-of-a-library-module-">Use <code>help</code> to learn about the contents of a library
-module.<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module."></a>
-<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module-"></a></h2>
+module.<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module-"></a></h2>
 <hr class="half-width"><ul><li>Works just like help for a function.</li>
 </ul><div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -587,8 +583,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ⋮ ⋮ ⋮</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="import-specific-items-from-a-library-module-to-shorten-programs-">Import specific items from a library module to shorten
-programs.<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs."></a>
-<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs-"></a></h2>
+programs.<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>from ... import ...</code> to load only specific items
 from a library module.</li>
 <li>Then refer to them directly without library name as prefix.</li>
@@ -605,8 +600,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>cos(pi) is -1.0</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-">Create an alias for a library module when importing it to shorten
-programs.<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs."></a>
-<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-"></a></h2>
+programs.<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>import ... as ...</code> to give a library a short
 <em>alias</em> while importing it.</li>
 <li>Then refer to items in the library using that shortened name.</li>
@@ -634,8 +628,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exploring-the-math-module" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Exploring the Math Module</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>What function from the <code>math</code> module can you use to
 calculate a square root <em>without</em> using <code>sqrt</code>?</li>
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 </button>
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 <ol style="list-style-type: decimal"><li><p>Using <code>help(math)</code> we see that we’ve got
 <code>pow(x,y)</code> in addition to <code>sqrt(x)</code>, so we could
@@ -671,8 +664,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="locating-the-right-module" class="callout-inner">
-<h3 class="callout-title">Locating the Right Module<a class="anchor" aria-label="anchor" href="#locating-the-right-module"></a>
-</h3>
+<h3 class="callout-title">Locating the Right Module</h3>
 <div class="callout-content">
 <p>You want to select a random character from a string:</p>
 <div class="codewrapper sourceCode" id="cb9">
@@ -693,7 +685,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <div class="accordion-body">
 <p>The <a href="https://docs.python.org/3/library/random.html" class="external-link">random
 module</a> seems like it could help.</p>
@@ -748,8 +740,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jigsaw-puzzle-parsons-problem-programming-example" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Jigsaw Puzzle (Parson’s Problem) Programming Example</h3>
 <div class="callout-content">
 <p>Rearrange the following statements so that a random DNA base is
 printed and its index in the string. Not all statements may be needed.
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 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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-</h3>
+<h3 class="callout-title">When Is Help Available?</h3>
 <div class="callout-content">
 <p>When a colleague of yours types <code>help(math)</code>, Python
 reports an error:</p>
@@ -812,7 +802,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>Importing the math module (<code>import math</code>)</p>
 </div>
@@ -824,8 +814,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="importing-with-aliases" class="callout-inner">
-<h3 class="callout-title">Importing With Aliases<a class="anchor" aria-label="anchor" href="#importing-with-aliases"></a>
-</h3>
+<h3 class="callout-title">Importing With Aliases</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Fill in the blanks so that the program below prints
 <code>90.0</code>.</li>
@@ -847,7 +836,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
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 <div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -879,8 +868,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
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 <div id="there-are-many-ways-to-import-libraries" class="callout-inner">
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-</h3>
+<h3 class="callout-title">There Are Many Ways To Import Libraries!</h3>
 <div class="callout-content">
 <p>Match the following print statements with the appropriate library
 calls.</p>
@@ -901,7 +889,7 @@ <h3 class="callout-title">There Are Many Ways To Import Libraries!<a class="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Library calls 1 and 4. In order to directly refer to
 <code>sin</code> and <code>pi</code> without the library name as prefix,
@@ -934,8 +922,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="importing-specific-items" class="callout-inner">
-<h3 class="callout-title">Importing Specific Items<a class="anchor" aria-label="anchor" href="#importing-specific-items"></a>
-</h3>
+<h3 class="callout-title">Importing Specific Items</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Fill in the blanks so that the program below prints
 <code>90.0</code>.</li>
@@ -957,7 +944,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -981,8 +968,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below and try to identify what the errors are without
 running it.</li>
@@ -1002,7 +988,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1029,8 +1015,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Most of the power of a programming language is in its
 libraries.</li>
@@ -1079,7 +1064,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1102,7 +1087,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/06-libraries.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/07-reading-tabular.html b/instructor/07-reading-tabular.html
index 550a6c960..3a3c037f6 100644
--- a/instructor/07-reading-tabular.html
+++ b/instructor/07-reading-tabular.html
@@ -397,10 +397,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -420,7 +420,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -488,8 +488,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-the-pandas-library-to-do-statistics-on-tabular-data-">Use the Pandas library to do statistics on tabular data.<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data-"></a></h2>
+<section><h2 class="section-heading" id="use-the-pandas-library-to-do-statistics-on-tabular-data-">Use the Pandas library to do statistics on tabular data.<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data-"></a></h2>
 <hr class="half-width"><ul><li>
 <a href="https://pandas.pydata.org/" class="external-link">Pandas</a> is a widely-used
 Python library for statistics, particularly on tabular data.</li>
@@ -544,8 +543,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="file-not-found" class="callout-inner">
-<h3 class="callout-title">File Not Found<a class="anchor" aria-label="anchor" href="#file-not-found"></a>
-</h3>
+<h3 class="callout-title">File Not Found</h3>
 <div class="callout-content">
 <p>Our lessons store their data files in a <code>data</code>
 sub-directory, which is why the path to the file is
@@ -562,8 +560,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </section><section><h2 class="section-heading" id="use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-">Use <code>index_col</code> to specify that a column’s values should
-be used as row headings.<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings."></a>
-<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-"></a></h2>
+be used as row headings.<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-"></a></h2>
 <hr class="half-width"><ul><li>Row headings are numbers (0 and 1 in this case).</li>
 <li>Really want to index by country.</li>
 <li>Pass the name of the column to <code>read_csv</code> as its
@@ -596,8 +593,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 New Zealand     18363.32494     21050.41377     23189.80135     25185.00911</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-">Use the <code>DataFrame.info()</code> method to find out more about
-a dataframe.<a class="anchor" aria-label="anchor" href="#use-the-dataframe.info-method-to-find-out-more-about-a-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-"></a></h2>
+a dataframe.<a class="anchor" aria-label="anchor" href="#use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -636,8 +632,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </ul></li>
 <li>Uses 208 bytes of memory.</li>
 </ul></section><section><h2 class="section-heading" id="the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-">The <code>DataFrame.columns</code> variable stores information about
-the dataframe’s columns.<a class="anchor" aria-label="anchor" href="#the-dataframe.columns-variable-stores-information-about-the-dataframes-columns."></a>
-<a class="anchor" aria-label="anchor" href="#the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-"></a></h2>
+the dataframe’s columns.<a class="anchor" aria-label="anchor" href="#the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-"></a></h2>
 <hr class="half-width"><ul><li>Note that this is data, <em>not</em> a method. (It doesn’t have
 parentheses.)
 <ul><li>Like <code>math.pi</code>.</li>
@@ -657,8 +652,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
        'gdpPercap_1992', 'gdpPercap_1997', 'gdpPercap_2002', 'gdpPercap_2007'],
       dtype='object')</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-dataframe-t-to-transpose-a-dataframe-">Use <code>DataFrame.T</code> to transpose a dataframe.<a class="anchor" aria-label="anchor" href="#use-dataframe.t-to-transpose-a-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-t-to-transpose-a-dataframe-"></a></h2>
+</section><section><h2 class="section-heading" id="use-dataframe-t-to-transpose-a-dataframe-">Use <code>DataFrame.T</code> to transpose a dataframe.<a class="anchor" aria-label="anchor" href="#use-dataframe-t-to-transpose-a-dataframe-"></a></h2>
 <hr class="half-width"><ul><li>Sometimes want to treat columns as rows and vice versa.</li>
 <li>Transpose (written <code>.T</code>) doesn’t copy the data, just
 changes the program’s view of it.</li>
@@ -686,8 +680,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 gdpPercap_2007  34435.36744  25185.00911</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-dataframe-describe-to-get-summary-statistics-about-data-">Use <code>DataFrame.describe()</code> to get summary statistics
-about data.<a class="anchor" aria-label="anchor" href="#use-dataframe.describe-to-get-summary-statistics-about-data."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-describe-to-get-summary-statistics-about-data-"></a></h2>
+about data.<a class="anchor" aria-label="anchor" href="#use-dataframe-describe-to-get-summary-statistics-about-data-"></a></h2>
 <hr class="half-width"><p><code>DataFrame.describe()</code> gets the summary statistics of only
 the columns that have numerical data. All other columns are ignored,
 unless you use the argument <code>include='all'</code>.</p>
@@ -736,8 +729,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-other-data" class="callout-inner">
-<h3 class="callout-title">Reading Other Data<a class="anchor" aria-label="anchor" href="#reading-other-data"></a>
-</h3>
+<h3 class="callout-title">Reading Other Data</h3>
 <div class="callout-content">
 <p>Read the data in <code>gapminder_gdp_americas.csv</code> (which
 should be in the same directory as
@@ -774,8 +766,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="inspecting-data" class="callout-inner">
-<h3 class="callout-title">Inspecting Data<a class="anchor" aria-label="anchor" href="#inspecting-data"></a>
-</h3>
+<h3 class="callout-title">Inspecting Data</h3>
 <div class="callout-content">
 <p>After reading the data for the Americas, use
 <code>help(data_americas.head)</code> and
@@ -897,8 +888,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-files-in-other-directories" class="callout-inner">
-<h3 class="callout-title">Reading Files in Other Directories<a class="anchor" aria-label="anchor" href="#reading-files-in-other-directories"></a>
-</h3>
+<h3 class="callout-title">Reading Files in Other Directories</h3>
 <div class="callout-content">
 <p>The data for your current project is stored in a file called
 <code>microbes.csv</code>, which is located in a folder called
@@ -945,8 +935,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="writing-data" class="callout-inner">
-<h3 class="callout-title">Writing Data<a class="anchor" aria-label="anchor" href="#writing-data"></a>
-</h3>
+<h3 class="callout-title">Writing Data</h3>
 <div class="callout-content">
 <p>As well as the <code>read_csv</code> function for reading data from a
 file, Pandas provides a <code>to_csv</code> function to write dataframes
@@ -994,8 +983,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use the Pandas library to get basic statistics out of tabular
 data.</li>
@@ -1047,7 +1035,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1070,7 +1058,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/07-reading-tabular.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/08-data-frames.html b/instructor/08-data-frames.html
index 1ee1b63d9..c1692ecf0 100644
--- a/instructor/08-data-frames.html
+++ b/instructor/08-data-frames.html
@@ -400,10 +400,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -423,7 +423,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -493,8 +493,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="note-about-pandas-dataframesseries">Note about Pandas DataFrames/Series<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a>
-<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a></h2>
+<section><h2 class="section-heading" id="note-about-pandas-dataframesseries">Note about Pandas DataFrames/Series<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a></h2>
 <hr class="half-width"><p>A <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html" class="external-link">DataFrame</a>
 is a collection of <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.html" class="external-link">Series</a>;
 The DataFrame is the way Pandas represents a table, and Series is the
@@ -505,8 +504,7 @@ <h3 class="card-title">Objectives</h3>
 <p>What makes Pandas so attractive is the powerful interface to access
 individual records of the table, proper handling of missing values, and
 relational-databases operations between DataFrames.</p>
-</section><section><h2 class="section-heading" id="selecting-values">Selecting values<a class="anchor" aria-label="anchor" href="#selecting-values"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-values"></a></h2>
+</section><section><h2 class="section-heading" id="selecting-values">Selecting values<a class="anchor" aria-label="anchor" href="#selecting-values"></a></h2>
 <hr class="half-width"><p>To access a value at the position <code>[i,j]</code> of a DataFrame,
 we have two options, depending on what is the meaning of <code>i</code>
 in use. Remember that a DataFrame provides an <em>index</em> as a way to
@@ -514,8 +512,7 @@ <h3 class="card-title">Objectives</h3>
 inside the table as well as a <em>label</em>, which uniquely identifies
 its <em>entry</em> in the DataFrame.</p>
 </section><section><h2 class="section-heading" id="use-dataframe-iloc--------to-select-values-by-their-entry-position">Use <code>DataFrame.iloc[..., ...]</code> to select values by their
-(entry) position<a class="anchor" aria-label="anchor" href="#use-dataframe.iloc...-...-to-select-values-by-their-entry-position"></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-iloc--------to-select-values-by-their-entry-position"></a></h2>
+(entry) position<a class="anchor" aria-label="anchor" href="#use-dataframe-iloc--------to-select-values-by-their-entry-position"></a></h2>
 <hr class="half-width"><ul><li>Can specify location by numerical index analogously to 2D version of
 character selection in strings.</li>
 </ul><div class="codewrapper sourceCode" id="cb1">
@@ -531,8 +528,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">1601.056136</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-dataframe-loc--------to-select-values-by-their-entry-label-">Use <code>DataFrame.loc[..., ...]</code> to select values by their
-(entry) label.<a class="anchor" aria-label="anchor" href="#use-dataframe.loc...-...-to-select-values-by-their-entry-label."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-loc--------to-select-values-by-their-entry-label-"></a></h2>
+(entry) label.<a class="anchor" aria-label="anchor" href="#use-dataframe-loc--------to-select-values-by-their-entry-label-"></a></h2>
 <hr class="half-width"><ul><li>Can specify location by row and/or column name.</li>
 </ul><div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -544,8 +540,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">1601.056136</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-on-its-own-to-mean-all-columns-or-all-rows-">Use <code>:</code> on its own to mean all columns or all rows.<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows."></a>
-<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows-"></a></h2>
+</section><section><h2 class="section-heading" id="use-on-its-own-to-mean-all-columns-or-all-rows-">Use <code>:</code> on its own to mean all columns or all rows.<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows-"></a></h2>
 <hr class="half-width"><ul><li>Just like Python’s usual slicing notation.</li>
 </ul><div class="codewrapper sourceCode" id="cb5">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -596,8 +591,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 (not recommended, because easily confused with <code>.</code> notation
 for methods)</li>
 </ul></section><section><h2 class="section-heading" id="select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-">Select multiple columns or rows using <code>DataFrame.loc</code> and
-a named slice.<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe.loc-and-a-named-slice."></a>
-<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-"></a></h2>
+a named slice.<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb9">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -618,8 +612,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>loc</code> is inclusive at both ends</strong>, which differs from
 <strong>slicing using <code>iloc</code></strong>, where slicing
 indicates everything up to but not including the final index.</p>
-</section><section><h2 class="section-heading" id="result-of-slicing-can-be-used-in-further-operations-">Result of slicing can be used in further operations.<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations."></a>
-<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations-"></a></h2>
+</section><section><h2 class="section-heading" id="result-of-slicing-can-be-used-in-further-operations-">Result of slicing can be used in further operations.<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations-"></a></h2>
 <hr class="half-width"><ul><li>Usually don’t just print a slice.</li>
 <li>All the statistical operators that work on entire dataframes work
 the same way on slices.</li>
@@ -650,8 +643,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 gdpPercap_1972    7778.414017
 dtype: float64</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-comparisons-to-select-data-based-on-value-">Use comparisons to select data based on value.<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value."></a>
-<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value-"></a></h2>
+</section><section><h2 class="section-heading" id="use-comparisons-to-select-data-based-on-value-">Use comparisons to select data based on value.<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value-"></a></h2>
 <hr class="half-width"><ul><li>Comparison is applied element by element.</li>
 <li>Returns a similarly-shaped dataframe of <code>True</code> and
 <code>False</code>.</li>
@@ -686,8 +678,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 Norway                True           True           True
 Poland               False          False          False</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="select-values-or-nan-using-a-boolean-mask-">Select values or NaN using a Boolean mask.<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask."></a>
-<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask-"></a></h2>
+</section><section><h2 class="section-heading" id="select-values-or-nan-using-a-boolean-mask-">Select values or NaN using a Boolean mask.<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask-"></a></h2>
 <hr class="half-width"><ul><li>A frame full of Booleans is sometimes called a <em>mask</em> because
 of how it can be used.</li>
 </ul><div class="codewrapper sourceCode" id="cb17">
@@ -729,8 +720,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 75%      13285.513523    15862.563915    18879.900590
 max      13450.401510    16361.876470    18965.055510</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="group-by-split-apply-combine">Group By: split-apply-combine<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a>
-<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a></h2>
+</section><section><h2 class="section-heading" id="group-by-split-apply-combine">Group By: split-apply-combine<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a></h2>
 <hr class="half-width"><div id="accordionInstructor1" class="accordion instructor-note accordion-flush">
 <div class="accordion-item">
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
@@ -837,8 +827,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selection-of-individual-values" class="callout-inner">
-<h3 class="callout-title">Selection of Individual Values<a class="anchor" aria-label="anchor" href="#selection-of-individual-values"></a>
-</h3>
+<h3 class="callout-title">Selection of Individual Values</h3>
 <div class="callout-content">
 <p>Assume Pandas has been imported into your notebook and the Gapminder
 GDP data for Europe has been loaded:</p>
@@ -882,8 +871,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="extent-of-slicing" class="callout-inner">
-<h3 class="callout-title">Extent of Slicing<a class="anchor" aria-label="anchor" href="#extent-of-slicing"></a>
-</h3>
+<h3 class="callout-title">Extent of Slicing</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Do the two statements below produce the same output?</li>
 <li>Based on this, what rule governs what is included (or not) in
@@ -939,8 +927,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reconstructing-data" class="callout-inner">
-<h3 class="callout-title">Reconstructing Data<a class="anchor" aria-label="anchor" href="#reconstructing-data"></a>
-</h3>
+<h3 class="callout-title">Reconstructing Data</h3>
 <div class="callout-content">
 <p>Explain what each line in the following short program does: what is
 in <code>first</code>, <code>second</code>, etc.?</p>
@@ -1022,8 +1009,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selecting-indices" class="callout-inner">
-<h3 class="callout-title">Selecting Indices<a class="anchor" aria-label="anchor" href="#selecting-indices"></a>
-</h3>
+<h3 class="callout-title">Selecting Indices</h3>
 <div class="callout-content">
 <p>Explain in simple terms what <code>idxmin</code> and
 <code>idxmax</code> do in the short program below. When would you use
@@ -1060,8 +1046,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practice-with-selection" class="callout-inner">
-<h3 class="callout-title">Practice with Selection<a class="anchor" aria-label="anchor" href="#practice-with-selection"></a>
-</h3>
+<h3 class="callout-title">Practice with Selection</h3>
 <div class="callout-content">
 <p>Assume Pandas has been imported and the Gapminder GDP data for Europe
 has been loaded. Write an expression to select each of the
@@ -1118,8 +1103,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="many-ways-of-access" class="callout-inner">
-<h3 class="callout-title">Many Ways of Access<a class="anchor" aria-label="anchor" href="#many-ways-of-access"></a>
-</h3>
+<h3 class="callout-title">Many Ways of Access</h3>
 <div class="callout-content">
 <p>There are at least two ways of accessing a value or slice of a
 DataFrame: by name or index. However, there are many others. For
@@ -1288,8 +1272,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="exploring-available-methods-using-the-dir-function" class="callout-inner">
 <h3 class="callout-title">Exploring available methods using the
-<code>dir()</code> function<a class="anchor" aria-label="anchor" href="#exploring-available-methods-using-the-dir-function"></a>
-</h3>
+<code>dir()</code> function</h3>
 <div class="callout-content">
 <p>Python includes a <code>dir()</code> function that can be used to
 display all of the available methods (functions) that are built into a
@@ -1347,8 +1330,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="interpretation" class="callout-inner">
-<h3 class="callout-title">Interpretation<a class="anchor" aria-label="anchor" href="#interpretation"></a>
-</h3>
+<h3 class="callout-title">Interpretation</h3>
 <div class="callout-content">
 <p>Poland’s borders have been stable since 1945, but changed several
 times in the years before then. How would you handle this if you were
@@ -1362,8 +1344,7 @@ <h3 class="callout-title">Interpretation<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>DataFrame.iloc[..., ...]</code> to select values by
 integer location.</li>
@@ -1412,7 +1393,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1435,7 +1416,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/08-data-frames.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-08-29",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/09-plotting.html b/instructor/09-plotting.html
index 3f3a9d5f5..6c5cc0516 100644
--- a/instructor/09-plotting.html
+++ b/instructor/09-plotting.html
@@ -396,10 +396,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -419,7 +419,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -490,8 +490,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 <section><h2 class="section-heading" id="matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-">
 <a href="https://matplotlib.org/" class="external-link"><code>matplotlib</code></a> is the
-most widely used scientific plotting library in Python.<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python."></a>
-<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-"></a></h2>
+most widely used scientific plotting library in Python.<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-"></a></h2>
 <hr class="half-width"><ul><li>Commonly use a sub-library called <a href="https://matplotlib.org/stable/tutorials/introductory/pyplot.html" class="external-link"><code>matplotlib.pyplot</code></a>.</li>
 <li>The Jupyter Notebook will render plots inline by default.</li>
 </ul><div class="codewrapper sourceCode" id="cb1">
@@ -515,8 +514,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="display-all-open-figures" class="callout-inner">
-<h3 class="callout-title">Display All Open Figures<a class="anchor" aria-label="anchor" href="#display-all-open-figures"></a>
-</h3>
+<h3 class="callout-title">Display All Open Figures</h3>
 <div class="callout-content">
 <p>In our Jupyter Notebook example, running the cell should generate the
 figure directly below the code. The figure is also included in the
@@ -535,8 +533,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plot-data-directly-from-a-pandas-dataframe-">Plot data directly from a <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html" class="external-link"><code>Pandas dataframe</code></a>.<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe-"></a></h2>
+</section><section><h2 class="section-heading" id="plot-data-directly-from-a-pandas-dataframe-">Plot data directly from a <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html" class="external-link"><code>Pandas dataframe</code></a>.<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe-"></a></h2>
 <hr class="half-width"><ul><li>We can also plot <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html" class="external-link">Pandas
 dataframes</a>.</li>
 <li>Before plotting, we convert the column headings from a
@@ -567,8 +564,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb4-16"><a href="#cb4-16" tabindex="-1"></a></span>
 <span id="cb4-17"><a href="#cb4-17" tabindex="-1"></a>data.loc[<span class="st">'Australia'</span>].plot()</span></code></pre>
 </div>
-<figure><img src="../fig/9_gdp_australia.svg" alt="GDP plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="select-and-transform-data-then-plot-it-">Select and transform data, then plot it.<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it."></a>
-<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it-"></a></h2>
+<figure><img src="../fig/9_gdp_australia.svg" alt="GDP plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="select-and-transform-data-then-plot-it-">Select and transform data, then plot it.<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it-"></a></h2>
 <hr class="half-width"><ul><li>By default, <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.plot.html#pandas.DataFrame.plot" class="external-link"><code>DataFrame.plot</code></a>
 plots with the rows as the X axis.</li>
 <li>We can transpose the data in order to plot multiple series.</li>
@@ -578,8 +574,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>data.T.plot()</span>
 <span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a>plt.ylabel(<span class="st">'GDP per capita'</span>)</span></code></pre>
 </div>
-<figure><img src="../fig/9_gdp_australia_nz.svg" alt="GDP plot for Australia and New Zealand" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="many-styles-of-plot-are-available-">Many styles of plot are available.<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available."></a>
-<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available-"></a></h2>
+<figure><img src="../fig/9_gdp_australia_nz.svg" alt="GDP plot for Australia and New Zealand" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="many-styles-of-plot-are-available-">Many styles of plot are available.<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available-"></a></h2>
 <hr class="half-width"><ul><li>For example, do a bar plot using a fancier style.</li>
 </ul><div class="codewrapper sourceCode" id="cb6">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -589,15 +584,13 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a>plt.ylabel(<span class="st">'GDP per capita'</span>)</span></code></pre>
 </div>
 <figure><img src="../fig/9_gdp_bar.svg" alt="GDP barplot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-">Data can also be plotted by calling the <code>matplotlib</code>
-<code>plot</code> function directly.<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly."></a>
-<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-"></a></h2>
+<code>plot</code> function directly.<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-"></a></h2>
 <hr class="half-width"><ul><li>The command is <code>plt.plot(x, y)</code>
 </li>
 <li>The color and format of markers can also be specified as an
 additional optional argument e.g., <code>b-</code> is a blue line,
 <code>g--</code> is a green dashed line.</li>
-</ul></section><section><h2 class="section-heading" id="get-australia-data-from-dataframe">Get Australia data from dataframe<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a></h2>
+</ul></section><section><h2 class="section-heading" id="get-australia-data-from-dataframe">Get Australia data from dataframe<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -606,8 +599,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a></span>
 <span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a>plt.plot(years, gdp_australia, <span class="st">'g--'</span>)</span></code></pre>
 </div>
-<figure><img src="../fig/9_gdp_australia_formatted.svg" alt="GDP formatted plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="can-plot-many-sets-of-data-together-">Can plot many sets of data together.<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together."></a>
-<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together-"></a></h2>
+<figure><img src="../fig/9_gdp_australia_formatted.svg" alt="GDP formatted plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="can-plot-many-sets-of-data-together-">Can plot many sets of data together.<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb8">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -629,8 +621,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="adding-a-legend" class="callout-inner">
-<h3 class="callout-title">Adding a Legend<a class="anchor" aria-label="anchor" href="#adding-a-legend"></a>
-</h3>
+<h3 class="callout-title">Adding a Legend</h3>
 <div class="callout-content">
 <p>Often when plotting multiple datasets on the same figure it is
 desirable to have a legend describing the data.</p>
@@ -675,8 +666,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="minima-and-maxima" class="callout-inner">
-<h3 class="callout-title">Minima and Maxima<a class="anchor" aria-label="anchor" href="#minima-and-maxima"></a>
-</h3>
+<h3 class="callout-title">Minima and Maxima</h3>
 <div class="callout-content">
 <p>Fill in the blanks below to plot the minimum GDP per capita over time
 for all the countries in Europe. Modify it again to plot the maximum GDP
@@ -718,8 +708,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="correlations" class="callout-inner">
-<h3 class="callout-title">Correlations<a class="anchor" aria-label="anchor" href="#correlations"></a>
-</h3>
+<h3 class="callout-title">Correlations</h3>
 <div class="callout-content">
 <p>Modify the example in the notes to create a scatter plot showing the
 relationship between the minimum and maximum GDP per capita among the
@@ -753,7 +742,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="correlations" class="callout-inner">
-<h3 class="callout-title">Correlations<em> (continued)</em><a class="anchor" aria-label="anchor" href="#correlations"></a>
+<h3 class="callout-title">Correlations<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>You might note that the variability in the maximum is much higher
@@ -791,8 +780,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-correlations" class="callout-inner">
-<h3 class="callout-title">More Correlations<a class="anchor" aria-label="anchor" href="#more-correlations"></a>
-</h3>
+<h3 class="callout-title">More Correlations</h3>
 <div class="callout-content">
 <p>This short program creates a plot showing the correlation between GDP
 and life expectancy for 2007, normalizing marker size by population:</p>
@@ -833,8 +821,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="saving-your-plot-to-a-file" class="callout-inner">
-<h3 class="callout-title">Saving your plot to a file<a class="anchor" aria-label="anchor" href="#saving-your-plot-to-a-file"></a>
-</h3>
+<h3 class="callout-title">Saving your plot to a file</h3>
 <div class="callout-content">
 <p>If you are satisfied with the plot you see you may want to save it to
 a file, perhaps to include it in a publication. There is a function in
@@ -874,8 +861,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="making-your-plots-accessible" class="callout-inner">
-<h3 class="callout-title">Making your plots accessible<a class="anchor" aria-label="anchor" href="#making-your-plots-accessible"></a>
-</h3>
+<h3 class="callout-title">Making your plots accessible</h3>
 <div class="callout-content">
 <p>Whenever you are generating plots to go into a paper or a
 presentation, there are a few things you can do to make sure that
@@ -904,8 +890,7 @@ <h3 class="callout-title">Making your plots accessible<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>
 <a href="https://matplotlib.org/" class="external-link"><code>matplotlib</code></a> is the
@@ -954,7 +939,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -977,7 +962,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/09-plotting.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-03-17",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/10-lunch.html b/instructor/10-lunch.html
index 6ec5463fd..40cb68b2a 100644
--- a/instructor/10-lunch.html
+++ b/instructor/10-lunch.html
@@ -381,10 +381,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -404,7 +404,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -492,7 +492,7 @@ <h1>Lunch</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -515,7 +515,7 @@ <h1>Lunch</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/10-lunch.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/11-lists.html b/instructor/11-lists.html
index 4090bad25..a16396e56 100644
--- a/instructor/11-lists.html
+++ b/instructor/11-lists.html
@@ -397,10 +397,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -420,7 +420,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -488,8 +488,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="a-list-stores-many-values-in-a-single-structure-">A list stores many values in a single structure.<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure."></a>
-<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure-"></a></h2>
+<section><h2 class="section-heading" id="a-list-stores-many-values-in-a-single-structure-">A list stores many values in a single structure.<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure-"></a></h2>
 <hr class="half-width"><ul><li>Doing calculations with a hundred variables called
 <code>pressure_001</code>, <code>pressure_002</code>, etc., would be at
 least as slow as doing them by hand.</li>
@@ -511,8 +510,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>pressures: [0.273, 0.275, 0.277, 0.275, 0.276]
 length: 5</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-an-items-index-to-fetch-it-from-a-list-">Use an item’s index to fetch it from a list.<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list."></a>
-<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list-"></a></h2>
+</section><section><h2 class="section-heading" id="use-an-items-index-to-fetch-it-from-a-list-">Use an item’s index to fetch it from a list.<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list-"></a></h2>
 <hr class="half-width"><ul><li>Just like strings.</li>
 </ul><div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -526,8 +524,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>zeroth item of pressures: 0.273
 fourth item of pressures: 0.276</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="lists-values-can-be-replaced-by-assigning-to-them-">Lists’ values can be replaced by assigning to them.<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them."></a>
-<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them-"></a></h2>
+</section><section><h2 class="section-heading" id="lists-values-can-be-replaced-by-assigning-to-them-">Lists’ values can be replaced by assigning to them.<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them-"></a></h2>
 <hr class="half-width"><ul><li>Use an index expression on the left of assignment to replace a
 value.</li>
 </ul><div class="codewrapper sourceCode" id="cb5">
@@ -541,8 +538,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>pressures is now: [0.265, 0.275, 0.277, 0.275, 0.276]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="appending-items-to-a-list-lengthens-it-">Appending items to a list lengthens it.<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it."></a>
-<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it-"></a></h2>
+</section><section><h2 class="section-heading" id="appending-items-to-a-list-lengthens-it-">Appending items to a list lengthens it.<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>list_name.append</code> to add items to the end of a
 list.</li>
 </ul><div class="codewrapper sourceCode" id="cb7">
@@ -594,8 +590,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 the list, appending a list to a list means the last element in
 <code>primes</code> will itself be a list, not an integer. Lists can
 contain values of any type; therefore, lists of lists are possible.</p>
-</section><section><h2 class="section-heading" id="use-del-to-remove-items-from-a-list-entirely-">Use <code>del</code> to remove items from a list entirely.<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely."></a>
-<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely-"></a></h2>
+</section><section><h2 class="section-heading" id="use-del-to-remove-items-from-a-list-entirely-">Use <code>del</code> to remove items from a list entirely.<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely-"></a></h2>
 <hr class="half-width"><ul><li>We use <code>del list_name[index]</code> to remove an element from a
 list (in the example, 9 is not a prime number) and thus shorten it.</li>
 <li>
@@ -615,24 +610,21 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>primes before removing last item: [2, 3, 5, 7, 9]
 primes after removing last item: [2, 3, 5, 7]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-empty-list-contains-no-values-">The empty list contains no values.<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values."></a>
-<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values-"></a></h2>
+</section><section><h2 class="section-heading" id="the-empty-list-contains-no-values-">The empty list contains no values.<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>[]</code> on its own to represent a list that doesn’t
 contain any values.
 <ul><li>“The zero of lists.”</li>
 </ul></li>
 <li>Helpful as a starting point for collecting values (which we will see
 in the <a href="12-for-loops.html">next episode</a>).</li>
-</ul></section><section><h2 class="section-heading" id="lists-may-contain-values-of-different-types-">Lists may contain values of different types.<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types."></a>
-<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="lists-may-contain-values-of-different-types-">Lists may contain values of different types.<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types-"></a></h2>
 <hr class="half-width"><ul><li>A single list may contain numbers, strings, and anything else.</li>
 </ul><div class="codewrapper sourceCode" id="cb13">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a>goals <span class="op">=</span> [<span class="dv">1</span>, <span class="st">'Create lists.'</span>, <span class="dv">2</span>, <span class="st">'Extract items from lists.'</span>, <span class="dv">3</span>, <span class="st">'Modify lists.'</span>]</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="character-strings-can-be-indexed-like-lists-">Character strings can be indexed like lists.<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists."></a>
-<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists-"></a></h2>
+</section><section><h2 class="section-heading" id="character-strings-can-be-indexed-like-lists-">Character strings can be indexed like lists.<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists-"></a></h2>
 <hr class="half-width"><ul><li>Get single characters from a character string using indexes in
 square brackets.</li>
 </ul><div class="codewrapper sourceCode" id="cb14">
@@ -648,8 +640,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>zeroth character: c
 third character: b</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="character-strings-are-immutable-">Character strings are immutable.<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable."></a>
-<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable-"></a></h2>
+</section><section><h2 class="section-heading" id="character-strings-are-immutable-">Character strings are immutable.<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable-"></a></h2>
 <hr class="half-width"><ul><li>Cannot change the characters in a string after it has been created.
 <ul><li>
 <em>Immutable</em>: can’t be changed after creation.</li>
@@ -669,8 +660,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <pre class="error" tabindex="0"><code>TypeError: 'str' object does not support item assignment</code></pre>
 </div>
 <ul><li>Lists and character strings are both <em>collections</em>.</li>
-</ul></section><section><h2 class="section-heading" id="indexing-beyond-the-end-of-the-collection-is-an-error-">Indexing beyond the end of the collection is an error.<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error."></a>
-<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="indexing-beyond-the-end-of-the-collection-is-an-error-">Indexing beyond the end of the collection is an error.<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error-"></a></h2>
 <hr class="half-width"><ul><li>Python reports an <code>IndexError</code> if we attempt to access a
 value that doesn’t exist.
 <ul><li>This is a kind of <a href="04-built-in.html">runtime error</a>.</li>
@@ -692,8 +682,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fill-in-the-blanks" class="callout-inner">
-<h3 class="callout-title">Fill in the Blanks<a class="anchor" aria-label="anchor" href="#fill-in-the-blanks"></a>
-</h3>
+<h3 class="callout-title">Fill in the Blanks</h3>
 <div class="callout-content">
 <p>Fill in the blanks so that the program below produces the output
 shown.</p>
@@ -722,7 +711,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -744,8 +733,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-large-is-a-slice" class="callout-inner">
-<h3 class="callout-title">How Large is a Slice?<a class="anchor" aria-label="anchor" href="#how-large-is-a-slice"></a>
-</h3>
+<h3 class="callout-title">How Large is a Slice?</h3>
 <div class="callout-content">
 <p>If <code>start</code> and <code>stop</code> are both non-negative
 integers, how long is the list <code>values[start:stop]</code>?</p>
@@ -757,7 +745,7 @@ <h3 class="callout-title">How Large is a Slice?<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>The list <code>values[start:stop]</code> has up to
 <code>stop - start</code> elements. For example,
@@ -775,8 +763,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="from-strings-to-lists-and-back" class="callout-inner">
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-</h3>
+<h3 class="callout-title">From Strings to Lists and Back</h3>
 <div class="callout-content">
 <p>Given this:</p>
 <div class="codewrapper sourceCode" id="cb23">
@@ -801,7 +788,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>
 <a href="https://docs.python.org/3/library/stdtypes.html#list" class="external-link"><code>list('some string')</code></a>
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+<h3 class="callout-title">Working With the End</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb25">
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 <div class="accordion-body">
 <p>The program prints <code>m</code>.</p>
 <ol style="list-style-type: decimal"><li>Python interprets a negative index as starting from the end (as
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-</h3>
+<h3 class="callout-title">Stepping Through a List</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb26">
@@ -892,7 +877,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
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 <p>The program prints</p>
 <div class="codewrapper sourceCode" id="cb27">
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 <div id="slice-bounds" class="callout-inner">
-<h3 class="callout-title">Slice Bounds<a class="anchor" aria-label="anchor" href="#slice-bounds"></a>
-</h3>
+<h3 class="callout-title">Slice Bounds</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -936,7 +920,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
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-<h3 class="callout-title">Sort and Sorted<a class="anchor" aria-label="anchor" href="#sort-and-sorted"></a>
-</h3>
+<h3 class="callout-title">Sort and Sorted</h3>
 <div class="callout-content">
 <p>What do these two programs print? In simple terms, explain the
 difference between <code>sorted(letters)</code> and
@@ -985,7 +968,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p>Program A prints</p>
 <div class="codewrapper">
@@ -1012,8 +995,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="copying-or-not" class="callout-inner">
-<h3 class="callout-title">Copying (or Not)<a class="anchor" aria-label="anchor" href="#copying-or-not"></a>
-</h3>
+<h3 class="callout-title">Copying (or Not)</h3>
 <div class="callout-content">
 <p>What do these two programs print? In simple terms, explain the
 difference between <code>new = old</code> and
@@ -1044,7 +1026,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p>Program A prints</p>
 <div class="codewrapper">
@@ -1073,8 +1055,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>A list stores many values in a single structure.</li>
 <li>Use an item’s index to fetch it from a list.</li>
@@ -1125,7 +1106,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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@@ -1148,7 +1129,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/11-lists.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-07-24",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/12-for-loops.html b/instructor/12-for-loops.html
index e709533f3..260dd2a9e 100644
--- a/instructor/12-for-loops.html
+++ b/instructor/12-for-loops.html
@@ -397,10 +397,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </div>
               </div>
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -491,8 +491,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="a-for-loop-executes-commands-once-for-each-value-in-a-collection-">A <em>for loop</em> executes commands once for each value in a
-collection.<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection."></a>
-<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection-"></a></h2>
+collection.<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection-"></a></h2>
 <hr class="half-width"><ul><li>Doing calculations on the values in a list one by one is as painful
 as working with <code>pressure_001</code>, <code>pressure_002</code>,
 etc.</li>
@@ -522,8 +521,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span><span class="fl">5</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-">A <code>for</code> loop is made up of a collection, a loop variable,
-and a body.<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body."></a>
-<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-"></a></h2>
+and a body.<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-"></a></h2>
 <hr class="half-width"><div class="codewrapper sourceCode" id="cb4">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
 </h3>
@@ -539,8 +537,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <ul><li>The “current thing”.</li>
 </ul></li>
 </ul></section><section><h2 class="section-heading" id="the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-">The first line of the <code>for</code> loop must end with a colon,
-and the body must be indented.<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented."></a>
-<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-"></a></h2>
+and the body must be indented.<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-"></a></h2>
 <hr class="half-width"><ul><li>The colon at the end of the first line signals the start of a
 <em>block</em> of statements.</li>
 <li>Python uses indentation rather than <code>{}</code> or
@@ -576,8 +573,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 <ul><li>This error can be fixed by removing the extra spaces at the
 beginning of the second line.</li>
-</ul></section><section><h2 class="section-heading" id="loop-variables-can-be-called-anything-">Loop variables can be called anything.<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything."></a>
-<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="loop-variables-can-be-called-anything-">Loop variables can be called anything.<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything-"></a></h2>
 <hr class="half-width"><ul><li>As with all variables, loop variables are:
 <ul><li>Created on demand.</li>
 <li>Meaningless: their names can be anything at all.</li>
@@ -588,8 +584,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="cf">for</span> kitten <span class="kw">in</span> [<span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">5</span>]:</span>
 <span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>    <span class="bu">print</span>(kitten)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-body-of-a-loop-can-contain-many-statements-">The body of a loop can contain many statements.<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements."></a>
-<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements-"></a></h2>
+</section><section><h2 class="section-heading" id="the-body-of-a-loop-can-contain-many-statements-">The body of a loop can contain many statements.<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements-"></a></h2>
 <hr class="half-width"><ul><li>But no loop should be more than a few lines long.</li>
 <li>Hard for human beings to keep larger chunks of code in mind.</li>
 </ul><div class="codewrapper sourceCode" id="cb10">
@@ -608,8 +603,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 3 9 27
 5 25 125</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-range-to-iterate-over-a-sequence-of-numbers-">Use <code>range</code> to iterate over a sequence of numbers.<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers."></a>
-<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers-"></a></h2>
+</section><section><h2 class="section-heading" id="use-range-to-iterate-over-a-sequence-of-numbers-">Use <code>range</code> to iterate over a sequence of numbers.<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers-"></a></h2>
 <hr class="half-width"><ul><li>The built-in function <a href="https://docs.python.org/3/library/stdtypes.html#range" class="external-link"><code>range</code></a>
 produces a sequence of numbers.
 <ul><li>
@@ -636,8 +630,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1
 2</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-accumulator-pattern-turns-many-values-into-one-">The Accumulator pattern turns many values into one.<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one."></a>
-<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one-"></a></h2>
+</section><section><h2 class="section-heading" id="the-accumulator-pattern-turns-many-values-into-one-">The Accumulator pattern turns many values into one.<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one-"></a></h2>
 <hr class="half-width"><ul><li>A common pattern in programs is to:
 <ol style="list-style-type: decimal"><li>Initialize an <em>accumulator</em> variable to zero, the empty
 string, or the empty list.</li>
@@ -671,8 +664,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="classifying-errors" class="callout-inner">
-<h3 class="callout-title">Classifying Errors<a class="anchor" aria-label="anchor" href="#classifying-errors"></a>
-</h3>
+<h3 class="callout-title">Classifying Errors</h3>
 <div class="callout-content">
 <p>Is an indentation error a syntax error or a runtime error?</p>
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>An IndentationError is a syntax error. Programs with syntax errors
 cannot be started. A program with a runtime error will start but an
@@ -697,8 +689,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tracing-execution" class="callout-inner">
-<h3 class="callout-title">Tracing Execution<a class="anchor" aria-label="anchor" href="#tracing-execution"></a>
-</h3>
+<h3 class="callout-title">Tracing Execution</h3>
 <div class="callout-content">
 <p>Create a table showing the numbers of the lines that are executed
 when this program runs, and the values of the variables after each line
@@ -718,7 +709,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <table class="table"><thead><tr class="header"><th>Line no</th>
 <th>Variables</th>
@@ -745,8 +736,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
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 <div id="reversing-a-string" class="callout-inner">
-<h3 class="callout-title">Reversing a String<a class="anchor" aria-label="anchor" href="#reversing-a-string"></a>
-</h3>
+<h3 class="callout-title">Reversing a String</h3>
 <div class="callout-content">
 <p>Fill in the blanks in the program below so that it prints “nit” (the
 reverse of the original character string “tin”).</p>
@@ -767,7 +757,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practice-accumulating" class="callout-inner">
-<h3 class="callout-title">Practice Accumulating<a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
-</h3>
+<h3 class="callout-title">Practice Accumulating</h3>
 <div class="callout-content">
 <p>Fill in the blanks in each of the programs below to produce the
 indicated result.</p>
@@ -809,7 +798,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
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@@ -927,7 +916,7 @@ <h3 class="callout-title">Practice Accumulating<em>
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 <div id="cumulative-sum" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Cumulative Sum</h3>
 <div class="callout-content">
 <p>Reorder and properly indent the lines of code below so that they
 print a list with the cumulative sum of data. The result should be
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-</h3>
+<h3 class="callout-title">Identifying Variable Name Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below and try to identify what the errors are
 <em>without</em> running it.</li>
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 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <ul><li>Python variable names are case sensitive: <code>number</code> and
 <code>Number</code> refer to different variables.</li>
@@ -1052,8 +1039,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
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-<h3 class="callout-title">Identifying Item Errors<a class="anchor" aria-label="anchor" href="#identifying-item-errors"></a>
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+<h3 class="callout-title">Identifying Item Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below and try to identify what the errors are
 <em>without</em> running it.</li>
@@ -1074,7 +1060,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
 <div class="accordion-body">
 <p>This list has 4 elements and the index to access the last element in
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-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>A <em>for loop</em> executes commands once for each value in a
 collection.</li>
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
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   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/12-for-loops.html",
   "dateCreated": "2016-01-07",
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diff --git a/instructor/13-conditionals.html b/instructor/13-conditionals.html
index 4c23172d0..47f22dd24 100644
--- a/instructor/13-conditionals.html
+++ b/instructor/13-conditionals.html
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               </div>
             </div>
 
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             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -489,8 +489,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-">Use <code>if</code> statements to control whether or not a block of
-code is executed.<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed."></a>
-<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-"></a></h2>
+code is executed.<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-"></a></h2>
 <hr class="half-width"><ul><li>An <code>if</code> statement (more properly called a
 <em>conditional</em> statement) controls whether some block of code is
 executed or not.</li>
@@ -515,8 +514,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>3.54 is large</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditionals-are-often-used-inside-loops-">Conditionals are often used inside loops.<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops."></a>
-<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops-"></a></h2>
+</section><section><h2 class="section-heading" id="conditionals-are-often-used-inside-loops-">Conditionals are often used inside loops.<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops-"></a></h2>
 <hr class="half-width"><ul><li>Not much point using a conditional when we know the value (as
 above).</li>
 <li>But useful when we have a collection to process.</li>
@@ -535,8 +533,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 9.22 is large</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-">Use <code>else</code> to execute a block of code when an
-<code>if</code> condition is <em>not</em> true.<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true."></a>
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 <hr class="half-width"><ul><li>
 <code>else</code> can be used following an <code>if</code>.</li>
 <li>Allows us to specify an alternative to execute when the
@@ -560,8 +557,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1.86 is small
 1.71 is small</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-elif-to-specify-additional-tests-">Use <code>elif</code> to specify additional tests.<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests."></a>
-<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests-"></a></h2>
+</section><section><h2 class="section-heading" id="use-elif-to-specify-additional-tests-">Use <code>elif</code> to specify additional tests.<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests-"></a></h2>
 <hr class="half-width"><ul><li>May want to provide several alternative choices, each with its own
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 <li>Use <code>elif</code> (short for “else if”) and a condition to
@@ -590,8 +586,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1.86 is small
 1.71 is small</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditions-are-tested-once-in-order-">Conditions are tested once, in order.<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order."></a>
-<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order-"></a></h2>
+</section><section><h2 class="section-heading" id="conditions-are-tested-once-in-order-">Conditions are tested once, in order.<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order-"></a></h2>
 <hr class="half-width"><ul><li>Python steps through the branches of the conditional in order,
 testing each in turn.</li>
 <li>So ordering matters.</li>
@@ -660,8 +655,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 final velocity: 30.0</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="create-a-table-showing-variables-values-to-trace-a-programs-execution-">Create a table showing variables’ values to trace a program’s
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 <hr class="half-width"><table class="table"><tr><td>
 <strong>i</strong>
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 <h3 class="callout-title">Compound Relations Using <code>and</code>,
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+<code>or</code>, and Parentheses</h3>
 <div class="callout-content">
 <p>Often, you want some combination of things to be true. You can
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@@ -787,8 +780,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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+<h3 class="callout-title">Tracing Execution</h3>
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 <div id="trimming-values" class="callout-inner">
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 <div class="callout-content">
 <p>Fill in the blanks so that this program creates a new list containing
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 <div class="codewrapper sourceCode" id="cb22">
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+<h3 class="callout-title">Processing Small Files</h3>
 <div class="callout-content">
 <p>Modify this program so that it only processes files with fewer than
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+<h3 class="callout-title">Initializing</h3>
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 <p>Modify this program so that it finds the largest and smallest values
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@@ -951,7 +940,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1008,8 +997,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use <code>if</code> statements to control whether or not a block of
 code is executed.</li>
@@ -1059,7 +1047,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1082,7 +1070,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/13-conditionals.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-02-16",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/14-looping-data-sets.html b/instructor/14-looping-data-sets.html
index 965a0a466..348215b32 100644
--- a/instructor/14-looping-data-sets.html
+++ b/instructor/14-looping-data-sets.html
@@ -393,10 +393,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -416,7 +416,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -487,8 +487,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="use-a-for-loop-to-process-files-given-a-list-of-their-names-">Use a <code>for</code> loop to process files given a list of their
-names.<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names."></a>
-<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names-"></a></h2>
+names.<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names-"></a></h2>
 <hr class="half-width"><ul><li>A filename is a character string.</li>
 <li>And lists can contain character strings.</li>
 </ul><div class="codewrapper sourceCode" id="cb1">
@@ -522,8 +521,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 dtype: float64</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-">Use <a href="https://docs.python.org/3/library/glob.html#glob.glob" class="external-link"><code>glob.glob</code></a>
-to find sets of files whose names match a pattern.<a class="anchor" aria-label="anchor" href="#use-glob.glob-to-find-sets-of-files-whose-names-match-a-pattern."></a>
-<a class="anchor" aria-label="anchor" href="#use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-"></a></h2>
+to find sets of files whose names match a pattern.<a class="anchor" aria-label="anchor" href="#use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-"></a></h2>
 <hr class="half-width"><ul><li>In Unix, the term “globbing” means “matching a set of files with a
 pattern”.</li>
 <li>The most common patterns are:
@@ -564,8 +562,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>all PDB files: []</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-glob-and-for-to-process-batches-of-files-">Use <code>glob</code> and <code>for</code> to process batches of
-files.<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files."></a>
-<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files-"></a></h2>
+files.<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files-"></a></h2>
 <hr class="half-width"><ul><li>Helps a lot if the files are named and stored systematically and
 consistently so that simple patterns will find the right data.</li>
 </ul><div class="codewrapper sourceCode" id="cb7">
@@ -595,8 +592,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="determining-matches" class="callout-inner">
-<h3 class="callout-title">Determining Matches<a class="anchor" aria-label="anchor" href="#determining-matches"></a>
-</h3>
+<h3 class="callout-title">Determining Matches</h3>
 <div class="callout-content">
 <p>Which of these files is <em>not</em> matched by the expression
 <code>glob.glob('data/*as*.csv')</code>?</p>
@@ -611,7 +607,7 @@ <h3 class="callout-title">Determining Matches<a class="anchor" aria-label="ancho
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   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>1 is not matched by the glob.</p>
 </div>
@@ -623,8 +619,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="minimum-file-size" class="callout-inner">
-<h3 class="callout-title">Minimum File Size<a class="anchor" aria-label="anchor" href="#minimum-file-size"></a>
-</h3>
+<h3 class="callout-title">Minimum File Size</h3>
 <div class="callout-content">
 <p>Modify this program so that it prints the number of records in the
 file that has the fewest records.</p>
@@ -650,7 +645,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -678,8 +673,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="comparing-data" class="callout-inner">
-<h3 class="callout-title">Comparing Data<a class="anchor" aria-label="anchor" href="#comparing-data"></a>
-</h3>
+<h3 class="callout-title">Comparing Data</h3>
 <div class="callout-content">
 <p>Write a program that reads in the regional data sets and plots the
 average GDP per capita for each region over time in a single chart.
@@ -694,7 +688,7 @@ <h3 class="callout-title">Comparing Data<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This solution builds a useful legend by using the <a href="https://docs.python.org/3/library/stdtypes.html#str.split" class="external-link">string
 <code>split</code> method</a> to extract the <code>region</code> from
@@ -735,8 +729,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="dealing-with-file-paths" class="callout-inner">
-<h3 class="callout-title">Dealing with File Paths<a class="anchor" aria-label="anchor" href="#dealing-with-file-paths"></a>
-</h3>
+<h3 class="callout-title">Dealing with File Paths</h3>
 <div class="callout-content">
 <p>The <a href="https://docs.python.org/3/library/pathlib.html" class="external-link"><code>pathlib</code>
 module</a> provides useful abstractions for file and path manipulation
@@ -771,8 +764,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Use a <code>for</code> loop to process files given a list of their
 names.</li>
@@ -819,7 +811,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -842,7 +834,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/14-looping-data-sets.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-03-05",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/15-coffee.html b/instructor/15-coffee.html
index c072cdffa..878264f9b 100644
--- a/instructor/15-coffee.html
+++ b/instructor/15-coffee.html
@@ -388,10 +388,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -411,7 +411,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -455,8 +455,7 @@ <h1>Afternoon Coffee</h1>
         </div>
 
         
-<section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
-<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a></h2>
+<section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a></h2>
 <hr class="half-width"><p>Over break, reflect on and discuss the following:</p>
 <ul><li>A common refrain in software engineering is “Don’t Repeat Yourself”.
 How do the techniques we’ve learned in the last lessons help us avoid
@@ -504,7 +503,7 @@ <h1>Afternoon Coffee</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -527,7 +526,7 @@ <h1>Afternoon Coffee</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/15-coffee.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/16-writing-functions.html b/instructor/16-writing-functions.html
index 5eea0a445..6100501e3 100644
--- a/instructor/16-writing-functions.html
+++ b/instructor/16-writing-functions.html
@@ -396,10 +396,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -419,7 +419,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -489,8 +489,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="break-programs-down-into-functions-to-make-them-easier-to-understand-">Break programs down into functions to make them easier to
-understand.<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand."></a>
-<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand-"></a></h2>
+understand.<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand-"></a></h2>
 <hr class="half-width"><ul><li>Human beings can only keep a few items in working memory at a
 time.</li>
 <li>Understand larger/more complicated ideas by understanding and
@@ -507,8 +506,7 @@ <h3 class="card-title">Objectives</h3>
 <ul><li>Write one time, use many times.</li>
 </ul></li>
 </ul></section><section><h2 class="section-heading" id="define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-">Define a function using <code>def</code> with a name, parameters,
-and a block of code.<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code."></a>
-<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-"></a></h2>
+and a block of code.<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-"></a></h2>
 <hr class="half-width"><ul><li>Begin the definition of a new function with <code>def</code>.</li>
 <li>Followed by the name of the function.
 <ul><li>Must obey the same rules as variable names.</li>
@@ -527,8 +525,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">'The weather is nice today.'</span>)</span>
 <span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">'Right?'</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="defining-a-function-does-not-run-it-">Defining a function does not run it.<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it."></a>
-<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it-"></a></h2>
+</section><section><h2 class="section-heading" id="defining-a-function-does-not-run-it-">Defining a function does not run it.<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it-"></a></h2>
 <hr class="half-width"><ul><li>Defining a function does not run it.
 <ul><li>Like assigning a value to a variable.</li>
 </ul></li>
@@ -544,8 +541,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>Hello!</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="arguments-in-a-function-call-are-matched-to-its-defined-parameters-">Arguments in a function call are matched to its defined
-parameters.<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters."></a>
-<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters-"></a></h2>
+parameters.<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters-"></a></h2>
 <hr class="half-width"><ul><li>Functions are most useful when they can operate on different
 data.</li>
 <li>Specify <em>parameters</em> when defining a function.
@@ -588,8 +584,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>()</code> contains the ingredients for the function while the body
 contains the recipe.</li>
 </ul></section><section><h2 class="section-heading" id="functions-may-return-a-result-to-their-caller-using-return-">Functions may return a result to their caller using
-<code>return</code>.<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return-"></a></h2>
+<code>return</code>.<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return-"></a></h2>
 <hr class="half-width"><ul><li>Use <code>return ...</code> to give a value back to the caller.</li>
 <li>May occur anywhere in the function.</li>
 <li>But functions are easier to understand if <code>return</code>
@@ -647,8 +642,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-syntax-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Syntax Errors<a class="anchor" aria-label="anchor" href="#identifying-syntax-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Syntax Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read the code below and try to identify what the errors are
 <em>without</em> running it.</li>
@@ -672,7 +666,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -691,8 +685,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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 </div>
 <div id="definition-and-use" class="callout-inner">
-<h3 class="callout-title">Definition and Use<a class="anchor" aria-label="anchor" href="#definition-and-use"></a>
-</h3>
+<h3 class="callout-title">Definition and Use</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb17">
@@ -711,7 +704,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
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   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -743,8 +736,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="order-of-operations" class="callout-inner">
-<h3 class="callout-title">Order of Operations<a class="anchor" aria-label="anchor" href="#order-of-operations"></a>
-</h3>
+<h3 class="callout-title">Order of Operations</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>What’s wrong in this example?</li>
 </ol><div class="codewrapper sourceCode" id="cb21">
@@ -780,7 +772,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
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 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><p>The problem with the example is that the function
 <code>print_time()</code> is defined <em>after</em> the call to the
@@ -804,8 +796,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulation" class="callout-inner">
-<h3 class="callout-title">Encapsulation<a class="anchor" aria-label="anchor" href="#encapsulation"></a>
-</h3>
+<h3 class="callout-title">Encapsulation</h3>
 <div class="callout-content">
 <p>Fill in the blanks to create a function that takes a single filename
 as an argument, loads the data in the file named by the argument, and
@@ -827,7 +818,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -847,8 +838,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="find-the-first" class="callout-inner">
-<h3 class="callout-title">Find the First<a class="anchor" aria-label="anchor" href="#find-the-first"></a>
-</h3>
+<h3 class="callout-title">Find the First</h3>
 <div class="callout-content">
 <p>Fill in the blanks to create a function that takes a list of numbers
 as an argument and returns the first negative value in the list. What
@@ -870,7 +860,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb27">
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="calling-by-name" class="callout-inner">
-<h3 class="callout-title">Calling by Name<a class="anchor" aria-label="anchor" href="#calling-by-name"></a>
-</h3>
+<h3 class="callout-title">Calling by Name</h3>
 <div class="callout-content">
 <p>Earlier we saw this function:</p>
 <div class="codewrapper sourceCode" id="cb30">
@@ -932,7 +921,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><code>2003/2/1</code></li>
 <li>We saw examples of using <em>named arguments</em> when working with
@@ -953,8 +942,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulation-of-an-ifprint-block" class="callout-inner">
-<h3 class="callout-title">Encapsulation of an If/Print Block<a class="anchor" aria-label="anchor" href="#encapsulation-of-an-ifprint-block"></a>
-</h3>
+<h3 class="callout-title">Encapsulation of an If/Print Block</h3>
 <div class="callout-content">
 <p>The code below will run on a label-printer for chicken eggs. A
 digital scale will report a chicken egg mass (in grams) to the computer
@@ -1016,7 +1004,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb34">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1047,8 +1035,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulating-data-analysis" class="callout-inner">
-<h3 class="callout-title">Encapsulating Data Analysis<a class="anchor" aria-label="anchor" href="#encapsulating-data-analysis"></a>
-</h3>
+<h3 class="callout-title">Encapsulating Data Analysis</h3>
 <div class="callout-content">
 <p>Assume that the following code has been executed:</p>
 <div class="codewrapper sourceCode" id="cb35">
@@ -1092,7 +1079,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>The average GDP for Japan across the years reported for the 1980s is
 computed with:</li>
@@ -1151,8 +1138,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="simulating-a-dynamical-system" class="callout-inner">
-<h3 class="callout-title">Simulating a dynamical system<a class="anchor" aria-label="anchor" href="#simulating-a-dynamical-system"></a>
-</h3>
+<h3 class="callout-title">Simulating a dynamical system</h3>
 <div class="callout-content">
 <p>In mathematics, a <a href="https://en.wikipedia.org/wiki/Dynamical_system" class="external-link">dynamical
 system</a> is a system in which a function describes the time dependence
@@ -1191,7 +1177,7 @@ <h3 class="callout-title">Simulating a dynamical system<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li><div class="codewrapper sourceCode" id="cb43">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1241,8 +1227,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="using-functions-with-conditionals-in-pandas" class="callout-inner">
-<h3 class="callout-title">Using Functions With Conditionals in Pandas<a class="anchor" aria-label="anchor" href="#using-functions-with-conditionals-in-pandas"></a>
-</h3>
+<h3 class="callout-title">Using Functions With Conditionals in Pandas</h3>
 <div class="callout-content">
 <p>Functions will often contain conditionals. Here is a short example
 that will indicate which quartile the argument is in based on hand-coded
@@ -1299,8 +1284,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Break programs down into functions to make them easier to
 understand.</li>
@@ -1350,7 +1334,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -1373,7 +1357,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/16-writing-functions.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2024-06-13",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/17-scope.html b/instructor/17-scope.html
index ae2c39b60..a30d9866e 100644
--- a/instructor/17-scope.html
+++ b/instructor/17-scope.html
@@ -389,10 +389,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -412,7 +412,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -484,8 +484,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-">The scope of a variable is the part of a program that can ‘see’ that
-variable.<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable."></a>
-<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-"></a></h2>
+variable.<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-"></a></h2>
 <hr class="half-width"><ul><li>There are only so many sensible names for variables.</li>
 <li>People using functions shouldn’t have to worry about what variable
 names the author of the function used.</li>
@@ -539,8 +538,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="local-and-global-variable-use" class="callout-inner">
-<h3 class="callout-title">Local and Global Variable Use<a class="anchor" aria-label="anchor" href="#local-and-global-variable-use"></a>
-</h3>
+<h3 class="callout-title">Local and Global Variable Use</h3>
 <div class="callout-content">
 <p>Trace the values of all variables in this program as it is executed.
 (Use ‘—’ as the value of variables before and after they exist.)</p>
@@ -563,8 +561,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <p>Read the traceback below, and identify the following:</p>
 <ol style="list-style-type: decimal"><li>How many levels does the traceback have?</li>
@@ -626,8 +623,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>The scope of a variable is the part of a program that can ‘see’ that
 variable.</li>
@@ -670,7 +666,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -693,7 +689,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/17-scope.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/18-style.html b/instructor/18-style.html
index 8161a6a8a..df4f27987 100644
--- a/instructor/18-style.html
+++ b/instructor/18-style.html
@@ -391,10 +391,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -414,7 +414,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -485,8 +485,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="coding-style">Coding style<a class="anchor" aria-label="anchor" href="#coding-style"></a>
-<a class="anchor" aria-label="anchor" href="#coding-style"></a></h2>
+<section><h2 class="section-heading" id="coding-style">Coding style<a class="anchor" aria-label="anchor" href="#coding-style"></a></h2>
 <hr class="half-width"><p>A consistent coding style helps others (including our future selves)
 read and understand code more easily. Code is read much more often than
 it is written, and as the <a href="https://www.python.org/dev/peps/pep-0020" class="external-link">Zen of Python</a>
@@ -499,8 +498,7 @@ <h3 class="card-title">Objectives</h3>
 <li>use white-space, <em>not</em> tabs, to indent lines (tabs can cause
 problems across different text editors, operating systems, and version
 control systems)</li>
-</ul></section><section><h2 class="section-heading" id="follow-standard-python-style-in-your-code-">Follow standard Python style in your code.<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code."></a>
-<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="follow-standard-python-style-in-your-code-">Follow standard Python style in your code.<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code-"></a></h2>
 <hr class="half-width"><ul><li>
 <a href="https://www.python.org/dev/peps/pep-0008" class="external-link">PEP8</a>: a style
 guide for Python that discusses topics such as how to name variables,
@@ -524,8 +522,7 @@ <h3 class="card-title">Objectives</h3>
 often more impactful than the particular style used. A consistent style
 will make your software easier to read and understand for others and for
 your future self.</li>
-</ul></section><section><h2 class="section-heading" id="use-assertions-to-check-for-internal-errors-">Use assertions to check for internal errors.<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors."></a>
-<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors-"></a></h2>
+</ul></section><section><h2 class="section-heading" id="use-assertions-to-check-for-internal-errors-">Use assertions to check for internal errors.<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors-"></a></h2>
 <hr class="half-width"><p>Assertions are a simple but powerful method for making sure that the
 context in which your code is executing is as you expect.</p>
 <div class="codewrapper sourceCode" id="cb1">
@@ -543,8 +540,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 ‘-O’ (optimize) switch. Assertions should contain only simple checks and
 never change the state of the program. For example, an assertion should
 never contain an assignment.</p>
-</section><section><h2 class="section-heading" id="use-docstrings-to-provide-builtin-help-">Use docstrings to provide builtin help.<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help."></a>
-<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help-"></a></h2>
+</section><section><h2 class="section-heading" id="use-docstrings-to-provide-builtin-help-">Use docstrings to provide builtin help.<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help-"></a></h2>
 <hr class="half-width"><p>If the first thing in a function is a character string that is not
 assigned directly to a variable, Python attaches it to the function,
 accessible via the builtin help function. This string that provides
@@ -574,8 +570,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="multiline-strings" class="callout-inner">
-<h3 class="callout-title">Multiline Strings<a class="anchor" aria-label="anchor" href="#multiline-strings"></a>
-</h3>
+<h3 class="callout-title">Multiline Strings</h3>
 <div class="callout-content">
 <p>Often use <em>multiline strings</em> for documentation. These start
 and end with three quote characters (either single or double) and end
@@ -596,8 +591,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="what-will-be-shown" class="callout-inner">
-<h3 class="callout-title">What Will Be Shown?<a class="anchor" aria-label="anchor" href="#what-will-be-shown"></a>
-</h3>
+<h3 class="callout-title">What Will Be Shown?</h3>
 <div class="callout-content">
 <p>Highlight the lines in the code below that will be available as
 online help. Are there lines that should be made available, but won’t
@@ -630,8 +624,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="document-this" class="callout-inner">
-<h3 class="callout-title">Document This<a class="anchor" aria-label="anchor" href="#document-this"></a>
-</h3>
+<h3 class="callout-title">Document This</h3>
 <div class="callout-content">
 <p>Use comments to describe and help others understand potentially
 unintuitive sections or individual lines of code. They are especially
@@ -661,7 +654,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
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 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
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 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="clean-up-this-code" class="callout-inner">
-<h3 class="callout-title">Clean Up This Code<a class="anchor" aria-label="anchor" href="#clean-up-this-code"></a>
-</h3>
+<h3 class="callout-title">Clean Up This Code</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li>Read this short program and try to predict what it does.</li>
 <li>Run it: how accurate was your prediction?</li>
@@ -718,7 +710,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Here’s one solution.</p>
 <div class="codewrapper sourceCode" id="cb9">
@@ -774,8 +766,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Follow standard Python style in your code.</li>
 <li>Use docstrings to provide builtin help.</li>
@@ -818,7 +809,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -841,7 +832,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/18-style.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-07-29",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/19-wrap.html b/instructor/19-wrap.html
index 642dd3144..f2e842901 100644
--- a/instructor/19-wrap.html
+++ b/instructor/19-wrap.html
@@ -389,10 +389,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -412,7 +412,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -485,8 +485,7 @@ <h3 class="card-title">Objectives</h3>
 that seem obvious when we’re thinking about them turn out to be anything
 but when we have to explain them precisely.</p>
 <section><h2 class="section-heading" id="python-supports-a-large-and-diverse-community-across-academia-and-industry-">Python supports a large and diverse community across academia and
-industry.<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry."></a>
-<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry-"></a></h2>
+industry.<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry-"></a></h2>
 <hr class="half-width"><ul><li><p>The <a href="https://docs.python.org/3/" class="external-link">Python 3
 documentation</a> covers the core language and the standard
 library.</p></li>
@@ -508,8 +507,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>Python supports a large and diverse community across academia and
 industry.</li>
@@ -552,7 +550,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -575,7 +573,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/19-wrap.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/20-feedback.html b/instructor/20-feedback.html
index a27d77c56..af8dc2744 100644
--- a/instructor/20-feedback.html
+++ b/instructor/20-feedback.html
@@ -381,10 +381,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -404,7 +404,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -476,8 +476,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul><li>We are constantly seeking to improve this course.</li>
 </ul></div>
@@ -522,7 +521,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -545,7 +544,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/20-feedback.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 29486dd7a..491b187a4 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -421,10 +421,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -446,7 +446,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="https://swcarpentry.github.io/python-novice-gapminder/instructor/aio.html" class="external-link">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="https://swcarpentry.github.io/python-novice-gapminder/instructor/aio.html" class="external-link">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -463,8 +463,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
     <main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Page not found</h1>
         
-<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a>
-<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
+<section><h2 class="section-heading" id="our-apologies">Our apologies!<a class="anchor" aria-label="anchor" href="#our-apologies"></a></h2>
 <hr class="half-width"><p>We cannot seem to find the page you are looking for. Here are some
 tips that may help:</p>
 <ol style="list-style-type: decimal"><li>try going back to the <a href="javascript:history.back()">previous
@@ -499,7 +498,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -521,8 +520,8 @@ <h1>Page not found</h1>
   "url": "https://swcarpentry.github.io/python-novice-gapminder/instructor/404.html",
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/404.html",
   "dateCreated": "2016-01-07",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index a3ea0a235..03361deee 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -490,7 +490,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -513,7 +513,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 02c7b2c4f..2e285ab4d 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -445,8 +445,7 @@ <h1>Licenses</h1>
 
         
 
-<section><h2 class="section-heading" id="instructional-material">Instructional Material<a class="anchor" aria-label="anchor" href="#instructional-material"></a>
-<a class="anchor" aria-label="anchor" href="#instructional-material"></a></h2>
+<section><h2 class="section-heading" id="instructional-material">Instructional Material<a class="anchor" aria-label="anchor" href="#instructional-material"></a></h2>
 <hr class="half-width"><p>All Carpentries (Software Carpentry, Data Carpentry, and Library
 Carpentry) instructional material is made available under the <a href="https://creativecommons.org/licenses/by/4.0/" class="external-link">Creative Commons
 Attribution license</a>. The following is a human-readable summary of
@@ -479,8 +478,7 @@ <h1>Licenses</h1>
 permissions necessary for your intended use. For example, other rights
 such as publicity, privacy, or moral rights may limit how you use the
 material.</li>
-</ul></section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a>
-<a class="anchor" aria-label="anchor" href="#software"></a></h2>
+</ul></section><section><h2 class="section-heading" id="software">Software<a class="anchor" aria-label="anchor" href="#software"></a></h2>
 <hr class="half-width"><p>Except where otherwise noted, the example programs and other software
 provided by The Carpentries are made available under the <a href="https://opensource.org" class="external-link">OSI</a>-approved <a href="https://opensource.org/licenses/mit-license.html" class="external-link">MIT
 license</a>.</p>
@@ -500,8 +498,7 @@ <h1>Licenses</h1>
 CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,
 TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE
 SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.</p>
-</section><section><h2 class="section-heading" id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#trademark"></a>
-<a class="anchor" aria-label="anchor" href="#trademark"></a></h2>
+</section><section><h2 class="section-heading" id="trademark">Trademark<a class="anchor" aria-label="anchor" href="#trademark"></a></h2>
 <hr class="half-width"><p>“The Carpentries”, “Software Carpentry”, “Data Carpentry”, and
 “Library Carpentry” and their respective logos are registered trademarks
 of <a href="https://communityin.org/" class="external-link">Community Initiatives</a>.</p>
@@ -541,7 +538,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -564,7 +561,7 @@ <h1>Licenses</h1>
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/LICENSE.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-05-02",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 641444694..82f74f670 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -480,10 +480,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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                 </h2>
@@ -509,7 +509,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="../instructor/aio.html">See all in one page</a>
 
 
@@ -600,7 +600,6 @@ <h3 class="card-title">Objectives</h3>
 <p>Each notebook contains one or more cells that contain code, text, or
 images.</p>
 <section><h2 class="section-heading" id="getting-started-with-jupyterlab">Getting Started with JupyterLab<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#getting-started-with-jupyterlab"></a>
 </h2>
 <hr class="half-width">
 <p>JupyterLab is an application server with a web user interface from <a href="https://jupyter.org/" class="external-link">Project Jupyter</a> that enables one to work
@@ -630,8 +629,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="jupyterlab-what-about-jupyter-notebooks" class="callout-inner">
-<h3 class="callout-title">JupyterLab? What about Jupyter notebooks?<a class="anchor" aria-label="anchor" href="#jupyterlab-what-about-jupyter-notebooks"></a>
-</h3>
+<h3 class="callout-title">JupyterLab? What about Jupyter notebooks?</h3>
 <div class="callout-content">
 <p>JupyterLab is the <a href="https://jupyterlab.readthedocs.io/en/stable/getting_started/overview.html#overview" class="external-link">next
 stage in the evolution of the Jupyter Notebook</a>. If you have prior
@@ -645,7 +643,6 @@ <h3 class="callout-title">JupyterLab? What about Jupyter notebooks?<a class="anc
 </div>
 </div>
 </section><section><h2 class="section-heading" id="starting-jupyterlab">Starting JupyterLab<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#starting-jupyterlab"></a>
 </h2>
 <hr class="half-width">
 <p>You can start the JupyterLab server through the command line or
@@ -712,7 +709,6 @@ <h3 id="anaconda-navigator">Anaconda Navigator<a class="anchor" aria-label="anch
 <img alt="JupyterLab landing page" src="../fig/0_jupyterlab_landing_page.png" width="750" class="figure"></p>
 </div>
 </section><section><h2 class="section-heading" id="the-jupyterlab-interface">The JupyterLab Interface<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a>
-<a class="anchor" aria-label="anchor" href="#the-jupyterlab-interface"></a>
 </h2>
 <hr class="half-width">
 <p>JupyterLab has many features found in traditional integrated
@@ -764,8 +760,7 @@ <h3 id="menu-bar">Menu Bar<a class="anchor" aria-label="anchor" href="#menu-bar"
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="kernels" class="callout-inner">
-<h3 class="callout-title">Kernels<a class="anchor" aria-label="anchor" href="#kernels"></a>
-</h3>
+<h3 class="callout-title">Kernels</h3>
 <div class="callout-content">
 <p>The JupyterLab <a href="https://jupyterlab.readthedocs.io/en/stable/user/documents_kernels.html" class="external-link">docs</a>
 define kernels as “separate processes started by the server that runs
@@ -815,7 +810,6 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 by default).</p>
 </div>
 </section><section><h2 class="section-heading" id="creating-a-python-script">Creating a Python script<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a>
-<a class="anchor" aria-label="anchor" href="#creating-a-python-script"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -837,7 +831,6 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="creating-a-jupyter-notebook">Creating a Jupyter Notebook<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a>
-<a class="anchor" aria-label="anchor" href="#creating-a-jupyter-notebook"></a>
 </h2>
 <hr class="half-width">
 <p>To open a new notebook click the Python 3 icon under the
@@ -861,8 +854,7 @@ <h3 id="main-work-area">Main Work Area<a class="anchor" aria-label="anchor" href
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="how-its-stored" class="callout-inner">
-<h3 class="callout-title">How It’s Stored<a class="anchor" aria-label="anchor" href="#how-its-stored"></a>
-</h3>
+<h3 class="callout-title">How It’s Stored</h3>
 <div class="callout-content">
 <ul>
 <li>The notebook file is stored in a format called JSON.</li>
@@ -879,8 +871,7 @@ <h3 class="callout-title">How It’s Stored<a class="anchor" aria-label="anchor"
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arranging-documents-into-panels-of-tabs" class="callout-inner">
-<h3 class="callout-title">Arranging Documents into Panels of Tabs<a class="anchor" aria-label="anchor" href="#arranging-documents-into-panels-of-tabs"></a>
-</h3>
+<h3 class="callout-title">Arranging Documents into Panels of Tabs</h3>
 <div class="callout-content">
 <p>In the JupyterLab Main Work Area you can arrange documents into
 panels of tabs. Here is an example from the <a href="https://jupyterlab.readthedocs.io/en/stable/" class="external-link">official
@@ -916,8 +907,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="code-vs.-text" class="callout-inner">
-<h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" href="#code-vs.-text"></a>
-</h3>
+<h3 class="callout-title">Code vs. Text</h3>
 <div class="callout-content">
 <p>Jupyter mixes code and text in different types of blocks, called
 cells. We often use the term “code” to mean “the source code of software
@@ -927,8 +917,7 @@ <h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" hr
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="the-notebook-has-command-and-edit-modes-">The Notebook has Command and Edit modes.<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes."></a>
-<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes-"></a>
+</section><section><h2 class="section-heading" id="the-notebook-has-command-and-edit-modes-">The Notebook has Command and Edit modes.<a class="anchor" aria-label="anchor" href="#the-notebook-has-command-and-edit-modes-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -956,8 +945,7 @@ <h3 class="callout-title">Code vs. Text<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="command-vs.-edit" class="callout-inner">
-<h3 class="callout-title">Command Vs. Edit<a class="anchor" aria-label="anchor" href="#command-vs.-edit"></a>
-</h3>
+<h3 class="callout-title">Command Vs. Edit</h3>
 <div class="callout-content">
 <p>In the Jupyter notebook page are you currently in Command or Edit
 mode?<br>
@@ -1169,8 +1157,7 @@ <h3 id="a-level-2-heading-etc.">A Level-2 Heading (etc.)</h3>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="creating-lists-in-markdown" class="callout-inner">
-<h3 class="callout-title">Creating Lists in Markdown<a class="anchor" aria-label="anchor" href="#creating-lists-in-markdown"></a>
-</h3>
+<h3 class="callout-title">Creating Lists in Markdown</h3>
 <div class="callout-content">
 <p>Create a nested list in a Markdown cell in a notebook that looks like
 this:</p>
@@ -1216,8 +1203,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-math" class="callout-inner">
-<h3 class="callout-title">More Math<a class="anchor" aria-label="anchor" href="#more-math"></a>
-</h3>
+<h3 class="callout-title">More Math</h3>
 <div class="callout-content">
 <p>What is displayed when a Python cell in a notebook that contains
 several calculations is executed? For example, what happens when this
@@ -1253,8 +1239,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="change-an-existing-cell-from-code-to-markdown" class="callout-inner">
-<h3 class="callout-title">Change an Existing Cell from Code to Markdown<a class="anchor" aria-label="anchor" href="#change-an-existing-cell-from-code-to-markdown"></a>
-</h3>
+<h3 class="callout-title">Change an Existing Cell from Code to Markdown</h3>
 <div class="callout-content">
 <p>What happens if you write some Python in a code cell and then you
 switch it to a Markdown cell? For example, put the following in a code
@@ -1298,8 +1283,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="equations" class="callout-inner">
-<h3 class="callout-title">Equations<a class="anchor" aria-label="anchor" href="#equations"></a>
-</h3>
+<h3 class="callout-title">Equations</h3>
 <div class="callout-content">
 <p>Standard Markdown (such as we’re using for these notes) won’t render
 equations, but the Notebook will. Create a new Markdown cell and enter
@@ -1335,7 +1319,6 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </div>
 </div>
 </section><section><h2 class="section-heading" id="closing-jupyterlab">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a>
-<a class="anchor" aria-label="anchor" href="#closing-jupyterlab"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1352,8 +1335,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="closing-jupyterlab-1" class="callout-inner">
-<h3 class="callout-title">Closing JupyterLab<a class="anchor" aria-label="anchor" href="#closing-jupyterlab-1"></a>
-</h3>
+<h3 class="callout-title">Closing JupyterLab</h3>
 <div class="callout-content">
 <p>Practice closing and restarting the JupyterLab server.</p>
 </div>
@@ -1364,8 +1346,7 @@ <h3 class="callout-title">Closing JupyterLab<a class="anchor" aria-label="anchor
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Python scripts are plain text files.</li>
@@ -1416,8 +1397,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-variables-to-store-values-">Use variables to store values.<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values."></a>
-<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values-"></a>
+<section><h2 class="section-heading" id="use-variables-to-store-values-">Use variables to store values.<a class="anchor" aria-label="anchor" href="#use-variables-to-store-values-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1451,8 +1431,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>first_name <span class="op">=</span> <span class="st">'Ahmed'</span></span></code></pre>
 </div>
 </li>
-</ul></section><section><h2 class="section-heading" id="use-print-to-display-values-">Use <code>print</code> to display values.<a class="anchor" aria-label="anchor" href="#use-print-to-display-values."></a>
-<a class="anchor" aria-label="anchor" href="#use-print-to-display-values-"></a>
+</ul></section><section><h2 class="section-heading" id="use-print-to-display-values-">Use <code>print</code> to display values.<a class="anchor" aria-label="anchor" href="#use-print-to-display-values-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1483,8 +1462,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>print</code> automatically puts a single space between items
 to separate them.</li>
 <li>And wraps around to a new line at the end.</li>
-</ul></section><section><h2 class="section-heading" id="variables-must-be-created-before-they-are-used-">Variables must be created before they are used.<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used."></a>
-<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used-"></a>
+</ul></section><section><h2 class="section-heading" id="variables-must-be-created-before-they-are-used-">Variables must be created before they are used.<a class="anchor" aria-label="anchor" href="#variables-must-be-created-before-they-are-used-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1517,8 +1495,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="variables-persist-between-cells" class="callout-inner">
-<h3 class="callout-title">Variables Persist Between Cells<a class="anchor" aria-label="anchor" href="#variables-persist-between-cells"></a>
-</h3>
+<h3 class="callout-title">Variables Persist Between Cells</h3>
 <div class="callout-content">
 <p>Be aware that it is the <em>order</em> of execution of cells that is
 important in a Jupyter notebook, not the order in which they appear.
@@ -1547,8 +1524,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="variables-can-be-used-in-calculations-">Variables can be used in calculations.<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations."></a>
-<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations-"></a>
+</section><section><h2 class="section-heading" id="variables-can-be-used-in-calculations-">Variables can be used in calculations.<a class="anchor" aria-label="anchor" href="#variables-can-be-used-in-calculations-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1570,8 +1546,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>Age in three years: 45</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-an-index-to-get-a-single-character-from-a-string-">Use an index to get a single character from a string.<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string."></a>
-<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string-"></a>
+</section><section><h2 class="section-heading" id="use-an-index-to-get-a-single-character-from-a-string-">Use an index to get a single character from a string.<a class="anchor" aria-label="anchor" href="#use-an-index-to-get-a-single-character-from-a-string-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1600,8 +1575,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="va">h</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-a-slice-to-get-a-substring-">Use a slice to get a substring.<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring."></a>
-<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring-"></a>
+</section><section><h2 class="section-heading" id="use-a-slice-to-get-a-substring-">Use a slice to get a substring.<a class="anchor" aria-label="anchor" href="#use-a-slice-to-get-a-substring-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1634,8 +1608,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="va">sod</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-built-in-function-len-to-find-the-length-of-a-string-">Use the built-in function <code>len</code> to find the length of a
-string.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string-"></a>
+string.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-len-to-find-the-length-of-a-string-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb14">
@@ -1651,8 +1624,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <ul>
 <li>Nested functions are evaluated from the inside out, like in
 mathematics.</li>
-</ul></section><section><h2 class="section-heading" id="python-is-case-sensitive-">Python is case-sensitive.<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive."></a>
-<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive-"></a>
+</ul></section><section><h2 class="section-heading" id="python-is-case-sensitive-">Python is case-sensitive.<a class="anchor" aria-label="anchor" href="#python-is-case-sensitive-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1660,8 +1632,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>Name</code> and <code>name</code> are different variables.</li>
 <li>There are conventions for using upper-case letters at the start of
 variable names so we will use lower-case letters for now.</li>
-</ul></section><section><h2 class="section-heading" id="use-meaningful-variable-names-">Use meaningful variable names.<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names."></a>
-<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names-"></a>
+</ul></section><section><h2 class="section-heading" id="use-meaningful-variable-names-">Use meaningful variable names.<a class="anchor" aria-label="anchor" href="#use-meaningful-variable-names-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -1685,8 +1656,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="swapping-values" class="callout-inner">
-<h3 class="callout-title">Swapping Values<a class="anchor" aria-label="anchor" href="#swapping-values"></a>
-</h3>
+<h3 class="callout-title">Swapping Values</h3>
 <div class="callout-content">
 <p>Fill the table showing the values of the variables in this program
 <em>after</em> each statement is executed.</p>
@@ -1708,7 +1678,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1732,8 +1702,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="predicting-values" class="callout-inner">
-<h3 class="callout-title">Predicting Values<a class="anchor" aria-label="anchor" href="#predicting-values"></a>
-</h3>
+<h3 class="callout-title">Predicting Values</h3>
 <div class="callout-content">
 <p>What is the final value of <code>position</code> in the program
 below? (Try to predict the value without running the program, then check
@@ -1753,7 +1722,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1780,8 +1749,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="challenge" class="callout-inner">
-<h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#challenge"></a>
-</h3>
+<h3 class="callout-title">Challenge</h3>
 <div class="callout-content">
 <p>If you assign <code>a = 123</code>, what happens if you try to get
 the second digit of <code>a</code> via <code>a[1]</code>?</p>
@@ -1793,7 +1761,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Numbers are not strings or sequences and Python will raise an error
 if you try to perform an index operation on a number. In the <a href="03-types-conversion.html">next lesson on types and type
@@ -1832,8 +1800,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="choosing-a-name" class="callout-inner">
-<h3 class="callout-title">Choosing a Name<a class="anchor" aria-label="anchor" href="#choosing-a-name"></a>
-</h3>
+<h3 class="callout-title">Choosing a Name</h3>
 <div class="callout-content">
 <p>Which is a better variable name, <code>m</code>, <code>min</code>, or
 <code>minutes</code>? Why? Hint: think about which code you would rather
@@ -1851,7 +1818,7 @@ <h3 class="callout-title">Choosing a Name<a class="anchor" aria-label="anchor" h
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p><code>minutes</code> is better because <code>min</code> might mean
 something like “minimum” (and actually is an existing built-in function
@@ -1865,8 +1832,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-practice" class="callout-inner">
-<h3 class="callout-title">Slicing practice<a class="anchor" aria-label="anchor" href="#slicing-practice"></a>
-</h3>
+<h3 class="callout-title">Slicing practice</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb26">
@@ -1883,7 +1849,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -1899,8 +1865,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slicing-concepts" class="callout-inner">
-<h3 class="callout-title">Slicing concepts<a class="anchor" aria-label="anchor" href="#slicing-concepts"></a>
-</h3>
+<h3 class="callout-title">Slicing concepts</h3>
 <div class="callout-content">
 <p>Given the following string:</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -1933,7 +1898,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Solutions </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>
@@ -1973,8 +1938,7 @@ <h4 class="accordion-header" id="headingSolution6"> Solutions </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use variables to store values.</li>
@@ -2031,8 +1995,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="every-value-has-a-type-">Every value has a type.<a class="anchor" aria-label="anchor" href="#every-value-has-a-type."></a>
-<a class="anchor" aria-label="anchor" href="#every-value-has-a-type-"></a>
+<section><h2 class="section-heading" id="every-value-has-a-type-">Every value has a type.<a class="anchor" aria-label="anchor" href="#every-value-has-a-type-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2049,8 +2012,7 @@ <h3 class="card-title">Objectives</h3>
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="use-the-built-in-function-type-to-find-the-type-of-a-value-">Use the built-in function <code>type</code> to find the type of a
-value.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value-"></a>
+value.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-type-to-find-the-type-of-a-value-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2085,8 +2047,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>&lt;class 'str'&gt;</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="types-control-what-operations-or-methods-can-be-performed-on-a-given-value-">Types control what operations (or methods) can be performed on a
-given value.<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value."></a>
-<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value-"></a>
+given value.<a class="anchor" aria-label="anchor" href="#types-control-what-operations-or-methods-can-be-performed-on-a-given-value-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2117,8 +2078,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 TypeError: unsupported operand type(s) for -: 'str' and 'str'</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="you-can-use-the-and-operators-on-strings-">You can use the “+” and “*” operators on strings.<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings."></a>
-<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings-"></a>
+</section><section><h2 class="section-heading" id="you-can-use-the-and-operators-on-strings-">You can use the “+” and “*” operators on strings.<a class="anchor" aria-label="anchor" href="#you-can-use-the-and-operators-on-strings-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2155,8 +2115,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>==========</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="strings-have-a-length-but-numbers-dont-">Strings have a length (but numbers don’t).<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont."></a>
-<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont-"></a>
+</section><section><h2 class="section-heading" id="strings-have-a-length-but-numbers-dont-">Strings have a length (but numbers don’t).<a class="anchor" aria-label="anchor" href="#strings-have-a-length-but-numbers-dont-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2193,7 +2152,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </section><section><h2 class="section-heading" id="convert-numbers-and-strings">Must convert numbers to strings or vice versa when operating on
 them.<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a>
-<a class="anchor" aria-label="anchor" href="#convert-numbers-and-strings"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2232,8 +2190,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">3</span></span>
 <span><span class="fl">12</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="can-mix-integers-and-floats-freely-in-operations-">Can mix integers and floats freely in operations.<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations."></a>
-<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations-"></a>
+</section><section><h2 class="section-heading" id="can-mix-integers-and-floats-freely-in-operations-">Can mix integers and floats freely in operations.<a class="anchor" aria-label="anchor" href="#can-mix-integers-and-floats-freely-in-operations-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2255,8 +2212,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>half is 0.5
 three squared is 9.0</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="variables-only-change-value-when-something-is-assigned-to-them-">Variables only change value when something is assigned to them.<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them."></a>
-<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them-"></a>
+</section><section><h2 class="section-heading" id="variables-only-change-value-when-something-is-assigned-to-them-">Variables only change value when something is assigned to them.<a class="anchor" aria-label="anchor" href="#variables-only-change-value-when-something-is-assigned-to-them-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2291,8 +2247,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fractions" class="callout-inner">
-<h3 class="callout-title">Fractions<a class="anchor" aria-label="anchor" href="#fractions"></a>
-</h3>
+<h3 class="callout-title">Fractions</h3>
 <div class="callout-content">
 <p>What type of value is 3.4? How can you find out?</p>
 </div>
@@ -2303,7 +2258,7 @@ <h3 class="callout-title">Fractions<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>It is a floating-point number (often abbreviated “float”). It is
 possible to find out by using the built-in function
@@ -2327,8 +2282,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="automatic-type-conversion" class="callout-inner">
-<h3 class="callout-title">Automatic Type Conversion<a class="anchor" aria-label="anchor" href="#automatic-type-conversion"></a>
-</h3>
+<h3 class="callout-title">Automatic Type Conversion</h3>
 <div class="callout-content">
 <p>What type of value is 3.25 + 4?</p>
 </div>
@@ -2339,7 +2293,7 @@ <h3 class="callout-title">Automatic Type Conversion<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>It is a float: integers are automatically converted to floats as
 necessary.</p>
@@ -2363,8 +2317,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="choose-a-type" class="callout-inner">
-<h3 class="callout-title">Choose a Type<a class="anchor" aria-label="anchor" href="#choose-a-type"></a>
-</h3>
+<h3 class="callout-title">Choose a Type</h3>
 <div class="callout-content">
 <p>What type of value (integer, floating point number, or character
 string) would you use to represent each of the following? Try to come up
@@ -2387,7 +2340,7 @@ <h3 class="callout-title">Choose a Type<a class="anchor" aria-label="anchor" hre
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>The answers to the questions are:</p>
 <ol style="list-style-type: decimal">
@@ -2412,8 +2365,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="division-types" class="callout-inner">
-<h3 class="callout-title">Division Types<a class="anchor" aria-label="anchor" href="#division-types"></a>
-</h3>
+<h3 class="callout-title">Division Types</h3>
 <div class="callout-content">
 <p>In Python 3, the <code>//</code> operator performs integer
 (whole-number) floor division, the <code>/</code> operator performs
@@ -2445,7 +2397,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>We want the minimum number of surveys that reaches everyone once,
 which is the rounded up value of
@@ -2477,8 +2429,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="strings-to-numbers" class="callout-inner">
-<h3 class="callout-title">Strings to Numbers<a class="anchor" aria-label="anchor" href="#strings-to-numbers"></a>
-</h3>
+<h3 class="callout-title">Strings to Numbers</h3>
 <div class="callout-content">
 <p>Where reasonable, <code>float()</code> will convert a string to a
 floating point number, and <code>int()</code> will convert a floating
@@ -2529,7 +2480,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>What do you expect this program to do? It would not be so
 unreasonable to expect the Python 3 <code>int</code> command to convert
@@ -2572,8 +2523,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="arithmetic-with-different-types" class="callout-inner">
-<h3 class="callout-title">Arithmetic with Different Types<a class="anchor" aria-label="anchor" href="#arithmetic-with-different-types"></a>
-</h3>
+<h3 class="callout-title">Arithmetic with Different Types</h3>
 <div class="callout-content">
 <p>Which of the following will return the floating point number
 <code>2.0</code>? Note: there may be more than one right answer.</p>
@@ -2600,7 +2550,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <p>Answer: 1 and 4</p>
 </div>
@@ -2612,8 +2562,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="complex-numbers" class="callout-inner">
-<h3 class="callout-title">Complex Numbers<a class="anchor" aria-label="anchor" href="#complex-numbers"></a>
-</h3>
+<h3 class="callout-title">Complex Numbers</h3>
 <div class="callout-content">
 <p>Python provides complex numbers, which are written as
 <code>1.0+2.0j</code>. If <code>val</code> is a complex number, its real
@@ -2647,7 +2596,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Standard mathematics treatments typically use <code>i</code> to
@@ -2672,8 +2621,7 @@ <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Every value has a type.</li>
@@ -2731,8 +2679,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-comments-to-add-documentation-to-programs-">Use comments to add documentation to programs.<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs."></a>
-<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs-"></a>
+<section><h2 class="section-heading" id="use-comments-to-add-documentation-to-programs-">Use comments to add documentation to programs.<a class="anchor" aria-label="anchor" href="#use-comments-to-add-documentation-to-programs-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb1">
@@ -2741,8 +2688,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a><span class="co"># This sentence isn't executed by Python.</span></span>
 <span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>adjustment <span class="op">=</span> <span class="fl">0.5</span>   <span class="co"># Neither is this - anything after '#' is ignored.</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="a-function-may-take-zero-or-more-arguments-">A function may take zero or more arguments.<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments-"></a>
+</section><section><h2 class="section-heading" id="a-function-may-take-zero-or-more-arguments-">A function may take zero or more arguments.<a class="anchor" aria-label="anchor" href="#a-function-may-take-zero-or-more-arguments-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2778,8 +2724,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span></span>
 <span><span class="va">after</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="every-function-returns-something-">Every function returns something.<a class="anchor" aria-label="anchor" href="#every-function-returns-something."></a>
-<a class="anchor" aria-label="anchor" href="#every-function-returns-something-"></a>
+</section><section><h2 class="section-heading" id="every-function-returns-something-">Every function returns something.<a class="anchor" aria-label="anchor" href="#every-function-returns-something-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2801,8 +2746,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 result of print is None</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="commonly-used-built-in-functions-include-max-min-and-round-">Commonly-used built-in functions include <code>max</code>,
-<code>min</code>, and <code>round</code>.<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round."></a>
-<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round-"></a>
+<code>min</code>, and <code>round</code>.<a class="anchor" aria-label="anchor" href="#commonly-used-built-in-functions-include-max-min-and-round-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2828,8 +2772,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span><span class="fl">0</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="functions-may-only-work-for-certain-combinations-of-arguments-">Functions may only work for certain (combinations of)
-arguments.<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments-"></a>
+arguments.<a class="anchor" aria-label="anchor" href="#functions-may-only-work-for-certain-combinations-of-arguments-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2857,8 +2800,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 
 TypeError: '&gt;' not supported between instances of 'str' and 'int'</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="functions-may-have-default-values-for-some-arguments-">Functions may have default values for some arguments.<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments-"></a>
+</section><section><h2 class="section-heading" id="functions-may-have-default-values-for-some-arguments-">Functions may have default values for some arguments.<a class="anchor" aria-label="anchor" href="#functions-may-have-default-values-for-some-arguments-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2890,7 +2832,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">3.7</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="functions-attached-to-objects-are-called-methods">Functions attached to objects are called methods<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a>
-<a class="anchor" aria-label="anchor" href="#functions-attached-to-objects-are-called-methods"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2939,8 +2880,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 True</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-built-in-function-help-to-get-help-for-a-function-">Use the built-in function <code>help</code> to get help for a
-function.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function-"></a>
+function.<a class="anchor" aria-label="anchor" href="#use-the-built-in-function-help-to-get-help-for-a-function-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2962,8 +2902,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
     The return value is an integer if ndigits is omitted or None.  Otherwise
     the return value has the same type as the number.  ndigits may be negative.</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-jupyter-notebook-has-two-ways-to-get-help-">The Jupyter Notebook has two ways to get help.<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help."></a>
-<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help-"></a>
+</section><section><h2 class="section-heading" id="the-jupyter-notebook-has-two-ways-to-get-help-">The Jupyter Notebook has two ways to get help.<a class="anchor" aria-label="anchor" href="#the-jupyter-notebook-has-two-ways-to-get-help-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -2977,8 +2916,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <li>Option 2: Type the function name in a cell with a question mark
 after it. Then run the cell.</li>
 </ul></section><section><h2 class="section-heading" id="python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-">Python reports a syntax error when it can’t understand the source of
-a program.<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program."></a>
-<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-"></a>
+a program.<a class="anchor" aria-label="anchor" href="#python-reports-a-syntax-error-when-it-cant-understand-the-source-of-a-program-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3043,7 +2981,6 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <code>^</code> pointer.</li>
 </ul></section><section><h2 class="section-heading" id="runtime-error">Python reports a runtime error when something goes wrong while a
 program is executing.<a class="anchor" aria-label="anchor" href="#runtime-error"></a>
-<a class="anchor" aria-label="anchor" href="#runtime-error"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb26">
@@ -3071,8 +3008,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="what-happens-when" class="callout-inner">
-<h3 class="callout-title">What Happens When<a class="anchor" aria-label="anchor" href="#what-happens-when"></a>
-</h3>
+<h3 class="callout-title">What Happens When</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Explain in simple terms the order of operations in the following
@@ -3094,7 +3030,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Order of operations:</li>
@@ -3115,8 +3051,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="spot-the-difference" class="callout-inner">
-<h3 class="callout-title">Spot the Difference<a class="anchor" aria-label="anchor" href="#spot-the-difference"></a>
-</h3>
+<h3 class="callout-title">Spot the Difference</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Predict what each of the <code>print</code> statements in the
@@ -3142,7 +3077,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb30">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3195,8 +3130,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="why-not" class="callout-inner">
-<h3 class="callout-title">Why Not?<a class="anchor" aria-label="anchor" href="#why-not"></a>
-</h3>
+<h3 class="callout-title">Why Not?</h3>
 <div class="callout-content">
 <p>Why is it that <code>max</code> and <code>min</code> do not return
 <code>None</code> when they are called with no arguments?</p>
@@ -3208,7 +3142,7 @@ <h3 class="callout-title">Why Not?<a class="anchor" aria-label="anchor" href="#w
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p><code>max</code> and <code>min</code> return TypeErrors in this case
 because the correct number of parameters was not supplied. If it just
@@ -3224,8 +3158,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="last-character-of-a-string" class="callout-inner">
-<h3 class="callout-title">Last Character of a String<a class="anchor" aria-label="anchor" href="#last-character-of-a-string"></a>
-</h3>
+<h3 class="callout-title">Last Character of a String</h3>
 <div class="callout-content">
 <p>If Python starts counting from zero, and <code>len</code> returns the
 number of characters in a string, what index expression will get the
@@ -3239,7 +3172,7 @@ <h3 class="callout-title">Last Character of a String<a class="anchor" aria-label
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p><code>name[len(name) - 1]</code></p>
 </div>
@@ -3251,8 +3184,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="explore-the-python-docs" class="callout-inner">
-<h3 class="callout-title">Explore the Python docs!<a class="anchor" aria-label="anchor" href="#explore-the-python-docs"></a>
-</h3>
+<h3 class="callout-title">Explore the Python docs!</h3>
 <div class="callout-content">
 <p>The <a href="https://docs.python.org/3/" class="external-link">official Python
 documentation</a> is arguably the most complete source of information
@@ -3270,8 +3202,7 @@ <h3 class="callout-title">Explore the Python docs!<a class="anchor" aria-label="
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use comments to add documentation to programs.</li>
@@ -3305,7 +3236,6 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
 <section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
-<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
 </h2>
 <hr class="half-width">
 <p>Over coffee, reflect on and discuss the following:</p>
@@ -3356,8 +3286,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="most-of-the-power-of-a-programming-language-is-in-its-libraries-">Most of the power of a programming language is in its
-libraries.<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries."></a>
-<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries-"></a>
+libraries.<a class="anchor" aria-label="anchor" href="#most-of-the-power-of-a-programming-language-is-in-its-libraries-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3382,8 +3311,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="libraries-and-modules" class="callout-inner">
-<h3 class="callout-title">Libraries and modules<a class="anchor" aria-label="anchor" href="#libraries-and-modules"></a>
-</h3>
+<h3 class="callout-title">Libraries and modules</h3>
 <div class="callout-content">
 <p>A library is a collection of modules, but the terms are often used
 interchangeably, especially since many libraries only consist of a
@@ -3391,8 +3319,7 @@ <h3 class="callout-title">Libraries and modules<a class="anchor" aria-label="anc
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="a-program-must-import-a-library-module-before-using-it-">A program must import a library module before using it.<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it."></a>
-<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it-"></a>
+</section><section><h2 class="section-heading" id="a-program-must-import-a-library-module-before-using-it-">A program must import a library module before using it.<a class="anchor" aria-label="anchor" href="#a-program-must-import-a-library-module-before-using-it-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3431,8 +3358,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="use-help-to-learn-about-the-contents-of-a-library-module-">Use <code>help</code> to learn about the contents of a library
-module.<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module."></a>
-<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module-"></a>
+module.<a class="anchor" aria-label="anchor" href="#use-help-to-learn-about-the-contents-of-a-library-module-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3470,8 +3396,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 ⋮ ⋮ ⋮</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="import-specific-items-from-a-library-module-to-shorten-programs-">Import specific items from a library module to shorten
-programs.<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs."></a>
-<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs-"></a>
+programs.<a class="anchor" aria-label="anchor" href="#import-specific-items-from-a-library-module-to-shorten-programs-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3492,8 +3417,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>cos(pi) is -1.0</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-">Create an alias for a library module when importing it to shorten
-programs.<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs."></a>
-<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-"></a>
+programs.<a class="anchor" aria-label="anchor" href="#create-an-alias-for-a-library-module-when-importing-it-to-shorten-programs-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -3529,8 +3453,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="exploring-the-math-module" class="callout-inner">
-<h3 class="callout-title">Exploring the Math Module<a class="anchor" aria-label="anchor" href="#exploring-the-math-module"></a>
-</h3>
+<h3 class="callout-title">Exploring the Math Module</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>What function from the <code>math</code> module can you use to
@@ -3546,7 +3469,7 @@ <h3 class="callout-title">Exploring the Math Module<a class="anchor" aria-label=
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><p>Using <code>help(math)</code> we see that we’ve got
@@ -3570,8 +3493,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="locating-the-right-module" class="callout-inner">
-<h3 class="callout-title">Locating the Right Module<a class="anchor" aria-label="anchor" href="#locating-the-right-module"></a>
-</h3>
+<h3 class="callout-title">Locating the Right Module</h3>
 <div class="callout-content">
 <p>You want to select a random character from a string:</p>
 <div class="codewrapper sourceCode" id="cb9">
@@ -3594,7 +3516,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>The <a href="https://docs.python.org/3/library/random.html" class="external-link">random
 module</a> seems like it could help.</p>
@@ -3649,8 +3571,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="jigsaw-puzzle-parsons-problem-programming-example" class="callout-inner">
-<h3 class="callout-title">Jigsaw Puzzle (Parson’s Problem) Programming Example<a class="anchor" aria-label="anchor" href="#jigsaw-puzzle-parsons-problem-programming-example"></a>
-</h3>
+<h3 class="callout-title">Jigsaw Puzzle (Parson’s Problem) Programming Example</h3>
 <div class="callout-content">
 <p>Rearrange the following statements so that a random DNA base is
 printed and its index in the string. Not all statements may be needed.
@@ -3673,7 +3594,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb15">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3694,8 +3615,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="when-is-help-available" class="callout-inner">
-<h3 class="callout-title">When Is Help Available?<a class="anchor" aria-label="anchor" href="#when-is-help-available"></a>
-</h3>
+<h3 class="callout-title">When Is Help Available?</h3>
 <div class="callout-content">
 <p>When a colleague of yours types <code>help(math)</code>, Python
 reports an error:</p>
@@ -3713,7 +3633,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>Importing the math module (<code>import math</code>)</p>
 </div>
@@ -3725,8 +3645,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="importing-with-aliases" class="callout-inner">
-<h3 class="callout-title">Importing With Aliases<a class="anchor" aria-label="anchor" href="#importing-with-aliases"></a>
-</h3>
+<h3 class="callout-title">Importing With Aliases</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Fill in the blanks so that the program below prints
@@ -3750,7 +3669,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3782,8 +3701,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="there-are-many-ways-to-import-libraries" class="callout-inner">
-<h3 class="callout-title">There Are Many Ways To Import Libraries!<a class="anchor" aria-label="anchor" href="#there-are-many-ways-to-import-libraries"></a>
-</h3>
+<h3 class="callout-title">There Are Many Ways To Import Libraries!</h3>
 <div class="callout-content">
 <p>Match the following print statements with the appropriate library
 calls.</p>
@@ -3808,7 +3726,7 @@ <h3 class="callout-title">There Are Many Ways To Import Libraries!<a class="anch
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Library calls 1 and 4. In order to directly refer to
@@ -3843,8 +3761,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="importing-specific-items" class="callout-inner">
-<h3 class="callout-title">Importing Specific Items<a class="anchor" aria-label="anchor" href="#importing-specific-items"></a>
-</h3>
+<h3 class="callout-title">Importing Specific Items</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Fill in the blanks so that the program below prints
@@ -3868,7 +3785,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb21">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3892,8 +3809,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below and try to identify what the errors are without
@@ -3915,7 +3831,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3944,8 +3860,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Most of the power of a programming language is in its
@@ -3996,8 +3911,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="use-the-pandas-library-to-do-statistics-on-tabular-data-">Use the Pandas library to do statistics on tabular data.<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data-"></a>
+<section><h2 class="section-heading" id="use-the-pandas-library-to-do-statistics-on-tabular-data-">Use the Pandas library to do statistics on tabular data.<a class="anchor" aria-label="anchor" href="#use-the-pandas-library-to-do-statistics-on-tabular-data-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4062,8 +3976,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="file-not-found" class="callout-inner">
-<h3 class="callout-title">File Not Found<a class="anchor" aria-label="anchor" href="#file-not-found"></a>
-</h3>
+<h3 class="callout-title">File Not Found</h3>
 <div class="callout-content">
 <p>Our lessons store their data files in a <code>data</code>
 sub-directory, which is why the path to the file is
@@ -4080,8 +3993,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 </div>
 </section><section><h2 class="section-heading" id="use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-">Use <code>index_col</code> to specify that a column’s values should
-be used as row headings.<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings."></a>
-<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-"></a>
+be used as row headings.<a class="anchor" aria-label="anchor" href="#use-index_col-to-specify-that-a-columns-values-should-be-used-as-row-headings-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4118,8 +4030,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 New Zealand     18363.32494     21050.41377     23189.80135     25185.00911</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-">Use the <code>DataFrame.info()</code> method to find out more about
-a dataframe.<a class="anchor" aria-label="anchor" href="#use-the-dataframe.info-method-to-find-out-more-about-a-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-"></a>
+a dataframe.<a class="anchor" aria-label="anchor" href="#use-the-dataframe-info-method-to-find-out-more-about-a-dataframe-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb6">
@@ -4163,8 +4074,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </li>
 <li>Uses 208 bytes of memory.</li>
 </ul></section><section><h2 class="section-heading" id="the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-">The <code>DataFrame.columns</code> variable stores information about
-the dataframe’s columns.<a class="anchor" aria-label="anchor" href="#the-dataframe.columns-variable-stores-information-about-the-dataframes-columns."></a>
-<a class="anchor" aria-label="anchor" href="#the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-"></a>
+the dataframe’s columns.<a class="anchor" aria-label="anchor" href="#the-dataframe-columns-variable-stores-information-about-the-dataframes-columns-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4190,8 +4100,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
        'gdpPercap_1992', 'gdpPercap_1997', 'gdpPercap_2002', 'gdpPercap_2007'],
       dtype='object')</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-dataframe-t-to-transpose-a-dataframe-">Use <code>DataFrame.T</code> to transpose a dataframe.<a class="anchor" aria-label="anchor" href="#use-dataframe.t-to-transpose-a-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-t-to-transpose-a-dataframe-"></a>
+</section><section><h2 class="section-heading" id="use-dataframe-t-to-transpose-a-dataframe-">Use <code>DataFrame.T</code> to transpose a dataframe.<a class="anchor" aria-label="anchor" href="#use-dataframe-t-to-transpose-a-dataframe-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4223,8 +4132,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 gdpPercap_2007  34435.36744  25185.00911</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-dataframe-describe-to-get-summary-statistics-about-data-">Use <code>DataFrame.describe()</code> to get summary statistics
-about data.<a class="anchor" aria-label="anchor" href="#use-dataframe.describe-to-get-summary-statistics-about-data."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-describe-to-get-summary-statistics-about-data-"></a>
+about data.<a class="anchor" aria-label="anchor" href="#use-dataframe-describe-to-get-summary-statistics-about-data-"></a>
 </h2>
 <hr class="half-width">
 <p><code>DataFrame.describe()</code> gets the summary statistics of only
@@ -4277,8 +4185,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-other-data" class="callout-inner">
-<h3 class="callout-title">Reading Other Data<a class="anchor" aria-label="anchor" href="#reading-other-data"></a>
-</h3>
+<h3 class="callout-title">Reading Other Data</h3>
 <div class="callout-content">
 <p>Read the data in <code>gapminder_gdp_americas.csv</code> (which
 should be in the same directory as
@@ -4315,8 +4222,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="inspecting-data" class="callout-inner">
-<h3 class="callout-title">Inspecting Data<a class="anchor" aria-label="anchor" href="#inspecting-data"></a>
-</h3>
+<h3 class="callout-title">Inspecting Data</h3>
 <div class="callout-content">
 <p>After reading the data for the Americas, use
 <code>help(data_americas.head)</code> and
@@ -4444,8 +4350,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-files-in-other-directories" class="callout-inner">
-<h3 class="callout-title">Reading Files in Other Directories<a class="anchor" aria-label="anchor" href="#reading-files-in-other-directories"></a>
-</h3>
+<h3 class="callout-title">Reading Files in Other Directories</h3>
 <div class="callout-content">
 <p>The data for your current project is stored in a file called
 <code>microbes.csv</code>, which is located in a folder called
@@ -4492,8 +4397,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="writing-data" class="callout-inner">
-<h3 class="callout-title">Writing Data<a class="anchor" aria-label="anchor" href="#writing-data"></a>
-</h3>
+<h3 class="callout-title">Writing Data</h3>
 <div class="callout-content">
 <p>As well as the <code>read_csv</code> function for reading data from a
 file, Pandas provides a <code>to_csv</code> function to write dataframes
@@ -4541,8 +4445,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use the Pandas library to get basic statistics out of tabular
@@ -4599,7 +4502,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="note-about-pandas-dataframesseries">Note about Pandas DataFrames/Series<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a>
-<a class="anchor" aria-label="anchor" href="#note-about-pandas-dataframesseries"></a>
 </h2>
 <hr class="half-width">
 <p>A <a href="https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html" class="external-link">DataFrame</a>
@@ -4613,7 +4515,6 @@ <h3 class="card-title">Objectives</h3>
 individual records of the table, proper handling of missing values, and
 relational-databases operations between DataFrames.</p>
 </section><section><h2 class="section-heading" id="selecting-values">Selecting values<a class="anchor" aria-label="anchor" href="#selecting-values"></a>
-<a class="anchor" aria-label="anchor" href="#selecting-values"></a>
 </h2>
 <hr class="half-width">
 <p>To access a value at the position <code>[i,j]</code> of a DataFrame,
@@ -4623,8 +4524,7 @@ <h3 class="card-title">Objectives</h3>
 inside the table as well as a <em>label</em>, which uniquely identifies
 its <em>entry</em> in the DataFrame.</p>
 </section><section><h2 class="section-heading" id="use-dataframe-iloc--------to-select-values-by-their-entry-position">Use <code>DataFrame.iloc[..., ...]</code> to select values by their
-(entry) position<a class="anchor" aria-label="anchor" href="#use-dataframe.iloc...-...-to-select-values-by-their-entry-position"></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-iloc--------to-select-values-by-their-entry-position"></a>
+(entry) position<a class="anchor" aria-label="anchor" href="#use-dataframe-iloc--------to-select-values-by-their-entry-position"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4644,8 +4544,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code><span><span class="fl">1601.056136</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-dataframe-loc--------to-select-values-by-their-entry-label-">Use <code>DataFrame.loc[..., ...]</code> to select values by their
-(entry) label.<a class="anchor" aria-label="anchor" href="#use-dataframe.loc...-...-to-select-values-by-their-entry-label."></a>
-<a class="anchor" aria-label="anchor" href="#use-dataframe-loc--------to-select-values-by-their-entry-label-"></a>
+(entry) label.<a class="anchor" aria-label="anchor" href="#use-dataframe-loc--------to-select-values-by-their-entry-label-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4661,8 +4560,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code><span><span class="fl">1601.056136</span></span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-on-its-own-to-mean-all-columns-or-all-rows-">Use <code>:</code> on its own to mean all columns or all rows.<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows."></a>
-<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows-"></a>
+</section><section><h2 class="section-heading" id="use-on-its-own-to-mean-all-columns-or-all-rows-">Use <code>:</code> on its own to mean all columns or all rows.<a class="anchor" aria-label="anchor" href="#use-on-its-own-to-mean-all-columns-or-all-rows-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4720,8 +4618,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 (not recommended, because easily confused with <code>.</code> notation
 for methods)</li>
 </ul></section><section><h2 class="section-heading" id="select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-">Select multiple columns or rows using <code>DataFrame.loc</code> and
-a named slice.<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe.loc-and-a-named-slice."></a>
-<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-"></a>
+a named slice.<a class="anchor" aria-label="anchor" href="#select-multiple-columns-or-rows-using-dataframe-loc-and-a-named-slice-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb9">
@@ -4744,8 +4641,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>loc</code> is inclusive at both ends</strong>, which differs from
 <strong>slicing using <code>iloc</code></strong>, where slicing
 indicates everything up to but not including the final index.</p>
-</section><section><h2 class="section-heading" id="result-of-slicing-can-be-used-in-further-operations-">Result of slicing can be used in further operations.<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations."></a>
-<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations-"></a>
+</section><section><h2 class="section-heading" id="result-of-slicing-can-be-used-in-further-operations-">Result of slicing can be used in further operations.<a class="anchor" aria-label="anchor" href="#result-of-slicing-can-be-used-in-further-operations-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4780,8 +4676,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 gdpPercap_1972    7778.414017
 dtype: float64</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-comparisons-to-select-data-based-on-value-">Use comparisons to select data based on value.<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value."></a>
-<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value-"></a>
+</section><section><h2 class="section-heading" id="use-comparisons-to-select-data-based-on-value-">Use comparisons to select data based on value.<a class="anchor" aria-label="anchor" href="#use-comparisons-to-select-data-based-on-value-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4820,8 +4715,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 Norway                True           True           True
 Poland               False          False          False</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="select-values-or-nan-using-a-boolean-mask-">Select values or NaN using a Boolean mask.<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask."></a>
-<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask-"></a>
+</section><section><h2 class="section-heading" id="select-values-or-nan-using-a-boolean-mask-">Select values or NaN using a Boolean mask.<a class="anchor" aria-label="anchor" href="#select-values-or-nan-using-a-boolean-mask-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -4870,7 +4764,6 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 max      13450.401510    16361.876470    18965.055510</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="group-by-split-apply-combine">Group By: split-apply-combine<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a>
-<a class="anchor" aria-label="anchor" href="#group-by-split-apply-combine"></a>
 </h2>
 <hr class="half-width">
 <div id="accordionInstructor1" class="accordion instructor-note accordion-flush">
@@ -4981,8 +4874,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selection-of-individual-values" class="callout-inner">
-<h3 class="callout-title">Selection of Individual Values<a class="anchor" aria-label="anchor" href="#selection-of-individual-values"></a>
-</h3>
+<h3 class="callout-title">Selection of Individual Values</h3>
 <div class="callout-content">
 <p>Assume Pandas has been imported into your notebook and the Gapminder
 GDP data for Europe has been loaded:</p>
@@ -5026,8 +4918,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="extent-of-slicing" class="callout-inner">
-<h3 class="callout-title">Extent of Slicing<a class="anchor" aria-label="anchor" href="#extent-of-slicing"></a>
-</h3>
+<h3 class="callout-title">Extent of Slicing</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Do the two statements below produce the same output?</li>
@@ -5085,8 +4976,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reconstructing-data" class="callout-inner">
-<h3 class="callout-title">Reconstructing Data<a class="anchor" aria-label="anchor" href="#reconstructing-data"></a>
-</h3>
+<h3 class="callout-title">Reconstructing Data</h3>
 <div class="callout-content">
 <p>Explain what each line in the following short program does: what is
 in <code>first</code>, <code>second</code>, etc.?</p>
@@ -5168,8 +5058,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="selecting-indices" class="callout-inner">
-<h3 class="callout-title">Selecting Indices<a class="anchor" aria-label="anchor" href="#selecting-indices"></a>
-</h3>
+<h3 class="callout-title">Selecting Indices</h3>
 <div class="callout-content">
 <p>Explain in simple terms what <code>idxmin</code> and
 <code>idxmax</code> do in the short program below. When would you use
@@ -5206,8 +5095,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practice-with-selection" class="callout-inner">
-<h3 class="callout-title">Practice with Selection<a class="anchor" aria-label="anchor" href="#practice-with-selection"></a>
-</h3>
+<h3 class="callout-title">Practice with Selection</h3>
 <div class="callout-content">
 <p>Assume Pandas has been imported and the Gapminder GDP data for Europe
 has been loaded. Write an expression to select each of the
@@ -5266,8 +5154,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="many-ways-of-access" class="callout-inner">
-<h3 class="callout-title">Many Ways of Access<a class="anchor" aria-label="anchor" href="#many-ways-of-access"></a>
-</h3>
+<h3 class="callout-title">Many Ways of Access</h3>
 <div class="callout-content">
 <p>There are at least two ways of accessing a value or slice of a
 DataFrame: by name or index. However, there are many others. For
@@ -5438,8 +5325,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="exploring-available-methods-using-the-dir-function" class="callout-inner">
 <h3 class="callout-title">Exploring available methods using the
-<code>dir()</code> function<a class="anchor" aria-label="anchor" href="#exploring-available-methods-using-the-dir-function"></a>
-</h3>
+<code>dir()</code> function</h3>
 <div class="callout-content">
 <p>Python includes a <code>dir()</code> function that can be used to
 display all of the available methods (functions) that are built into a
@@ -5497,8 +5383,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="interpretation" class="callout-inner">
-<h3 class="callout-title">Interpretation<a class="anchor" aria-label="anchor" href="#interpretation"></a>
-</h3>
+<h3 class="callout-title">Interpretation</h3>
 <div class="callout-content">
 <p>Poland’s borders have been stable since 1945, but changed several
 times in the years before then. How would you handle this if you were
@@ -5512,8 +5397,7 @@ <h3 class="callout-title">Interpretation<a class="anchor" aria-label="anchor" hr
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>DataFrame.iloc[..., ...]</code> to select values by
@@ -5567,8 +5451,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 <section><h2 class="section-heading" id="matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-">
 <a href="https://matplotlib.org/" class="external-link"><code>matplotlib</code></a> is the
-most widely used scientific plotting library in Python.<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python."></a>
-<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-"></a>
+most widely used scientific plotting library in Python.<a class="anchor" aria-label="anchor" href="#matplotlib-is-the-most-widely-used-scientific-plotting-library-in-python-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5598,8 +5481,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="display-all-open-figures" class="callout-inner">
-<h3 class="callout-title">Display All Open Figures<a class="anchor" aria-label="anchor" href="#display-all-open-figures"></a>
-</h3>
+<h3 class="callout-title">Display All Open Figures</h3>
 <div class="callout-content">
 <p>In our Jupyter Notebook example, running the cell should generate the
 figure directly below the code. The figure is also included in the
@@ -5618,8 +5500,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 </div>
 </div>
-</section><section><h2 class="section-heading" id="plot-data-directly-from-a-pandas-dataframe-">Plot data directly from a <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html" class="external-link"><code>Pandas dataframe</code></a>.<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe."></a>
-<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe-"></a>
+</section><section><h2 class="section-heading" id="plot-data-directly-from-a-pandas-dataframe-">Plot data directly from a <a href="https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.html" class="external-link"><code>Pandas dataframe</code></a>.<a class="anchor" aria-label="anchor" href="#plot-data-directly-from-a-pandas-dataframe-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5654,8 +5535,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb4-16"><a href="#cb4-16" tabindex="-1"></a></span>
 <span id="cb4-17"><a href="#cb4-17" tabindex="-1"></a>data.loc[<span class="st">'Australia'</span>].plot()</span></code></pre>
 </div>
-<figure><img src="../fig/9_gdp_australia.svg" alt="GDP plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="select-and-transform-data-then-plot-it-">Select and transform data, then plot it.<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it."></a>
-<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it-"></a>
+<figure><img src="../fig/9_gdp_australia.svg" alt="GDP plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="select-and-transform-data-then-plot-it-">Select and transform data, then plot it.<a class="anchor" aria-label="anchor" href="#select-and-transform-data-then-plot-it-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5669,8 +5549,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>data.T.plot()</span>
 <span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a>plt.ylabel(<span class="st">'GDP per capita'</span>)</span></code></pre>
 </div>
-<figure><img src="../fig/9_gdp_australia_nz.svg" alt="GDP plot for Australia and New Zealand" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="many-styles-of-plot-are-available-">Many styles of plot are available.<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available."></a>
-<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available-"></a>
+<figure><img src="../fig/9_gdp_australia_nz.svg" alt="GDP plot for Australia and New Zealand" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="many-styles-of-plot-are-available-">Many styles of plot are available.<a class="anchor" aria-label="anchor" href="#many-styles-of-plot-are-available-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5684,8 +5563,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a>plt.ylabel(<span class="st">'GDP per capita'</span>)</span></code></pre>
 </div>
 <figure><img src="../fig/9_gdp_bar.svg" alt="GDP barplot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-">Data can also be plotted by calling the <code>matplotlib</code>
-<code>plot</code> function directly.<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly."></a>
-<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-"></a>
+<code>plot</code> function directly.<a class="anchor" aria-label="anchor" href="#data-can-also-be-plotted-by-calling-the-matplotlib-plot-function-directly-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -5695,7 +5573,6 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 additional optional argument e.g., <code>b-</code> is a blue line,
 <code>g--</code> is a green dashed line.</li>
 </ul></section><section><h2 class="section-heading" id="get-australia-data-from-dataframe">Get Australia data from dataframe<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a>
-<a class="anchor" aria-label="anchor" href="#get-australia-data-from-dataframe"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb7">
@@ -5706,8 +5583,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a></span>
 <span id="cb7-4"><a href="#cb7-4" tabindex="-1"></a>plt.plot(years, gdp_australia, <span class="st">'g--'</span>)</span></code></pre>
 </div>
-<figure><img src="../fig/9_gdp_australia_formatted.svg" alt="GDP formatted plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="can-plot-many-sets-of-data-together-">Can plot many sets of data together.<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together."></a>
-<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together-"></a>
+<figure><img src="../fig/9_gdp_australia_formatted.svg" alt="GDP formatted plot for Australia" class="figure mx-auto d-block"></figure></section><section><h2 class="section-heading" id="can-plot-many-sets-of-data-together-">Can plot many sets of data together.<a class="anchor" aria-label="anchor" href="#can-plot-many-sets-of-data-together-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb8">
@@ -5731,8 +5607,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="adding-a-legend" class="callout-inner">
-<h3 class="callout-title">Adding a Legend<a class="anchor" aria-label="anchor" href="#adding-a-legend"></a>
-</h3>
+<h3 class="callout-title">Adding a Legend</h3>
 <div class="callout-content">
 <p>Often when plotting multiple datasets on the same figure it is
 desirable to have a legend describing the data.</p>
@@ -5783,8 +5658,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="minima-and-maxima" class="callout-inner">
-<h3 class="callout-title">Minima and Maxima<a class="anchor" aria-label="anchor" href="#minima-and-maxima"></a>
-</h3>
+<h3 class="callout-title">Minima and Maxima</h3>
 <div class="callout-content">
 <p>Fill in the blanks below to plot the minimum GDP per capita over time
 for all the countries in Europe. Modify it again to plot the maximum GDP
@@ -5827,8 +5701,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="correlations" class="callout-inner">
-<h3 class="callout-title">Correlations<a class="anchor" aria-label="anchor" href="#correlations"></a>
-</h3>
+<h3 class="callout-title">Correlations</h3>
 <div class="callout-content">
 <p>Modify the example in the notes to create a scatter plot showing the
 relationship between the minimum and maximum GDP per capita among the
@@ -5862,7 +5735,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="correlations" class="callout-inner">
-<h3 class="callout-title">Correlations<em> (continued)</em><a class="anchor" aria-label="anchor" href="#correlations"></a>
+<h3 class="callout-title">Correlations<em> (continued)</em>
 </h3>
 <div class="callout-content">
 <p>You might note that the variability in the maximum is much higher
@@ -5900,8 +5773,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="more-correlations" class="callout-inner">
-<h3 class="callout-title">More Correlations<a class="anchor" aria-label="anchor" href="#more-correlations"></a>
-</h3>
+<h3 class="callout-title">More Correlations</h3>
 <div class="callout-content">
 <p>This short program creates a plot showing the correlation between GDP
 and life expectancy for 2007, normalizing marker size by population:</p>
@@ -5942,8 +5814,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="saving-your-plot-to-a-file" class="callout-inner">
-<h3 class="callout-title">Saving your plot to a file<a class="anchor" aria-label="anchor" href="#saving-your-plot-to-a-file"></a>
-</h3>
+<h3 class="callout-title">Saving your plot to a file</h3>
 <div class="callout-content">
 <p>If you are satisfied with the plot you see you may want to save it to
 a file, perhaps to include it in a publication. There is a function in
@@ -5983,8 +5854,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="making-your-plots-accessible" class="callout-inner">
-<h3 class="callout-title">Making your plots accessible<a class="anchor" aria-label="anchor" href="#making-your-plots-accessible"></a>
-</h3>
+<h3 class="callout-title">Making your plots accessible</h3>
 <div class="callout-content">
 <p>Whenever you are generating plots to go into a paper or a
 presentation, there are a few things you can do to make sure that
@@ -6015,8 +5885,7 @@ <h3 class="callout-title">Making your plots accessible<a class="anchor" aria-lab
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>
@@ -6084,8 +5953,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="a-list-stores-many-values-in-a-single-structure-">A list stores many values in a single structure.<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure."></a>
-<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure-"></a>
+<section><h2 class="section-heading" id="a-list-stores-many-values-in-a-single-structure-">A list stores many values in a single structure.<a class="anchor" aria-label="anchor" href="#a-list-stores-many-values-in-a-single-structure-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6113,8 +5981,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>pressures: [0.273, 0.275, 0.277, 0.275, 0.276]
 length: 5</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-an-items-index-to-fetch-it-from-a-list-">Use an item’s index to fetch it from a list.<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list."></a>
-<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list-"></a>
+</section><section><h2 class="section-heading" id="use-an-items-index-to-fetch-it-from-a-list-">Use an item’s index to fetch it from a list.<a class="anchor" aria-label="anchor" href="#use-an-items-index-to-fetch-it-from-a-list-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6132,8 +5999,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>zeroth item of pressures: 0.273
 fourth item of pressures: 0.276</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="lists-values-can-be-replaced-by-assigning-to-them-">Lists’ values can be replaced by assigning to them.<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them."></a>
-<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them-"></a>
+</section><section><h2 class="section-heading" id="lists-values-can-be-replaced-by-assigning-to-them-">Lists’ values can be replaced by assigning to them.<a class="anchor" aria-label="anchor" href="#lists-values-can-be-replaced-by-assigning-to-them-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6151,8 +6017,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>pressures is now: [0.265, 0.275, 0.277, 0.275, 0.276]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="appending-items-to-a-list-lengthens-it-">Appending items to a list lengthens it.<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it."></a>
-<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it-"></a>
+</section><section><h2 class="section-heading" id="appending-items-to-a-list-lengthens-it-">Appending items to a list lengthens it.<a class="anchor" aria-label="anchor" href="#appending-items-to-a-list-lengthens-it-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6216,8 +6081,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 the list, appending a list to a list means the last element in
 <code>primes</code> will itself be a list, not an integer. Lists can
 contain values of any type; therefore, lists of lists are possible.</p>
-</section><section><h2 class="section-heading" id="use-del-to-remove-items-from-a-list-entirely-">Use <code>del</code> to remove items from a list entirely.<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely."></a>
-<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely-"></a>
+</section><section><h2 class="section-heading" id="use-del-to-remove-items-from-a-list-entirely-">Use <code>del</code> to remove items from a list entirely.<a class="anchor" aria-label="anchor" href="#use-del-to-remove-items-from-a-list-entirely-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6241,8 +6105,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>primes before removing last item: [2, 3, 5, 7, 9]
 primes after removing last item: [2, 3, 5, 7]</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-empty-list-contains-no-values-">The empty list contains no values.<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values."></a>
-<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values-"></a>
+</section><section><h2 class="section-heading" id="the-empty-list-contains-no-values-">The empty list contains no values.<a class="anchor" aria-label="anchor" href="#the-empty-list-contains-no-values-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6254,8 +6117,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </li>
 <li>Helpful as a starting point for collecting values (which we will see
 in the <a href="12-for-loops.html">next episode</a>).</li>
-</ul></section><section><h2 class="section-heading" id="lists-may-contain-values-of-different-types-">Lists may contain values of different types.<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types."></a>
-<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types-"></a>
+</ul></section><section><h2 class="section-heading" id="lists-may-contain-values-of-different-types-">Lists may contain values of different types.<a class="anchor" aria-label="anchor" href="#lists-may-contain-values-of-different-types-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6266,8 +6128,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a>goals <span class="op">=</span> [<span class="dv">1</span>, <span class="st">'Create lists.'</span>, <span class="dv">2</span>, <span class="st">'Extract items from lists.'</span>, <span class="dv">3</span>, <span class="st">'Modify lists.'</span>]</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="character-strings-can-be-indexed-like-lists-">Character strings can be indexed like lists.<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists."></a>
-<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists-"></a>
+</section><section><h2 class="section-heading" id="character-strings-can-be-indexed-like-lists-">Character strings can be indexed like lists.<a class="anchor" aria-label="anchor" href="#character-strings-can-be-indexed-like-lists-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6287,8 +6148,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>zeroth character: c
 third character: b</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="character-strings-are-immutable-">Character strings are immutable.<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable."></a>
-<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable-"></a>
+</section><section><h2 class="section-heading" id="character-strings-are-immutable-">Character strings are immutable.<a class="anchor" aria-label="anchor" href="#character-strings-are-immutable-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6315,8 +6175,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 </div>
 <ul>
 <li>Lists and character strings are both <em>collections</em>.</li>
-</ul></section><section><h2 class="section-heading" id="indexing-beyond-the-end-of-the-collection-is-an-error-">Indexing beyond the end of the collection is an error.<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error."></a>
-<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error-"></a>
+</ul></section><section><h2 class="section-heading" id="indexing-beyond-the-end-of-the-collection-is-an-error-">Indexing beyond the end of the collection is an error.<a class="anchor" aria-label="anchor" href="#indexing-beyond-the-end-of-the-collection-is-an-error-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6344,8 +6203,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="fill-in-the-blanks" class="callout-inner">
-<h3 class="callout-title">Fill in the Blanks<a class="anchor" aria-label="anchor" href="#fill-in-the-blanks"></a>
-</h3>
+<h3 class="callout-title">Fill in the Blanks</h3>
 <div class="callout-content">
 <p>Fill in the blanks so that the program below produces the output
 shown.</p>
@@ -6374,7 +6232,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6396,8 +6254,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="how-large-is-a-slice" class="callout-inner">
-<h3 class="callout-title">How Large is a Slice?<a class="anchor" aria-label="anchor" href="#how-large-is-a-slice"></a>
-</h3>
+<h3 class="callout-title">How Large is a Slice?</h3>
 <div class="callout-content">
 <p>If <code>start</code> and <code>stop</code> are both non-negative
 integers, how long is the list <code>values[start:stop]</code>?</p>
@@ -6409,7 +6266,7 @@ <h3 class="callout-title">How Large is a Slice?<a class="anchor" aria-label="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>The list <code>values[start:stop]</code> has up to
 <code>stop - start</code> elements. For example,
@@ -6427,8 +6284,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="from-strings-to-lists-and-back" class="callout-inner">
-<h3 class="callout-title">From Strings to Lists and Back<a class="anchor" aria-label="anchor" href="#from-strings-to-lists-and-back"></a>
-</h3>
+<h3 class="callout-title">From Strings to Lists and Back</h3>
 <div class="callout-content">
 <p>Given this:</p>
 <div class="codewrapper sourceCode" id="cb23">
@@ -6455,7 +6311,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>
@@ -6477,8 +6333,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="working-with-the-end" class="callout-inner">
-<h3 class="callout-title">Working With the End<a class="anchor" aria-label="anchor" href="#working-with-the-end"></a>
-</h3>
+<h3 class="callout-title">Working With the End</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb25">
@@ -6506,7 +6361,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>The program prints <code>m</code>.</p>
 <ol style="list-style-type: decimal">
@@ -6529,8 +6384,7 @@ <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="stepping-through-a-list" class="callout-inner">
-<h3 class="callout-title">Stepping Through a List<a class="anchor" aria-label="anchor" href="#stepping-through-a-list"></a>
-</h3>
+<h3 class="callout-title">Stepping Through a List</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb26">
@@ -6554,7 +6408,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>The program prints</p>
 <div class="codewrapper sourceCode" id="cb27">
@@ -6581,8 +6435,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="slice-bounds" class="callout-inner">
-<h3 class="callout-title">Slice Bounds<a class="anchor" aria-label="anchor" href="#slice-bounds"></a>
-</h3>
+<h3 class="callout-title">Slice Bounds</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb28">
@@ -6600,7 +6453,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -6619,8 +6472,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="sort-and-sorted" class="callout-inner">
-<h3 class="callout-title">Sort and Sorted<a class="anchor" aria-label="anchor" href="#sort-and-sorted"></a>
-</h3>
+<h3 class="callout-title">Sort and Sorted</h3>
 <div class="callout-content">
 <p>What do these two programs print? In simple terms, explain the
 difference between <code>sorted(letters)</code> and
@@ -6649,7 +6501,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <p>Program A prints</p>
 <div class="codewrapper">
@@ -6676,8 +6528,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="copying-or-not" class="callout-inner">
-<h3 class="callout-title">Copying (or Not)<a class="anchor" aria-label="anchor" href="#copying-or-not"></a>
-</h3>
+<h3 class="callout-title">Copying (or Not)</h3>
 <div class="callout-content">
 <p>What do these two programs print? In simple terms, explain the
 difference between <code>new = old</code> and
@@ -6708,7 +6559,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <p>Program A prints</p>
 <div class="codewrapper">
@@ -6737,8 +6588,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>A list stores many values in a single structure.</li>
@@ -6794,8 +6644,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="a-for-loop-executes-commands-once-for-each-value-in-a-collection-">A <em>for loop</em> executes commands once for each value in a
-collection.<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection."></a>
-<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection-"></a>
+collection.<a class="anchor" aria-label="anchor" href="#a-for-loop-executes-commands-once-for-each-value-in-a-collection-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6833,8 +6682,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <span><span class="fl">5</span></span></code></pre>
 </div>
 </section><section><h2 class="section-heading" id="a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-">A <code>for</code> loop is made up of a collection, a loop variable,
-and a body.<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body."></a>
-<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-"></a>
+and a body.<a class="anchor" aria-label="anchor" href="#a-for-loop-is-made-up-of-a-collection-a-loop-variable-and-a-body-"></a>
 </h2>
 <hr class="half-width">
 <div class="codewrapper sourceCode" id="cb4">
@@ -6855,8 +6703,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-">The first line of the <code>for</code> loop must end with a colon,
-and the body must be indented.<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented."></a>
-<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-"></a>
+and the body must be indented.<a class="anchor" aria-label="anchor" href="#the-first-line-of-the-for-loop-must-end-with-a-colon-and-the-body-must-be-indented-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6901,8 +6748,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <ul>
 <li>This error can be fixed by removing the extra spaces at the
 beginning of the second line.</li>
-</ul></section><section><h2 class="section-heading" id="loop-variables-can-be-called-anything-">Loop variables can be called anything.<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything."></a>
-<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything-"></a>
+</ul></section><section><h2 class="section-heading" id="loop-variables-can-be-called-anything-">Loop variables can be called anything.<a class="anchor" aria-label="anchor" href="#loop-variables-can-be-called-anything-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6919,8 +6765,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a><span class="cf">for</span> kitten <span class="kw">in</span> [<span class="dv">2</span>, <span class="dv">3</span>, <span class="dv">5</span>]:</span>
 <span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a>    <span class="bu">print</span>(kitten)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-body-of-a-loop-can-contain-many-statements-">The body of a loop can contain many statements.<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements."></a>
-<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements-"></a>
+</section><section><h2 class="section-heading" id="the-body-of-a-loop-can-contain-many-statements-">The body of a loop can contain many statements.<a class="anchor" aria-label="anchor" href="#the-body-of-a-loop-can-contain-many-statements-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6943,8 +6788,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 3 9 27
 5 25 125</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-range-to-iterate-over-a-sequence-of-numbers-">Use <code>range</code> to iterate over a sequence of numbers.<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers."></a>
-<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers-"></a>
+</section><section><h2 class="section-heading" id="use-range-to-iterate-over-a-sequence-of-numbers-">Use <code>range</code> to iterate over a sequence of numbers.<a class="anchor" aria-label="anchor" href="#use-range-to-iterate-over-a-sequence-of-numbers-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -6979,8 +6823,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1
 2</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="the-accumulator-pattern-turns-many-values-into-one-">The Accumulator pattern turns many values into one.<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one."></a>
-<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one-"></a>
+</section><section><h2 class="section-heading" id="the-accumulator-pattern-turns-many-values-into-one-">The Accumulator pattern turns many values into one.<a class="anchor" aria-label="anchor" href="#the-accumulator-pattern-turns-many-values-into-one-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7024,8 +6867,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="classifying-errors" class="callout-inner">
-<h3 class="callout-title">Classifying Errors<a class="anchor" aria-label="anchor" href="#classifying-errors"></a>
-</h3>
+<h3 class="callout-title">Classifying Errors</h3>
 <div class="callout-content">
 <p>Is an indentation error a syntax error or a runtime error?</p>
 </div>
@@ -7036,7 +6878,7 @@ <h3 class="callout-title">Classifying Errors<a class="anchor" aria-label="anchor
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>An IndentationError is a syntax error. Programs with syntax errors
 cannot be started. A program with a runtime error will start but an
@@ -7050,8 +6892,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tracing-execution" class="callout-inner">
-<h3 class="callout-title">Tracing Execution<a class="anchor" aria-label="anchor" href="#tracing-execution"></a>
-</h3>
+<h3 class="callout-title">Tracing Execution</h3>
 <div class="callout-content">
 <p>Create a table showing the numbers of the lines that are executed
 when this program runs, and the values of the variables after each line
@@ -7071,7 +6912,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <table class="table">
 <thead><tr class="header">
@@ -7118,8 +6959,7 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reversing-a-string" class="callout-inner">
-<h3 class="callout-title">Reversing a String<a class="anchor" aria-label="anchor" href="#reversing-a-string"></a>
-</h3>
+<h3 class="callout-title">Reversing a String</h3>
 <div class="callout-content">
 <p>Fill in the blanks in the program below so that it prints “nit” (the
 reverse of the original character string “tin”).</p>
@@ -7140,7 +6980,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb18">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7160,8 +7000,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="practice-accumulating" class="callout-inner">
-<h3 class="callout-title">Practice Accumulating<a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
-</h3>
+<h3 class="callout-title">Practice Accumulating</h3>
 <div class="callout-content">
 <p>Fill in the blanks in each of the programs below to produce the
 indicated result.</p>
@@ -7182,7 +7021,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb20">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7202,7 +7041,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="practice-accumulating" class="callout-inner">
 <h3 class="callout-title">Practice Accumulating<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <div class="codewrapper sourceCode" id="cb21">
@@ -7222,7 +7061,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7242,7 +7081,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="practice-accumulating" class="callout-inner">
 <h3 class="callout-title">Practice Accumulating<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <div class="codewrapper sourceCode" id="cb23">
@@ -7263,7 +7102,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb24">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7284,7 +7123,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="practice-accumulating" class="callout-inner">
 <h3 class="callout-title">Practice Accumulating<em>
-(continued)</em><a class="anchor" aria-label="anchor" href="#practice-accumulating"></a>
+(continued)</em>
 </h3>
 <div class="callout-content">
 <p><strong>Create an acronym:</strong> Starting from the list
@@ -7300,7 +7139,7 @@ <h3 class="callout-title">Practice Accumulating<em>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7319,8 +7158,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="cumulative-sum" class="callout-inner">
-<h3 class="callout-title">Cumulative Sum<a class="anchor" aria-label="anchor" href="#cumulative-sum"></a>
-</h3>
+<h3 class="callout-title">Cumulative Sum</h3>
 <div class="callout-content">
 <p>Reorder and properly indent the lines of code below so that they
 print a list with the cumulative sum of data. The result should be
@@ -7344,7 +7182,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7366,8 +7204,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-variable-name-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Variable Name Errors<a class="anchor" aria-label="anchor" href="#identifying-variable-name-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Variable Name Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below and try to identify what the errors are
@@ -7398,7 +7235,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <ul>
 <li>Python variable names are case sensitive: <code>number</code> and
@@ -7429,8 +7266,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-item-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Item Errors<a class="anchor" aria-label="anchor" href="#identifying-item-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Item Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below and try to identify what the errors are
@@ -7453,7 +7289,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution10" aria-expanded="false" aria-controls="collapseSolution10">
   <h4 class="accordion-header" id="headingSolution10"> Show me the solution </h4>
 </button>
-<div id="collapseSolution10" class="accordion-collapse collapse" data-bs-parent="#accordionSolution10" aria-labelledby="headingSolution10">
+<div id="collapseSolution10" class="accordion-collapse collapse" aria-labelledby="headingSolution10" data-bs-parent="#accordionSolution10">
 <div class="accordion-body">
 <p>This list has 4 elements and the index to access the last element in
 the list is <code>3</code>.</p>
@@ -7472,8 +7308,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>A <em>for loop</em> executes commands once for each value in a
@@ -7530,8 +7365,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-">Use <code>if</code> statements to control whether or not a block of
-code is executed.<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed."></a>
-<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-"></a>
+code is executed.<a class="anchor" aria-label="anchor" href="#use-if-statements-to-control-whether-or-not-a-block-of-code-is-executed-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7562,8 +7396,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </h3>
 <pre class="output" tabindex="0"><code>3.54 is large</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditionals-are-often-used-inside-loops-">Conditionals are often used inside loops.<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops."></a>
-<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops-"></a>
+</section><section><h2 class="section-heading" id="conditionals-are-often-used-inside-loops-">Conditionals are often used inside loops.<a class="anchor" aria-label="anchor" href="#conditionals-are-often-used-inside-loops-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7586,8 +7419,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 9.22 is large</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-">Use <code>else</code> to execute a block of code when an
-<code>if</code> condition is <em>not</em> true.<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true."></a>
-<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-"></a>
+<code>if</code> condition is <em>not</em> true.<a class="anchor" aria-label="anchor" href="#use-else-to-execute-a-block-of-code-when-an-if-condition-is-not-true-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7615,8 +7447,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1.86 is small
 1.71 is small</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="use-elif-to-specify-additional-tests-">Use <code>elif</code> to specify additional tests.<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests."></a>
-<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests-"></a>
+</section><section><h2 class="section-heading" id="use-elif-to-specify-additional-tests-">Use <code>elif</code> to specify additional tests.<a class="anchor" aria-label="anchor" href="#use-elif-to-specify-additional-tests-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7649,8 +7480,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 1.86 is small
 1.71 is small</code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditions-are-tested-once-in-order-">Conditions are tested once, in order.<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order."></a>
-<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order-"></a>
+</section><section><h2 class="section-heading" id="conditions-are-tested-once-in-order-">Conditions are tested once, in order.<a class="anchor" aria-label="anchor" href="#conditions-are-tested-once-in-order-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -7727,8 +7557,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 final velocity: 30.0</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="create-a-table-showing-variables-values-to-trace-a-programs-execution-">Create a table showing variables’ values to trace a program’s
-execution.<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution."></a>
-<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution-"></a>
+execution.<a class="anchor" aria-label="anchor" href="#create-a-table-showing-variables-values-to-trace-a-programs-execution-"></a>
 </h2>
 <hr class="half-width">
 <table class="table">
@@ -7815,8 +7644,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 </div>
 <div id="compound-relations-using-and-or-and-parentheses" class="callout-inner">
 <h3 class="callout-title">Compound Relations Using <code>and</code>,
-<code>or</code>, and Parentheses<a class="anchor" aria-label="anchor" href="#compound-relations-using-and-or-and-parentheses"></a>
-</h3>
+<code>or</code>, and Parentheses</h3>
 <div class="callout-content">
 <p>Often, you want some combination of things to be true. You can
 combine relations within a conditional using <code>and</code> and
@@ -7864,8 +7692,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="tracing-execution" class="callout-inner">
-<h3 class="callout-title">Tracing Execution<a class="anchor" aria-label="anchor" href="#tracing-execution"></a>
-</h3>
+<h3 class="callout-title">Tracing Execution</h3>
 <div class="callout-content">
 <p>What does this program print?</p>
 <div class="codewrapper sourceCode" id="cb18">
@@ -7886,7 +7713,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7902,8 +7729,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="trimming-values" class="callout-inner">
-<h3 class="callout-title">Trimming Values<a class="anchor" aria-label="anchor" href="#trimming-values"></a>
-</h3>
+<h3 class="callout-title">Trimming Values</h3>
 <div class="callout-content">
 <p>Fill in the blanks so that this program creates a new list containing
 zeroes where the original list’s values were negative and ones where the
@@ -7933,7 +7759,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb22">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -7956,8 +7782,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="processing-small-files" class="callout-inner">
-<h3 class="callout-title">Processing Small Files<a class="anchor" aria-label="anchor" href="#processing-small-files"></a>
-</h3>
+<h3 class="callout-title">Processing Small Files</h3>
 <div class="callout-content">
 <p>Modify this program so that it only processes files with fewer than
 50 records.</p>
@@ -7979,7 +7804,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb24">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8000,8 +7825,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="initializing" class="callout-inner">
-<h3 class="callout-title">Initializing<a class="anchor" aria-label="anchor" href="#initializing"></a>
-</h3>
+<h3 class="callout-title">Initializing</h3>
 <div class="callout-content">
 <p>Modify this program so that it finds the largest and smallest values
 in the list no matter what the range of values originally is.</p>
@@ -8028,7 +7852,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb26">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8085,8 +7909,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use <code>if</code> statements to control whether or not a block of
@@ -8141,8 +7964,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="use-a-for-loop-to-process-files-given-a-list-of-their-names-">Use a <code>for</code> loop to process files given a list of their
-names.<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names."></a>
-<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names-"></a>
+names.<a class="anchor" aria-label="anchor" href="#use-a-for-loop-to-process-files-given-a-list-of-their-names-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8180,8 +8002,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 dtype: float64</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-">Use <a href="https://docs.python.org/3/library/glob.html#glob.glob" class="external-link"><code>glob.glob</code></a>
-to find sets of files whose names match a pattern.<a class="anchor" aria-label="anchor" href="#use-glob.glob-to-find-sets-of-files-whose-names-match-a-pattern."></a>
-<a class="anchor" aria-label="anchor" href="#use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-"></a>
+to find sets of files whose names match a pattern.<a class="anchor" aria-label="anchor" href="#use-glob-glob-to-find-sets-of-files-whose-names-match-a-pattern-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8228,8 +8049,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>all PDB files: []</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="use-glob-and-for-to-process-batches-of-files-">Use <code>glob</code> and <code>for</code> to process batches of
-files.<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files."></a>
-<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files-"></a>
+files.<a class="anchor" aria-label="anchor" href="#use-glob-and-for-to-process-batches-of-files-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8265,8 +8085,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="determining-matches" class="callout-inner">
-<h3 class="callout-title">Determining Matches<a class="anchor" aria-label="anchor" href="#determining-matches"></a>
-</h3>
+<h3 class="callout-title">Determining Matches</h3>
 <div class="callout-content">
 <p>Which of these files is <em>not</em> matched by the expression
 <code>glob.glob('data/*as*.csv')</code>?</p>
@@ -8283,7 +8102,7 @@ <h3 class="callout-title">Determining Matches<a class="anchor" aria-label="ancho
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>1 is not matched by the glob.</p>
 </div>
@@ -8295,8 +8114,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="minimum-file-size" class="callout-inner">
-<h3 class="callout-title">Minimum File Size<a class="anchor" aria-label="anchor" href="#minimum-file-size"></a>
-</h3>
+<h3 class="callout-title">Minimum File Size</h3>
 <div class="callout-content">
 <p>Modify this program so that it prints the number of records in the
 file that has the fewest records.</p>
@@ -8322,7 +8140,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb10">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8350,8 +8168,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="comparing-data" class="callout-inner">
-<h3 class="callout-title">Comparing Data<a class="anchor" aria-label="anchor" href="#comparing-data"></a>
-</h3>
+<h3 class="callout-title">Comparing Data</h3>
 <div class="callout-content">
 <p>Write a program that reads in the regional data sets and plots the
 average GDP per capita for each region over time in a single chart.
@@ -8366,7 +8183,7 @@ <h3 class="callout-title">Comparing Data<a class="anchor" aria-label="anchor" hr
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This solution builds a useful legend by using the <a href="https://docs.python.org/3/library/stdtypes.html#str.split" class="external-link">string
 <code>split</code> method</a> to extract the <code>region</code> from
@@ -8407,8 +8224,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="dealing-with-file-paths" class="callout-inner">
-<h3 class="callout-title">Dealing with File Paths<a class="anchor" aria-label="anchor" href="#dealing-with-file-paths"></a>
-</h3>
+<h3 class="callout-title">Dealing with File Paths</h3>
 <div class="callout-content">
 <p>The <a href="https://docs.python.org/3/library/pathlib.html" class="external-link"><code>pathlib</code>
 module</a> provides useful abstractions for file and path manipulation
@@ -8443,8 +8259,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Use a <code>for</code> loop to process files given a list of their
@@ -8467,7 +8282,6 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
           <button role="button" aria-pressed="false" tabindex="0" id="expand-code" class="pull-right" data-expand="Expand All Solutions " data-collapse="Collapse All Solutions "> Expand All Solutions <i aria-hidden="true" data-feather="plus"></i></button>
         </div>
 <section><h2 class="section-heading" id="reflection-exercise">Reflection exercise<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
-<a class="anchor" aria-label="anchor" href="#reflection-exercise"></a>
 </h2>
 <hr class="half-width">
 <p>Over break, reflect on and discuss the following:</p>
@@ -8520,8 +8334,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="break-programs-down-into-functions-to-make-them-easier-to-understand-">Break programs down into functions to make them easier to
-understand.<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand."></a>
-<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand-"></a>
+understand.<a class="anchor" aria-label="anchor" href="#break-programs-down-into-functions-to-make-them-easier-to-understand-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8547,8 +8360,7 @@ <h3 class="card-title">Objectives</h3>
 </ul>
 </li>
 </ul></section><section><h2 class="section-heading" id="define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-">Define a function using <code>def</code> with a name, parameters,
-and a block of code.<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code."></a>
-<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-"></a>
+and a block of code.<a class="anchor" aria-label="anchor" href="#define-a-function-using-def-with-a-name-parameters-and-a-block-of-code-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8575,8 +8387,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">'The weather is nice today.'</span>)</span>
 <span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a>    <span class="bu">print</span>(<span class="st">'Right?'</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="defining-a-function-does-not-run-it-">Defining a function does not run it.<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it."></a>
-<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it-"></a>
+</section><section><h2 class="section-heading" id="defining-a-function-does-not-run-it-">Defining a function does not run it.<a class="anchor" aria-label="anchor" href="#defining-a-function-does-not-run-it-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8598,8 +8409,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="output" tabindex="0"><code>Hello!</code></pre>
 </div>
 </section><section><h2 class="section-heading" id="arguments-in-a-function-call-are-matched-to-its-defined-parameters-">Arguments in a function call are matched to its defined
-parameters.<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters."></a>
-<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters-"></a>
+parameters.<a class="anchor" aria-label="anchor" href="#arguments-in-a-function-call-are-matched-to-its-defined-parameters-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8649,8 +8459,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <code>()</code> contains the ingredients for the function while the body
 contains the recipe.</li>
 </ul></section><section><h2 class="section-heading" id="functions-may-return-a-result-to-their-caller-using-return-">Functions may return a result to their caller using
-<code>return</code>.<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return."></a>
-<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return-"></a>
+<code>return</code>.<a class="anchor" aria-label="anchor" href="#functions-may-return-a-result-to-their-caller-using-return-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -8716,8 +8525,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="identifying-syntax-errors" class="callout-inner">
-<h3 class="callout-title">Identifying Syntax Errors<a class="anchor" aria-label="anchor" href="#identifying-syntax-errors"></a>
-</h3>
+<h3 class="callout-title">Identifying Syntax Errors</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read the code below and try to identify what the errors are
@@ -8743,7 +8551,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb16">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8762,8 +8570,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="definition-and-use" class="callout-inner">
-<h3 class="callout-title">Definition and Use<a class="anchor" aria-label="anchor" href="#definition-and-use"></a>
-</h3>
+<h3 class="callout-title">Definition and Use</h3>
 <div class="callout-content">
 <p>What does the following program print?</p>
 <div class="codewrapper sourceCode" id="cb17">
@@ -8782,7 +8589,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <div class="codewrapper">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8814,8 +8621,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="order-of-operations" class="callout-inner">
-<h3 class="callout-title">Order of Operations<a class="anchor" aria-label="anchor" href="#order-of-operations"></a>
-</h3>
+<h3 class="callout-title">Order of Operations</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>What’s wrong in this example?</li>
@@ -8857,7 +8663,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><p>The problem with the example is that the function
@@ -8883,8 +8689,7 @@ <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulation" class="callout-inner">
-<h3 class="callout-title">Encapsulation<a class="anchor" aria-label="anchor" href="#encapsulation"></a>
-</h3>
+<h3 class="callout-title">Encapsulation</h3>
 <div class="callout-content">
 <p>Fill in the blanks to create a function that takes a single filename
 as an argument, loads the data in the file named by the argument, and
@@ -8906,7 +8711,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb25">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8926,8 +8731,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="find-the-first" class="callout-inner">
-<h3 class="callout-title">Find the First<a class="anchor" aria-label="anchor" href="#find-the-first"></a>
-</h3>
+<h3 class="callout-title">Find the First</h3>
 <div class="callout-content">
 <p>Fill in the blanks to create a function that takes a list of numbers
 as an argument and returns the first negative value in the list. What
@@ -8949,7 +8753,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb27">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -8981,8 +8785,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="calling-by-name" class="callout-inner">
-<h3 class="callout-title">Calling by Name<a class="anchor" aria-label="anchor" href="#calling-by-name"></a>
-</h3>
+<h3 class="callout-title">Calling by Name</h3>
 <div class="callout-content">
 <p>Earlier we saw this function:</p>
 <div class="codewrapper sourceCode" id="cb30">
@@ -9013,7 +8816,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><code>2003/2/1</code></li>
@@ -9036,8 +8839,7 @@ <h4 class="accordion-header" id="headingSolution6"> Show me the solution </h4>
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulation-of-an-ifprint-block" class="callout-inner">
-<h3 class="callout-title">Encapsulation of an If/Print Block<a class="anchor" aria-label="anchor" href="#encapsulation-of-an-ifprint-block"></a>
-</h3>
+<h3 class="callout-title">Encapsulation of an If/Print Block</h3>
 <div class="callout-content">
 <p>The code below will run on a label-printer for chicken eggs. A
 digital scale will report a chicken egg mass (in grams) to the computer
@@ -9101,7 +8903,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Show me the solution </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb34">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -9132,8 +8934,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="encapsulating-data-analysis" class="callout-inner">
-<h3 class="callout-title">Encapsulating Data Analysis<a class="anchor" aria-label="anchor" href="#encapsulating-data-analysis"></a>
-</h3>
+<h3 class="callout-title">Encapsulating Data Analysis</h3>
 <div class="callout-content">
 <p>Assume that the following code has been executed:</p>
 <div class="codewrapper sourceCode" id="cb35">
@@ -9183,7 +8984,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> Show me the solution </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>The average GDP for Japan across the years reported for the 1980s is
@@ -9248,8 +9049,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="simulating-a-dynamical-system" class="callout-inner">
-<h3 class="callout-title">Simulating a dynamical system<a class="anchor" aria-label="anchor" href="#simulating-a-dynamical-system"></a>
-</h3>
+<h3 class="callout-title">Simulating a dynamical system</h3>
 <div class="callout-content">
 <p>In mathematics, a <a href="https://en.wikipedia.org/wiki/Dynamical_system" class="external-link">dynamical
 system</a> is a system in which a function describes the time dependence
@@ -9292,7 +9092,7 @@ <h3 class="callout-title">Simulating a dynamical system<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution9" aria-expanded="false" aria-controls="collapseSolution9">
   <h4 class="accordion-header" id="headingSolution9"> Show me the solution </h4>
 </button>
-<div id="collapseSolution9" class="accordion-collapse collapse" data-bs-parent="#accordionSolution9" aria-labelledby="headingSolution9">
+<div id="collapseSolution9" class="accordion-collapse collapse" aria-labelledby="headingSolution9" data-bs-parent="#accordionSolution9">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li><div class="codewrapper sourceCode" id="cb43">
@@ -9344,8 +9144,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="using-functions-with-conditionals-in-pandas" class="callout-inner">
-<h3 class="callout-title">Using Functions With Conditionals in Pandas<a class="anchor" aria-label="anchor" href="#using-functions-with-conditionals-in-pandas"></a>
-</h3>
+<h3 class="callout-title">Using Functions With Conditionals in Pandas</h3>
 <div class="callout-content">
 <p>Functions will often contain conditionals. Here is a short example
 that will indicate which quartile the argument is in based on hand-coded
@@ -9402,8 +9201,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Break programs down into functions to make them easier to
@@ -9459,8 +9257,7 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-">The scope of a variable is the part of a program that can ‘see’ that
-variable.<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable."></a>
-<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-"></a>
+variable.<a class="anchor" aria-label="anchor" href="#the-scope-of-a-variable-is-the-part-of-a-program-that-can-see-that-variable-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -9524,8 +9321,7 @@ <h3 class="code-label">ERROR<i aria-hidden="true" data-feather="chevron-left"></
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="local-and-global-variable-use" class="callout-inner">
-<h3 class="callout-title">Local and Global Variable Use<a class="anchor" aria-label="anchor" href="#local-and-global-variable-use"></a>
-</h3>
+<h3 class="callout-title">Local and Global Variable Use</h3>
 <div class="callout-content">
 <p>Trace the values of all variables in this program as it is executed.
 (Use ‘—’ as the value of variables before and after they exist.)</p>
@@ -9548,8 +9344,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="reading-error-messages" class="callout-inner">
-<h3 class="callout-title">Reading Error Messages<a class="anchor" aria-label="anchor" href="#reading-error-messages"></a>
-</h3>
+<h3 class="callout-title">Reading Error Messages</h3>
 <div class="callout-content">
 <p>Read the traceback below, and identify the following:</p>
 <ol style="list-style-type: decimal">
@@ -9615,8 +9410,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>The scope of a variable is the part of a program that can ‘see’ that
@@ -9665,7 +9459,6 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 <section><h2 class="section-heading" id="coding-style">Coding style<a class="anchor" aria-label="anchor" href="#coding-style"></a>
-<a class="anchor" aria-label="anchor" href="#coding-style"></a>
 </h2>
 <hr class="half-width">
 <p>A consistent coding style helps others (including our future selves)
@@ -9681,8 +9474,7 @@ <h3 class="card-title">Objectives</h3>
 <li>use white-space, <em>not</em> tabs, to indent lines (tabs can cause
 problems across different text editors, operating systems, and version
 control systems)</li>
-</ul></section><section><h2 class="section-heading" id="follow-standard-python-style-in-your-code-">Follow standard Python style in your code.<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code."></a>
-<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code-"></a>
+</ul></section><section><h2 class="section-heading" id="follow-standard-python-style-in-your-code-">Follow standard Python style in your code.<a class="anchor" aria-label="anchor" href="#follow-standard-python-style-in-your-code-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -9709,8 +9501,7 @@ <h3 class="card-title">Objectives</h3>
 often more impactful than the particular style used. A consistent style
 will make your software easier to read and understand for others and for
 your future self.</li>
-</ul></section><section><h2 class="section-heading" id="use-assertions-to-check-for-internal-errors-">Use assertions to check for internal errors.<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors."></a>
-<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors-"></a>
+</ul></section><section><h2 class="section-heading" id="use-assertions-to-check-for-internal-errors-">Use assertions to check for internal errors.<a class="anchor" aria-label="anchor" href="#use-assertions-to-check-for-internal-errors-"></a>
 </h2>
 <hr class="half-width">
 <p>Assertions are a simple but powerful method for making sure that the
@@ -9730,8 +9521,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 ‘-O’ (optimize) switch. Assertions should contain only simple checks and
 never change the state of the program. For example, an assertion should
 never contain an assignment.</p>
-</section><section><h2 class="section-heading" id="use-docstrings-to-provide-builtin-help-">Use docstrings to provide builtin help.<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help."></a>
-<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help-"></a>
+</section><section><h2 class="section-heading" id="use-docstrings-to-provide-builtin-help-">Use docstrings to provide builtin help.<a class="anchor" aria-label="anchor" href="#use-docstrings-to-provide-builtin-help-"></a>
 </h2>
 <hr class="half-width">
 <p>If the first thing in a function is a character string that is not
@@ -9763,8 +9553,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="multiline-strings" class="callout-inner">
-<h3 class="callout-title">Multiline Strings<a class="anchor" aria-label="anchor" href="#multiline-strings"></a>
-</h3>
+<h3 class="callout-title">Multiline Strings</h3>
 <div class="callout-content">
 <p>Often use <em>multiline strings</em> for documentation. These start
 and end with three quote characters (either single or double) and end
@@ -9785,8 +9574,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="message-circle"></i>
 </div>
 <div id="what-will-be-shown" class="callout-inner">
-<h3 class="callout-title">What Will Be Shown?<a class="anchor" aria-label="anchor" href="#what-will-be-shown"></a>
-</h3>
+<h3 class="callout-title">What Will Be Shown?</h3>
 <div class="callout-content">
 <p>Highlight the lines in the code below that will be available as
 online help. Are there lines that should be made available, but won’t
@@ -9819,8 +9607,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="document-this" class="callout-inner">
-<h3 class="callout-title">Document This<a class="anchor" aria-label="anchor" href="#document-this"></a>
-</h3>
+<h3 class="callout-title">Document This</h3>
 <div class="callout-content">
 <p>Use comments to describe and help others understand potentially
 unintuitive sections or individual lines of code. They are especially
@@ -9850,7 +9637,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb7">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -9871,8 +9658,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="zap"></i>
 </div>
 <div id="clean-up-this-code" class="callout-inner">
-<h3 class="callout-title">Clean Up This Code<a class="anchor" aria-label="anchor" href="#clean-up-this-code"></a>
-</h3>
+<h3 class="callout-title">Clean Up This Code</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal">
 <li>Read this short program and try to predict what it does.</li>
@@ -9909,7 +9695,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Here’s one solution.</p>
 <div class="codewrapper sourceCode" id="cb9">
@@ -9965,8 +9751,7 @@ <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"><
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Follow standard Python style in your code.</li>
@@ -10016,8 +9801,7 @@ <h3 class="card-title">Objectives</h3>
 that seem obvious when we’re thinking about them turn out to be anything
 but when we have to explain them precisely.</p>
 <section><h2 class="section-heading" id="python-supports-a-large-and-diverse-community-across-academia-and-industry-">Python supports a large and diverse community across academia and
-industry.<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry."></a>
-<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry-"></a>
+industry.<a class="anchor" aria-label="anchor" href="#python-supports-a-large-and-diverse-community-across-academia-and-industry-"></a>
 </h2>
 <hr class="half-width">
 <ul>
@@ -10043,8 +9827,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>Python supports a large and diverse community across academia and
@@ -10093,8 +9876,7 @@ <h3 class="card-title">Objectives</h3>
 <i class="callout-icon" data-feather="key"></i>
 </div>
 <div class="callout-inner">
-<h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="#keypoints1"></a>
-</h3>
+<h3 class="callout-title">Key Points</h3>
 <div class="callout-content">
 <ul>
 <li>We are constantly seeking to improve this course.</li>
@@ -10126,7 +9908,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -10149,8 +9931,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://swcarpentry.github.io/python-novice-gapminder/instructor/aio.html",
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/aio.html",
   "dateCreated": "2016-01-07",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/design.html b/instructor/design.html
index be0160f04..a0906f817 100644
--- a/instructor/design.html
+++ b/instructor/design.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -450,8 +450,7 @@ <h1>Lesson Design</h1>
 <i class="callout-icon" data-feather="bell"></i>
 </div>
 <div id="help-wanted" class="callout-inner">
-<h3 class="callout-title">Help Wanted<a class="anchor" aria-label="anchor" href="#help-wanted"></a>
-</h3>
+<h3 class="callout-title">Help Wanted</h3>
 <div class="callout-content">
 <p><strong>We are filling in the exercises <a href="#stage-3-learning-plan">below</a> in order to make the lesson plan
 more concrete. Contributions (both in the form of pull requests with
@@ -460,8 +459,7 @@ <h3 class="callout-title">Help Wanted<a class="anchor" aria-label="anchor" href=
 </div>
 </div>
 </div>
-<section><h2 class="section-heading" id="process-used">Process Used<a class="anchor" aria-label="anchor" href="#process-used"></a>
-<a class="anchor" aria-label="anchor" href="#process-used"></a></h2>
+<section><h2 class="section-heading" id="process-used">Process Used<a class="anchor" aria-label="anchor" href="#process-used"></a></h2>
 <hr class="half-width"><blockquote>
 <p>Michael Pollan’s advice if he taught R or Python programming:</p>
 <ol style="list-style-type: decimal"><li>Write code.</li>
@@ -481,8 +479,7 @@ <h3 class="callout-title">Help Wanted<a class="anchor" aria-label="anchor" href=
 <li><p>Learning plan: each episode has a heading that summarizes what
 will be covered, then estimates time that will be spent on teaching and
 on exercises, while the exercises are given as bullet points.</p></li>
-</ol></section><section><h2 class="section-heading" id="stage-1-assumptions">Stage 1: Assumptions<a class="anchor" aria-label="anchor" href="#stage-1-assumptions"></a>
-<a class="anchor" aria-label="anchor" href="#stage-1-assumptions"></a></h2>
+</ol></section><section><h2 class="section-heading" id="stage-1-assumptions">Stage 1: Assumptions<a class="anchor" aria-label="anchor" href="#stage-1-assumptions"></a></h2>
 <hr class="half-width"><ul><li>Audience
 <ul><li>Graduate students in numerate disciplines from cosmology to
 archaeology</li>
@@ -545,8 +542,7 @@ <h3 class="callout-title">Help Wanted<a class="anchor" aria-label="anchor" href=
 <li>So use MCQs, fill-in-the-blanks, Parsons Problems, “tweak this
 code”, etc.</li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="stage-2-desired-results">Stage 2: Desired Results<a class="anchor" aria-label="anchor" href="#stage-2-desired-results"></a>
-<a class="anchor" aria-label="anchor" href="#stage-2-desired-results"></a></h2>
+</ul></section><section><h2 class="section-heading" id="stage-2-desired-results">Stage 2: Desired Results<a class="anchor" aria-label="anchor" href="#stage-2-desired-results"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="questions">Questions<a class="anchor" aria-label="anchor" href="#questions"></a></h3>
 <p>How do I…</p>
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 <li>…where to find documentation on standard libraries</li>
 <li>…how to find out what else scientific Python offers</li>
 </ul></div>
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-<a class="anchor" aria-label="anchor" href="#stage-3-learning-plan"></a></h2>
+</section><section><h2 class="section-heading" id="stage-3-learning-plan">Stage 3: Learning Plan<a class="anchor" aria-label="anchor" href="#stage-3-learning-plan"></a></h2>
 <hr class="half-width"><div class="section level3">
 <h3 id="summative-assessment">Summative Assessment<a class="anchor" aria-label="anchor" href="#summative-assessment"></a></h3>
 <ul><li>Midpoint: create time-series plot for each file in a directory.</li>
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index 6bcaac5d4..0267c5727 100644
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               </div>
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-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -483,7 +483,7 @@ <h1>Discussion</h1>
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index a44a7d6c0..04898ad7e 100644
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-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -483,7 +483,7 @@ <h1>Further Exercises</h1>
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diff --git a/instructor/images.html b/instructor/images.html
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+            <hr class="half-width lesson-resources">
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@@ -655,7 +655,7 @@ <h3 id="09-plotting-figure-12">Figure 12</h3>
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-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
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 <div id="prerequisites" class="callout-inner">
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-</h3>
+<h3 class="callout-title">Prerequisites</h3>
 <div class="callout-content">
 <ol style="list-style-type: decimal"><li><p>Learners need to understand what files and directories are, what
 a working directory is, and how to start a Python interpreter.</p></li>
@@ -650,15 +649,13 @@ <h3 class="callout-title">Prerequisites<a class="anchor" aria-label="anchor" hre
 </tr></tbody></table><p>
       The actual schedule may vary slightly depending on the topics and exercises chosen by the instructor.
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-<a class="anchor" aria-label="anchor" href="#getting-the-data"></a></h2>
+      </section><section id="setup"><section><h2 class="section-heading" id="getting-the-data">Getting the Data<a class="anchor" aria-label="anchor" href="#getting-the-data"></a></h2>
 <hr class="half-width"><p>The data we will be using is taken from the <a href="https://en.wikipedia.org/wiki/Gapminder_Foundation" class="external-link">gapminder</a>
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 In order to follow the presented material, you should launch the
 JupyterLab server in the root directory (see <a href="01-run-quit.html#starting-jupyterlab">Starting
 JupyterLab</a>).</p>
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+            <hr class="half-width lesson-resources">
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+            <hr class="half-width lesson-resources">
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         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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@@ -768,8 +768,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/key-points.html",
   "dateCreated": "2016-01-07",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index da9174ef3..10a59ac9d 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -440,7 +440,7 @@ <h1>Learner Profiles</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
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@@ -462,8 +462,8 @@ <h1>Learner Profiles</h1>
   "url": "https://swcarpentry.github.io/python-novice-gapminder/instructor/profiles.html",
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/profiles.html",
   "dateCreated": "2016-01-07",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 0157f2ba5..cc113948c 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
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@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="../instructor/aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="../instructor/aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -445,11 +445,8 @@ <h1>Reference</h1>
 
         
 
-<section><h2 class="section-heading" id="reference">Reference<a class="anchor" aria-label="anchor" href="#reference"></a>
-<a class="anchor" aria-label="anchor" href="#reference"></a></h2>
-<hr class="half-width"></section><section><h2 class="section-heading" id="running-and-quitting">
-<a href="01-run-quit.html">Running and Quitting</a><a class="anchor" aria-label="anchor" href="#running-and-quitting"></a>
-<a class="anchor" aria-label="anchor" href="#running-and-quitting"></a></h2>
+<section><h2 class="section-heading" id="reference">Reference<a class="anchor" aria-label="anchor" href="#reference"></a></h2>
+<hr class="half-width"></section><section><h2 class="section-heading" id="running-and-quitting"><a href="01-run-quit.html">Running and Quitting</a><a class="anchor" aria-label="anchor" href="#running-and-quitting"></a></h2>
 <hr class="half-width"><ul><li>Python files have the <code>.py</code> extension.</li>
 <li>Can be written in a text file or a <a href="https://jupyter.org/" class="external-link">Jupyter Notebook</a>.
 <ul><li>Jupyter notebooks have the extension <code>.ipynb</code>
@@ -460,9 +457,7 @@ <h1>Reference</h1>
 code.</li>
 </ul></li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="variables-and-assignment">
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-<a class="anchor" aria-label="anchor" href="#variables-and-assignment"></a></h2>
+</ul></section><section><h2 class="section-heading" id="variables-and-assignment"><a href="02-variables.html">Variables and Assignment</a><a class="anchor" aria-label="anchor" href="#variables-and-assignment"></a></h2>
 <hr class="half-width"><ul><li>Variables are stored using <code>=</code>.
 <ul><li>Strings are defined in quotations <code>'...'</code>.</li>
 <li>Integers and floating point numbers are defined without
@@ -489,10 +484,8 @@ <h1>Reference</h1>
 </ul></li>
 <li>Use <code>len(...)</code> to find the length of a variable or
 string.</li>
-</ul></section><section><h2 class="section-heading" id="data-types-and-type-conversion">
-<a href="03-types-conversion.html">Data Types and Type
-Conversion</a><a class="anchor" aria-label="anchor" href="#data-types-and-type-conversion"></a>
-<a class="anchor" aria-label="anchor" href="#data-types-and-type-conversion"></a></h2>
+</ul></section><section><h2 class="section-heading" id="data-types-and-type-conversion"><a href="03-types-conversion.html">Data Types and Type
+Conversion</a><a class="anchor" aria-label="anchor" href="#data-types-and-type-conversion"></a></h2>
 <hr class="half-width"><ul><li>Each value has a type. This controls what can be done with it.
 <ul><li>
 <code>int</code> represents an integer</li>
@@ -512,9 +505,7 @@ <h1>Reference</h1>
 <li>Convert integer to string: <code>str(...)</code>.</li>
 </ul></li>
 </ul></li>
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-<a href="04-built-in.html">Built-in Functions and Help</a><a class="anchor" aria-label="anchor" href="#built-in-functions-and-help"></a>
-<a class="anchor" aria-label="anchor" href="#built-in-functions-and-help"></a></h2>
+</ul></section><section><h2 class="section-heading" id="built-in-functions-and-help"><a href="04-built-in.html">Built-in Functions and Help</a><a class="anchor" aria-label="anchor" href="#built-in-functions-and-help"></a></h2>
 <hr class="half-width"><ul><li>To add a comment, place <code>#</code> before the thing you do not
 with to be executed.</li>
 <li>Commonly used built-in functions:
@@ -531,9 +522,7 @@ <h1>Reference</h1>
 pressing <code>tab</code> in Jupyter Notebooks.</li>
 </ul></li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="libraries">
-<a href="06-libraries.html">Libraries</a><a class="anchor" aria-label="anchor" href="#libraries"></a>
-<a class="anchor" aria-label="anchor" href="#libraries"></a></h2>
+</ul></section><section><h2 class="section-heading" id="libraries"><a href="06-libraries.html">Libraries</a><a class="anchor" aria-label="anchor" href="#libraries"></a></h2>
 <hr class="half-width"><ul><li>Importing a library:
 <ul><li>Use <code>import ...</code> to load a library.</li>
 <li>Refer to this library by using <code>module_name.thing_name</code>.
@@ -554,10 +543,8 @@ <h1>Reference</h1>
 <li>Importing the plotting library as an alias:
 <code>import matplotlib as mpl</code>
 </li>
-</ul></section><section><h2 class="section-heading" id="reading-tabular-data-into-dataframes">
-<a href="07-reading-tabular.html">Reading Tabular Data into
-DataFrames</a><a class="anchor" aria-label="anchor" href="#reading-tabular-data-into-dataframes"></a>
-<a class="anchor" aria-label="anchor" href="#reading-tabular-data-into-dataframes"></a></h2>
+</ul></section><section><h2 class="section-heading" id="reading-tabular-data-into-dataframes"><a href="07-reading-tabular.html">Reading Tabular Data into
+DataFrames</a><a class="anchor" aria-label="anchor" href="#reading-tabular-data-into-dataframes"></a></h2>
 <hr class="half-width"><ul><li>Use the pandas library to do statistics on tabular data. Load with
 <code>import pandas as pd</code>.
 <ul><li>To read in a csv: <code>pd.read_csv()</code>, including the path
@@ -574,9 +561,7 @@ <h1>Reference</h1>
 <li>Use <code>DataFrame.T</code> to transpose a DataFrame.</li>
 <li>Use <code>DataFrame.describe</code> to get summary statistics about
 your data.</li>
-</ul></section><section><h2 class="section-heading" id="pandas-dataframes">
-<a href="08-data-frames.html">Pandas DataFrames</a><a class="anchor" aria-label="anchor" href="#pandas-dataframes"></a>
-<a class="anchor" aria-label="anchor" href="#pandas-dataframes"></a></h2>
+</ul></section><section><h2 class="section-heading" id="pandas-dataframes"><a href="08-data-frames.html">Pandas DataFrames</a><a class="anchor" aria-label="anchor" href="#pandas-dataframes"></a></h2>
 <hr class="half-width"><ul><li>Select data using <code>[i,j]</code>
 <ul><li>To select by entry position: <code>DataFrame.iloc[..., ...]</code>
 <ul><li>This is inclusive of everything except the final index.</li>
@@ -596,9 +581,7 @@ <h1>Reference</h1>
 <code>data.apply(lambda x: x &gt; x.mean())</code> where
 <code>mean()</code> can be any operation the user would like to be
 applied to x.</li>
-</ul></section><section><h2 class="section-heading" id="plotting">
-<a href="09-plotting.html">Plotting</a><a class="anchor" aria-label="anchor" href="#plotting"></a>
-<a class="anchor" aria-label="anchor" href="#plotting"></a></h2>
+</ul></section><section><h2 class="section-heading" id="plotting"><a href="09-plotting.html">Plotting</a><a class="anchor" aria-label="anchor" href="#plotting"></a></h2>
 <hr class="half-width"><ul><li>The most widely used plotting library is <code>matplotlib</code>.
 <ul><li>Usually imported using
 <code>import matplotlib.pyplot as plt</code>.</li>
@@ -629,9 +612,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a>plt.ylabel(<span class="st">'y axis label'</span>)</span>
 <span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a>plt.legend()</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="lists">
-<a href="11-lists.html">Lists</a><a class="anchor" aria-label="anchor" href="#lists"></a>
-<a class="anchor" aria-label="anchor" href="#lists"></a></h2>
+</section><section><h2 class="section-heading" id="lists"><a href="11-lists.html">Lists</a><a class="anchor" aria-label="anchor" href="#lists"></a></h2>
 <hr class="half-width"><ul><li>Defined within <code>[...]</code> and separated by <code>,</code>.
 <ul><li>An empty list can be created by using <code>[]</code>.</li>
 </ul></li>
@@ -647,9 +628,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <code>list_name_1.extend(list_name_2)</code>.</li>
 <li>To remove an item from a list use
 <code>del list_name[index]</code>.</li>
-</ul></section><section><h2 class="section-heading" id="for-loops">
-<a href="12-for-loops.html">For Loops</a><a class="anchor" aria-label="anchor" href="#for-loops"></a>
-<a class="anchor" aria-label="anchor" href="#for-loops"></a></h2>
+</ul></section><section><h2 class="section-heading" id="for-loops"><a href="12-for-loops.html">For Loops</a><a class="anchor" aria-label="anchor" href="#for-loops"></a></h2>
 <hr class="half-width"><ul><li>Start a for loop with <code>for number in [1, 2, 3]:</code>, with
 the following lines indented.
 <ul><li>
@@ -667,9 +646,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="cf">for</span> number <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>,<span class="dv">5</span>):</span>
 <span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a>    <span class="bu">print</span>(number)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditionals">
-<a href="13-conditionals.html">Conditionals</a><a class="anchor" aria-label="anchor" href="#conditionals"></a>
-<a class="anchor" aria-label="anchor" href="#conditionals"></a></h2>
+</section><section><h2 class="section-heading" id="conditionals"><a href="13-conditionals.html">Conditionals</a><a class="anchor" aria-label="anchor" href="#conditionals"></a></h2>
 <hr class="half-width"><ul><li>Defined similarly to a loop, using
 <code>if variable conditional value:</code>.
 <ul><li>For example, <code>if variable &gt; 5:</code>.</li>
@@ -702,9 +679,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a>    <span class="cf">else</span>:</span>
 <span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a>        <span class="bu">print</span>(m, <span class="st">'is small'</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="looping-over-data-sets">
-<a href="14-looping-data-sets.html">Looping Over Data Sets</a><a class="anchor" aria-label="anchor" href="#looping-over-data-sets"></a>
-<a class="anchor" aria-label="anchor" href="#looping-over-data-sets"></a></h2>
+</section><section><h2 class="section-heading" id="looping-over-data-sets"><a href="14-looping-data-sets.html">Looping Over Data Sets</a><a class="anchor" aria-label="anchor" href="#looping-over-data-sets"></a></h2>
 <hr class="half-width"><ul><li>Use a for loop: <code>for filename in [file1, file2]:</code>
 </li>
 <li>To find a set of files using a pattern use <code>glob.glob</code>
@@ -726,9 +701,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="cf">for</span> filename <span class="kw">in</span> glob.glob(<span class="op">*</span>.txt):</span>
 <span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a>  data <span class="op">=</span> pd.read_csv(filename)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="writing-functions">
-<a href="16-writing-functions.html">Writing Functions</a><a class="anchor" aria-label="anchor" href="#writing-functions"></a>
-<a class="anchor" aria-label="anchor" href="#writing-functions"></a></h2>
+</section><section><h2 class="section-heading" id="writing-functions"><a href="16-writing-functions.html">Writing Functions</a><a class="anchor" aria-label="anchor" href="#writing-functions"></a></h2>
 <hr class="half-width"><ul><li>Define a function using <code>def function_name(parameters):</code>.
 Replace <code>parameters</code> with the variables to use when the
 function is executed.</li>
@@ -744,24 +717,19 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb5-4"><a href="#cb5-4" tabindex="-1"></a></span>
 <span id="cb5-5"><a href="#cb5-5" tabindex="-1"></a>add_numbers(<span class="dv">1</span>, <span class="dv">4</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="variable-scope">
-<a href="17-scope.html">Variable Scope</a><a class="anchor" aria-label="anchor" href="#variable-scope"></a>
-<a class="anchor" aria-label="anchor" href="#variable-scope"></a></h2>
+</section><section><h2 class="section-heading" id="variable-scope"><a href="17-scope.html">Variable Scope</a><a class="anchor" aria-label="anchor" href="#variable-scope"></a></h2>
 <hr class="half-width"><ul><li>A local variable is defined in a function and can only be seen and
 used within that function.</li>
 <li>A global variable is defined outside of a function and can be seen
 or used anywhere after definition.</li>
-</ul></section><section><h2 class="section-heading" id="programming-style">
-<a href="18-style.html">Programming Style</a><a class="anchor" aria-label="anchor" href="#programming-style"></a>
-<a class="anchor" aria-label="anchor" href="#programming-style"></a></h2>
+</ul></section><section><h2 class="section-heading" id="programming-style"><a href="18-style.html">Programming Style</a><a class="anchor" aria-label="anchor" href="#programming-style"></a></h2>
 <hr class="half-width"><ul><li>Document your code.</li>
 <li>Use clear and meaningful variable names.</li>
 <li>Follow <a href="https://www.python.org/dev/peps/pep-0008" class="external-link">the PEP8
 style guide</a> when setting up your code.</li>
 <li>Use assertions to check for internal errors.</li>
 <li>Use docstrings to provide help.</li>
-</ul></section><section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a>
-<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
+</ul></section><section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
 <hr class="half-width"><dl><dt>Arguments</dt>
 <dd>
 Values passed to functions.
@@ -874,7 +842,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -897,7 +865,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/instructor/reference.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-08-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 0b89a8e75..0129fd569 100644
--- a/key-points.html
+++ b/key-points.html
@@ -478,10 +478,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
             </div>
 
             <hr class="half-width">
-<div class="accordion accordion-flush resources" id="accordionFlush12">
+<div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -505,7 +505,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources">
+            <hr class="half-width lesson-resources">
 <a href="aio.html">See all in one page</a>
 
 
@@ -741,7 +741,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer>
 </div> <!-- / div.container -->
@@ -764,8 +764,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://swcarpentry.github.io/python-novice-gapminder/key-points.html",
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/key-points.html",
   "dateCreated": "2016-01-07",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 2f319696b..47d2e9d1c 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-08-20T00:10Z
+last_built: 2024-08-27T00:10Z
diff --git a/profiles.html b/profiles.html
index 027b757f5..1d7aa5fb5 100644
--- a/profiles.html
+++ b/profiles.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -440,7 +440,7 @@ <h1>Learner Profiles</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -462,8 +462,8 @@ <h1>Learner Profiles</h1>
   "url": "https://swcarpentry.github.io/python-novice-gapminder/profiles.html",
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/profiles.html",
   "dateCreated": "2016-01-07",
-  "dateModified": "2024-08-20",
-  "datePublished": "2024-08-20"
+  "dateModified": "2024-08-27",
+  "datePublished": "2024-08-27"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 688e2fe9b..e854285b3 100644
--- a/reference.html
+++ b/reference.html
@@ -377,10 +377,10 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
               </div>
             </div>
 
-            <hr class="half-width"><div class="accordion accordion-flush resources" id="accordionFlush12">
+            <hr class="half-width"><div class="accordion accordion-flush lesson-resources" id="accordionFlush12">
               <div class="accordion-item">
                 <h2 class="accordion-header" id="flush-headingTwelve">
-                  <button class="accordion-button collapsed" id="resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
+                  <button class="accordion-button collapsed" id="lesson-resources" type="button" data-bs-toggle="collapse" data-bs-target="#flush-collapseTwelve" aria-expanded="false" aria-controls="flush-collapseTwelve">
                     RESOURCES
                   </button>
                 </h2>
@@ -400,7 +400,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
                 </div>
               </div>
             </div>
-            <hr class="half-width resources"><a href="aio.html">See all in one page</a>
+            <hr class="half-width lesson-resources"><a href="aio.html">See all in one page</a>
 
 
             <hr class="d-none d-sm-block d-md-none"><div class="d-grid gap-1">
@@ -443,11 +443,8 @@ <h1>Reference</h1>
 
         
 
-<section><h2 class="section-heading" id="reference">Reference<a class="anchor" aria-label="anchor" href="#reference"></a>
-<a class="anchor" aria-label="anchor" href="#reference"></a></h2>
-<hr class="half-width"></section><section><h2 class="section-heading" id="running-and-quitting">
-<a href="01-run-quit.html">Running and Quitting</a><a class="anchor" aria-label="anchor" href="#running-and-quitting"></a>
-<a class="anchor" aria-label="anchor" href="#running-and-quitting"></a></h2>
+<section><h2 class="section-heading" id="reference">Reference<a class="anchor" aria-label="anchor" href="#reference"></a></h2>
+<hr class="half-width"></section><section><h2 class="section-heading" id="running-and-quitting"><a href="01-run-quit.html">Running and Quitting</a><a class="anchor" aria-label="anchor" href="#running-and-quitting"></a></h2>
 <hr class="half-width"><ul><li>Python files have the <code>.py</code> extension.</li>
 <li>Can be written in a text file or a <a href="https://jupyter.org/" class="external-link">Jupyter Notebook</a>.
 <ul><li>Jupyter notebooks have the extension <code>.ipynb</code>
@@ -458,9 +455,7 @@ <h1>Reference</h1>
 code.</li>
 </ul></li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="variables-and-assignment">
-<a href="02-variables.html">Variables and Assignment</a><a class="anchor" aria-label="anchor" href="#variables-and-assignment"></a>
-<a class="anchor" aria-label="anchor" href="#variables-and-assignment"></a></h2>
+</ul></section><section><h2 class="section-heading" id="variables-and-assignment"><a href="02-variables.html">Variables and Assignment</a><a class="anchor" aria-label="anchor" href="#variables-and-assignment"></a></h2>
 <hr class="half-width"><ul><li>Variables are stored using <code>=</code>.
 <ul><li>Strings are defined in quotations <code>'...'</code>.</li>
 <li>Integers and floating point numbers are defined without
@@ -487,10 +482,8 @@ <h1>Reference</h1>
 </ul></li>
 <li>Use <code>len(...)</code> to find the length of a variable or
 string.</li>
-</ul></section><section><h2 class="section-heading" id="data-types-and-type-conversion">
-<a href="03-types-conversion.html">Data Types and Type
-Conversion</a><a class="anchor" aria-label="anchor" href="#data-types-and-type-conversion"></a>
-<a class="anchor" aria-label="anchor" href="#data-types-and-type-conversion"></a></h2>
+</ul></section><section><h2 class="section-heading" id="data-types-and-type-conversion"><a href="03-types-conversion.html">Data Types and Type
+Conversion</a><a class="anchor" aria-label="anchor" href="#data-types-and-type-conversion"></a></h2>
 <hr class="half-width"><ul><li>Each value has a type. This controls what can be done with it.
 <ul><li>
 <code>int</code> represents an integer</li>
@@ -510,9 +503,7 @@ <h1>Reference</h1>
 <li>Convert integer to string: <code>str(...)</code>.</li>
 </ul></li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="built-in-functions-and-help">
-<a href="04-built-in.html">Built-in Functions and Help</a><a class="anchor" aria-label="anchor" href="#built-in-functions-and-help"></a>
-<a class="anchor" aria-label="anchor" href="#built-in-functions-and-help"></a></h2>
+</ul></section><section><h2 class="section-heading" id="built-in-functions-and-help"><a href="04-built-in.html">Built-in Functions and Help</a><a class="anchor" aria-label="anchor" href="#built-in-functions-and-help"></a></h2>
 <hr class="half-width"><ul><li>To add a comment, place <code>#</code> before the thing you do not
 with to be executed.</li>
 <li>Commonly used built-in functions:
@@ -529,9 +520,7 @@ <h1>Reference</h1>
 pressing <code>tab</code> in Jupyter Notebooks.</li>
 </ul></li>
 </ul></li>
-</ul></section><section><h2 class="section-heading" id="libraries">
-<a href="06-libraries.html">Libraries</a><a class="anchor" aria-label="anchor" href="#libraries"></a>
-<a class="anchor" aria-label="anchor" href="#libraries"></a></h2>
+</ul></section><section><h2 class="section-heading" id="libraries"><a href="06-libraries.html">Libraries</a><a class="anchor" aria-label="anchor" href="#libraries"></a></h2>
 <hr class="half-width"><ul><li>Importing a library:
 <ul><li>Use <code>import ...</code> to load a library.</li>
 <li>Refer to this library by using <code>module_name.thing_name</code>.
@@ -552,10 +541,8 @@ <h1>Reference</h1>
 <li>Importing the plotting library as an alias:
 <code>import matplotlib as mpl</code>
 </li>
-</ul></section><section><h2 class="section-heading" id="reading-tabular-data-into-dataframes">
-<a href="07-reading-tabular.html">Reading Tabular Data into
-DataFrames</a><a class="anchor" aria-label="anchor" href="#reading-tabular-data-into-dataframes"></a>
-<a class="anchor" aria-label="anchor" href="#reading-tabular-data-into-dataframes"></a></h2>
+</ul></section><section><h2 class="section-heading" id="reading-tabular-data-into-dataframes"><a href="07-reading-tabular.html">Reading Tabular Data into
+DataFrames</a><a class="anchor" aria-label="anchor" href="#reading-tabular-data-into-dataframes"></a></h2>
 <hr class="half-width"><ul><li>Use the pandas library to do statistics on tabular data. Load with
 <code>import pandas as pd</code>.
 <ul><li>To read in a csv: <code>pd.read_csv()</code>, including the path
@@ -572,9 +559,7 @@ <h1>Reference</h1>
 <li>Use <code>DataFrame.T</code> to transpose a DataFrame.</li>
 <li>Use <code>DataFrame.describe</code> to get summary statistics about
 your data.</li>
-</ul></section><section><h2 class="section-heading" id="pandas-dataframes">
-<a href="08-data-frames.html">Pandas DataFrames</a><a class="anchor" aria-label="anchor" href="#pandas-dataframes"></a>
-<a class="anchor" aria-label="anchor" href="#pandas-dataframes"></a></h2>
+</ul></section><section><h2 class="section-heading" id="pandas-dataframes"><a href="08-data-frames.html">Pandas DataFrames</a><a class="anchor" aria-label="anchor" href="#pandas-dataframes"></a></h2>
 <hr class="half-width"><ul><li>Select data using <code>[i,j]</code>
 <ul><li>To select by entry position: <code>DataFrame.iloc[..., ...]</code>
 <ul><li>This is inclusive of everything except the final index.</li>
@@ -594,9 +579,7 @@ <h1>Reference</h1>
 <code>data.apply(lambda x: x &gt; x.mean())</code> where
 <code>mean()</code> can be any operation the user would like to be
 applied to x.</li>
-</ul></section><section><h2 class="section-heading" id="plotting">
-<a href="09-plotting.html">Plotting</a><a class="anchor" aria-label="anchor" href="#plotting"></a>
-<a class="anchor" aria-label="anchor" href="#plotting"></a></h2>
+</ul></section><section><h2 class="section-heading" id="plotting"><a href="09-plotting.html">Plotting</a><a class="anchor" aria-label="anchor" href="#plotting"></a></h2>
 <hr class="half-width"><ul><li>The most widely used plotting library is <code>matplotlib</code>.
 <ul><li>Usually imported using
 <code>import matplotlib.pyplot as plt</code>.</li>
@@ -627,9 +610,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a>plt.ylabel(<span class="st">'y axis label'</span>)</span>
 <span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a>plt.legend()</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="lists">
-<a href="11-lists.html">Lists</a><a class="anchor" aria-label="anchor" href="#lists"></a>
-<a class="anchor" aria-label="anchor" href="#lists"></a></h2>
+</section><section><h2 class="section-heading" id="lists"><a href="11-lists.html">Lists</a><a class="anchor" aria-label="anchor" href="#lists"></a></h2>
 <hr class="half-width"><ul><li>Defined within <code>[...]</code> and separated by <code>,</code>.
 <ul><li>An empty list can be created by using <code>[]</code>.</li>
 </ul></li>
@@ -645,9 +626,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <code>list_name_1.extend(list_name_2)</code>.</li>
 <li>To remove an item from a list use
 <code>del list_name[index]</code>.</li>
-</ul></section><section><h2 class="section-heading" id="for-loops">
-<a href="12-for-loops.html">For Loops</a><a class="anchor" aria-label="anchor" href="#for-loops"></a>
-<a class="anchor" aria-label="anchor" href="#for-loops"></a></h2>
+</ul></section><section><h2 class="section-heading" id="for-loops"><a href="12-for-loops.html">For Loops</a><a class="anchor" aria-label="anchor" href="#for-loops"></a></h2>
 <hr class="half-width"><ul><li>Start a for loop with <code>for number in [1, 2, 3]:</code>, with
 the following lines indented.
 <ul><li>
@@ -665,9 +644,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="cf">for</span> number <span class="kw">in</span> <span class="bu">range</span>(<span class="dv">0</span>,<span class="dv">5</span>):</span>
 <span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a>    <span class="bu">print</span>(number)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="conditionals">
-<a href="13-conditionals.html">Conditionals</a><a class="anchor" aria-label="anchor" href="#conditionals"></a>
-<a class="anchor" aria-label="anchor" href="#conditionals"></a></h2>
+</section><section><h2 class="section-heading" id="conditionals"><a href="13-conditionals.html">Conditionals</a><a class="anchor" aria-label="anchor" href="#conditionals"></a></h2>
 <hr class="half-width"><ul><li>Defined similarly to a loop, using
 <code>if variable conditional value:</code>.
 <ul><li>For example, <code>if variable &gt; 5:</code>.</li>
@@ -700,9 +677,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a>    <span class="cf">else</span>:</span>
 <span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a>        <span class="bu">print</span>(m, <span class="st">'is small'</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="looping-over-data-sets">
-<a href="14-looping-data-sets.html">Looping Over Data Sets</a><a class="anchor" aria-label="anchor" href="#looping-over-data-sets"></a>
-<a class="anchor" aria-label="anchor" href="#looping-over-data-sets"></a></h2>
+</section><section><h2 class="section-heading" id="looping-over-data-sets"><a href="14-looping-data-sets.html">Looping Over Data Sets</a><a class="anchor" aria-label="anchor" href="#looping-over-data-sets"></a></h2>
 <hr class="half-width"><ul><li>Use a for loop: <code>for filename in [file1, file2]:</code>
 </li>
 <li>To find a set of files using a pattern use <code>glob.glob</code>
@@ -724,9 +699,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <pre class="sourceCode python" tabindex="0"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="cf">for</span> filename <span class="kw">in</span> glob.glob(<span class="op">*</span>.txt):</span>
 <span id="cb4-2"><a href="#cb4-2" tabindex="-1"></a>  data <span class="op">=</span> pd.read_csv(filename)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="writing-functions">
-<a href="16-writing-functions.html">Writing Functions</a><a class="anchor" aria-label="anchor" href="#writing-functions"></a>
-<a class="anchor" aria-label="anchor" href="#writing-functions"></a></h2>
+</section><section><h2 class="section-heading" id="writing-functions"><a href="16-writing-functions.html">Writing Functions</a><a class="anchor" aria-label="anchor" href="#writing-functions"></a></h2>
 <hr class="half-width"><ul><li>Define a function using <code>def function_name(parameters):</code>.
 Replace <code>parameters</code> with the variables to use when the
 function is executed.</li>
@@ -742,24 +715,19 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
 <span id="cb5-4"><a href="#cb5-4" tabindex="-1"></a></span>
 <span id="cb5-5"><a href="#cb5-5" tabindex="-1"></a>add_numbers(<span class="dv">1</span>, <span class="dv">4</span>)</span></code></pre>
 </div>
-</section><section><h2 class="section-heading" id="variable-scope">
-<a href="17-scope.html">Variable Scope</a><a class="anchor" aria-label="anchor" href="#variable-scope"></a>
-<a class="anchor" aria-label="anchor" href="#variable-scope"></a></h2>
+</section><section><h2 class="section-heading" id="variable-scope"><a href="17-scope.html">Variable Scope</a><a class="anchor" aria-label="anchor" href="#variable-scope"></a></h2>
 <hr class="half-width"><ul><li>A local variable is defined in a function and can only be seen and
 used within that function.</li>
 <li>A global variable is defined outside of a function and can be seen
 or used anywhere after definition.</li>
-</ul></section><section><h2 class="section-heading" id="programming-style">
-<a href="18-style.html">Programming Style</a><a class="anchor" aria-label="anchor" href="#programming-style"></a>
-<a class="anchor" aria-label="anchor" href="#programming-style"></a></h2>
+</ul></section><section><h2 class="section-heading" id="programming-style"><a href="18-style.html">Programming Style</a><a class="anchor" aria-label="anchor" href="#programming-style"></a></h2>
 <hr class="half-width"><ul><li>Document your code.</li>
 <li>Use clear and meaningful variable names.</li>
 <li>Follow <a href="https://www.python.org/dev/peps/pep-0008" class="external-link">the PEP8
 style guide</a> when setting up your code.</li>
 <li>Use assertions to check for internal errors.</li>
 <li>Use docstrings to provide help.</li>
-</ul></section><section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a>
-<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
+</ul></section><section><h2 class="section-heading" id="glossary">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a></h2>
 <hr class="half-width"><dl><dt>Arguments</dt>
 <dd>
 Values passed to functions.
@@ -872,7 +840,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
 
         <p>Template licensed under <a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">CC-BY 4.0</a> by <a href="https://carpentries.org/" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.5" class="external-link">sandpaper (0.16.5)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.3" class="external-link">varnish (1.0.3)</a></p>
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/0.16.6" class="external-link">sandpaper (0.16.6)</a>, <a href="https://github.com/carpentries/pegboard/tree/0.7.6" class="external-link">pegboard (0.7.6)</a>, and <a href="https://github.com/carpentries/varnish/tree/1.0.4" class="external-link">varnish (1.0.4)</a></p>
 			</div>
 		</footer></div> <!-- / div.container -->
 	<div id="to-top">
@@ -895,7 +863,7 @@ <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"><
   "identifier": "https://swcarpentry.github.io/python-novice-gapminder/reference.html",
   "dateCreated": "2016-01-07",
   "dateModified": "2023-08-19",
-  "datePublished": "2024-08-20"
+  "datePublished": "2024-08-27"
 }
 
   </script><script>